CELL ATLAS OF HEALTHY AND DISEASED TISSUES

Information

  • Patent Application
  • 20210024997
  • Publication Number
    20210024997
  • Date Filed
    October 16, 2018
    6 years ago
  • Date Published
    January 28, 2021
    4 years ago
Abstract
Embodiments disclosed herein provide a pan-tissue cell atlas of healthy and diseased subjects obtained by single cell sequencing. The present invention discloses novel markers for cell types. Moreover, genes associated with disease, including HIV infection and tuberculosis are identified. The invention provides for diagnostic assays based on gene markers and cell composition, as well as therapeutic targets for controlling immune regulations and cell-cell communication of the cell types disclosed herein. In addition, novel cell types and methods of quantitating, detecting and isolating the cell types are disclosed.
Description
REFERENCE TO AN ELECTRONIC SEQUENCE LISTING

The contents of the electronic sequence listing (BROD-2830US.ST25.txt”; Size is 12 Kilobytes and it was created on Aug. 6, 2020) is herein incorporated by reference in its entirety.


TECHNICAL FIELD

The subject matter disclosed herein is generally directed to use of tissue, cellular and gene biomarkers to determine the physiological state of a cell or tissue of interest. The subject matter further relates to a cell atlas of healthy tissues and a matched cell atlas of infectious disease and biomarkers thereof. cell types in healthy and disease states. The subject matter further relates to novel cell specific and disease specific markers. and infectious disease in


This invention relates generally to compositions and methods identifying and exploiting target genes or target gene products that modulate, control or otherwise influence cell-cell communication, differential expression, immune response in a variety of therapeutic and/or diagnostic indications.


BACKGROUND

Immune systems play an essential role in ensuring our health. From decades of laboratory and clinical work, there has been a basic understanding of immune balance and its importance for a healthy immune system. For example, hyperactivity can lead to allergy, inflammation, tissue damage, autoimmune disease and excessive cellular death. On the other hand, immunodeficiency can lead to outgrowth of cancers and the inability to kill or suppress external invaders. The immune system has evolved multiple modalities and redundancies that balance the system, including but not limited to memory, exhaustion, anergy, and senescence. Despite this basic understanding, a comprehensive landscape of immune regulations remains missing. Given the importance of the immune system, a systematic understanding of immune regulations on cell, tissue, and organism levels is crucial for clinicians and researchers to efficiently diagnose and develop treatments for immune system related disease.


Different cells and tissues in a diseased organism are often not impacted at the same level. Analyzing immune regulations with a comprehensive approach allows for identification of cells and tissues that are impacted and that are representative of the disease, interaction between cells, as well as pathways that can be specifically targeted to restore diseased cell or tissues to a normal state. In practice, certain tissues or specimens, for example blood or body fluids, are more easily obtainable than others from a patient. A systematic understanding of immune responses allows clinicians to use easily obtainable tissues as a proxy to diagnose disease and monitor disease state through easily obtainable tissues, and may further allow for treatment or amelioration of symptoms by restoring the state of suppressed immune cells or eliminating severely infected cells, for example, cells impacted with a chronic infection such as HIV infected cells/MTB infected cells.


Despite years of clinical work, essential information including location and identity of the pathogen hosting cells or tissues, immunologic response and pathways involved in the infection and response status of such disease causing infections remain unclear. A comprehensive understanding focusing on diseased as well as healthy organisms will be able to locates key cells and tissues that represent the disease, location, identity, and phenotype of the disease harboring cells, pathways and mechanisms involved in disease response and pathogen replication, thus help developing diagnosis as well as treatment methods.


Reliable diagnosing of disease states and evaluation of therapies remains problematic. In human subjects, many cell type and tissues are inaccessible to non-invasive methods and further may be difficult to locate and test even where, for example, biopsy procedures are available. Such difficulties extend to non-human animals, including but not limited to non-human primates. For example, animal tissues may be available from animals that cannot be obtained from living human subjects, but such tissues may be inaccessible for other reasons, frequently expense.


SUMMARY

In certain example embodiments, the present invention provides novel markers for cell types and physiological states of tissues of interests.


In one aspect, the present invention provides for a method of determining a physiological state of a first cell or tissue in a subject, the method comprising: measuring a physiological state of a second cell or tissue in the subject that is correlated with the physiological state of the first cell or tissue, wherein the correlation comprises a correlation between tissue types, cell types, or tissue types and cell types.


In another aspect, the present invention provides for a method of determining the effect of a modulating agent on a first cell or tissue in a subject, the method comprising: measuring the effect of the modulating agent on a second cell or tissue in the subject, wherein the physiological state of the second cell or tissue is correlated with the effect of the modulating agent on the first cell or tissue, wherein the correlation comprises a correlation between tissue types, cell types, or tissue types and cell types.


In certain embodiments, the composition and/or quantity of cell types in different tissues is correlated, or the same cell types in different tissues are correlated, or different cell types are correlated. In certain embodiments, the second cell or tissue is correlated with the first cell or tissue in another organism, whereby the correlation is used as a proxy to determine the physiological state of the first cell or tissue in the subject.


In certain embodiments, the organism is a non-human primate. In certain embodiments, the non-human primate is a Rhesus macaque.


In certain embodiments, the correlation is determined by measuring gene expression profiles in two or more cells or tissues obtained from the organism. In certain embodiments, the correlated physiological states of the first and second cells or tissues are the same physiological states. In certain embodiments, the correlated physiological states of the first and second cells or tissues are different physiological states. In certain embodiments, the physiological state of the second cell or tissue is measured by a gene expression profile comprising one or more genes. In certain embodiments, the physiological state of the second cell or tissue is measured by a gene expression profile comprising one or more gene clusters. In certain embodiments, the gene expression profile comprises single cell expression profiles. In certain embodiments, the gene clusters comprise one or more principle component genes. In certain embodiments, the one or more gene clusters comprise genes having similar function. In certain embodiments, the one or more gene clusters comprise genes that are co-regulated. In certain embodiments, the genes are co-regulated in the tissue or cell during disease. In certain embodiments, the one or more gene clusters comprise genes of a pathway.


In certain embodiments, the cell type is an immune cell or the tissue type is an immune tissue type. In certain embodiments, the cells comprise T cells from mesenteric lymph node, inguinal lymph node, CNS, jejunun, spleen, tonsil, or bone marrow. In certain embodiments, the cells comprise macrophages. In certain embodiments, the cells comprise pneumocytes or NK cells. In certain embodiments, the cells comprise cells of axillary lymph node, colon, ileum, liver, spleen, or thymus. In certain embodiments, the cell or tissue type is a diseased cell or tissue type.


In certain embodiments, the modulating agent is an immune modulating agent.


In certain embodiments, the physiological state comprises a disease state or an immunological state. In certain embodiments, the physiologic state indicates resistance or sensitivity to a therapy.


In certain embodiments, the second cell is a circulating immune cell and the physiological state is an immune state in a tissue.


In another aspect, the present invention provides for a method of identifying a biomarker as a proxy for a physiological state of a cell or tissue, the method comprising determining the expression profile of one or more genes in a test cell or tissue obtained from an organism, and identifying the expression profile in the test cell or tissue as a proxy for the physiological state of a second cell or tissue if the expression profile in the test cell or tissue is correlated with the expression profile in the second cell or tissue obtained from the organism.


In another aspect, the present invention provides for a method of identifying a biomarker as a proxy for a physiological state of a cell or tissue, the method comprising determining an expression profile of one or more genes in a test cell or tissue obtained from an organism that correlates with the expression profile in a second cell or tissue obtained from the organism.


In certain embodiments, the expression profile comprises one or more single cell expression profiles and the single cell expression profiles in the test cell or tissue correlates to the single cell expression profiles in the second cell or tissue. In certain embodiments, the test cell or tissue is from the same species as the second cell or tissue. In certain embodiments, the test cell or tissue and the second cell or tissue are from a non-human primate. In certain embodiments, the test cell or tissue and the second cell or tissue are from a Rhesus macaque. In certain embodiments, the expression profile determined in the test cell or tissue is a proxy for the physiological state of the second cell in a different species, preferably a related species. In certain embodiments, the test cell or tissue and the second cell or tissue are from different non-human primates. In certain embodiments, the test cell or tissue is from a human and the second cell or tissue is from a non-human primate. In certain embodiments, the biomarker identified in the non-human primate is used to determine the physiological state of a second cell or tissue in a human subject by detection or measuring the biomarker in the first cell or tissue in the human subject. In certain embodiments, the physiological state comprises a disease state or an immunological state. In certain embodiments, the physiologic state indicates resistance or sensitivity to a therapy.


In another aspect, the present invention provides for a method of diagnosing the physiological state of a cell or tissue in a subject, the method comprising measuring the expression of a biomarker in a test cell or tissue of the subject, wherein the biomarker was identified as a proxy for the physiological state of the diagnosed cell or tissue by determining the expression profile of the biomarker in a first cell or tissue, and identifying the expression profile in the first cell or tissue as a proxy for the physiological state of a second cell or tissue if the expression profile in the first cell or tissue is correlated with the expression profile in the second cell or tissue.


In certain embodiments, the first cell or tissue is from the same species as the second cell or tissue. In certain embodiments, the first cell or tissue and the second cell or tissue are from a non-human primate. In certain embodiments, the first cell or tissue and the second cell or tissue are from a Rhesus macaque.


In another aspect, the present invention provides for a method of identifying a biomarker as a proxy for determining the effect of a modulating agent on a cell or tissue in a subject, the method comprising determining an expression profile of one or more genes in a test cell or tissue obtained from an organism treated with the modulating agent that correlates with the expression profile in a second cell or tissue obtained from the treated organism.


In another aspect, the present invention provides for a method of identifying cell interactions comprising: providing single cell gene expression profiles obtained from sequencing single cells from one or more tissues from a non-human primate; determining expression of receptor/ligand pairs on the single cells from the one or more tissues; and determining cells that express a receptor and cells that express the ligand for the receptor.


In certain embodiments, cell interactions are determined in a diseased non-human primate.


In another aspect, the present invention provides for a method of identifying biomarkers of tissue homing comprising: generating single cell expression profiles of PBMC's obtained from two or more tissues of a non-human primate; and identifying tissue specific markers expressed by the PBMCs.


In another aspect, the present invention provides for a method of identifying the tissue of origin of PBMCs comprising detecting in PBMCs obtained from a subject one or markers selected from a marker described herein.


In certain embodiments, the tissue of origin of macrophages is identified by detecting in macrophages one or markers selected from one or more groups consisting of: S100A8, HBB, MNP1A, CAMP, LOC710097, gene 24745, gene 18845, LOC703853, LOC706282 and RTD1B; LOC106994075, PLAC8, CLEC9A, GZMB, IRF8, FCER1A, KNG1, IGFBP6, CCDC50 and NCOA7; C1QB, SEPP1, FABP4, C1QC, GPNMB, APOE, ACP5, YMRM176B, ADAMDEC1 and CCDC152; and/or S100A6, FCGR3, VCAN, FGR, LILRB1, FCN1, AHNAK, FN1, C5AR1, TIMP1.


In certain embodiments, the method further comprises using the PBMCs originating from a tissue of interest as a proxy for the physiological state of the tissue of interest.


In certain embodiments, the expression profile in a first tissue is a proxy for the expression profile in a second tissue. In certain embodiments, the expression of one or more genes selected from a marker described herein in the first tissue is a proxy for the physiological state of the second tissue.


In another aspect, the present invention provides for a method of identifying tissues and cells that are reservoirs for HIV comprising determining expression of SHIV genes in tissues and/or single cells obtained from a non-human primate infected with SHIV and treated with antiretroviral therapy. In certain embodiments, SHIV is reactivated in the tissues and/or single cells before determining expression.


In another aspect, the present invention provides for a method of identifying tissues and cells that are reservoirs for HIV comprising determining expression of HIV genes in tissues and/or single cells obtained from a subject infected with HIV and treated with antiretroviral therapy. In certain embodiments, HIV is reactivated in the tissues and/or single cells before determining expression.


In certain embodiments, the tissues and/or single cells are obtained from lymph nodes. In certain embodiments, the diseased cell or tissue type is infected with HIV. In certain embodiments, the physiological state comprises an immunological state associated with HIV infection.


In certain embodiments, the diseased cell or tissue type is infected with MTB. In certain embodiments, the physiological state comprises an immunological state associated with MTB infection.


These and other aspects, objects, features, and advantages of the example embodiments will become apparent to those having ordinary skill in the art upon consideration of the following detailed description of illustrated example embodiments.





BRIEF DESCRIPTION OF THE DRAWINGS

An understanding of the features and advantages of the present invention will be obtained by reference to the following detailed description that sets forth illustrative embodiments, in which the principles of the invention may be utilized, and the accompanying drawings of which:



FIG. 1—Balance in the immune system determines health vs. disease. Hyperactivity can lead to tissue damage, allergy, inflammation, and cell death. Immunodeficiency can lead to outgrowth of cancers or external pathogens.



FIG. 2—Host-Pathogen Dynamics of HIV Infection. HIV preferentially infects CD4 T cells, reverse transcribes its DNA, and integrates into the host genome. Infection progresses through a spike in viral load, followed by a progressive decrease in CD4+ T cell count. Because of the high plasma viral load, and because T cells migrate throughout different locations, virtually all tissues can be exposed to the virus, causing profound, and often irreversible changes to the adaptive and innate immune systems, and establishing a permanent pool of integrated HIV termed the “reservoir.”



FIG. 3—Lymph node cells stain positive for HIV proteins such as p24 by flow cytometry indicating a significant fraction of cells are actively producing virus.



FIG. 4—Lymph node from an HIV-infected, antiretroviral-treated patient.



FIG. 5—HIV infection status of single cells. Detection of host mRNA and HIV-1 RNA from the same cell.



FIG. 6—HIV infection status of single cells. Detection of host mRNA and HIV-1 RNA from the same cell.



FIG. 7—Cellular identities of Active HIV Reservoir. Top: Single cell RNA detection distinguishes cells, including markers and pathways, that contribute to ongoing HIV replication. Bottom: Differential expression between HIV+ and HIV cells shown by gag-pol abundance identifies genes that drive HIV replication such as transcription factors that bind to HIV promoter regions. Genes associated with metabolism of anti-retroviral drugs are also detected and novel differentially expressed genes identified.



FIG. 8A-8E—MTB-infected macrophages. FIG. 8A Macrophage transcript mapping by macrophage/MTB ratio. FIG. 8B Examples of pathway expression correlated with MTB MOI. FIG. 8C Cellular response to variable copy number of internalized TB indicated by single cells, individually correlated with MTB/cell. FIG. 8D Spearman correlation between MTB/cell and gene expression. FIG. 8E Correlation between MTB/cell and pathway components at low MOI (top) and high MOI (bottom).



FIG. 9—Genes and pathways associated with TB abundance.



FIG. 10—Expression of macrophage genes and pathways enriched in cells infected with TP singly or as aggregates. FIG. 10A Genes and pathways enriched in cells infected with aggregates (red) or singles (blue). FIG. 10B Differential enrichment of cell death (left) and TNF (right) pathways in cells infected as aggregates or singles.



FIG. 11—Non-human primate model showing examples of cells and tissues useful for elaborating gene signatures associated with diseases and disorders.



FIG. 12—Single cell profiles define cells by tissue (left) and cell type (right).



FIG. 13—Single cell transcriptome expression profiles cluster by cell type.



FIG. 14—CD3E++CD3D++CD3G+ cells by tissue and cell type.



FIG. 15A—Tissue specific behavior of macrophages; FIG. 15B charts number of tissue specific cells of macrophages; FIG. 15C single cell transcriptomes of macrophages identify genes that define them. FIG. 15D single cell transcriptomes of macrophages identify tissue specific sub sets.



FIG. 16—Macrophage expression profiles correspond with tissues of origin.



FIG. 17—Single cell profiles define cells by tissue (left) and cell type (right).



FIG. 18—Identification of pneumocyte (FIG. 18A) and NK (FIG. 18B) cell clusters.



FIG. 19—Gene expression in pneumocytes indicates tissue-dependence.



FIG. 20—Gene expression in NK cells indicates common functions and potential differences driven by tissue-of-origin.



FIG. 21—Cell resolution looking at individual tissues.



FIG. 22—Cell expression profiles by tissue.



FIG. 23—Gene expression in PBMCs showing individual cell types and correlation with gene groups.



FIG. 24—Gene expression of cells in Ileum showing individual cell types and correlation with gene groups.



FIG. 25A-25C—Single cell genomics FIG. 25A Single cell genomics of cells from lymphoid tissue from healthy and SHIV-infected Rhesus macaques defines specific cell subsets. FIG. 25B Certain subsets have equal representation between healthy and SHIV, such as CD8 T cells or macrophages, while CD4 T cells and B cells, show major deviations due to prior SHIV infection. FIG. 25C Differential expression of genes in healthy and SHIV-infected CD4 T cells. As in humans, animals with suppressed viral replication as detected in blood show signatures in lymphoid resident T cells associated with ongoing viral replication and response to virus.



FIG. 26—Comparison of differentially expressed genes between HIV+ and HIVT cells in human lymph nodes with SHIV+ and SHIVT cells in non-human primates shows significant overlap.



FIG. 27A-27D—Impact of chronic SHIV infection on different tissue niches. FIG. 27A Single cell genomics of cells from lymphoid tissue and ileum compared. FIG. 27B In the mesenteric LN, T cells are affected by prior HIV infection, but in the ileum, a significant effect is not observed. FIG. 27C In the small intestine, T cells are more similar, but largest differential expression occurs among the epithelial enterocytes. FIG. 27D Identification of cell subsets altered by SHIV infection.



FIG. 28—Numbers of UMIs detected in 12 tissues obtained from a single healthy Rhesus macaque using shallow sequencing (3 seq-well arrays/NextSeq Run).



FIG. 29—T cell phenotypes across tissue of origin. Shown are bar graphs showing number of T cells detected in each tissue and the percent of tissue. tSNE plot showing T cells sorted by tissues. Cells were gated on CD3, TRBC. and TRAC.



FIG. 30—T cell phenotypes across tissue of origin. tSNE plots showing T cells sorted by tissue and cell type. Cells were gated on CD3, TRBC. and TRAC.



FIG. 31—Identification of markers of recent emigrants/immigrants (e.g., markers for tissue homing and specificity). tSNE plots showing cells sorted by tissue and with PBMCs highlighted.



FIG. 32—Schematic showing identification of cell-cell interactions and calculating an interaction score.



FIG. 33A-33DFIG. 33A tSNE plot of cell types obtained from the Ileum. FIG. 33B Plot showing cell-cell pairing strength. The pairing uses all transmembrane molecules and does not use secreted interactions. FIG. 33C Circos plots for indicated cell types. Edges=coexpression of Receptorx and Ligandy. Weight of edges corresponds to the interaction score. FIG. 33D Differential receptor ligand potential between health and disease.



FIG. 34—Schematic showing tissue workflow for constructing a comprehensive atlas of anti-retroviral therapy (ART) resistant and latent SHIV reservoir.



FIG. 35—Schematic showing tissue workflow for activating/reversing latency in single cells to increase detection of SHIV+ cells.



FIG. 36—Comparison of healthy vs. disease in non-human primates. tSNE plots and heatmap from two healthy macaques and two SHIV infected macaques. T cells were gated using CD3+ and were obtained from the mesenteric lymph node.



FIG. 37—Schematic showing computational methods for determining differential coexpression networks in healthy vs. disease (SHIV).



FIG. 38—Differential coexpression networks in healthy vs. disease (SHIV). Mesenteric lymph node T cells were analyzed.



FIG. 39—Comparison of pathways expressed in mesenteric LN from 2 Healthy Controls vs. 2 SHIV+, ARV-treated animals.



FIG. 40—A healthy cell atlas of lymphoid tissues. tSNE plots from lymphoid tissue obtained from healthy animals highlighted by tissue and cell types.



FIG. 41—Diagram showing computation modules for Transcriptomic Interaction Networks (TINDIR) to discover intercellular relationships.



FIG. 42—Diagram showing computation modules for Transcriptomic Interaction Networks (TINDIR) to discover intercellular relationships.



FIG. 43—Transcriptomic Interaction Networks (TINDIR) data input.





The figures herein are for illustrative purposes only and are not necessarily drawn to scale.


DETAILED DESCRIPTION OF THE EXAMPLE EMBODIMENTS
General Definitions

Unless defined otherwise, technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this disclosure pertains. Definitions of common terms and techniques in molecular biology may be found in Molecular Cloning: A Laboratory Manual, 2nd edition (1989) (Sambrook, Fritsch, and Maniatis); Molecular Cloning: A Laboratory Manual, 4th edition (2012) (Green and Sambrook); Current Protocols in Molecular Biology (1987) (F. M. Ausubel et al. eds.); the series Methods in Enzymology (Academic Press, Inc.): PCR 2: A Practical Approach (1995) (M. J. MacPherson, B. D. Hames, and G. R. Taylor eds.): Antibodies, A Laboratory Manual (1988) (Harlow and Lane, eds.): Antibodies A Laboraotry Manual, 2nd edition 2013 (E. A. Greenfield ed.); Animal Cell Culture (1987) (R. I. Freshney, ed.); Benjamin Lewin, Genes IX, published by Jones and Bartlet, 2008 (ISBN 0763752223); Kendrew et al. (eds.), The Encyclopedia of Molecular Biology, published by Blackwell Science Ltd., 1994 (ISBN 0632021829); Robert A. Meyers (ed.), Molecular Biology and Biotechnology: a Comprehensive Desk Reference, published by VCH Publishers, Inc., 1995 (ISBN 9780471185710); Singleton et al., Dictionary of Microbiology and Molecular Biology 2nd ed., J. Wiley & Sons (New York, N.Y. 1994), March, Advanced Organic Chemistry Reactions, Mechanisms and Structure 4th ed., John Wiley & Sons (New York, N.Y. 1992); and Marten H. Hofker and Jan van Deursen, Transgenic Mouse Methods and Protocols, 2nd edition (2011).


As used herein, the singular forms “a”, “an”, and “the” include both singular and plural referents unless the context clearly dictates otherwise.


The term “optional” or “optionally” means that the subsequent described event, circumstance or substituent may or may not occur, and that the description includes instances where the event or circumstance occurs and instances where it does not.


The recitation of numerical ranges by endpoints includes all numbers and fractions subsumed within the respective ranges, as well as the recited endpoints.


The terms “about” or “approximately” as used herein when referring to a measurable value such as a parameter, an amount, a temporal duration, and the like, are meant to encompass variations of and from the specified value, such as variations of +1-10% or less, +/−5% or less, +/−1% or less, and +/−0.1% or less of and from the specified value, insofar such variations are appropriate to perform in the disclosed invention. It is to be understood that the value to which the modifier “about” or “approximately” refers is itself also specifically, and preferably, disclosed.


As used herein, a “biological sample” may contain whole cells and/or live cells and/or cell debris. The biological sample may contain (or be derived from) a “bodily fluid”. The present invention encompasses embodiments wherein the bodily fluid is selected from amniotic fluid, aqueous humour, vitreous humour, bile, blood serum, breast milk, cerebrospinal fluid, cerumen (earwax), chyle, chyme, endolymph, perilymph, exudates, feces, female ejaculate, gastric acid, gastric juice, lymph, mucus (including nasal drainage and phlegm), pericardial fluid, peritoneal fluid, pleural fluid, pus, rheum, saliva, sebum (skin oil), semen, sputum, synovial fluid, sweat, tears, urine, vaginal secretion, vomit and mixtures of one or more thereof. Biological samples include cell cultures, bodily fluids, cell cultures from bodily fluids. Bodily fluids may be obtained from a mammal organism, for example by puncture, or other collecting or sampling procedures.


The terms “subject,” “individual,” and “patient” are used interchangeably herein to refer to a vertebrate, preferably a mammal, more preferably a human. Mammals include, but are not limited to, murines, simians, humans, farm animals, sport animals, and pets. Tissues, cells and their progeny of a biological entity obtained in vivo or cultured in vitro are also encompassed.


Various embodiments are described hereinafter. It should be noted that the specific embodiments are not intended as an exhaustive description or as a limitation to the broader aspects discussed herein. One aspect described in conjunction with a particular embodiment is not necessarily limited to that embodiment and can be practiced with any other embodiment(s). Reference throughout this specification to “one embodiment”, “an embodiment,” “an example embodiment,” means that a particular feature, structure or characteristic described in connection with the embodiment is included in at least one embodiment of the present invention. Thus, appearances of the phrases “in one embodiment,” “in an embodiment,” or “an example embodiment” in various places throughout this specification are not necessarily all referring to the same embodiment, but may. Furthermore, the particular features, structures or characteristics may be combined in any suitable manner, as would be apparent to a person skilled in the art from this disclosure, in one or more embodiments. Furthermore, while some embodiments described herein include some but not other features included in other embodiments, combinations of features of different embodiments are meant to be within the scope of the invention. For example, in the appended claims, any of the claimed embodiments can be used in any combination.


All publications, published patent documents, and patent applications cited herein are hereby incorporated by reference to the same extent as though each individual publication, published patent document, or patent application was specifically and individually indicated as being incorporated by reference.


Overview

Embodiments disclosed herein provide novel markers for cell types and physiological states of tissues of interests. Moreover, genes associated with chronic infection and disease, including HIV infection and tuberculosis (TB) are identified. The invention provides for diagnostic assays based on gene markers and cell composition, as well as therapeutic targets for controlling differentiation, proliferation, maintenance and/or function of the cell types disclosed herein. In addition, novel cell types and methods of quantitating, detecting and isolating the cell types are disclosed.


Embodiments disclosed herein provide a pan-tissue cell atlas from healthy and diseased non-human primates. The atlas was generated using single cell sequencing of tissues obtained from non-human primates (e.g., lymph node, inguinal lymph node, CNS, jejunun, spleen, tonsil, bone marrow, axillary lymph node, colon, ileum, liver, spleen, thymus, brain, lung, stomach or liver). The healthy atlas provides for a map of single cellular composition in healthy tissues and provides mechanisms of homeostasis that specifically correlate to human subjects. Further, the atlas provides for identification of cell-cell interactions between cell types in and between tissues. Specifically, identifying interactions specific to certain tissues, both between immune cells and stroma, identifying heterogeneity between identical “healthy” tissues across individuals, emergent phenotypes of “health,” and identifying ensemble phenotypes that emerge from variable granular details. The atlas also provides tissue specific markers indicating tissue of origin or markers of tissue homing. In certain embodiments, biomarkers can be used to indicate recent emigrants or immigrants. In certain embodiments, recent migrating cells may maintain biomarkers specific to the tissue of origin. Identifying the cell state of these migrating cells may indicate the physiological state of a distant tissue. In certain embodiments, the atlas allows for determining physiological states of a cell or tissue of interest by using the identified correlations between the cells and/or tissues. Thus, the healthy atlas provides cellular biomarkers indicative of the physiological state of another cell or tissue.


Further, a matched disease atlas provides for identification of biomarkers indicative of the physiological state in disease. In certain embodiments, a cross comparison of “matched” cell types between the healthy and disease cell atlases can be used to assess the relative cell frequency and phenotype between the paired tissues. The disease atlas allows for identifying differential coexpression networks of genes in healthy vs. disease. In certain embodiments, using a novel computational and visualization approach is provided for discerning differences between “pathology” and “health.” The disease atlas allows for nominating and testing strategies to “renormalize” tissues from disease to healthy. The disease atlas allows for a comparison of mutational diversity across distinct tissues (e.g., for latent and active SHIV reservoirs). The disease atlas also can be used to infer methods of viral spread in infected individuals, and infer which tissues permit vs inhibit ongoing viral replication.


Physiological States

The inventors have identified novel markers and networks in non-human primates and further identified correlations between and among those markers in different tissues and cell types. As used herein, the term “correlation” refers to a mutual relationship or connection between cells and/or tissues, in which one cell and/or tissue affects or depends on another cell and/or tissue (e.g., physiological state). As used herein “physiological state” refers to the way in which a living organism, tissue or cell functions, specifically, the condition or state of a cell and/or tissue. Physiological state may also refer to cellular state. Cellular state includes, but is not limited to, gene expression, epigenetic configuration, and nuclear structure. Cells may have a stem-cell like state, different states of differentiation, such as an intermediate state, an immune state (e.g., dysfunctional, effector, naïve, memory state) and a disease state (e.g., infected, malignant state). Tissues can have different states based upon the composition of cells in a microenvironment.


Within the present specification, the terms “differentiation”, “differentiating” or derivatives thereof, denote the process by which an unspecialised or relatively less specialised cell becomes relatively more specialised. In the context of cell ontogeny, the adjective “differentiated” is a relative term. Hence, a “differentiated cell” is a cell that has progressed further down a certain developmental pathway than the cell it is being compared with. The differentiated cell may, for example, be a terminally differentiated cell, i.e., a fully specialised cell capable of taking up specialised functions in various tissues or organs of an organism, which may but need not be post-mitotic; or the differentiated cell may itself be a progenitor cell within a particular differentiation lineage which can further proliferate and/or differentiate.


In certain embodiments, a gene expression profile of one cell correlates with the gene expression profile of a second cell and the correlation is associated with a physiological state. The gene expression profile can include genes that are up and/or downregulated (see, e.g., signature genes described further herein). These markers and correlations can be applied to closely related species. Closely related species can include mammals, primates and humans. As used herein, the term “mammal” refers to any mammal including, but not limited to, mammals of the order Logomorpha, such as rabbits; the order Carnivora, including Felines (cats) and Canines (dogs); the order Artiodactyla, including Bovines (cows) and Swines (pigs); or of the order Perssodactyla, including Equines (horses). The mammals may be non-human primates, e.g., of the order Primates, Ceboids, or Simoids (monkeys) or of the order Anthropoids (humans), or any of ape, gibbon, gorilla, chimpanzees orangutan, and macaque. In some embodiments, the mammal may be a mammal of the order Rodentia, such as mice and hamsters. Preferably, the mammal is a non-human primate or a human. An especially preferred mammal is the human.


In certain embodiments, a first cell or tissue may be used as a proxy to measure or otherwise determine the physiological state of second cell or tissue. In a non-limiting example, when a second cell or tissue is not readily accessible, the physiological state of first cell, which may be readily accessible such as by a non-invasive means, can be measured or otherwise determined instead. The inventors have further identified novel markers and networks that overlap between or among non-human primates, normal, or having a disease, disorder, or infection. For example, markers and networks are shown to be comparable between humans and macaques, thus can be used to measure or otherwise determine the physiological state of a cell or tissue in one organism by comparison to a different cell or tissue of another organism. Furthermore, the inventors have shown significant overlap among primates, particularly between Rhesus macaques and humans. Thus, gene and gene cluster expression correlations determined in one organism can be mapped to a second organism. Thus, for example, SHIV-infected macaques are comparable to HIV-infected humans. Likewise, HIV and M. tuberculosis information herein may be applied to non-human primates and other mammals. Conversely, gene expression profiles of model animals may be applied to humans.


Accordingly, the invention provides a method of determining a physiological state of a first cell or tissue in a subject, the method comprising measuring a physiological state of a second cell or tissue in the subject that is correlated with the physiological state of the first cell or tissue. The correlation comprises evaluating gene expression by tissue type, cell type, or tissue type and cell type.


In certain embodiments, the correlation comprises evaluating gene expression by tissue type, cell type, or tissue type and cell type. In an embodiment, the physiological state of the first and second cells or tissues is measured by a gene expression profile comprising one or more genes. In an embodiment of the invention, the physiological state of the first and second cells or tissues is measured by a gene expression profile comprising one or more gene clusters. In certain embodiments, the one or more gene clusters comprise genes having similar function. In certain embodiments, the one or more gene clusters comprise genes that are co-regulated. In certain embodiments, the one or more gene clusters comprise genes of a pathway. In an embodiment, the cells or tissue comprise T cells from mesenteric lymph node, inguinal lymph node, CNS, jejunun, spleen, tonsil, or bone marrow. In an embodiment, the cells or tissue comprise macrophages. In an embodiment of the invention, the cells comprise pneumocytes or NK cells. In an embodiment of the invention the cells comprise cells from axillary lymphnode, colon, ileum, liver, spleen, or thymus.


The invention further provides a method of identifying a biomarker as a proxy for a physiological state of a cell or tissue, the method comprising determining the expression profile of one or more genes in the test cell or tissue, and identifying the expression profile in the test cell or tissue as a proxy for the physiological state of a second cell or tissue if the expression profile in the test cell or tissue is correlated with the expression profile in the second cell or tissue. In an embodiment of the invention, the test cell or tissue is from the same species as the second cell or tissue. In an embodiment of the invention, the test cell or tissue and the second cell or tissue are from a non-human primate. In an embodiment, the test cell or tissue and the second cell or tissue are from a Rhesus macaque. In an embodiment, the test cell or tissue is from a different species as the second cell or tissue. In another embodiment, the test cell or tissue and the second cell or tissue are from different non-human primates. In another embodiment, the test cell or tissue is from a human and the second cell or tissue is from a non-human primate.


The invention further provides a method of diagnosing the physiological state of a cell or tissue in a subject, the method comprising measuring the expression of a biomarker in a test cell or tissue of the subject, wherein the biomarker was identified as a proxy for the physiological state of the diagnosed cell or tissue by determining the expression profile of the biomarker in a first cell or tissue, and identifying the expression profile in the first cell or tissue as a proxy for the physiological state of a second cell or tissue if the expression profile in the first cell or tissue is correlated with the expression profile in the second cell or tissue. The first and second cell or tissue can be from divergent mammal species for genes and gene clusters having similar function and or regulation. In an embodiment, the first cell or tissue is from the same species as the second cell or tissue. In an embodiment, the first cell or tissue and the second cell or tissue are from a non-human primate. In an embodiment, the first cell or tissue and the second cell or tissue are from a Rhesus macaque. In an embodiment, the first cell or tissue is from a different species as the second cell or tissue. In another embodiment, the first cell or tissue and the second cell or tissue are from different non-human primates. In another embodiment, the first cell or tissue is from a human and the second cell or tissue is from a non-human primates.


Immune States

In certain embodiments, determining an immune state is correlated to a disease state (e.g., HIV or MTB infection). As used herein immune state may also be referred to as an immune response of all the immune cells in an immune system or microenvironment. The immune state may be an immune state correlated with HIV or MTB infection. The immune state may correlate with a diagnosis or prognosis. The immune state may correlate with the ability to infect cells and replicate. In certain embodiments, the immune state may be detected in an immune cell. The term “immune cell” as used throughout this specification generally encompasses any cell derived from a hematopoietic stem cell that plays a role in the immune response. The term is intended to encompass immune cells both of the innate or adaptive immune system. The immune cell as referred to herein may be a leukocyte, at any stage of differentiation (e.g., a stem cell, a progenitor cell, a mature cell) or any activation stage. Immune cells include lymphocytes (such as natural killer cells, T-cells (including, e.g., thymocytes, Th or Tc; Th1, Th2, Th17, Thαβ, CD4+, CD8+, effector Th, memory Th, regulatory Th, CD4+/CD8+ thymocytes, CD4−/CD8− thymocytes, yδ T cells, etc.) or B-cells (including, e.g., pro-B cells, early pro-B cells, late pro-B cells, pre-B cells, large pre-B cells, small pre-B cells, immature or mature B-cells, producing antibodies of any isotype, T1 B-cells, T2, B-cells, naïve B-cells, GC B-cells, plasmablasts, memory B-cells, plasma cells, follicular B-cells, marginal zone B-cells, B-1 cells, B-2 cells, regulatory B cells, etc.), such as for instance, monocytes (including, e.g., classical, non-classical, or intermediate monocytes), (segmented or banded) neutrophils, eosinophils, basophils, mast cells, histiocytes, microglia, including various subtypes, maturation, differentiation, or activation stages, such as for instance hematopoietic stem cells, myeloid progenitors, lymphoid progenitors, myeloblasts, promyelocytes, myelocytes, metamyelocytes, monoblasts, promonocytes, lymphoblasts, prolymphocytes, small lymphocytes, macrophages (including, e.g., Kupffer cells, stellate macrophages, M1 or M2 macrophages), (myeloid or lymphoid) dendritic cells (including, e.g., Langerhans cells, conventional or myeloid dendritic cells, plasmacytoid dendritic cells, mDC-1, mDC-2, Mo-DC, HP-DC, veiled cells), granulocytes, polymorphonuclear cells, antigen-presenting cells (APC), etc.


As used throughout this specification, “immune response” refers to a response by a cell of the immune system, such as a B cell, T cell (CD4+ or CD8+), regulatory T cell, antigen-presenting cell, dendritic cell, monocyte, macrophage, NKT cell, NK cell, basophil, eosinophil, or neutrophil, to a stimulus. In some embodiments, the response is specific for a particular antigen (an “antigen-specific response”), and refers to a response by a CD4 T cell, CD8 T cell, or B cell via their antigen-specific receptor. In some embodiments, an immune response is a T cell response, such as a CD4+ response or a CD8+ response. Such responses by these cells can include, for example, cytotoxicity, proliferation, cytokine or chemokine production, trafficking, or phagocytosis, and can be dependent on the nature of the immune cell undergoing the response.


T cell response refers more specifically to an immune response in which T cells directly or indirectly mediate or otherwise contribute to an immune response in a subject. T cell-mediated response may be associated with cell mediated effects, cytokine mediated effects, and even effects associated with B cells if the B cells are stimulated, for example, by cytokines secreted by T cells. By means of an example but without limitation, effector functions of MEW class I restricted Cytotoxic T lymphocytes (CTLs), may include cytokine and/or cytolytic capabilities, such as lysis of target cells presenting an antigen peptide recognised by the T cell receptor (naturally-occurring TCR or genetically engineered TCR, e.g., chimeric antigen receptor, CAR), secretion of cytokines, preferably IFN gamma, TNF alpha and/or or more immunostimulatory cytokines, such as IL-2, and/or antigen peptide-induced secretion of cytotoxic effector molecules, such as granzymes, perforins or granulysin. By means of example but without limitation, for MEW class II restricted T helper (Th) cells, effector functions may be antigen peptide-induced secretion of cytokines, preferably, IFN gamma, TNF alpha, IL-4, IL5, IL-10, and/or IL-2. By means of example but without limitation, for T regulatory (Treg) cells, effector functions may be antigen peptide-induced secretion of cytokines, preferably, IL-10, IL-35, and/or TGF-beta. B cell response refers more specifically to an immune response in which B cells directly or indirectly mediate or otherwise contribute to an immune response in a subject. Effector functions of B cells may include in particular production and secretion of antigen-specific antibodies by B cells (e.g., polyclonal B cell response to a plurality of the epitopes of an antigen (antigen-specific antibody response)), antigen presentation, and/or cytokine secretion.


During persistent immune activation, such as during uncontrolled tumor growth or chronic infections, subpopulations of immune cells, particularly of CD8+ or CD4+ T cells, become compromised to different extents with respect to their cytokine and/or cytolytic capabilities. Such immune cells, particularly CD8+ or CD4+ T cells, are commonly referred to as “dysfunctional” or as “functionally exhausted” or “exhausted”. As used herein, the term “dysfunctional” or “functional exhaustion” refer to a state of a cell where the cell does not perform its usual function or activity in response to normal input signals, and includes refractivity of immune cells to stimulation, such as stimulation via an activating receptor or a cytokine. Such a function or activity includes, but is not limited to, proliferation (e.g., in response to a cytokine, such as IFN-gamma) or cell division, entrance into the cell cycle, cytokine production, cytotoxicity, migration and trafficking, phagocytotic activity, or any combination thereof. Normal input signals can include, but are not limited to, stimulation via a receptor (e.g., T cell receptor, B cell receptor, co-stimulatory receptor). Unresponsive immune cells can have a reduction of at least 10%, 20%, 30%, 40%, 50%, 60%, 70%, 80%, 90%, 95%, or even 100% in cytotoxic activity, cytokine production, proliferation, trafficking, phagocytotic activity, or any combination thereof, relative to a corresponding control immune cell of the same type. In some particular embodiments of the aspects described herein, a cell that is dysfunctional is a CD8+ T cell that expresses the CD8+ cell surface marker. Such CD8+ cells normally proliferate and produce cell killing enzymes, e.g., they can release the cytotoxins perforin, granzymes, and granulysin. However, exhausted/dysfunctional T cells do not respond adequately to TCR stimulation, and display poor effector function, sustained expression of inhibitory receptors and a transcriptional state distinct from that of functional effector or memory T cells. Dysfunction/exhaustion of T cells thus prevents optimal control of infection and tumors. Exhausted/dysfunctional immune cells, such as T cells, such as CD8+ T cells, may produce reduced amounts of IFN-gamma, TNF-alpha and/or one or more immunostimulatory cytokines, such as IL-2, compared to functional immune cells. Exhausted/dysfunctional immune cells, such as T cells, such as CD8+ T cells, may further produce (increased amounts of) one or more immunosuppressive transcription factors or cytokines, such as IL-10 and/or Foxp3, compared to functional immune cells, thereby contributing to local immunosuppression. Dysfunctional CD8+ T cells can be both protective and detrimental against disease control.


CD8+ T cell function is associated with their cytokine profiles. It has been reported that effector CD8+ T cells with the ability to simultaneously produce multiple cytokines (polyfunctional CD8+ T cells) are associated with protective immunity in patients with controlled chronic viral infections as well as cancer patients responsive to immune therapy (Spranger et al., 2014, J. Immunother. Cancer, vol. 2, 3). In the presence of persistent antigen CD8+ T cells were found to have lost cytolytic activity completely over time (Moskophidis et al., 1993, Nature, vol. 362, 758-761). It was subsequently found that dysfunctional T cells can differentially produce IL-2, TNFa and IFNg in a hierarchical order (Wherry et al., 2003, J. Virol., vol. 77, 4911-4927). Decoupled dysfunctional and activated CD8+ cell states have also been described (see, e.g., Singer, et al. (2016). A Distinct Gene Module for Dysfunction Uncoupled from Activation in Tumor-Infiltrating T Cells. Cell 166, 1500-1511 e1509; and WO/2017/075478).


The invention also provides compositions and methods for detecting T cell balance, such as the balance between T cell types, e.g., between Th17 and other T cell types, for example, regulatory T cells (Tregs). For example, the level of and/or balance between Th17 activity and inflammatory potential. As used herein, terms such as “Th17 cell” and/or “Th17 phenotype” and all grammatical variations thereof refer to a differentiated T helper cell that expresses one or more cytokines selected from the group the consisting of interleukin 17A (IL-17A), interleukin 17F (IL-17F), and interleukin 17A/F heterodimer (IL17-AF). As used herein, terms such as “Th1 cell” and/or “Th1 phenotype” and all grammatical variations thereof refer to a differentiated T helper cell that expresses interferon gamma (IFNγ). As used herein, terms such as “Th2 cell” and/or “Th2 phenotype” and all grammatical variations thereof refer to a differentiated T helper cell that expresses one or more cytokines selected from the group the consisting of interleukin 4 (IL-4), interleukin 5 (IL-5) and interleukin 13 (IL-13). As used herein, terms such as “Treg cell” and/or “Treg phenotype” and all grammatical variations thereof refer to a differentiated T cell that expresses Foxp3.


As used herein, terms such as “pathogenic Th17 cell” and/or “pathogenic Th17 phenotype” and all grammatical variations thereof refer to Th17 cells that, when induced in the presence of TGF-β3, express an elevated level of one or more genes selected from Cxcl3, IL22, IL3, Ccl4, Gzmb, Lrmp, Ccl5, Casp1, Csf2, Ccl3, Tbx21, Icos, IL17r, Stat4, Lgals3 and Lag, as compared to the level of expression in a TGF-β3-induced Th17 cells. As used herein, terms such as “non-pathogenic Th17 cell” and/or “non-pathogenic Th17 phenotype” and all grammatical variations thereof refer to Th17 cells that, when induced in the presence of TGF-β3, express a decreased level of one or more genes selected from IL6st, IL1rn, Ikzf3, Maf, Ahr, IL9 and IL10, as compared to the level of expression in a TGF-β3-induced Th17 cells.


Depending on the cytokines used for differentiation, in vitro polarized Th17 cells can either cause severe autoimmune responses upon adoptive transfer (‘pathogenic Th17 cells’) or have little or no effect in inducing autoimmune disease (‘non-pathogenic cells’) (Ghoreschi et al., 2010; Lee et al., 2012). In vitro differentiation of naïve CD4 T cells in the presence of TGF-β1+IL-6 induces an IL-17A and IL-10 producing population of Th17 cells, that are generally nonpathogenic, whereas activation of naïve T cells in the presence IL-1β+1L-6+IL-23 induces a T cell population that produces IL-17A and IFN-γ, and are potent inducers of autoimmune disease induction (Ghoreschi et al., 2010).


A dynamic regulatory network controls Th17 differentiation (See e.g., Yosef et al., Dynamic regulatory network controlling Th17 cell differentiation, Nature, vol. 496: 461-468 (2013); Wang et al., CD5L/AIM Regulates Lipid Biosynthesis and Restrains Th17 Cell Pathogenicity, Cell Volume 163, Issue 6, p1413-142′7, 3 Dec. 2015; Gaublomme et al., Single-Cell Genomics Unveils Critical Regulators of Th17 Cell Pathogenicity, Cell Volume 163, Issue 6, p1400-1412, 3 Dec. 2015; and International publication numbers WO2016138488A2, WO2015130968, WO/2012/048265, WO/2014/145631 and WO/2014/134351, the contents of which are hereby incorporated by reference in their entirety).


The CD8+ T cell response within the tumor microenvironment (TME) is functionally (Sakuishi et al., 2010; Williams et al., 2017; Woo et al., 2012; Xu et al., 2015) and transcriptionally (Singer et al., 2016; Tirosh et al., 2016; Zheng et al., 2017) heterogeneous. At one end of the functional spectrum are CD8+ tumor-infiltrating lymphocytes (TILs) that lack the expression of co-inhibitory or immune checkpoint receptors (eg. CTLA-4 and PD-1) and exhibit effector potential, while at the opposite end are CD8+ TILs that co-express multiple checkpoint receptors and exhibit an “exhausted” or dysfunctional phenotype.


In certain embodiments, the presence of antigen specific immune cells may be used to detect an immune state. The term “antigen” as used throughout this specification refers to a molecule or a portion of a molecule capable of being bound by an antibody, or by a T cell receptor (TCR) when presented by MHC molecules. At the molecular level, an antigen is characterized by its ability to be bound at the antigen-binding site of an antibody. The specific binding denotes that the antigen will be bound in a highly selective manner by its cognate antibody and not by the multitude of other antibodies which may be evoked by other antigens. An antigen is additionally capable of being recognized by the immune system. In some instances, an antigen is capable of eliciting a humoral immune response in a subject. In some instances, an antigen is capable of eliciting a cellular immune response in a subject, leading to the activation of B- and/or T-lymphocytes. In some instances, an antigen is capable of eliciting a humoral and cellular immune response in a subject. Hence, an antigen may be preferably antigenic and immunogenic. Alternatively, an antigen may be antigenic and not immunogenic. Typically, an antigen may be a peptide, polypeptide, protein, nucleic acid, an oligo- or polysaccharide, or a lipid, or any combination thereof, a glycoprotein, proteoglycan, glycolipid, etc. In certain embodiments, an antigen may be a peptide, polypeptide, or protein. An antigen may have one or more than one epitope. The terms “antigenic determinant” or “epitope” generally refer to the region or part of an antigen that specifically reacts with or is recognized by the immune system, specifically by antibodies, B cells, or T cells.


The term “tumor antigen” as used throughout this specification refers to an antigen that is uniquely or differentially expressed by a tumor cell, whether intracellular or on the tumor cell surface (preferably on the tumor cell surface), compared to a normal or non-neoplastic cell. By means of example, a tumor antigen may be present in or on a tumor cell and not typically in or on normal cells or non-neoplastic cells (e.g., only expressed by a restricted number of normal tissues, such as testis and/or placenta), or a tumor antigen may be present in or on a tumor cell in greater amounts than in or on normal or non-neoplastic cells, or a tumor antigen may be present in or on tumor cells in a different form than that found in or on normal or non-neoplastic cells. The term thus includes tumor-specific antigens (TSA), including tumor-specific membrane antigens, tumor-associated antigens (TAA), including tumor-associated membrane antigens, embryonic antigens on tumors, growth factor receptors, growth factor ligands, etc. The term further includes cancer/testis (CT) antigens. Examples of tumor antigens include, without limitation, (3-human chorionic gonadotropin (βHCG), glycoprotein 100 (gp100/Pme117), carcinoembryonic antigen (CEA), tyrosinase, tyrosinase-related protein 1 (gp75/TRP1), tyrosinase-related protein 2 (TRP-2), NY-BR-1, NY—CO-58, NY-ESO-1, MN/gp250, idiotypes, telomerase, synovial sarcoma X breakpoint 2 (SSX2), mucin 1 (MUC-1), antigens of the melanoma-associated antigen (MAGE) family, high molecular weight-melanoma associated antigen (HMW-MAA), melanoma antigen recognized by T cells 1 (MART1), Wilms' tumor gene 1 (WT1), HER2/neu, mesothelin (MSLN), alphafetoprotein (AFP), cancer antigen 125 (CA-125), and abnormal forms of ras or p53 (see also, WO2016187508A2). Tumor antigens may also be subject specific (e.g., subject specific neoantigens; see, e.g., U.S. Pat. No. 9,115,402; and international patent application publication numbers WO2016100977A1, WO2014168874A2, WO2015085233A1, and WO2015095811A2).


Disease States

In certain embodiments, the physiological state comprises a disease state. The disease state may include expression of genes in infected cells. The disease state may include a disease microenvironment and the expression of genes in cells within the microenvironment. The disease state may include an immune state. The disease state may include a microenvironment cell state. The disease state may indicate resistance or sensitivity to a treatment. The disease state may indicate the severity of a disease. Diseases or pathogens that lead to a disease state may include, but are not limited to cancer, an autoimmune disease, an inflammatory disease, or an infection (e.g., HIV or MTB, described further herein).


Examples of cancer include but are not limited to carcinoma, lymphoma, blastoma, sarcoma, and leukemia or lymphoid malignancies. More particular examples of such cancers include without limitation: squamous cell cancer (e.g., epithelial squamous cell cancer), lung cancer including small-cell lung cancer, non-small cell lung cancer, adenocarcinoma of the lung, squamous carcinoma of the lung and large cell carcinoma of the lung, cancer of the peritoneum, hepatocellular cancer, gastric or stomach cancer including gastrointestinal cancer, pancreatic cancer, glioma, glioblastoma, cervical cancer, ovarian cancer, liver cancer, bladder cancer, hepatoma, breast cancer, colon cancer, rectal cancer, colorectal cancer, endometrial cancer or uterine carcinoma, salivary gland carcinoma, kidney or renal cancer, prostate cancer, vulval cancer, thyroid cancer, hepatic carcinoma, anal carcinoma, penile carcinoma, as well as CNS cancer, melanoma, head and neck cancer, bone cancer, bone marrow cancer, duodenum cancer, oesophageal cancer, thyroid cancer, or hematological cancer.


Other non-limiting examples of cancers or malignancies include, but are not limited to: Acute Childhood Lymphoblastic Leukemia, Acute Lymphoblastic Leukemia, Acute Lymphocytic Leukemia, Acute Myeloid Leukemia, Adrenocortical Carcinoma, Adult (Primary) Hepatocellular Cancer, Adult (Primary) Liver Cancer, Adult Acute Lymphocytic Leukemia, Adult Acute Myeloid Leukemia, Adult Hodgkin's Disease, Adult Hodgkin's Lymphoma, Adult Lymphocytic Leukemia, Adult Non-Hodgkin's Lymphoma, Adult Primary Liver Cancer, Adult Soft Tissue Sarcoma, AIDS-Related Lymphoma, AIDS-Related Malignancies, Anal Cancer, Astrocytoma, Bile Duct Cancer, Bladder Cancer, Bone Cancer, Brain Stem Glioma, Brain Tumours, Breast Cancer, Cancer of the Renal Pelvis and Urethra, Central Nervous System (Primary) Lymphoma, Central Nervous System Lymphoma, Cerebellar Astrocytoma, Cerebral Astrocytoma, Cervical Cancer, Childhood (Primary) Hepatocellular Cancer, Childhood (Primary) Liver Cancer, Childhood Acute Lymphoblastic Leukemia, Childhood Acute Myeloid Leukemia, Childhood Brain Stem Glioma, Glioblastoma, Childhood Cerebellar Astrocytoma, Childhood Cerebral Astrocytoma, Childhood Extracranial Germ Cell Tumours, Childhood Hodgkin's Disease, Childhood Hodgkin's Lymphoma, Childhood Hypothalamic and Visual Pathway Glioma, Childhood Lymphoblastic Leukemia, Childhood Medulloblastoma, Childhood Non-Hodgkin's Lymphoma, Childhood Pineal and Supratentorial Primitive Neuroectodermal Tumours, Childhood Primary Liver Cancer, Childhood Rhabdomyosarcoma, Childhood Soft Tissue Sarcoma, Childhood Visual Pathway and Hypothalamic Glioma, Chronic Lymphocytic Leukemia, Chronic Myelogenous Leukemia, Colon Cancer, Cutaneous T-Cell Lymphoma, Endocrine Pancreas Islet Cell Carcinoma, Endometrial Cancer, Ependymoma, Epithelial Cancer, Esophageal Cancer, Ewing's Sarcoma and Related Tumours, Exocrine Pancreatic Cancer, Extracranial Germ Cell Tumour, Extragonadal Germ Cell Tumour, Extrahepatic Bile Duct Cancer, Eye Cancer, Female Breast Cancer, Gaucher's Disease, Gallbladder Cancer, Gastric Cancer, Gastrointestinal Carcinoid Tumour, Gastrointestinal Tumours, Germ Cell Tumours, Gestational Trophoblastic Tumour, Hairy Cell Leukemia, Head and Neck Cancer, Hepatocellular Cancer, Hodgkin's Disease, Hodgkin's Lymphoma, Hypergammaglobulinemia, Hypopharyngeal Cancer, Intestinal Cancers, Intraocular Melanoma, Islet Cell Carcinoma, Islet Cell Pancreatic Cancer, Kaposi's Sarcoma, Kidney Cancer, Laryngeal Cancer, Lip and Oral Cavity Cancer, Liver Cancer, Lung Cancer, Lymphoproliferative Disorders, Macroglobulinemia, Male Breast Cancer, Malignant Mesothelioma, Malignant Thymoma, Medulloblastoma, Melanoma, Mesothelioma, Metastatic Occult Primary Squamous Neck Cancer, Metastatic Primary Squamous Neck Cancer, Metastatic Squamous Neck Cancer, Multiple Myeloma, Multiple Myeloma/Plasma Cell Neoplasm, Myelodysplastic Syndrome, Myelogenous Leukemia, Myeloid Leukemia, Myeloproliferative Disorders, Nasal Cavity and Paranasal Sinus Cancer, Nasopharyngeal Cancer, Neuroblastoma, Non-Hodgkin's Lymphoma During Pregnancy, Nonmelanoma Skin Cancer, Non-Small Cell Lung Cancer, Occult Primary Metastatic Squamous Neck Cancer, Oropharyngeal Cancer, Osteo-/Malignant Fibrous Sarcoma, Osteosarcoma/Malignant Fibrous Hi stiocytoma, Osteosarcoma/Malignant Fibrous Hi stiocytoma of Bone, Ovarian Epithelial Cancer, Ovarian Germ Cell Tumour, Ovarian Low Malignant Potential Tumour, Pancreatic Cancer, Paraproteinemias, Purpura, Parathyroid Cancer, Penile Cancer, Pheochromocytoma, Pituitary Tumour, Plasma Cell Neoplasm/Multiple Myeloma, Primary Central Nervous System Lymphoma, Primary Liver Cancer, Prostate Cancer, Rectal Cancer, Renal Cell Cancer, Renal Pelvis and Urethra Cancer, Retinoblastoma, Rhabdomyosarcoma, Salivary Gland Cancer, Sarcoidosis Sarcomas, Sezary Syndrome, Skin Cancer, Small Cell Lung Cancer, Small Intestine Cancer, Soft Tissue Sarcoma, Squamous Neck Cancer, Stomach Cancer, Supratentorial Primitive Neuroectodermal and Pineal Tumours, T-Cell Lymphoma, Testicular Cancer, Thymoma, Thyroid Cancer, Transitional Cell Cancer of the Renal Pelvis and Urethra, Transitional Renal Pelvis and Urethra Cancer, Trophoblastic Tumours, Urethra and Renal Pelvis Cell Cancer, Urethral Cancer, Uterine Cancer, Uterine Sarcoma, Vaginal Cancer, Visual Pathway and Hypothalamic Glioma, Vulvar Cancer, Waldenstrom's Macroglobulinemia, or Wilms' Tumour.


As used throughout the present specification, the terms “autoimmune disease” or “autoimmune disorder” used interchangeably refer to a diseases or disorders caused by an immune response against a self-tissue or tissue component (self-antigen) and include a self-antibody response and/or cell-mediated response. The terms encompass organ-specific autoimmune diseases, in which an autoimmune response is directed against a single tissue, as well as non-organ specific autoimmune diseases, in which an autoimmune response is directed against a component present in two or more, several or many organs throughout the body.


Non-limiting examples of autoimmune diseases include but are not limited to acute disseminated encephalomyelitis (ADEM); Addison's disease; ankylosing spondylitis; antiphospholipid antibody syndrome (APS); aplastic anemia; autoimmune gastritis; autoimmune hepatitis; autoimmune thrombocytopenia; Behçet's disease; coeliac disease; dermatomyositis; diabetes mellitus type I; Goodpasture's syndrome; Graves' disease; Guillain-Barré syndrome (GBS); Hashimoto's disease; idiopathic thrombocytopenic purpura; inflammatory bowel disease (IBD) including Crohn's disease and ulcerative colitis; mixed connective tissue disease; multiple sclerosis (MS); myasthenia gravis; opsoclonus myoclonus syndrome (OMS); optic neuritis; Ord's thyroiditis; pemphigus; pernicious anaemia; polyarteritis nodosa; polymyositis; primary biliary cirrhosis; primary myoxedema; psoriasis; rheumatic fever; rheumatoid arthritis; Reiter's syndrome; scleroderma; Sjögren's syndrome; systemic lupus erythematosus; Takayasu's arteritis; temporal arteritis; vitiligo; warm autoimmune hemolytic anemia; or Wegener's granulomatosis.


The disease may be an allergic inflammatory disease. The allergic inflammatory disease may be selected from the group consisting of asthma, allergy, allergic rhinitis, allergic airway inflammation, atopic dermatitis (AD), chronic obstructive pulmonary disease (COPD), inflammatory bowel disease (IBD), multiple sclerosis, arthritis, psoriasis, eosinophilic esophagitis, eosinophilic pneumonia, eosinophilic psoriasis, hypereosinophilic syndrome, graft-versus-host disease, uveitis, cardiovascular disease, pain, multiple sclerosis, lupus, vasculitis, chronic idiopathic urticaria and Eosinophilic Granulomatosis with Polyangiitis (Churg-Strauss Syndrome). The asthma may be selected from the group consisting of allergic asthma, non-allergic asthma, severe refractory asthma, asthma exacerbations, viral-induced asthma or viral-induced asthma exacerbations, steroid resistant asthma, steroid sensitive asthma, eosinophilic asthma and non-eosinophilic asthma. The allergy may be to an allergen selected from the group consisting of foods, pollen, mold, dust mites, animals, and animal dander. IBD may comprise a disease selected from the group consisting of ulcerative colitis (UC), Crohn's Disease, collagenous colitis, lymphocytic colitis, ischemic colitis, diversion colitis, Behcet's syndrome, infective colitis, indeterminate colitis, and other disorders characterized by inflammation of the mucosal layer of the large intestine or colon. The arthritis may be selected from the group consisting of osteoarthritis, rheumatoid arthritis and psoriatic arthritis.


Examples of pathogenic bacteria that can be detected in accordance with the disclosed methods include without limitation any one or more of (or any combination of) Acinetobacter baumanii, Actinobacillus sp., Actinomycetes, Actinomyces sp. (such as Actinomyces israelii and Actinomyces naeslundii), Aeromonas sp. (such as Aeromonas hydrophila, Aeromonas veronii biovar sobria (Aeromonas sobria), and Aeromonas caviae), Anaplasma phagocytophilum, Anaplasma marginate, Alcaligenes xylosoxidans, Acinetobacter baumanii, Actinobacillus actinomycetemcomitans, Bacillus sp. (such as Bacillus anthracis, Bacillus cereus, Bacillus subtilis, Bacillus thuringiensis, and Bacillus stearothermophilus), Bacteroides sp. (such as Bacteroides fragilis), Bartonella sp. (such as Bartonella bacilliformis and Bartonella henselae, Bifidobacterium sp., Bordetella sp. (such as Bordetella pertussis, Bordetella parapertussis, and Bordetella bronchiseptica), Borrelia sp. (such as Borrelia recurrentis, and Borrelia burgdorferi), Brucella sp. (such as Brucella abortus, Brucella canis, Brucella melintensis and Brucella suis), Burkholderia sp. (such as Burkholderia pseudomallei and Burkholderia cepacia), Campylobacter sp. (such as Campylobacter jejuni, Campylobacter coli, Campylobacter lari and Campylobacter fetus), Capnocytophaga sp., Cardiobacterium hominis, Chlamydia trachomatis, Chlamydophila pneumoniae, Chlamydophila psittaci, Citrobacter sp. Coxiella burnetii, Corynebacterium sp. (such as, Corynebacterium diphtherias, Corynebacterium jeikeum and Corynebacterium), Clostridium sp. (such as Clostridium perfringens, Clostridium difficile, Clostridium botulinum and Clostridium tetani), Eikenella corrodens, Enterobacter sp. (such as Enterobacter aerogenes, Enterobacter agglomerans, Enterobacter cloacae and Escherichia coli, including opportunistic Escherichia coli, such as enterotoxigenic E. coli, enteroinvasive E. coli, enteropathogenic E. coli, enterohemorrhagic E. coli, enteroaggregative E. coli and uropathogenic E. coli) Enterococcus sp. (such as Enterococcus faecalis and Enterococcus faecium) Ehrlichia sp. (such as Ehrlichia chafeensia and Ehrlichia canis), Erysipelothrix rhusiopathiae, Eubacterium sp., Francisella tularensis, Fusobacterium nucleatum, Gardnerella vaginalis, Gemella morbillorum, Haemophilus sp. (such as Haemophilus influenzae, Haemophilus ducreyi, Haemophilus aegyptius, Haemophilus parainfluenzae, Haemophilus haemolyticus and Haemophilus parahaemolyticus, Helicobacter sp. (such as Helicobacter pylori, Helicobacter cinaedi and Helicobacter fennelliae), Kingella kingii, Klebsiella sp. (such as Klebsiella pneumoniae, Klebsiella granulomatis and Klebsiella oxytoca), Lactobacillus sp., Listeria monocytogenes, Leptospira interrogans, Legionella pneumophila, Leptospira interrogans, Peptostreptococcus sp., Mannheimia hemolytica, Moraxella catarrhalis, Morganella sp., Mobiluncus sp., Micrococcus sp., Mycobacterium sp. (such as Mycobacterium leprae, Mycobacterium tuberculosis (MTB), Mycobacterium paratuberculosis, Mycobacterium intracellulare, Mycobacterium avium, Mycobacterium bovis, and Mycobacterium marinum), Mycoplasm sp. (such as Mycoplasma pneumoniae, Mycoplasma hominis, and Mycoplasma genitalium), Nocardia sp. (such as Nocardia asteroides, Nocardia cyriacigeorgica and Nocardia brasiliensis), Neisseria sp. (such as Neisseria gonorrhoeae and Neisseria meningitidis), Pasteurella multocida, Plesiomonas shigelloides. Prevotella sp., Porphyromonas sp., Prevotella melaninogenica, Proteus sp. (such as Proteus vulgaris and Proteus mirabilis), Providencia sp. (such as Providencia alcalifaciens, Providencia rettgeri and Providencia stuartii), Pseudomonas aeruginosa, Propionibacterium acnes, Rhodococcus equi, Rickettsia sp. (such as Rickettsia rickettsii, Rickettsia akari and Rickettsia prowazekii, Orientia tsutsugamushi (formerly: Rickettsia tsutsugamushi) and Rickettsia typhi), Rhodococcus sp., Serratia marcescens, Stenotrophomonas maltophilia, Salmonella sp. (such as Salmonella enterica, Salmonella typhi, Salmonella paratyphi, Salmonella enteritidis, Salmonella cholerasuis and Salmonella typhimurium), Serratia sp. (such as Serratia marcesans and Serratia liquifaciens), Shigella sp. (such as Shigella dysenteriae, Shigella flexneri, Shigella boydii and Shigella sonnei), Staphylococcus sp. (such as Staphylococcus aureus, Staphylococcus epidermidis, Staphylococcus hemolyticus, Staphylococcus saprophyticus), Streptococcus sp. (such as Streptococcus pneumoniae (for example chloramphenicol-resistant serotype 4 Streptococcus pneumoniae, spectinomycin-resistant serotype 6B Streptococcus pneumoniae, streptomycin-resistant serotype 9V Streptococcus pneumoniae, erythromycin-resistant serotype 14 Streptococcus pneumoniae, optochin-resistant serotype 14 Streptococcus pneumoniae, rifampicin-resistant serotype 18C Streptococcus pneumoniae, tetracycline-resistant serotype 19F Streptococcus pneumoniae, penicillin-resistant serotype 19F Streptococcus pneumoniae, and trimethoprim-resistant serotype 23F Streptococcus pneumoniae, chloramphenicol-resistant serotype 4 Streptococcus pneumoniae, spectinomycin-resistant serotype 6B Streptococcus pneumoniae, streptomycin-resistant serotype 9V Streptococcus pneumoniae, optochin-resistant serotype 14 Streptococcus pneumoniae, rifampicin-resistant serotype 18C Streptococcus pneumoniae, penicillin-resistant serotype 19F Streptococcus pneumoniae, or trimethoprim-resistant serotype 23F Streptococcus pneumoniae), Streptococcus agalactiae, Streptococcus mutans, Streptococcus pyogenes, Group A streptococci, Streptococcus pyogenes, Group B streptococci, Streptococcus agalactiae, Group C streptococci, Streptococcus anginosus, Streptococcus equismilis, Group D streptococci, Streptococcus bovis, Group F streptococci, and Streptococcus anginosus Group G streptococci), Spirillum minus, Streptobacillus moniliformi, Treponema sp. (such as Treponema carateum, Treponema petenue, Treponema pallidum and Treponema endemicum, Tropheryma whippelii, Ureaplasma urealyticum, Veillonella sp., Vibrio sp. (such as Vibrio cholerae, Vibrio parahemolyticus, Vibrio vulnificus, Vibrio parahaemolyticus, Vibrio vulnificus, Vibrio alginolyticus, Vibrio mimicus, Vibrio hollisae, Vibrio fluvialis, Vibrio metchnikovii, Vibrio damsela and Vibrio furnisii), Yersinia sp. (such as Yersinia enterocolitica, Yersinia pestis, and Yersinia pseudotuberculosis) and Xanthomonas maltophilia among others.


In certain example embodiments, the pathogen is a fungus. Examples of fungi that can be detected in accordance with the disclosed methods include without limitation any one or more of (or any combination of), Aspergillus, Blastomyces, Candidiasis, Coccidiodomycosis, Cryptococcus neoformans, Cryptococcus gatti, Histoplasma, Mucroymcosis, Pneumocystis, Sporothrix, fungal eye infections ringwork, Exserohilum, and Cladosporium.


In certain example embodiments, the fungus is a yeast. Examples of yeast that can be detected in accordance with disclosed methods include without limitation one or more of (or any combination of), Aspergillus species, a Geotrichum species, a Saccharomyces species, a Hansenula species, a Candida species, a Kluyveromyces species, a Debaryomyces species, a Pichia species, or combination thereof. In certain example embodiments, the fungus is a mold. Example molds include, but are not limited to, a Penicillium species, a Cladosporium species, a Byssochlamys species, or a combination thereof.


In certain example embodiments, the pathogen may be a virus. The virus may be a DNA virus, a RNA virus, or a retrovirus. Example of RNA viruses that may be detected include one or more of (or any combination of) Coronaviridae virus, a Picornaviridae virus, a Caliciviridae virus, a Flaviviridae virus, a Togaviridae virus, a Bornaviridae, a Filoviridae, a Paramyxoviridae, a Pneumoviridae, a Rhabdoviridae, an Arenaviridae, a Bunyaviridae, an Orthomyxoviridae, or a Deltavirus. In certain example embodiments, the virus is Coronavirus, SARS, Poliovirus, Rhinovirus, Hepatitis A, Norwalk virus, Yellow fever virus, West Nile virus, Hepatitis C virus, Dengue fever virus, Zika virus, Rubella virus, Ross River virus, Sindbis virus, Chikungunya virus, Borna disease virus, Ebola virus, Marburg virus, Measles virus, Mumps virus, Nipah virus, Hendra virus, Newcastle disease virus, Human respiratory syncytial virus, Rabies virus, Lassa virus, Hantavirus, Crimean-Congo hemorrhagic fever virus, Influenza, or Hepatitis D virus.


In certain example embodiments, the virus may be a retrovirus. Example retroviruses that may be detected using the embodiments disclosed herein include one or more of or any combination of viruses of the Genus Alpharetrovirus, Betaretrovirus, Gammaretrovirus, Deltaretrovirus, Epsilonretrovirus, Lentivirus, Spumavirus, or the Family Metaviridae, Pseudoviridae, and Retroviridae (including HIV and SHIV), Hepadnaviridae (including Hepatitis B virus), and Caulimoviridae (including Cauliflower mosaic virus).


In certain example embodiments, the virus is a DNA virus. Example DNA viruses that may be detected using the embodiments disclosed herein include one or more of (or any combination of) viruses from the Family Myoviridae, Podoviridae, Siphoviridae, Alloherpesviridae, Herpesviridae (including human herpes virus, and Varicella Zoster virus), Malocoherpesviridae, Lipothrixviridae, Rudiviridae, Adenoviridae, Ampullaviridae, Ascoviridae, Asfarviridae (including African swine fever virus), Baculoviridae, Cicaudaviridae, Clavaviridae, Corticoviridae, Fuselloviridae, Globuloviridae, Guttaviridae, Hytrosaviridae, Iridoviridae, Maseilleviridae, Mimiviridae, Nudiviridae, Nimaviridae, Pandoraviridae, Papillomaviridae, Phycodnaviridae, Plasmaviridae, Polydnaviruses, Polyomaviridae (including Simian virus 40, JC virus, BK virus), Poxviridae (including Cowpox and smallpox), Sphaerolipoviridae, Tectiviridae, Turriviridae, Dinodnavirus, Salterprovirus, Rhizidovirus, among others.


In certain example embodiments, the pathogen may be a protozoon. Examples of protozoa include without limitation any one or more of (or any combination of), Euglenozoa, Heterolobosea, Diplomonadida, Amoebozoa, Blastocystic, and Apicomplexa. Example Euglenoza include, but are not limited to, Trypanosoma cruzi (Chagas disease), T. brucei gambiense, T. brucei rhodesiense, Leishmania braziliensis, L. infantum, L. mexicana, L. major, L. tropica, and L. donovani. Example Heterolobosea include, but are not limited to, Naegleria fowleri. Example Diplomonadid include, but are not limited to, Giardia intestinalis (G. lamblia, G. duodenalis). Example Amoebozoa include, but are not limited to, Acanthamoeba castellanii, Balamuthia madrillaris, Entamoeba histolytica. Example Blastocystis include, but are not limited to, Blastocystic hominis. Example Apicomplexa include, but are not limited to, Babesia microti, Cryptosporidium parvum, Cyclospora cayetanensis, Plasmodium falciparum, P. vivax, P. ovale, P. malariae, and Toxoplasma gondii.


In certain example embodiments, the physiological state of a microbiota, including commensal microorganism is detected. The Human Microbiome Project sequenced the genome of the human microbiota, focusing particularly on the microbiota that normally inhabit the skin, mouth, nose, digestive tract, and vagina (see, e.g., hmpdacc.org/hmp/).


Use of Cell Atlas to Determine Cell Interactions

A pan-tissue cell atlas obtained from single subjects may be used to determine connections between tissues and cells in an organism. In certain embodiments, the physiological state of one tissue or cell type may be used as a proxy for determining the physiological state of another tissue or cell. Such correlations between cell types can only be determined using a pan-tissue atlas. The cell atlas may be used as a proxy for tissues or cells in a subject where the tissues or cells are more difficult to obtain. Cell-cell interactions may be identified by determining receptor-ligand expression on interacting cells (see, e.g., Ramilowski et al., 2015, A draft network of ligand-receptor-mediated multicellular signalling in human. Nature Communications volume 6, Article number: 7866). A non-limiting set of ligand receptor pairs is available in the Database of Ligand-Receptor Partners (DLRP) (see, e.g., dip.doe-mbi.ucla.edu/dip/DLRP.cgi?file=dlrp; and Graeber and Eisenberg. Bioinformatic identification of potential autocrine signaling loops in cancers from gene expression profiles. Nature Genetics, 29(3):295-300 (November 2001).


Biomarkers and Signatures

In certain embodiments, biomarkers are used to indicate a physiological state. The term “biomarker” is widespread in the art and commonly broadly denotes a biological molecule, more particularly an endogenous biological molecule, and/or a detectable portion thereof, whose qualitative and/or quantitative evaluation in a tested object (e.g., in or on a cell, cell population, tissue, organ, or organism, e.g., in a biological sample of a subject) is predictive or informative with respect to one or more aspects of the tested object's phenotype and/or genotype. The terms “marker” and “biomarker” may be used interchangeably throughout this specification. Biomarkers as intended herein may be nucleic acid-based or peptide-, polypeptide- and/or protein-based. For example, a marker may be comprised of peptide(s), polypeptide(s) and/or protein(s) encoded by a given gene, or of detectable portions thereof. Further, whereas the term “nucleic acid” generally encompasses DNA, RNA and DNA/RNA hybrid molecules, in the context of markers the term may typically refer to heterogeneous nuclear RNA (hnRNA), pre-mRNA, messenger RNA (mRNA), or complementary DNA (cDNA), or detectable portions thereof. Such nucleic acid species are particularly useful as markers, since they contain qualitative and/or quantitative information about the expression of the gene. Particularly preferably, a nucleic acid-based marker may encompass mRNA of a given gene, or cDNA made of the mRNA, or detectable portions thereof. Any such nucleic acid(s), peptide(s), polypeptide(s) and/or protein(s) encoded by or produced from a given gene are encompassed by the term “gene product(s)”.


Preferably, markers as intended herein may be extracellular or cell surface markers, as methods to measure extracellular or cell surface marker(s) need not disturb the integrity of the cell membrane and may not require fixation/permeabilization of the cells.


Unless otherwise apparent from the context, reference herein to any marker, such as a peptide, polypeptide, protein, or nucleic acid, may generally also encompass modified forms of said marker, such as bearing post-expression modifications including, for example, phosphorylation, glycosylation, lipidation, methylation, cysteinylation, sulphonation, glutathionylation, acetylation, oxidation of methionine to methionine sulphoxide or methionine sulphone, and the like.


The term “peptide” as used throughout this specification preferably refers to a polypeptide as used herein consisting essentially of 50 amino acids or less, e.g., 45 amino acids or less, preferably 40 amino acids or less, e.g., 35 amino acids or less, more preferably 30 amino acids or less, e.g., 25 or less, 20 or less, 15 or less, 10 or less or 5 or less amino acids.


The term “polypeptide” as used throughout this specification generally encompasses polymeric chains of amino acid residues linked by peptide bonds. Hence, insofar a protein is only composed of a single polypeptide chain, the terms “protein” and “polypeptide” may be used interchangeably herein to denote such a protein. The term is not limited to any minimum length of the polypeptide chain. The term may encompass naturally, recombinantly, semi-synthetically or synthetically produced polypeptides. The term also encompasses polypeptides that carry one or more co- or post-expression-type modifications of the polypeptide chain, such as, without limitation, glycosylation, acetylation, phosphorylation, sulfonation, methylation, ubiquitination, signal peptide removal, N-terminal Met removal, conversion of pro-enzymes or pre-hormones into active forms, etc. The term further also includes polypeptide variants or mutants which carry amino acid sequence variations vis-à-vis a corresponding native polypeptide, such as, e.g., amino acid deletions, additions and/or substitutions. The term contemplates both full-length polypeptides and polypeptide parts or fragments, e.g., naturally-occurring polypeptide parts that ensue from processing of such full-length polypeptides.


The term “protein” as used throughout this specification generally encompasses macromolecules comprising one or more polypeptide chains, i.e., polymeric chains of amino acid residues linked by peptide bonds. The term may encompass naturally, recombinantly, semi-synthetically or synthetically produced proteins. The term also encompasses proteins that carry one or more co- or post-expression-type modifications of the polypeptide chain(s), such as, without limitation, glycosylation, acetylation, phosphorylation, sulfonation, methylation, ubiquitination, signal peptide removal, N-terminal Met removal, conversion of pro-enzymes or pre-hormones into active forms, etc. The term further also includes protein variants or mutants which carry amino acid sequence variations vis-à-vis a corresponding native protein, such as, e.g., amino acid deletions, additions and/or substitutions. The term contemplates both full-length proteins and protein parts or fragments, e.g., naturally-occurring protein parts that ensue from processing of such full-length proteins.


The reference to any marker, including any peptide, polypeptide, protein, or nucleic acid, corresponds to the marker commonly known under the respective designations in the art. The terms encompass such markers of any organism where found, and particularly of animals, preferably warm-blooded animals, more preferably vertebrates, yet more preferably mammals, including humans and non-human mammals, still more preferably of humans.


The terms particularly encompass such markers, including any peptides, polypeptides, proteins, or nucleic acids, with a native sequence, i.e., ones of which the primary sequence is the same as that of the markers found in or derived from nature. A skilled person understands that native sequences may differ between different species due to genetic divergence between such species. Moreover, native sequences may differ between or within different individuals of the same species due to normal genetic diversity (variation) within a given species. Also, native sequences may differ between or even within different individuals of the same species due to somatic mutations, or post-transcriptional or post-translational modifications. Any such variants or isoforms of markers are intended herein. Accordingly, all sequences of markers found in or derived from nature are considered “native”. The terms encompass the markers when forming a part of a living organism, organ, tissue or cell, when forming a part of a biological sample, as well as when at least partly isolated from such sources. The terms also encompass markers when produced by recombinant or synthetic means.


In certain embodiments, markers, including any peptides, polypeptides, proteins, or nucleic acids, may be human, i.e., their primary sequence may be the same as a corresponding primary sequence of or present in a naturally occurring human markers. Hence, the qualifier “human” in this connection relates to the primary sequence of the respective markers, rather than to their origin or source. For example, such markers may be present in or isolated from samples of human subjects or may be obtained by other means (e.g., by recombinant expression, cell-free transcription or translation, or non-biological nucleic acid or peptide synthesis).


In certain embodiments, markers, including any peptides, polypeptides, proteins, or nucleic acids, may originate from non-human primates, i.e., their primary sequence may be the same as a corresponding primary sequence of or present in a naturally occurring non-human primate markers. Hence, the qualifier “non-human primate” in this connection relates to the primary sequence of the respective markers, rather than to their origin or source. For example, such markers may be present in or isolated from samples of non-human primate subjects or may be obtained by other means (e.g., by recombinant expression, cell-free transcription or translation, or non-biological nucleic acid or peptide synthesis).


The reference herein to any marker, including any peptide, polypeptide, protein, or nucleic acid, also encompasses fragments thereof. Hence, the reference herein to measuring (or measuring the quantity of) any one marker may encompass measuring the marker and/or measuring one or more fragments thereof.


For example, any marker and/or one or more fragments thereof may be measured collectively, such that the measured quantity corresponds to the sum amounts of the collectively measured species. In another example, any marker and/or one or more fragments thereof may be measured each individually. The terms encompass fragments arising by any mechanism, in vivo and/or in vitro, such as, without limitation, by alternative transcription or translation, exo- and/or endo-proteolysis, exo- and/or endo-nucleolysis, or degradation of the peptide, polypeptide, protein, or nucleic acid, such as, for example, by physical, chemical and/or enzymatic proteolysis or nucleolysis.


The term “fragment” as used throughout this specification with reference to a peptide, polypeptide, or protein generally denotes a portion of the peptide, polypeptide, or protein, such as typically an N- and/or C-terminally truncated form of the peptide, polypeptide, or protein. Preferably, a fragment may comprise at least about 30%, e.g., at least about 50% or at least about 70%, preferably at least about 80%, e.g., at least about 85%, more preferably at least about 90%, and yet more preferably at least about 95% or even about 99% of the amino acid sequence length of said peptide, polypeptide, or protein. For example, insofar not exceeding the length of the full-length peptide, polypeptide, or protein, a fragment may include a sequence of ≥5 consecutive amino acids, or ≥10 consecutive amino acids, or ≥20 consecutive amino acids, or ≥30 consecutive amino acids, e.g., ≥40 consecutive amino acids, such as for example ≥50 consecutive amino acids, e.g., ≥60, ≥70, ≥80, ≥90, ≥100, ≥200, ≥300, ≥400, ≥500 or ≥600 consecutive amino acids of the corresponding full-length peptide, polypeptide, or protein.


The term “fragment” as used throughout this specification with reference to a nucleic acid (polynucleotide) generally denotes a 5′- and/or 3′-truncated form of a nucleic acid. Preferably, a fragment may comprise at least about 30%, e.g., at least about 50% or at least about 70%, preferably at least about 80%, e.g., at least about 85%, more preferably at least about 90%, and yet more preferably at least about 95% or even about 99% of the nucleic acid sequence length of said nucleic acid. For example, insofar not exceeding the length of the full-length nucleic acid, a fragment may include a sequence of 5 consecutive nucleotides, or ≥10 consecutive nucleotides, or ≥20 consecutive nucleotides, or ≥30 consecutive nucleotides, e.g., ≥40 consecutive nucleotides, such as for example ≥50 consecutive nucleotides, e.g., ≥60, ≥70, ≥80, ≥90, ≥100, ≥200, ≥300, ≥400, ≥500 or ≥600 consecutive nucleotides of the corresponding full-length nucleic acid.


Cells such as central nerve system cells, stem cells, and immune cells as disclosed herein may in the context of the present specification be said to “comprise the expression” or conversely to “not express” one or more markers, such as one or more genes or gene products; or be described as “positive” or conversely as “negative” for one or more markers, such as one or more genes or gene products; or be said to “comprise” a defined “gene or gene product signature”.


Such terms are commonplace and well-understood by the skilled person when characterizing cell phenotypes. By means of additional guidance, when a cell is said to be positive for or to express or comprise expression of a given marker, such as a given gene or gene product, a skilled person would conclude the presence or evidence of a distinct signal for the marker when carrying out a measurement capable of detecting or quantifying the marker in or on the cell. Suitably, the presence or evidence of the distinct signal for the marker would be concluded based on a comparison of the measurement result obtained for the cell to a result of the same measurement carried out for a negative control (for example, a cell known to not express the marker) and/or a positive control (for example, a cell known to express the marker). Where the measurement method allows for a quantitative assessment of the marker, a positive cell may generate a signal for the marker that is at least 1.5-fold higher than a signal generated for the marker by a negative control cell or than an average signal generated for the marker by a population of negative control cells, e.g., at least 2-fold, at least 4-fold, at least 10-fold, at least 20-fold, at least 30-fold, at least 40-fold, at least 50-fold higher or even higher. Further, a positive cell may generate a signal for the marker that is 3.0 or more standard deviations, e.g., 3.5 or more, 4.0 or more, 4.5 or more, or 5.0 or more standard deviations, higher than an average signal generated for the marker by a population of negative control cells.


Use of Signatures

The present invention is also directed to signatures and uses thereof. As used herein a “signature” may encompass any gene or genes, protein or proteins, or epigenetic element(s) whose expression profile or whose occurrence is associated with a specific cell type, subtype, or cell state of a specific cell type or subtype within a population of cells. For ease of discussion, when discussing gene expression, any gene or genes, protein or proteins, or epigenetic element(s) may be substituted. Reference to a gene name throughout the specification encompasses the human gene, non-human primate gene, mouse gene and all other orthologues as known in the art in other organisms. As used herein, the terms “signature”, “expression profile”, or “expression program” may be used interchangeably. It is to be understood that also when referring to proteins (e.g. differentially expressed proteins), such may fall within the definition of “gene” signature. Levels of expression or activity or prevalence may be compared between different cells in order to characterize or identify for instance signatures specific for cell (sub)populations. Increased or decreased expression or activity of signature genes may be compared between different cells in order to characterize or identify for instance specific cell (sub)populations. The detection of a signature in single cells may be used to identify and quantitate for instance specific cell (sub)populations. A signature may include a gene or genes, protein or proteins, or epigenetic element(s) whose expression or occurrence is specific to a cell (sub)population, such that expression or occurrence is exclusive to the cell (sub)population. A gene signature as used herein, may thus refer to any set of up- and down-regulated genes that are representative of a cell type or subtype. A gene signature as used herein, may also refer to any set of up- and down-regulated genes between different cells or cell (sub)populations derived from a gene-expression profile. For example, a gene signature may comprise a list of genes differentially expressed in a distinction of interest.


The signature as defined herein (being it a gene signature, protein signature or other genetic or epigenetic signature) can be used to indicate the presence of a cell type, a subtype of the cell type, the state of the microenvironment of a population of cells, a particular cell type population or subpopulation, and/or the overall status of the entire cell (sub)population. Furthermore, the signature may be indicative of cells within a population of cells in vivo. The signature may also be used to suggest for instance particular therapies, or to follow up treatment, or to suggest ways to modulate immune systems. The signatures of the present invention may be discovered by analysis of expression profiles of single-cells within a population of cells from isolated samples (e.g. tumor samples), thus allowing the discovery of novel cell subtypes or cell states that were previously invisible or unrecognized. The presence of subtypes or cell states may be determined by subtype specific or cell state specific signatures. The presence of these specific cell (sub)types or cell states may be determined by applying the signature genes to bulk sequencing data in a sample. Not being bound by a theory the signatures of the present invention may be microenvironment specific, such as their expression in a particular spatio-temporal context. Not being bound by a theory, signatures as discussed herein are specific to a particular pathological context. Not being bound by a theory, a combination of cell subtypes having a particular signature may indicate an outcome. Not being bound by a theory, the signatures can be used to deconvolute the network of cells present in a particular pathological condition. Not being bound by a theory, the signatures can be used to indicate cell-cell interaction in a particular pathological or physiological condition. Not being bound by a theory, the signatures may be indicative of regulatory pathways in immune regulations. Not being bound by a theory, the presence of specific cells and cell subtypes are indicative of a particular response to treatment, such as including increased or decreased susceptibility to treatment. The signature may indicate the presence of one particular cell type.


The signature according to certain embodiments of the present invention may comprise or consist of one or more genes, proteins and/or epigenetic elements, such as for instance 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 or more. In certain embodiments, the signature may comprise or consist of two or more genes, proteins and/or epigenetic elements, such as for instance 2, 3, 4, 5, 6, 7, 8, 9, 10 or more. In certain embodiments, the signature may comprise or consist of three or more genes, proteins and/or epigenetic elements, such as for instance 3, 4, 5, 6, 7, 8, 9, 10 or more. In certain embodiments, the signature may comprise or consist of four or more genes, proteins and/or epigenetic elements, such as for instance 4, 5, 6, 7, 8, 9, 10 or more. In certain embodiments, the signature may comprise or consist of five or more genes, proteins and/or epigenetic elements, such as for instance 5, 6, 7, 8, 9, 10 or more. In certain embodiments, the signature may comprise or consist of six or more genes, proteins and/or epigenetic elements, such as for instance 6, 7, 8, 9, 10 or more. In certain embodiments, the signature may comprise or consist of seven or more genes, proteins and/or epigenetic elements, such as for instance 7, 8, 9, 10 or more. In certain embodiments, the signature may comprise or consist of eight or more genes, proteins and/or epigenetic elements, such as for instance 8, 9, 10 or more. In certain embodiments, the signature may comprise or consist of nine or more genes, proteins and/or epigenetic elements, such as for instance 9, 10 or more. In certain embodiments, the signature may comprise or consist of ten or more genes, proteins and/or epigenetic elements, such as for instance 10, 11, 12, 13, 14, 15, or more. It is to be understood that a signature according to the invention may for instance also include genes or proteins as well as epigenetic elements combined.


In certain embodiments, a signature is characterized as being specific for a particular cell or cell (sub)population state if it is upregulated or only present, detected or detectable in that particular cell or cell (sub)population state (e.g., disease or healthy), or alternatively is downregulated or only absent, or undetectable in that particular cell or cell (sub)population state. In this context, a signature consists of one or more differentially expressed genes/proteins or differential epigenetic elements when comparing different cells or cell (sub)populations, including comparing different gut cell or gut cell (sub)populations, as well as comparing gut cell or gut cell (sub)populations with healthy or disease (sub)populations. It is to be understood that “differentially expressed” genes/proteins include genes/proteins which are up- or down-regulated as well as genes/proteins which are turned on or off. When referring to up- or down-regulation, in certain embodiments, such up- or down-regulation is preferably at least two-fold, such as two-fold, three-fold, four-fold, five-fold, or more, such as for instance at least ten-fold, at least 20-fold, at least 30-fold, at least 40-fold, at least 50-fold, or more. Alternatively, or in addition, differential expression may be determined based on common statistical tests, as is known in the art.


As discussed herein, differentially expressed genes/proteins, or differential epigenetic elements may be differentially expressed on a single cell level, or may be differentially expressed on a cell population level. Preferably, the differentially expressed genes/proteins or epigenetic elements as discussed herein, such as constituting the gene signatures as discussed herein, when as to the cell population or subpopulation level, refer to genes that are differentially expressed in all or substantially all cells of the population or subpopulation (such as at least 80%, preferably at least 90%, such as at least 95% of the individual cells). This allows one to define a particular subpopulation of immune cells. As referred to herein, a “subpopulation” of cells preferably refers to a particular subset of cells of a particular cell type which can be distinguished or are uniquely identifiable and set apart from other cells of this cell type. The cell subpopulation may be phenotypically characterized, and is preferably characterized by the signature as discussed herein. A cell (sub)population as referred to herein may constitute of a (sub)population of cells of a particular cell type characterized by a specific cell state.


When referring to induction, or alternatively suppression of a particular signature, preferably it is meant: induction or alternatively suppression (or upregulation or downregulation) of at least one gene/protein and/or epigenetic element of the signature, such as for instance at least two, at least three, at least four, at least five, at least six, or all genes/proteins and/or epigenetic elements of the signature.


In certain embodiments, signature genes and biomarkers related to HIV-infection may be identified by comparing single cell expression profiles obtained from HIV-infected individuals with healthy individuals.


In certain embodiments, signature genes and biomarkers related to HIV-infection may be identified by comparing single cell expression profiles obtained from healthy individuals with cART treated HIV infected individuals. In another embodiment, signature genes and biomarkers related to HIV-infection may be identified by comparing single cell expression profiles obtained from healthy individuals and single cell expression profile from cells obtained from cART treated HIV infected individuals and further reactivated.


In certain embodiments, signature genes and biomarkers related to MTB infection and TB symptoms may be identified by comparing single cell expression profiles obtained from uninfected cells and MTB infected cells.


In one particular embodiment, signature genes and biomarkers related MTB infection and TB symptoms may be identified by comparing single cell expression profiles obtained from uninfected cells and cells infected with detectable copies of MTB, such as MTB strain expressing fluorescence markers.


Various aspects and embodiments of the invention may involve analyzing gene signatures, protein signature, and/or other genetic or epigenetic signature based on single cell analyses (e.g. single cell RNA sequencing) or alternatively based on cell population analyses, as is defined herein elsewhere.


In certain example embodiments, the signature genes may be used to distinguish cell types, characterize individual cell phenotypes, cell signatures, cell expression profiles or expression programs, and identify cell-cell interaction in the network of cells within a sampled population present in HIV infected individual or cells based on comparing them to data from bulk analysis of HIV infected sample. In certain example embodiments, the presence of specific immune cells and immune cell subtypes may be indicative of HIV infection, latent HIV infection, and/or resistance to treatment. In certain example embodiments, induction or suppression of specific signature genes may be indicative of HIV infection, latent HIV infection, and/or resistance to treatment. In one example embodiment, detection of one or more signature genes may indicate the presence of a particular cell type or cell types. In certain example embodiments, the presence of immune cell types within HIV infected cell population may indicate that the cells will be sensitive to a treatment.


Detection of Cell Sub-Populations

In one embodiment, the method comprises detecting or quantifying HIV infected cells in a biological sample. A marker, for example a gene or gene product, for example a peptide, polypeptide, protein, or nucleic acid, or a group of two or more markers, is “detected” or “measured” in a tested object (e.g., in or on a cell, cell population, tissue, organ, or organism, e.g., in a biological sample of a subject) when the presence or absence and/or quantity of said marker or said group of markers is detected or determined in the tested object, preferably substantially to the exclusion of other molecules and analytes, e.g., other genes or gene products.


In one embodiment, the method comprises detecting or quantifying a sub-population of cells harboring persistent or latent HIV-infection in a biological sample. A marker, for example a gene or gene product, for example a peptide, polypeptide, protein, or nucleic acid, or a group of two or more markers, is “detected” or “measured” in a tested object (e.g., in or on a cell, cell population, tissue, organ, or organism, e.g., in a biological sample of a subject) when the presence or absence and/or quantity of said marker or said group of markers is detected or determined in the tested object, preferably substantially to the exclusion of other molecules and analytes, e.g., other genes or gene products.


In one embodiment, the method comprises detecting or quantifying MTB infected cells in a biological sample. A marker, for example a gene or gene product, for example a peptide, polypeptide, protein, or nucleic acid, or a group of two or more markers, is “detected” or “measured” in a tested object (e.g., in or on a cell, cell population, tissue, organ, or organism, e.g., in a biological sample of a subject) when the presence or absence and/or quantity of said marker or said group of markers is detected or determined in the tested object, preferably substantially to the exclusion of other molecules and analytes, e.g., other genes or gene products.


In one embodiment, the method comprises detecting or quantifying MTB infection state or MTB copy numbers in TB cells in a biological sample. A marker, for example a gene or gene product, for example a peptide, polypeptide, protein, or nucleic acid, or a group of two or more markers, is “detected” or “measured” in a tested object (e.g., in or on a cell, cell population, tissue, organ, or organism, e.g., in a biological sample of a subject) when the presence or absence and/or quantity of said marker or said group of markers is detected or determined in the tested object, preferably substantially to the exclusion of other molecules and analytes, e.g., other genes or gene products.


In a preferred embodiment, the method comprises detecting or quantifying pathogen in an easily obtainable sample such as blood or body fluid as a proxy or surrogate indicative of infection states of the tested sub population of cells, a different sub population of cells, a different tissue, or the whole organism.


The terms “increased” or “increase” or “upregulated” or “upregulate” as used herein generally mean an increase by a statically significant amount. For avoidance of doubt, “increased” means a statistically significant increase of at least 10% as compared to a reference level, including an increase of at least 20%, at least 30%, at least 40%, at least 50%, at least 60%, at least 70%, at least 80%, at least 90%, at least 100% or more, including, for example at least 2-fold, at least 3-fold, at least 4-fold, at least 5-fold, at least 10-fold increase or greater as compared to a reference level, as that term is defined herein.


The term “reduced” or “reduce” or “decrease” or “decreased” or “downregulate” or “downregulated” as used herein generally means a decrease by a statistically significant amount relative to a reference. For avoidance of doubt, “reduced” means statistically significant decrease of at least 10% as compared to a reference level, for example a decrease by at least 20%, at least 30%, at least 40%, at least 50%, or at least 60%, or at least 70%, or at least 80%, at least 90% or more, up to and including a 100% decrease (i.e., absent level as compared to a reference sample), or any decrease between 10-100% as compared to a reference level, as that.


The terms “sample” or “biological sample” as used throughout this specification include any biological specimen obtained from a subject. Particularly useful samples are those known to comprise, or expected or predicted to comprise gut cells as taught herein. Preferably, a sample may be readily obtainable by minimally invasive methods, such as blood collection or tissue biopsy, allowing the removal/isolation/provision of the sample from the subject (e.g., colonoscopy).


The terms “quantity”, “amount” and “level” are synonymous and generally well-understood in the art. The terms as used throughout this specification may particularly refer to an absolute quantification of a marker in a tested object (e.g., in or on a cell, cell population, tissue, organ, or organism, e.g., in a biological sample of a subject), or to a relative quantification of a marker in a tested object, i.e., relative to another value such as relative to a reference value, or to a range of values indicating a base-line of the marker. Such values or ranges may be obtained as conventionally known.


An absolute quantity of a marker may be advantageously expressed as weight or as molar amount, or more commonly as a concentration, e.g., weight per volume or mol per volume. A relative quantity of a marker may be advantageously expressed as an increase or decrease or as a fold-increase or fold-decrease relative to said another value, such as relative to a reference value. Performing a relative comparison between first and second variables (e.g., first and second quantities) may but need not require determining first the absolute values of said first and second variables. For example, a measurement method may produce quantifiable readouts (such as, e.g., signal intensities) for said first and second variables, wherein said readouts are a function of the value of said variables, and wherein said readouts may be directly compared to produce a relative value for the first variable vs. the second variable, without the actual need to first convert the readouts to absolute values of the respective variables.


Reference values may be established according to known procedures previously employed for other cell populations, biomarkers and gene or gene product signatures. For example, a reference value may be established in an individual or a population of individuals characterized by a particular diagnosis, prediction and/or prognosis of said disease or condition (i.e., for whom said diagnosis, prediction and/or prognosis of the disease or condition holds true). Such population may comprise without limitation 2 or more, 10 or more, 100 or more, or even several hundred or more individuals.


A “deviation” of a first value from a second value may generally encompass any direction (e.g., increase: first value >second value; or decrease: first value <second value) and any extent of alteration.


For example, a deviation may encompass a decrease in a first value by, without limitation, at least about 10% (about 0.9-fold or less), or by at least about 20% (about 0.8-fold or less), or by at least about 30% (about 0.7-fold or less), or by at least about 40% (about 0.6-fold or less), or by at least about 50% (about 0.5-fold or less), or by at least about 60% (about 0.4-fold or less), or by at least about 70% (about 0.3-fold or less), or by at least about 80% (about 0.2-fold or less), or by at least about 90% (about 0.1-fold or less), relative to a second value with which a comparison is being made.


For example, a deviation may encompass an increase of a first value by, without limitation, at least about 10% (about 1.1-fold or more), or by at least about 20% (about 1.2-fold or more), or by at least about 30% (about 1.3-fold or more), or by at least about 40% (about 1.4-fold or more), or by at least about 50% (about 1.5-fold or more), or by at least about 60% (about 1.6-fold or more), or by at least about 70% (about 1.7-fold or more), or by at least about 80% (about 1.8-fold or more), or by at least about 90% (about 1.9-fold or more), or by at least about 100% (about 2-fold or more), or by at least about 150% (about 2.5-fold or more), or by at least about 200% (about 3-fold or more), or by at least about 500% (about 6-fold or more), or by at least about 700% (about 8-fold or more), or like, relative to a second value with which a comparison is being made.


Preferably, a deviation may refer to a statistically significant observed alteration. For example, a deviation may refer to an observed alteration which falls outside of error margins of reference values in a given population (as expressed, for example, by standard deviation or standard error, or by a predetermined multiple thereof, e.g., ±1×SD or ±2×SD or ±3×SD, or ±1×SE or ±2×SE or ±3×SE). Deviation may also refer to a value falling outside of a reference range defined by values in a given population (for example, outside of a range which comprises ≥40%, ≥50%, ≥60%, ≥70%, ≥75% or ≥80% or ≥85% or ≥90% or ≥95% or even ≥100% of values in said population).


In a further embodiment, a deviation may be concluded if an observed alteration is beyond a given threshold or cut-off. Such threshold or cut-off may be selected as generally known in the art to provide for a chosen sensitivity and/or specificity of the prediction methods, e.g., sensitivity and/or specificity of at least 50%, or at least 60%, or at least 70%, or at least 80%, or at least 85%, or at least 90%, or at least 95%.


For example, receiver-operating characteristic (ROC) curve analysis can be used to select an optimal cut-off value of the quantity of a given immune cell population, biomarker or gene or gene product signatures, for clinical use of the present diagnostic tests, based on acceptable sensitivity and specificity, or related performance measures which are well-known per se, such as positive predictive value (PPV), negative predictive value (NPV), positive likelihood ratio (LR+), negative likelihood ratio (LR−), Youden index, or similar.


The terms “diagnosis” and “monitoring” are commonplace and well-understood in medical practice. By means of further explanation and without limitation the term “diagnosis” generally refers to the process or act of recognizing, deciding on or concluding on a disease or condition in a subject on the basis of symptoms and signs and/or from results of various diagnostic procedures (such as, for example, from knowing the presence, absence and/or quantity of one or more biomarkers characteristic of the diagnosed disease or condition).


The term “monitoring” generally refers to the follow-up of a disease or a condition in a subject for any changes which may occur over time.


The terms “prognosing” or “prognosis” generally refer to an anticipation on the progression of a disease or condition and the prospect (e.g., the probability, duration, and/or extent) of recovery. A good prognosis of the diseases or conditions taught herein may generally encompass anticipation of a satisfactory partial or complete recovery from the diseases or conditions, preferably within an acceptable time period. A good prognosis of such may more commonly encompass anticipation of not further worsening or aggravating of such, preferably within a given time period. A poor prognosis of the diseases or conditions as taught herein may generally encompass anticipation of a substandard recovery and/or unsatisfactorily slow recovery, or to substantially no recovery or even further worsening of such.


The terms also encompass prediction of a disease. The terms “predicting” or “prediction” generally refer to an advance declaration, indication or foretelling of a disease or condition in a subject not (yet) having said disease or condition. For example, a prediction of a disease or condition in a subject may indicate a probability, chance or risk that the subject will develop said disease or condition, for example within a certain time period or by a certain age. Said probability, chance or risk may be indicated inter alia as an absolute value, range or statistics, or may be indicated relative to a suitable control subject or subject population (such as, e.g., relative to a general, normal or healthy subject or subject population). Hence, the probability, chance or risk that a subject will develop a disease or condition may be advantageously indicated as increased or decreased, or as fold-increased or fold-decreased relative to a suitable control subject or subject population. As used herein, the term “prediction” of the conditions or diseases as taught herein in a subject may also particularly mean that the subject has a ‘positive’ prediction of such, i.e., that the subject is at risk of having such (e.g., the risk is significantly increased vis-à-vis a control subject or subject population). The term “prediction of no” diseases or conditions as taught herein as described herein in a subject may particularly mean that the subject has a ‘negative’ prediction of such, i.e., that the subject's risk of having such is not significantly increased vis-à-vis a control subject or subject population.


Methods of Detection and Isolation of Cell Types Using Biomarkers

In certain embodiments, the cell types disclosed herein may be detected, quantified or isolated using a technique selected from the group consisting of flow cytometry, mass cytometry, fluorescence activated cell sorting (FACS), fluorescence microscopy, affinity separation, magnetic cell separation, microfluidic separation, RNA-seq (e.g., bulk or single cell), quantitative PCR, MERFISH (multiplex (in situ) RNA FISH) and combinations thereof. The technique may employ one or more agents capable of specifically binding to one or more gene products expressed or not expressed by the gut cells, preferably on the cell surface of the gut cells. The one or more agents may be one or more antibodies. Other methods including absorbance assays and colorimetric assays are known in the art and may be used herein.


Depending on factors that can be evaluated and decided on by a skilled person, such as, inter alia, the type of a marker (e.g., peptide, polypeptide, protein, or nucleic acid), the type of the tested object (e.g., a cell, cell population, tissue, organ, or organism, e.g., the type of biological sample of a subject, e.g., whole blood, plasma, serum, tissue biopsy), the expected abundance of the marker in the tested object, the type, robustness, sensitivity and/or specificity of the detection method used to detect the marker, etc., the marker may be measured directly in the tested object, or the tested object may be subjected to one or more processing steps aimed at achieving an adequate measurement of the marker.


In other example embodiments, detection of a marker may include immunological assay methods, wherein the ability of an assay to separate, detect and/or quantify a marker (such as, preferably, peptide, polypeptide, or protein) is conferred by specific binding between a separable, detectable and/or quantifiable immunological binding agent (antibody) and the marker. Immunological assay methods include without limitation immunohistochemistry, immunocytochemistry, flow cytometry, mass cytometry, fluorescence activated cell sorting (FACS), fluorescence microscopy, fluorescence based cell sorting using microfluidic systems, immunoaffinity adsorption based techniques such as affinity chromatography, magnetic particle separation, magnetic activated cell sorting or bead based cell sorting using microfluidic systems, enzyme-linked immunosorbent assay (ELISA) and ELISPOT based techniques, radioimmunoassay (MA), Western blot, etc.


In certain example embodiments, detection of a marker or signature may include biochemical assay methods, including inter alia assays of enzymatic activity, membrane channel activity, substance-binding activity, gene regulatory activity, or cell signaling activity of a marker, e.g., peptide, polypeptide, protein, or nucleic acid.


In other example embodiments, detection of a marker may include mass spectrometry analysis methods. Generally, any mass spectrometric (MS) techniques that are capable of obtaining precise information on the mass of peptides, and preferably also on fragmentation and/or (partial) amino acid sequence of selected peptides (e.g., in tandem mass spectrometry, MS/MS; or in post source decay, TOF MS), may be useful herein for separation, detection and/or quantification of markers (such as, preferably, peptides, polypeptides, or proteins). Suitable peptide MS and MS/MS techniques and systems are well-known per se (see, e.g., Methods in Molecular Biology, vol. 146: “Mass Spectrometry of Proteins and Peptides”, by Chapman, ed., Humana Press 2000, ISBN 089603609x; Biemann 1990. Methods Enzymol 193: 455-79; or Methods in Enzymology, vol. 402: “Biological Mass Spectrometry”, by Burlingame, ed., Academic Press 2005, ISBN 9780121828073) and may be used herein. MS arrangements, instruments and systems suitable for biomarker peptide analysis may include, without limitation, matrix-assisted laser desorption/ionisation time-of-flight (MALDI-TOF) MS; MALDI-TOF post-source-decay (PSD); MALDI-TOF/TOF; surface-enhanced laser desorption/ionization time-of-flight mass spectrometry (SELDI-TOF) MS; electrospray ionization mass spectrometry (ESI-MS); ESI-MS/MS; ESI-MS/(MS)n (n is an integer greater than zero); ESI 3D or linear (2D) ion trap MS; ESI triple quadrupole MS; ESI quadrupole orthogonal TOF (Q-TOF); ESI Fourier transform MS systems; desorption/ionization on silicon (DIOS); secondary ion mass spectrometry (SIMS); atmospheric pressure chemical ionization mass spectrometry (APCI-MS); APCI-MS/MS; APCI-(MS)n; atmospheric pressure photoionization mass spectrometry (APPI-MS); APPI-MS/MS; and APPI-(MS)n. Peptide ion fragmentation in tandem MS (MS/MS) arrangements may be achieved using manners established in the art, such as, e.g., collision induced dissociation (CID). Detection and quantification of markers by mass spectrometry may involve multiple reaction monitoring (MRM), such as described among others by Kuhn et al. 2004 (Proteomics 4: 1175-86). MS peptide analysis methods may be advantageously combined with upstream peptide or protein separation or fractionation methods, such as for example with the chromatographic and other methods.


In other example embodiments, detection of a marker may include chromatography methods. In a one example embodiment, chromatography refers to a process in which a mixture of substances (analytes) carried by a moving stream of liquid or gas (“mobile phase”) is separated into components as a result of differential distribution of the analytes, as they flow around or over a stationary liquid or solid phase (“stationary phase”), between said mobile phase and said stationary phase. The stationary phase may be usually a finely divided solid, a sheet of filter material, or a thin film of a liquid on the surface of a solid, or the like. Chromatography may be columnar. While particulars of chromatography are well known in the art, for further guidance see, e.g., Meyer M., 1998, ISBN: 047198373X, and “Practical HPLC Methodology and Applications”, Bidlingmeyer, B. A., John Wiley & Sons Inc., 1993. Exemplary types of chromatography include, without limitation, high-performance liquid chromatography (HPLC), normal phase HPLC (NP-HPLC), reversed phase HPLC (RP-HPLC), ion exchange chromatography (IEC), such as cation or anion exchange chromatography, hydrophilic interaction chromatography (HILIC), hydrophobic interaction chromatography (HIC), size exclusion chromatography (SEC) including gel filtration chromatography or gel permeation chromatography, chromatofocusing, affinity chromatography such as immunoaffinity, immobilised metal affinity chromatography, and the like.


In certain embodiments, further techniques for separating, detecting and/or quantifying markers may be used in conjunction with any of the above described detection methods. Such methods include, without limitation, chemical extraction partitioning, isoelectric focusing (IEF) including capillary isoelectric focusing (CIEF), capillary isotachophoresis (CITP), capillary electrochromatography (CEC), and the like, one-dimensional polyacrylamide gel electrophoresis (PAGE), two-dimensional polyacrylamide gel electrophoresis (2D-PAGE), capillary gel electrophoresis (CGE), capillary zone electrophoresis (CZE), micellar electrokinetic chromatography (MEKC), free flow electrophoresis (FFE), etc.


In certain examples, such methods may include separating, detecting and/or quantifying markers at the nucleic acid level, more particularly RNA level, e.g., at the level of hnRNA, pre-mRNA, mRNA, or cDNA. Standard quantitative RNA or cDNA measurement tools known in the art may be used. Non-limiting examples include hybridization-based analysis, microarray expression analysis, digital gene expression profiling (DGE), RNA-in-situ hybridization (RISH), Northern-blot analysis and the like; PCR, RT-PCR, RT-qPCR, end-point PCR, digital PCR or the like; supported oligonucleotide detection, pyrosequencing, polony cyclic sequencing by synthesis, simultaneous bi-directional sequencing, single-molecule sequencing, single molecule real time sequencing, true single molecule sequencing, hybridization-assisted nanopore sequencing, sequencing by synthesis, single-cell RNA sequencing (sc-RNA seq), or the like.


Single Cell Sequencing

By means of an example, methods to profile the RNA content of large numbers of individual cells have been recently developed. The cell of origin is determined by a cellular barcode. In certain embodiments, special microfluidic devices have been developed to encapsulate each cell in an individual drop, associate the RNA of each cell with a ‘cell barcode’ unique to that cell/drop, measure the expression level of each RNA with sequencing, and then use the cell barcodes to determine which cell each RNA molecule came from.


In certain embodiments, the invention involves single cell RNA sequencing (see, e.g., Kalisky, T., Blainey, P. & Quake, S. R. Genomic Analysis at the Single-Cell Level. Annual review of genetics 45, 431-445, (2011); Kalisky, T. & Quake, S. R. Single-cell genomics. Nature Methods 8, 311-314 (2011); Islam, S. et al. Characterization of the single-cell transcriptional landscape by highly multiplex RNA-seq. Genome Research, (2011); Tang, F. et al. RNA-Seq analysis to capture the transcriptome landscape of a single cell. Nature Protocols 5, 516-535, (2010); Tang, F. et al. mRNA-Seq whole-transcriptome analysis of a single cell. Nature Methods 6, 377-382, (2009); Ramskold, D. et al. Full-length mRNA-Seq from single-cell levels of RNA and individual circulating tumor cells. Nature Biotechnology 30, 777-782, (2012); and Hashimshony, T., Wagner, F., Sher, N. & Yanai, I. CEL-Seq: Single-Cell RNA-Seq by Multiplexed Linear Amplification. Cell Reports, Cell Reports, Volume 2, Issue 3, p666-6′73, 2012).


In certain embodiments, the invention involves plate based single cell RNA sequencing (see, e.g., Picelli, S. et al., 2014, “Full-length RNA-seq from single cells using Smart-seq2” Nature protocols 9, 171-181, doi:10.1038/nprot.2014.006).


In certain embodiments, the invention involves high-throughput single-cell RNA-seq. In this regard reference is made to Macosko et al., 2015, “Highly Parallel Genome-wide Expression Profiling of Individual Cells Using Nanoliter Droplets” Cell 161, 1202-1214; International patent application number PCT/US2015/049178, published as WO2016/040476 on Mar. 17, 2016; Klein et al., 2015, “Droplet Barcoding for Single-Cell Transcriptomics Applied to Embryonic Stem Cells” Cell 161, 1187-1201; International patent application number PCT/US2016/027734, published as WO2016168584A1 on Oct. 20, 2016; Zheng, et al., 2016, “Haplotyping germline and cancer genomes with high-throughput linked-read sequencing” Nature Biotechnology 34, 303-311; Zheng, et al., 2017, “Massively parallel digital transcriptional profiling of single cells” Nat. Commun. 8, 14049 doi: 10.1038/ncomms14049; International patent publication number WO2014210353A2; Zilionis, et al., 2017, “Single-cell barcoding and sequencing using droplet microfluidics” Nat Protoc. January; 12(1):44-73; Cao et al., 2017, “Comprehensive single cell transcriptional profiling of a multicellular organism by combinatorial indexing” bioRxiv preprint first posted online Feb. 2, 2017, doi: dx.doi.org/10.1101/104844; Rosenberg et al., 2017, “Scaling single cell transcriptomics through split pool barcoding” bioRxiv preprint first posted online Feb. 2, 2017, doi: dx.doi.org/10.1101/105163; Vitak, et al., “Sequencing thousands of single-cell genomes with combinatorial indexing” Nature Methods, 14(3):302-308, 2017; Cao, et al., Comprehensive single-cell transcriptional profiling of a multicellular organism. Science, 357(6352):661-667, 2017; and Gierahn et al., “Seq-Well: portable, low-cost RNA sequencing of single cells at high throughput” Nature Methods 14, 395-398 (2017), all the contents and disclosure of each of which are herein incorporated by reference in their entirety.


In certain embodiments, the invention involves single nucleus RNA sequencing. In this regard reference is made to Swiech et al., 2014, “In vivo interrogation of gene function in the mammalian brain using CRISPR-Cas9” Nature Biotechnology Vol. 33, pp. 102-106; Habib et al., 2016, “Div-Seq: Single-nucleus RNA-Seq reveals dynamics of rare adult newborn neurons” Science, Vol. 353, Issue 6302, pp. 925-928; Habib et al., 2017, “Massively parallel single-nucleus RNA-seq with DroNc-seq” Nat Methods. 2017 October; 14(10):955-958; and International patent application number PCT/US2016/059239, published as WO2017164936 on Sep. 28, 2017, which are herein incorporated by reference in their entirety.


In certain example embodiments, using Seq-Well for massively parallel scRNA-seq (Shalek reference Re: Seq-well) of surgical resections from individuals infected by HIV (HIV+) and healthy individuals (HIV−), cells and tissues representative of infection states were located, and biomarkers related to (latent) infection in specific cells were identified.


In certain example embodiment, using Seq-Well for massively parallel scRNA-seq of surgical resections from individuals infected by MTB (MTB+) and healthy individuals (MTB−), cells and tissues representative of infection states were located, and biomarkers related to (latent) infection in specific cells were identified.


In certain example embodiments, using Seq-Well for massively parallel scRNA-seq (Gierahn et al., 2017) of surgical resections from individuals infected by HIV (HIV+) and healthy individuals (HIV−), cells and tissues representative of infection states were located, and biomarkers related to (latent) infection in specific cells were identified.


In certain example embodiment, using Seq-Well for massively parallel scRNA-seq of surgical resections from individuals infected by MTB (MTB+) and healthy individuals (MTB−), cells and tissues representative of infection states were located, and biomarkers related to (latent) infection in specific cells were identified.


Isolating Cells

In certain embodiments, a first cell type or test cell is isolated from a subject. In certain embodiments, immune cells may be obtained using any method known in the art. In one embodiment, allogenic immune cells may be obtained from healthy subjects. In one embodiment, immune cells that have infiltrated a tumor are isolated. immune cells may be removed during surgery. immune cells may be isolated after removal of tumor tissue by biopsy. immune cells may be isolated by any means known in the art. In one embodiment, immune cells are obtained by apheresis. In one embodiment, the method may comprise obtaining a bulk population of immune cells from a tumor sample by any suitable method known in the art. For example, a bulk population of immune cells can be obtained from a tumor sample by dissociating the tumor sample into a cell suspension from which specific cell populations can be selected. Suitable methods of obtaining a bulk population of immune cells may include, but are not limited to, any one or more of mechanically dissociating (e.g., mincing) the tumor, enzymatically dissociating (e.g., digesting) the tumor, and aspiration (e.g., as with a needle).


Immune cells can be obtained from a number of sources, including peripheral blood mononuclear cells (PBMC), bone marrow, lymph node tissue, spleen tissue, and tumors. In certain embodiments of the present invention, immune cells can be obtained from a unit of blood collected from a subject using any number of techniques known to the skilled artisan, such as Ficoll separation. In one preferred embodiment, cells from the circulating blood of an individual are obtained by apheresis or leukapheresis. The apheresis product typically contains lymphocytes, including T cells, monocytes, granulocytes, B cells, other nucleated white blood cells, red blood cells, and platelets. In one embodiment, the cells collected by apheresis may be washed to remove the plasma fraction and to place the cells in an appropriate buffer or media for subsequent processing steps. In one embodiment of the invention, the cells are washed with phosphate buffered saline (PBS). In an alternative embodiment, the wash solution lacks calcium and may lack magnesium or may lack many if not all divalent cations. Initial activation steps in the absence of calcium lead to magnified activation. As those of ordinary skill in the art would readily appreciate a washing step may be accomplished by methods known to those in the art, such as by using a semi-automated “flow-through” centrifuge (for example, the Cobe 2991 cell processor) according to the manufacturer's instructions. After washing, the cells may be resuspended in a variety of biocompatible buffers, such as, for example, Ca-free, Mg-free PBS. Alternatively, the undesirable components of the apheresis sample may be removed and the cells directly resuspended in culture media.


In another embodiment, T cells are isolated from peripheral blood lymphocytes by lysing the red blood cells and depleting the monocytes, for example, by centrifugation through a PERCOLL™ gradient. A specific subpopulation of T cells, such as CD28+, CD4+, CDC, CD45RA+, and CD45RO+ T cells, can be further isolated by positive or negative selection techniques. For example, in one preferred embodiment, T cells are isolated by incubation with anti-CD3/anti-CD28 (i.e., 3×28)-conjugated beads, such as DYNABEADS® M-450 CD3/CD28 T, or XCYTE DYNABEADS™ for a time period sufficient for positive selection of the desired T cells. In one embodiment, the time period is about 30 minutes. In a further embodiment, the time period ranges from 30 minutes to 36 hours or longer and all integer values there between. In a further embodiment, the time period is at least 1, 2, 3, 4, 5, or 6 hours. In yet another preferred embodiment, the time period is 10 to 24 hours. In one preferred embodiment, the incubation time period is 24 hours. For isolation of T cells from patients with leukemia, use of longer incubation times, such as 24 hours, can increase cell yield. Longer incubation times may be used to isolate T cells in any situation where there are few T cells as compared to other cell types, such in isolating tumor infiltrating lymphocytes (TIL) from tumor tissue or from immunocompromised individuals. Further, use of longer incubation times can increase the efficiency of capture of CD8+ T cells.


Enrichment of a T cell population by negative selection can be accomplished with a combination of antibodies directed to surface markers unique to the negatively selected cells. A preferred method is cell sorting and/or selection via negative magnetic immunoadherence or flow cytometry that uses a cocktail of monoclonal antibodies directed to cell surface markers present on the cells negatively selected. For example, to enrich for CD4+ cells by negative selection, a monoclonal antibody cocktail typically includes antibodies to CD14, CD20, CD11b, CD16, HLA-DR, and CD8.


Further, monocyte populations (i.e., CD14+ cells) may be depleted or isolated from blood preparations by a variety of methodologies, including anti-CD14 coated beads or columns, or utilization of the phagocytotic activity of these cells to facilitate removal. Accordingly, in one embodiment, the invention uses paramagnetic particles of a size sufficient to be engulfed by phagocytotic monocytes. In certain embodiments, the paramagnetic particles are commercially available beads, for example, those produced by Life Technologies under the trade name Dynabeads™. In one embodiment, other non-specific cells are removed by coating the paramagnetic particles with “irrelevant” proteins (e.g., serum proteins or antibodies). Irrelevant proteins and antibodies include those proteins and antibodies or fragments thereof that do not specifically target the T cells to be isolated. In certain embodiments, the irrelevant beads include beads coated with sheep anti-mouse antibodies, goat anti-mouse antibodies, and human serum albumin.


In brief, such isolation or depletion of monocytes is performed by preincubating T cells isolated from whole blood, apheresed peripheral blood, or tumors with one or more varieties of irrelevant or non-antibody coupled paramagnetic particles at any amount that allows for removal of monocytes (approximately a 20:1 bead:cell ratio) for about 30 minutes to 2 hours at 22 to 37 degrees C., followed by magnetic removal of cells which have attached to or engulfed the paramagnetic particles. Such separation can be performed using standard methods available in the art. For example, any magnetic separation methodology may be used including a variety of which are commercially available, (e.g., DYNAL® Magnetic Particle Concentrator (DYNAL MPC®)). Assurance of requisite depletion can be monitored by a variety of methodologies known to those of ordinary skill in the art, including flow cytometric analysis of CD14 positive cells, before and after depletion.


For isolation of a desired population of cells by positive or negative selection, the concentration of cells and surface (e.g., particles such as beads) can be varied. In certain embodiments, it may be desirable to significantly decrease the volume in which beads and cells are mixed together (i.e., increase the concentration of cells), to ensure maximum contact of cells and beads. For example, in one embodiment, a concentration of 2 billion cells/ml is used. In one embodiment, a concentration of 1 billion cells/ml is used. In a further embodiment, greater than 100 million cells/ml is used. In a further embodiment, a concentration of cells of 10, 15, 20, 25, 30, 35, 40, 45, or 50 million cells/ml is used. In yet another embodiment, a concentration of cells from 75, 80, 85, 90, 95, or 100 million cells/ml is used. In further embodiments, concentrations of 125 or 150 million cells/ml can be used. Using high concentrations can result in increased cell yield, cell activation, and cell expansion. Further, use of high cell concentrations allows more efficient capture of cells that may weakly express target antigens of interest, such as CD28-negative T cells, or from samples where there are many tumor cells present (i.e., leukemic blood, tumor tissue, etc). Such populations of cells may have therapeutic value and would be desirable to obtain. For example, using high concentration of cells allows more efficient selection of CD8+ T cells that normally have weaker CD28 expression.


In a related embodiment, it may be desirable to use lower concentrations of cells. By significantly diluting the mixture of T cells and surface (e.g., particles such as beads), interactions between the particles and cells is minimized. This selects for cells that express high amounts of desired antigens to be bound to the particles. For example, CD4+ T cells express higher levels of CD28 and are more efficiently captured than CD8+ T cells in dilute concentrations. In one embodiment, the concentration of cells used is 5×106/ml. In other embodiments, the concentration used can be from about 1×105/ml to 1×106/ml, and any integer value in between.


Immune cells can also be frozen for later analysis. In certain embodiments, the freeze and subsequent thaw step provides a more uniform product by removing granulocytes and to some extent monocytes in the cell population. After a washing step to remove plasma and platelets, the cells may be suspended in a freezing solution. While many freezing solutions and parameters are known in the art and will be useful in this context, one method involves using PBS containing 20% DMSO and 8% human serum albumin, or other suitable cell freezing media, the cells then are frozen to −80° C. at a rate of 1° per minute and stored in the vapor phase of a liquid nitrogen storage tank. Other methods of controlled freezing may be used as well as uncontrolled freezing immediately at −20° C. or in liquid nitrogen.


T cells for use in the present invention may also be antigen-specific T cells. For example, tumor-specific T cells can be used. In certain embodiments, antigen-specific T cells can be isolated from a patient of interest, such as a patient afflicted with a cancer or an infectious disease. In one embodiment, neoepitopes are determined for a subject and T cells specific to these antigens are isolated. Antigen-specific cells for use in expansion may also be generated in vitro using any number of methods known in the art, for example, as described in U.S. Patent Publication No. US 20040224402 entitled, Generation and Isolation of Antigen-Specific T Cells, or in U.S. Pat. No. 6,040,177. Antigen-specific cells for use in the present invention may also be generated using any number of methods known in the art, for example, as described in Current Protocols in Immunology, or Current Protocols in Cell Biology, both published by John Wiley & Sons, Inc., Boston, Mass.


In a related embodiment, it may be desirable to sort or otherwise positively select (e.g. via magnetic selection) the antigen specific cells prior to or following one or two rounds of expansion. Sorting or positively selecting antigen-specific cells can be carried out using peptide-MEW tetramers (Altman, et al., Science. 1996 Oct. 4; 274(5284):94-6). In another embodiment, the adaptable tetramer technology approach is used (Andersen et al., 2012 Nat Protoc. 7:891-902). Tetramers are limited by the need to utilize predicted binding peptides based on prior hypotheses, and the restriction to specific HLAs. Peptide-WIC tetramers can be generated using techniques known in the art and can be made with any WIC molecule of interest and any antigen of interest as described herein. Specific epitopes to be used in this context can be identified using numerous assays known in the art. For example, the ability of a polypeptide to bind to WIC class I may be evaluated indirectly by monitoring the ability to promote incorporation of 125I labeled β2-microglobulin (β2m) into MHC class I/β2m/peptide heterotrimeric complexes (see Parker et al., J. Immunol. 152:163, 1994).


In one embodiment cells are directly labeled with an epitope-specific reagent for isolation by flow cytometry followed by characterization of phenotype and TCRs. In one embodiment, T cells are isolated by contacting with T cell specific antibodies. Sorting of antigen-specific T cells, or generally any cells of the present invention, can be carried out using any of a variety of commercially available cell sorters, including, but not limited to, MoFlo sorter (DakoCytomation, Fort Collins, Colo.), FACSAria™, FACSArray™, FACSVantage™, BD™ LSR II, and FACSCalibur™ (BD Biosciences, San Jose, Calif.).


In a preferred embodiment, the method comprises selecting cells that also express CD3. The method may comprise specifically selecting the cells in any suitable manner. Preferably, the selecting is carried out using flow cytometry. The flow cytometry may be carried out using any suitable method known in the art. The flow cytometry may employ any suitable antibodies and stains. Preferably, the antibody is chosen such that it specifically recognizes and binds to the particular biomarker being selected. For example, the specific selection of CD3, CD8, TIM-3, LAG-3, 4-1BB, or PD-1 may be carried out using anti-CD3, anti-CD8, anti-TIM-3, anti-LAG-3, anti-4-1BB, or anti-PD-1 antibodies, respectively. The antibody or antibodies may be conjugated to a bead (e.g., a magnetic bead) or to a fluorochrome. Preferably, the flow cytometry is fluorescence-activated cell sorting (FACS). TCRs expressed on T cells can be selected based on reactivity to autologous tumors. Additionally, T cells that are reactive to tumors can be selected for based on markers using the methods described in patent publication Nos. WO2014133567 and WO2014133568, herein incorporated by reference in their entirety. Additionally, activated T cells can be selected for based on surface expression of CD107a.


The terms “isolating” or “purifying” as used throughout this specification with reference to a particular component of a composition or mixture (e.g., the tested object such as the biological sample) encompass processes or techniques whereby such component is separated from one or more or (substantially) all other components of the composition or mixture (e.g., the tested object such as the biological sample). The terms do not require absolute purity. Instead, isolating or purifying the component will produce a discrete environment in which the abundance of the component relative to one or more or all other components is greater than in the starting composition or mixture (e.g., the tested object such as the biological sample). A discrete environment may denote a single medium, such as for example a single solution, dispersion, gel, precipitate, etc. Isolating or purifying the specified cells from the tested object such as the biological sample may increase the abundance of the specified cells relative to all other cells comprised in the tested object such as the biological sample, or relative to other cells of a select subset of the cells comprised in the tested object such as the biological sample, e.g., relative to other white blood cells, peripheral blood mononuclear cells, immune cells, antigen presenting cells, or dendritic cells comprised in the tested object such as the biological sample. By means of example, isolating or purifying the specified cells from the tested object such as the biological sample may yield a cell population, in which the specified cells constitute at least 40% (by number) of all cells of said cell population, for example, at least 45%, preferably at least 50%, at least 55%, more preferably at least 60%, at least 65%, still more preferably at least 70%, at least 75%, even more preferably at least 80%, at least 85%, and yet more preferably at least 90%, at least 95%, at least 96%, at least 97%, at least 98%, at least 99%, or even 100% of all cells of said cell population.


The method may allow a skilled person to detect or conclude the presence or absence of the specified cells in a tested object (e.g., in a cell population, tissue, organ, organism, or in a biological sample of a subject). The method may also allow a skilled person to quantify the specified cells in a tested object (e.g., in a cell population, tissue, organ, organism, or in a biological sample of a subject). The quantity of the specified cells in the tested object such as the biological sample may be suitably expressed for example as the number (count) of the specified immune cells per standard unit of volume (e.g., ml, μA or nl) or weight (e.g., g or mg or ng) of the tested object such as the biological sample. The quantity of the specified cells in the tested object such as the biological sample may also be suitably expressed as a percentage or fraction (by number) of all cells comprised in the tested object such as the biological sample, or as a percentage or fraction (by number) of a select subset of the cells comprised in the tested object such as the biological sample, e.g., as a percentage or fraction (by number) of white blood cells, peripheral blood mononuclear cells, immune cells, antigen presenting cells, or dendritic cells comprised in the tested object such as the biological sample. The quantity of the specified cells in the tested object such as the biological sample may also be suitably represented by an absolute or relative quantity of a suitable surrogate analyte, such as a peptide, polypeptide, protein, or nucleic acid expressed or comprised by the specified cells.


Where a marker is detected in or on a cell, the cell may be conventionally denoted as positive (+) or negative (−) for the marker. Semi-quantitative denotations of marker expression in cells are also commonplace in the art, such as particularly in flow cytometry quantifications, for example, “dim” vs. “bright”, or “low” vs. “medium”/“intermediate” vs. “high”, or “−” vs. “+” vs. “++”, commonly controlled in flow cytometry quantifications by setting of the gates. Where a marker is quantified in or on a cell, absolute quantity of the marker may also be expressed for example as the number of molecules of the marker comprised by the cell.


Where a marker is detected and/or quantified on a single cell level in a cell population, the quantity of the marker may also be expressed as a percentage or fraction (by number) of cells comprised in said population that are positive for said marker, or as percentages or fractions (by number) of cells comprised in said population that are “dim” or “bright”, or that are “low” or “medium”/“intermediate” or “high”, or that are “−” or “+” or “++”. By means of an example, a sizeable proportion of the tested cells of the cell population may be positive for the marker, e.g., at least about 20%, at least about 40%, at least about 50%, at least about 60%, at least about 70%, at least about 80%, at least about 90%, at least about 95%, or up to 100%.


Use of Specific Binding Agents

In certain embodiments, the aforementioned methods and techniques may employ agent(s) capable of specifically binding to one or more gene products, e.g., peptides, polypeptides, proteins, or nucleic acids, expressed or not expressed by the cells as taught herein. In certain preferred embodiments, such one or more gene products, e.g., peptides, polypeptides, or proteins, may be expressed on the cell surface of the immune cells (i.e., cell surface markers, e.g., transmembrane peptides, polypeptides or proteins, or secreted peptides, polypeptides or proteins which remain associated with the cell surface). Hence, further disclosed are binding agents capable of specifically binding to markers, such as genes or gene products, e.g., peptides, polypeptides, proteins, or nucleic acids as taught herein. Binding agents as intended throughout this specification may include inter alia antibodies, aptamers, spiegelmers (L-aptamers), photoaptamers, protein, peptides, peptidomimetics, nucleic acids such as oligonucleotides (e.g., hybridization probes or amplification or sequencing primers and primer pairs), small molecules, or combinations thereof.


The term “aptamer” refers to single-stranded or double-stranded oligo-DNA, oligo-RNA or oligo-DNA/RNA or any analogue thereof that specifically binds to a target molecule such as a peptide. Advantageously, aptamers display fairly high specificity and affinity (e.g., KA in the order 1×109 M-1) for their targets. Aptamer production is described inter alia in U.S. Pat. No. 5,270,163; Ellington & Szostak 1990 (Nature 346: 818-822); Tuerk & Gold 1990 (Science 249: 505-510); or “The Aptamer Handbook: Functional Oligonucleotides and Their Applications”, by Klussmann, ed., Wiley-VCH 2006, ISBN 3527310592, incorporated by reference herein. The term “photoaptamer” refers to an aptamer that contains one or more photoreactive functional groups that can covalently bind to or crosslink with a target molecule. The term “spiegelmer” refers to an aptamer which includes L-DNA, L-RNA, or other left-handed nucleotide derivatives or nucleotide-like molecules. Aptamers containing left-handed nucleotides are resistant to degradation by naturally occurring enzymes, which normally act on substrates containing right-handed nucleotides. The term “peptidomimetic” refers to a non-peptide agent that is a topological analogue of a corresponding peptide. Methods of rationally designing peptidomimetics of peptides are known in the art. For example, the rational design of three peptidomimetics based on the sulphated 8-mer peptide CCK26-33, and of two peptidomimetics based on the 11-mer peptide Substance P, and related peptidomimetic design principles, are described in Horwell 1995 (Trends Biotechnol 13: 132-134).


Binding agents may be in various forms, e.g., lyophilised, free in solution, or immobilised on a solid phase. They may be, e.g., provided in a multi-well plate or as an array or microarray, or they may be packaged separately, individually, or in combination.


The term “specifically bind” as used throughout this specification means that an agent (denoted herein also as “specific-binding agent”) binds to one or more desired molecules or analytes (e.g., peptides, polypeptides, proteins, or nucleic acids) substantially to the exclusion of other molecules which are random or unrelated, and optionally substantially to the exclusion of other molecules that are structurally related. The term “specifically bind” does not necessarily require that an agent binds exclusively to its intended target(s). For example, an agent may be said to specifically bind to target(s) of interest if its affinity for such intended target(s) under the conditions of binding is at least about 2-fold greater, preferably at least about 5-fold greater, more preferably at least about 10-fold greater, yet more preferably at least about 25-fold greater, still more preferably at least about 50-fold greater, and even more preferably at least about 100-fold, or at least about 1000-fold, or at least about 104-fold, or at least about 105-fold, or at least about 106-fold or more greater, than its affinity for a non-target molecule, such as for a suitable control molecule (e.g., bovine serum albumin, casein).


Preferably, the specific binding agent may bind to its intended target(s) with affinity constant (KA) of such binding KA≥1λ106 M−1, more preferably KA≥1λ107 M−1, yet more preferably KA≥1×108 M−1, even more preferably KA≥1×109 M−1, and still more preferably KA≥1×1010 M−1 or KA≥1×1011 M−1 or KA≥1×1012 M−1, wherein KA=[SBA_T]/[SBA][T], SBA denotes the specific-binding agent, T denotes the intended target. Determination of KA can be carried out by methods known in the art, such as for example, using equilibrium dialysis and Scatchard plot analysis.


In certain embodiments, the one or more binding agents may be one or more antibodies. As used herein, the term “antibody” is used in its broadest sense and generally refers to any immunologic binding agent. The term specifically encompasses intact monoclonal antibodies, polyclonal antibodies, multivalent (e.g., 2-, 3- or more-valent) and/or multi-specific antibodies (e.g., bi- or more-specific antibodies) formed from at least two intact antibodies, and antibody fragments insofar they exhibit the desired biological activity (particularly, ability to specifically bind an antigen of interest, i.e., antigen-binding fragments), as well as multivalent and/or multi-specific composites of such fragments. The term “antibody” is not only inclusive of antibodies generated by methods comprising immunization, but also includes any polypeptide, e.g., a recombinantly expressed polypeptide, which is made to encompass at least one complementarity-determining region (CDR) capable of specifically binding to an epitope on an antigen of interest. Hence, the term applies to such molecules regardless whether they are produced in vitro or in vivo. Antibodies also encompasses chimeric, humanized and fully humanized antibodies.


An antibody may be any of IgA, IgD, IgE, IgG and IgM classes, and preferably IgG class antibody. An antibody may be a polyclonal antibody, e.g., an antiserum or immunoglobulins purified there from (e.g., affinity-purified). An antibody may be a monoclonal antibody or a mixture of monoclonal antibodies. Monoclonal antibodies can target a particular antigen or a particular epitope within an antigen with greater selectivity and reproducibility. By means of example and not limitation, monoclonal antibodies may be made by the hybridoma method first described by Kohler et al. 1975 (Nature 256: 495), or may be made by recombinant DNA methods (e.g., as in U.S. Pat. No. 4,816,567). Monoclonal antibodies may also be isolated from phage antibody libraries using techniques as described by Clackson et al. 1991 (Nature 352: 624-628) and Marks et al. 1991 (J Mol Biol 222: 581-597), for example.


Antibody binding agents may be antibody fragments. “Antibody fragments” comprise a portion of an intact antibody, comprising the antigen-binding or variable region thereof. Examples of antibody fragments include Fab, Fab′, F(ab′)2, Fv and scFv fragments, single domain (sd) Fv, such as VH domains, VL domains and VHH domains; diabodies; linear antibodies; single-chain antibody molecules, in particular heavy-chain antibodies; and multivalent and/or multispecific antibodies formed from antibody fragment(s), e.g., dibodies, tribodies, and multibodies. The above designations Fab, Fab′, F(ab′)2, Fv, scFv etc. are intended to have their art-established meaning.


The term antibody includes antibodies originating from or comprising one or more portions derived from any animal species, preferably vertebrate species, including, e.g., birds and mammals. Without limitation, the antibodies may be chicken, turkey, goose, duck, guinea fowl, quail or pheasant. Also without limitation, the antibodies may be human, murine (e.g., mouse, rat, etc.), donkey, rabbit, goat, sheep, guinea pig, camel (e.g., Camelus bactrianus and Camelus dromaderius), llama (e.g., Lama paccos, Lama glama or Lama vicugna) or horse.


A skilled person will understand that an antibody can include one or more amino acid deletions, additions and/or substitutions (e.g., conservative substitutions), insofar such alterations preserve its binding of the respective antigen. An antibody may also include one or more native or artificial modifications of its constituent amino acid residues (e.g., glycosylation, etc.).


Methods of producing polyclonal and monoclonal antibodies as well as fragments thereof are well known in the art, as are methods to produce recombinant antibodies or fragments thereof (see for example, Harlow and Lane, “Antibodies: A Laboratory Manual”, Cold Spring Harbour Laboratory, New York, 1988; Harlow and Lane, “Using Antibodies: A Laboratory Manual”, Cold Spring Harbour Laboratory, New York, 1999, ISBN 0879695447; “Monoclonal Antibodies: A Manual of Techniques”, by Zola, ed., CRC Press 1987, ISBN 0849364760; “Monoclonal Antibodies: A Practical Approach”, by Dean & Shepherd, eds., Oxford University Press 2000, ISBN 0199637229; Methods in Molecular Biology, vol. 248: “Antibody Engineering: Methods and Protocols”, Lo, ed., Humana Press 2004, ISBN 1588290921).


Nucleic acid binding agents, such as oligonucleotide binding agents, are typically at least partly antisense to a target nucleic acid of interest. The term “antisense” generally refers to an agent (e.g., an oligonucleotide) configured to specifically anneal with (hybridise to) a given sequence in a target nucleic acid, such as for example in a target DNA, hnRNA, pre-mRNA or mRNA, and typically comprises, consist essentially of or consist of a nucleic acid sequence that is complementary or substantially complementary to said target nucleic acid sequence. Antisense agents suitable for use herein, such as hybridisation probes or amplification or sequencing primers and primer pairs) may typically be capable of annealing with (hybridizing to) the respective target nucleic acid sequences at high stringency conditions, and capable of hybridising specifically to the target under physiological conditions. The terms “complementary” or “complementarity” as used throughout this specification with reference to nucleic acids, refer to the normal binding of single-stranded nucleic acids under permissive salt (ionic strength) and temperature conditions by base pairing, preferably Watson-Crick base pairing. By means of example, complementary Watson-Crick base pairing occurs between the bases A and T, A and U or G and C. For example, the sequence 5′-A-G-U-3′ is complementary to sequence 5′-A-C-U-3′.


The reference to oligonucleotides may in particular but without limitation include hybridization probes and/or amplification primers and/or sequencing primers, etc., as commonly used in nucleic acid detection technologies.


Binding agents as discussed herein may suitably comprise a detectable label. The term “label” refers to any atom, molecule, moiety or biomolecule that may be used to provide a detectable and preferably quantifiable read-out or property, and that may be attached to or made part of an entity of interest, such as a binding agent. Labels may be suitably detectable by for example mass spectrometric, spectroscopic, optical, colourimetric, magnetic, photochemical, biochemical, immunochemical or chemical means. Labels include without limitation dyes; radiolabels such as 32P, 33P, 35S, 125I, 131I; electron-dense reagents; enzymes (e.g., horse-radish peroxidase or alkaline phosphatase as commonly used in immunoassays); binding moieties such as biotin-streptavidin; haptens such as digoxigenin; luminogenic, phosphorescent or fluorogenic moieties; mass tags; and fluorescent dyes alone or in combination with moieties that may suppress or shift emission spectra by fluorescence resonance energy transfer (FRET).


In some embodiments, binding agents may be provided with a tag that permits detection with another agent (e.g., with a probe binding partner). Such tags may be, for example, biotin, streptavidin, his-tag, myc tag, maltose, maltose binding protein or any other kind of tag known in the art that has a binding partner. Example of associations which may be utilised in the probe:binding partner arrangement may be any, and includes, for example biotin: streptavidin, his-tag:metal ion (e.g., Ni2+), maltose:maltose binding protein, etc.


The marker-binding agent conjugate may be associated with or attached to a detection agent to facilitate detection. Examples of detection agents include, but are not limited to, luminescent labels; colourimetric labels, such as dyes; fluorescent labels; or chemical labels, such as electroactive agents (e.g., ferrocyanide); enzymes; radioactive labels; or radiofrequency labels. The detection agent may be a particle. Examples of such particles include, but are not limited to, colloidal gold particles; colloidal sulphur particles; colloidal selenium particles; colloidal barium sulfate particles; colloidal iron sulfate particles; metal iodate particles; silver halide particles; silica particles; colloidal metal (hydrous) oxide particles; colloidal metal sulfide particles; colloidal lead selenide particles; colloidal cadmium selenide particles; colloidal metal phosphate particles; colloidal metal ferrite particles; any of the above-mentioned colloidal particles coated with organic or inorganic layers; protein or peptide molecules; liposomes; or organic polymer latex particles, such as polystyrene latex beads. Preferable particles may be colloidal gold particles.


In certain embodiments, the one or more binding agents are configured for use in a technique selected from the group consisting of flow cytometry, fluorescence activated cell sorting, mass cytometry, fluorescence microscopy, affinity separation, magnetic cell separation, microfluidic separation, and combinations thereof.


Modulating Agents

In an embodiment, the invention provides a method of determining the effect of a modulating agent on a first cell or tissue in a subject, the method comprising measuring the effect of the modulating agent on a second cell or tissue in the subject, wherein the physiological state of the second cell or tissue is correlated with the effect of the modulating agent on the first cell or tissue. In certain embodiments, the agent is a therapeutic agent. For example, an immunotherapy may be administered to a subject having an aberrant immune response in a tissue difficult to obtain cells from (e.g., IBD in the gut or a tumor in the brain). The effect of the immunotherapy in the tissue may be determined by correlating the effect on circulating immune cells.


A further aspect of the invention relates to a method for identifying an agent capable of modulating one or more phenotypic aspects of a cell or tissue (e.g., a healthy phenotype, immune cell and/or tissue, tumor microenvironment, pathogen infected cell, comprising: determining an expression profile of one or more genes in a test cell or tissue obtained from an organism treated with the modulating agent that correlates with the expression profile in a second cell or tissue obtained from the treated organism. In another aspect, a method for identifying an agent capable of modulating one or more phenotypic aspects of a cell that has a physiological state that correlates with a second cell comprising a) applying a candidate agent to the cell or cell population; b) detecting modulation of one or more phenotypic aspects of the cell or cell population that correlates with the phenotype in the second cell by the candidate agent, thereby identifying the agent.


The term “modulate” broadly denotes a qualitative and/or quantitative alteration, change or variation in that which is being modulated. Where modulation can be assessed quantitatively—for example, where modulation comprises or consists of a change in a quantifiable variable such as a quantifiable property of a cell or where a quantifiable variable provides a suitable surrogate for the modulation—modulation specifically encompasses both increase (e.g., activation) or decrease (e.g., inhibition) in the measured variable. The term encompasses any extent of such modulation, e.g., any extent of such increase or decrease, and may more particularly refer to statistically significant increase or decrease in the measured variable. By means of example, modulation may encompass an increase in the value of the measured variable by at least about 10%, e.g., by at least about 20%, preferably by at least about 30%, e.g., by at least about 40%, more preferably by at least about 50%, e.g., by at least about 75%, even more preferably by at least about 100%, e.g., by at least about 150%, 200%, 250%, 300%, 400% or by at least about 500%, compared to a reference situation without said modulation; or modulation may encompass a decrease or reduction in the value of the measured variable by at least about 10%, e.g., by at least about 20%, by at least about 30%, e.g., by at least about 40%, by at least about 50%, e.g., by at least about 60%, by at least about 70%, e.g., by at least about 80%, by at least about 90%, e.g., by at least about 95%, such as by at least about 96%, 97%, 98%, 99% or even by 100%, compared to a reference situation without said modulation. Preferably, modulation may be specific or selective, hence, one or more desired phenotypic aspects of a gut cell or gut cell population may be modulated without substantially altering other (unintended, undesired) phenotypic aspect(s).


The term “agent” broadly encompasses any condition, substance or agent capable of modulating one or more phenotypic aspects of cell or cell population as disclosed herein. Such conditions, substances or agents may be of physical, chemical, biochemical and/or biological nature. The term “candidate agent” refers to any condition, substance or agent that is being examined for the ability to modulate one or more phenotypic aspects of a cell or cell population as disclosed herein in a method comprising applying the candidate agent to the gut cell or gut cell population (e.g., exposing the gut cell or gut cell population to the candidate agent or contacting the gut cell or gut cell population with the candidate agent) and observing whether the desired modulation takes place.


Agents may include any potential class of biologically active conditions, substances or agents, such as for instance antibodies, proteins, peptides, nucleic acids, oligonucleotides, small molecules, or combinations thereof.


In certain embodiments, the present invention provides for one or more therapeutic agents or combinations of agents. In certain embodiments, the agents target correlating cells or tissues or a target cell or tissue. Targeting the cells or tissues may provide for enhanced or otherwise previously unknown activity in the treatment of disease. In certain embodiments, an agent against a target may already be known or used clinically. In certain embodiments, the agents are used to modulate cell types. In certain embodiments, the one or more agents comprises a small molecule inhibitor, small molecule degrader (e.g., PROTAC), genetic modifying agent, antibody, antibody fragment, antibody-like protein scaffold, aptamer, protein, or any combination thereof.


The terms “therapeutic agent”, “therapeutic capable agent” or “treatment agent” are used interchangeably and refer to a molecule or compound that confers some beneficial effect upon administration to a subject. The beneficial effect includes enablement of diagnostic determinations; amelioration of a disease, symptom, disorder, or pathological condition; reducing or preventing the onset of a disease, symptom, disorder or condition; and generally counteracting a disease, symptom, disorder or pathological condition.


As used herein, “treatment” or “treating,” or “palliating” or “ameliorating” are used interchangeably. These terms refer to an approach for obtaining beneficial or desired results including but not limited to a therapeutic benefit and/or a prophylactic benefit. By therapeutic benefit is meant any therapeutically relevant improvement in or effect on one or more diseases, conditions, or symptoms under treatment. For prophylactic benefit, the compositions may be administered to a subject at risk of developing a particular disease, condition, or symptom, or to a subject reporting one or more of the physiological symptoms of a disease, even though the disease, condition, or symptom may not have yet been manifested. As used herein “treating” includes ameliorating, curing, preventing it from becoming worse, slowing the rate of progression, or preventing the disorder from re-occurring (i.e., to prevent a relapse).


The term “effective amount” or “therapeutically effective amount” refers to the amount of an agent that is sufficient to effect beneficial or desired results. The therapeutically effective amount may vary depending upon one or more of: the subject and disease condition being treated, the weight and age of the subject, the severity of the disease condition, the manner of administration and the like, which can readily be determined by one of ordinary skill in the art. The term also applies to a dose that will provide an image for detection by any one of the imaging methods described herein. The specific dose may vary depending on one or more of: the particular agent chosen, the dosing regimen to be followed, whether it is administered in combination with other compounds, timing of administration, the tissue to be imaged, and the physical delivery system in which it is carried. For example, in methods for treating cancer in a subject, an effective amount of a an agent is any amount that provides an anti-cancer effect, such as reduces or prevents proliferation of a cancer cell or is cytotoxic towards a cancer cell.


In certain embodiments, the one or more agents is a small molecule. The term “small molecule” refers to compounds, preferably organic compounds, with a size comparable to those organic molecules generally used in pharmaceuticals. The term excludes biological macromolecules (e.g., proteins, peptides, nucleic acids, etc.). Preferred small organic molecules range in size up to about 5000 Da, e.g., up to about 4000, preferably up to 3000 Da, more preferably up to 2000 Da, even more preferably up to about 1000 Da, e.g., up to about 900, 800, 700, 600 or up to about 500 Da. In certain embodiments, the small molecule may act as an antagonist or agonist (e.g., blocking an enzyme active site or activating a receptor by binding to a ligand binding site).


One type of small molecule applicable to the present invention is a degrader molecule. Proteolysis Targeting Chimera (PROTAC) technology is a rapidly emerging alternative therapeutic strategy with the potential to address many of the challenges currently faced in modern drug development programs. PROTAC technology employs small molecules that recruit target proteins for ubiquitination and removal by the proteasome (see, e.g., Bondeson and Crews, Targeted Protein Degradation by Small Molecules, Annu Rev Pharmacol Toxicol. 2017 Jan. 6; 57: 107-123; and Lai et al., Modular PROTAC Design for the Degradation of Oncogenic BCR-ABL Angew Chem Int Ed Engl. 2016 Jan. 11; 55(2): 807-810). Specific small molecule degraders targeting bromodomain and extra-terminal (BET) family proteins, consisting of BRD2, BRD3, BRD4, and testis-specific BRDT members (e.g., BETd-260/ZBC260) are specifically applicable for targeting the identified synthetic lethal combinations comprising BRD4 (see, e.g., Zhou et al., Discovery of a Small-Molecule Degrader of Bromodomain and Extra-Terminal (BET) Proteins with Picomolar Cellular Potencies and Capable of Achieving Tumor Regression. J. Med. Chem. 2018, 61, 462-481).


As described herein, small molecules targeting epigenetic proteins are currently being developed and/or used in the clinic to treat disease (see, e.g., Qi et al., HEDD: the human epigenetic drug database. Database, 2016, 1-10; and Ackloo et al., Chemical probes targeting epigenetic proteins: Applications beyond oncology. Epigenetics 2017, VOL. 12, NO. 5, 378-400). In certain embodiments, the one or more agents comprise a histone acetylation inhibitor, histone deacetylase (HDAC) inhibitor, histone lysine methylation inhibitor, histone lysine demethylation inhibitor, DNA methyltransferase (DNMT) inhibitor, inhibitor of acetylated histone binding proteins, inhibitor of methylated histone binding proteins, sirtuin inhibitor, protein arginine methyltransferase inhibitor or kinase inhibitor. In certain embodiments, any small molecule exhibiting the functional activity described above may be used in the present invention. In certain embodiments, the DNA methyltransferase (DNMT) inhibitor is selected from the group consisting of azacitidine (5-azacytidine), decitabine (5-aza-2′-deoxycytidine), EGCG (epigallocatechin-3-gallate), zebularine, hydralazine, and procainamide. In certain embodiments, the histone acetylation inhibitor is C646. In certain embodiments, the histone deacetylase (HDAC) inhibitor is selected from the group consisting of vorinostat, givinostat, panobinostat, belinostat, entinostat, CG-1521, romidepsin, ITF-A, ITF-B, valproic acid, OSU-HDAC-44, HC-toxin, magnesium valproate, plitidepsin, tasquinimod, sodium butyrate, mocetinostat, carbamazepine, SB939, CHR-2845, CHR-3996, JNJ-26481585, sodium phenylbutyrate, pivanex, abexinostat, resminostat, dacinostat, droxinostat, and trichostatin A (TSA). In certain embodiments, the histone lysine demethylation inhibitor is selected from the group consisting of pargyline, clorgyline, bizine, GSK2879552, GSK-J4, KDMS-C70, JIB-04, and tranylcypromine. In certain embodiments, the histone lysine methylation inhibitor is selected from the group consisting of EPZ-6438, GSK126, CPI-360, CPI-1205, CPI-0209, DZNep, GSK343, EIL BIX-01294, UNC0638, EPZ004777, GSK343, UNC1999 and UNC0224. In certain embodiments, the inhibitor of acetylated histone binding proteins is selected from the group consisting of AZD5153 (see e.g., Rhyasen et al., AZD5153: A Novel Bivalent BET Bromodomain Inhibitor Highly Active against Hematologic Malignancies, Mol Cancer Ther. 2016 November; 15(11):2563-2574. Epub 2016 Aug. 29), PFI-1, CPI-203, CPI-0610, RVX-208, OTX015, I-BET151, I-BET762, I-BET-726, dBET1, ARV-771, ARV-825, BETd-260/ZBC260 and MZ1. In certain embodiments, the inhibitor of methylated histone binding proteins is selected from the group consisting of UNC669 and UNC1215. In certain embodiments, the sirtuin inhibitor comprises nicotinamide.


In certain embodiments, the agent reactivates latent HIV or SHIV. In certain embodiments, the agent comprises phorbol myristate acetate (PMA) with or without ionomycin, or PHA/IL2.


In certain embodiments, the agent is an immunotherapy (e.g., checkpoint inhibitors, CAR T cells). Immunotherapies have been developed to enhance immune responses against cancer and lead to prolonged survival. Immune checkpoint inhibitors (ICI) have transformed the therapeutic landscape of several cancer types (Sharma and Allison, 2015 The future of immune checkpoint therapy. Science 348, 56-61). In particular, immune checkpoint inhibitors (ICI) lead to durable responses in ˜35% of patients with metastatic melanoma by unleashing T cells from oncogenic suppression (Sharma, et al., 2015; and Hodi, et al., 2016 Durable, long-term survival in previously treated patients with advanced melanoma who received nivolumab monotherapy in a phase I trial. 2016 AACR Annu. Meet. Abstr. CT001 Present. Apr. 17 2016). Nonetheless, many patients manifest ICI resistance (ICR), which is often intrinsic (Sharma et al., 2017 Primary, Adaptive, and Acquired Resistance to Cancer Immunotherapy. Cell 168, 707-723). ICR is often unpredictable and poorly understood (Sharma, et al., 2017), hampering appropriate selection of patients for therapies, rational enrollment to clinical trials and the development of new therapeutic strategies that could overcome ICR (Sharma, et al., 2015). The checkpoint blockade therapy may comprise anti-TIM3, anti-CTLA4, anti-PD-L1, anti-PD1, anti-TIGIT, anti-LAG3, or combinations thereof. Specific check point inhibitors include, but are not limited to anti-CTLA4 antibodies (e.g., Ipilimumab), anti-PD-1 antibodies (e.g., Nivolumab, Pembrolizumab), and anti-PD-L1 antibodies (e.g., Atezolizumab).


By means of example but without limitation, agents can include low molecular weight compounds, but may also be larger compounds, or any organic or inorganic molecule effective in the given situation, including modified and unmodified nucleic acids such as antisense nucleic acids, RNAi, such as siRNA or shRNA, CRISPR/Cas systems, peptides, peptidomimetics, receptors, ligands, and antibodies, aptamers, polypeptides, nucleic acid analogues or variants thereof. Examples include an oligomer of nucleic acids, amino acids, or carbohydrates including without limitation proteins, oligonucleotides, ribozymes, DNAzymes, glycoproteins, siRNAs, lipoproteins, aptamers, and modifications and combinations thereof. Agents can be selected from a group comprising: chemicals; small molecules; nucleic acid sequences; nucleic acid analogues; proteins; peptides; aptamers; antibodies; or fragments thereof. A nucleic acid sequence can be RNA or DNA, and can be single or double stranded, and can be selected from a group comprising; nucleic acid encoding a protein of interest, oligonucleotides, nucleic acid analogues, for example peptide-nucleic acid (PNA), pseudo-complementary PNA (pc-PNA), locked nucleic acid (LNA), modified RNA (mod-RNA), single guide RNA etc. Such nucleic acid sequences include, for example, but are not limited to, nucleic acid sequence encoding proteins, for example that act as transcriptional repressors, antisense molecules, ribozymes, small inhibitory nucleic acid sequences, for example but are not limited to RNAi, shRNAi, siRNA, micro RNAi (mRNAi), antisense oligonucleotides, CRISPR guide RNA, for example that target a CRISPR enzyme to a specific DNA target sequence etc. A protein and/or peptide or fragment thereof can be any protein of interest, for example, but are not limited to: mutated proteins; therapeutic proteins and truncated proteins, wherein the protein is normally absent or expressed at lower levels in the cell. Proteins can also be selected from a group comprising; mutated proteins, genetically engineered proteins, peptides, synthetic peptides, recombinant proteins, chimeric proteins, antibodies, midibodies, minibodies, triabodies, humanized proteins, humanized antibodies, chimeric antibodies, modified proteins and fragments thereof. Alternatively, the agent can be intracellular within the cell as a result of introduction of a nucleic acid sequence into the cell and its transcription resulting in the production of the nucleic acid and/or protein modulator of a gene within the cell. In some embodiments, the agent is any chemical, entity or moiety, including without limitation synthetic and naturally-occurring non-proteinaceous entities. In certain embodiments, the agent is a small molecule having a chemical moiety. Agents can be known to have a desired activity and/or property, or can be selected from a library of diverse compounds.


In certain embodiments, an agent may be a hormone, a cytokine, a lymphokine, a growth factor, a chemokine, a cell surface receptor ligand such as a cell surface receptor agonist or antagonist, or a mitogen.


Non-limiting examples of hormones include growth hormone (GH), adrenocorticotropic hormone (ACTH), dehydroepiandrosterone (DHEA), cortisol, epinephrine, thyroid hormone, estrogen, progesterone, testosterone, or combinations thereof.


Non-limiting examples of cytokines include lymphokines (e.g., interferon-γ, IL-2, IL-3, IL-4, IL-6, granulocyte-macrophage colony-stimulating factor (GM-CSF), interferon-γ, leukocyte migration inhibitory factors (T-LIF, B-LIF), lymphotoxin-alpha, macrophage-activating factor (MAF), macrophage migration-inhibitory factor (MIF), neuroleukin, immunologic suppressor factors, transfer factors, or combinations thereof), monokines (e.g., IL-1, TNF-alpha, interferon-α, interferon-β, colony stimulating factors, e.g., CSF2, CSF3, macrophage CSF or GM-CSF, or combinations thereof), chemokines (e.g., beta-thromboglobulin, C chemokines, CC chemokines, CXC chemokines, CX3C chemokines, macrophage inflammatory protein (MIP), or combinations thereof), interleukins (e.g., IL-1, IL-2, IL-3, IL-4, IL-5, IL-6, IL-7, IL-8, IL-9, IL-10, IL-11, IL-12, IL-13, IL-14, IL-15, IL-17, IL-18, IL-19, IL-20, IL-21, IL-22, IL-23, IL-24, IL-25, IL-26, IL-27, IL-28, IL-29, IL-30, IL-31, IL-32, IL-33, IL-34, IL-35, IL-36, or combinations thereof), and several related signaling molecules, such as tumour necrosis factor (TNF) and interferons (e.g., interferon-α, interferon-β, interferon-γ, interferon-λ, or combinations thereof).


Non-limiting examples of growth factors include those of fibroblast growth factor (FGF) family, bone morphogenic protein (BMP) family, platelet derived growth factor (PDGF) family, transforming growth factor beta (TGFbeta) family, nerve growth factor (NGF) family, epidermal growth factor (EGF) family, insulin related growth factor (IGF) family, hepatocyte growth factor (HGF) family, hematopoietic growth factors (HeGFs), platelet-derived endothelial cell growth factor (PD-ECGF), angiopoietin, vascular endothelial growth factor (VEGF) family, glucocorticoids, or combinations thereof.


Non-limiting examples of mitogens include phytohaemagglutinin (PHA), concanavalin A (conA), lipopolysaccharide (LPS), pokeweed mitogen (PWM), phorbol ester such as phorbol myristate acetate (PMA) with or without ionomycin, or combinations thereof.


Non-limiting examples of cell surface receptors the ligands of which may act as agents include Toll-like receptors (TLRs) (e.g., TLR1, TLR2, TLR3, TLR4, TLR5, TLR6, TLR7, TLR8, TLR9, TLR10, TLR11, TLR12 or TLR13), CD80, CD86, CD40, CCR7, or C-type lectin receptors.


Particular screening applications of this invention relate to the testing of pharmaceutical compounds in drug research. The reader is referred generally to the standard textbook In vitro Methods in Pharmaceutical Research, Academic Press, 1997, and U.S. Pat. No. 5,030,015. In certain aspects of this invention, the culture of the invention is used to grow and differentiate a cachectic target cell to play the role of test cells for standard drug screening and toxicity assays. Assessment of the activity of candidate pharmaceutical compounds generally involves combining the target cell (e.g., a myocyte, an adipocyte, a cardiomyocyte or a hepatocyte) with the candidate compound, determining any change in the morphology, marker phenotype, or metabolic activity of the cells that is attributable to the candidate compound (compared with untreated cells or cells treated with an inert compound, such as vehicle), and then correlating the effect of the candidate compound with the observed change. The screening may be done because the candidate compound is designed to have a pharmacological effect on the target cell, or because a candidate compound may have unintended side effects on the target cell. Alternatively, libraries can be screened without any predetermined expectations in hopes of identifying compounds with desired effects.


Cytotoxicity can be determined in the first instance by the effect on cell viability and morphology. In certain embodiments, toxicity may be assessed by observation of vital staining techniques, ELISA assays, immunohistochemistry, and the like or by analyzing the cellular content of the culture, e.g., by total cell counts, and differential cell counts or by metabolic markers such as MTT and XTT.


Additional further uses of the culture of the invention include, but are not limited to, its use in research e.g., to elucidate mechanisms leading to the identification of novel targets for therapies, and to generate genotype-specific cells for disease modeling, including the generation of new therapies customized to different genotypes. Such customization can reduce adverse drug effects and help identify therapies appropriate to the patient's genotype.


In certain embodiments, the present invention provides method for high-throughput screening. “High-throughput screening” (HTS) refers to a process that uses a combination of modern robotics, data processing and control software, liquid handling devices, and/or sensitive detectors, to efficiently process a large amount of (e.g., thousands, hundreds of thousands, or millions of) samples in biochemical, genetic or pharmacological experiments, either in parallel or in sequence, within a reasonably short period of time (e.g., days). Preferably, the process is amenable to automation, such as robotic simultaneous handling of 96 samples, 384 samples, 1536 samples or more. A typical HTS robot tests up to 100,000 to a few hundred thousand compounds per day. The samples are often in small volumes, such as no more than 1 mL, 500 μl, 200 μl, 100 μl, 50 μl or less. Through this process, one can rapidly identify active compounds, small molecules, antibodies, proteins or polynucleotides which modulate a particular biomolecular/genetic pathway. The results of these experiments provide starting points for further drug design and for understanding the interaction or role of a particular biochemical process in biology. Thus, “high-throughput screening” as used herein does not include handling large quantities of radioactive materials, slow and complicated operator-dependent screening steps, and/or prohibitively expensive reagent costs, etc.


In certain embodiments, the present invention provides for gene signature screening. The concept of signature screening was introduced by Stegmaier et al. (Gene expression-based high-throughput screening (GE-HTS) and application to leukemia differentiation. Nature Genet. 36, 257-263 (2004)), who realized that if a gene-expression signature was the proxy for a phenotype of interest, it could be used to find small molecules that effect that phenotype without knowledge of a validated drug target. The signatures of the present invention may be used to screen for drugs that induce or reduce the signature in immune cells as described herein. The signature may be used for GE-HTS (Gene Expression-based High-Throughput Screening). In certain embodiments, pharmacological screens may be used to identify drugs that selectively activate gut cells.


The Connectivity Map (cmap) is a collection of genome-wide transcriptional expression data from cultured human cells treated with bioactive small molecules and simple pattern-matching algorithms that together enable the discovery of functional connections between drugs, genes and diseases through the transitory feature of common gene-expression changes (see, Lamb et al., The Connectivity Map: Using Gene-Expression Signatures to Connect Small Molecules, Genes, and Disease. Science 29 Sep. 2006: Vol. 313, Issue 5795, pp. 1929-1935, DOI: 10.1126/science.1132939; and Lamb, J., The Connectivity Map: a new tool for biomedical research. Nature Reviews Cancer January 2007: Vol. 7, pp. 54-60). In certain embodiments, Cmap can be used to screen for small molecules capable of modulating a signature of the present invention in silico.


Genetic Modification

In certain embodiments, one or more endogenous genes may be modified using a nuclease. The term “nuclease” as used herein broadly refers to an agent, for example a protein or a small molecule, capable of cleaving a phosphodiester bond connecting nucleotide residues in a nucleic acid molecule. In some embodiments, a nuclease may be a protein, e.g., an enzyme that can bind a nucleic acid molecule and cleave a phosphodiester bond connecting nucleotide residues within the nucleic acid molecule. A nuclease may be an endonuclease, cleaving a phosphodiester bonds within a polynucleotide chain, or an exonuclease, cleaving a phosphodiester bond at the end of the polynucleotide chain. Preferably, the nuclease is an endonuclease. Preferably, the nuclease is a site-specific nuclease, binding and/or cleaving a specific phosphodiester bond within a specific nucleotide sequence, which may be referred to as “recognition sequence”, “nuclease target site”, or “target site”. In some embodiments, a nuclease may recognize a single stranded target site, in other embodiments a nuclease may recognize a double-stranded target site, for example a double-stranded DNA target site. Some endonucleases cut a double-stranded nucleic acid target site symmetrically, i.e., cutting both strands at the same position so that the ends comprise base-paired nucleotides, also known as blunt ends. Other endonucleases cut a double-stranded nucleic acid target sites asymmetrically, i.e., cutting each strand at a different position so that the ends comprise unpaired nucleotides. Unpaired nucleotides at the end of a double-stranded DNA molecule are also referred to as “overhangs”, e.g., “5′-overhang” or “3′-overhang”, depending on whether the unpaired nucleotide(s) form(s) the 5′ or the 5′ end of the respective DNA strand.


The nuclease may introduce one or more single-strand nicks and/or double-strand breaks in the endogenous gene, whereupon the sequence of the endogenous gene may be modified or mutated via non-homologous end joining (NHEJ) or homology-directed repair (HDR).


In certain embodiments, the nuclease may comprise (i) a DNA-binding portion configured to specifically bind to the endogenous gene and (ii) a DNA cleavage portion. Generally, the DNA cleavage portion will cleave the nucleic acid within or in the vicinity of the sequence to which the DNA-binding portion is configured to bind.


In certain embodiments, the DNA-binding portion may comprise a zinc finger protein or DNA-binding domain thereof, a transcription activator-like effector (TALE) protein or DNA-binding domain thereof, or an RNA-guided protein or DNA-binding domain thereof.


In certain embodiments, the DNA-binding portion may comprise (i) Cas9 or Cpf1 or any Cas protein described herein modified to eliminate its nuclease activity, or (ii) DNA-binding domain of Cas9 or Cpf1 or any Cas protein described herein.


In certain embodiments, the DNA cleavage portion comprises Fold or variant thereof or DNA cleavage domain of Fold or variant thereof.


In certain embodiments, the nuclease may be an RNA-guided nuclease, such as Cas9 or Cpf1 or any Cas protein described herein.


With respect to general information on CRISPR-Cas Systems, components thereof, and delivery of such components, including methods, materials, delivery vehicles, vectors, particles, AAV, and making and using thereof, including as to amounts and formulations, all useful in the practice of the instant invention, reference is made to: U.S. Pat. Nos. 8,999,641, 8,993,233, 8,945,839, 8,932,814, 8,906,616, 8,895,308, 8,889,418, 8,889,356, 8,871,445, 8,865,406, 8,795,965, 8,771,945 and 8,697,359; US Patent Publications US 2014-0310830 (U.S. application Ser. No. 14/105,031), US 2014-0287938 A1 (U.S. application Ser. No. 14/213,991), US 2014-0273234 A1 (U.S. application Ser. No. 14/293,674), US2014-0273232 A1 (U.S. application Ser. No. 14/290,575), US 2014-0273231 (U.S. application Ser. No. 14/259,420), US 2014-0256046 A1 (U.S. application Ser. No. 14/226,274), US 2014-0248702 A1 (U.S. application Ser. No. 14/258,458), US 2014-0242700 A1 (U.S. application Ser. No. 14/222,930), US 2014-0242699 A1 (U.S. application Ser. No. 14/183,512), US 2014-0242664 A1 (U.S. application Ser. No. 14/104,990), US 2014-0234972 A1 (U.S. application Ser. No. 14/183,471), US 2014-0227787 A1 (U.S. application Ser. No. 14/256,912), US 2014-0189896 A1 (U.S. application Ser. No. 14/105,035), US 2014-0186958 (U.S. application Ser. No. 14/105,017), US 2014-0186919 A1 (U.S. application Ser. No. 14/104,977), US 2014-0186843 A1 (U.S. application Ser. No. 14/104,900), US 2014-0179770 A1 (U.S. application Ser. No. 14/104,837) and US 2014-0179006 A1 (U.S. application Ser. No. 14/183,486), US 2014-0170753 (U.S. application Ser. No. 14/183,429); European Patents EP 2 784 162 B 1 and EP 2 771 468 B 1; European Patent Applications EP 2 771 468 (EP13818570.7), EP 2 764 103 (EP13824232.6), and EP 2 784 162 (EP14170383.5); and PCT Patent Publications PCT Patent Publications WO 2014/093661 (PCT/US2013/074743), WO 2014/093694 (PCT/US2013/074790), WO 2014/093595 (PCT/US2013/074611), WO 2014/093718 (PCT/US2013/074825), WO 2014/093709 (PCT/US2013/074812), WO 2014/093622 (PCT/US2013/074667), WO 2014/093635 (PCT/US2013/074691), WO 2014/093655 (PCT/US2013/074736), WO 2014/093712 (PCT/US2013/074819), WO2014/093701 (PCT/US2013/074800), WO2014/018423 (PCT/US2013/051418), WO 2014/204723 (PCT/US2014/041790), WO 2014/204724 (PCT/US2014/041800), WO 2014/204725 (PCT/US2014/041803), WO 2014/204726 (PCT/US2014/041804), WO 2014/204727 (PCT/US2014/041806), WO 2014/204728 (PCT/US2014/041808), WO 2014/204729 (PCT/US2014/041809). Reference is also made to U.S. provisional patent applications 61/758,468; 61/802,174; 61/806,375; 61/814,263; 61/819,803 and 61/828,130, filed on Jan. 30, 2013; Mar. 15, 2013; Mar. 28, 2013; Apr. 20, 2013; May 6, 2013 and May 28, 2013 respectively. Reference is also made to U.S. provisional patent application 61/836,123, filed on Jun. 17, 2013. Reference is additionally made to U.S. provisional patent applications 61/835,931, 61/835,936, 61/836,127, 61/836,101, 61/836,080 and 61/835,973, each filed Jun. 17, 2013. Further reference is made to U.S. provisional patent applications 61/862,468 and 61/862,355 filed on Aug. 5, 2013; 61/871,301 filed on Aug. 28, 2013; 61/960,777 filed on Sep. 25, 2013 and 61/961,980 filed on Oct. 28, 2013. Reference is yet further made to: PCT Patent applications Nos: PCT/US2014/041803, PCT/US2014/041800, PCT/US2014/041809, PCT/US2014/041804 and PCT/US2014/041806, each filed Jun. 10, 2014 Jun. 10, 2014; PCT/US2014/041808 filed Jun. 11, 2014; and PCT/US2014/62558 filed Oct. 28, 2014, and U.S. Provisional Patent Applications Ser. Nos. 61/915,150, 61/915,301, 61/915,267 and 61/915,260, each filed Dec. 12, 2013; 61/757,972 and 61/768,959, filed on Jan. 29, 2013 and Feb. 25, 2013; 61/835,936, 61/836,127, 61/836,101, 61/836,080, 61/835,973, and 61/835,931, filed Jun. 17, 2013; 62/010,888 and 62/010,879, both filed Jun. 11, 2014; 62/010,329 and 62/010,441, each filed Jun. 10, 2014; 61/939,228 and 61/939,242, each filed Feb. 12, 2014; 61/980,012, filed Apr. 15, 2014; 62/038,358, filed Aug. 17, 2014; 62/054,490, 62/055,484, 62/055,460 and 62/055,487, each filed Sep. 25, 2014; and 62/069,243, filed Oct. 27, 2014. Reference is also made to U.S. provisional patent applications Nos. 62/055,484, 62/055,460, and 62/055,487, filed Sep. 25, 2014; U.S. provisional patent application 61/980,012, filed Apr. 15, 2014; and U.S. provisional patent application 61/939,242 filed Feb. 12, 2014. Reference is made to PCT application designating, inter alia, the United States, application No. PCT/US14/41806, filed Jun. 10, 2014. Reference is made to U.S. provisional patent application 61/930,214 filed on Jan. 22, 2014. Reference is made to U.S. provisional patent applications 61/915,251; 61/915,260 and 61/915,267, each filed on Dec. 12, 2013. Reference is made to US provisional patent application U.S. Ser. No. 61/980,012 filed Apr. 15, 2014. Reference is made to PCT application designating, inter alia, the United States, application No. PCT/US14/41806, filed Jun. 10, 2014. Reference is made to U.S. provisional patent application 61/930,214 filed on Jan. 22, 2014. Reference is made to U.S. provisional patent applications 61/915,251; 61/915,260 and 61/915,267, each filed on Dec. 12, 2013.


Mention is also made of U.S. application 62/091,455, filed, 12 Dec. 2014, PROTECTED GUIDE RNAS (PGRNAS); U.S. application 62/096,708, 24 Dec. 2014, PROTECTED GUIDE RNAS (PGRNAS); U.S. application 62/091,462, 12 Dec. 2014, DEAD GUIDES FOR CRISPR TRANSCRIPTION FACTORS; U.S. application 62/096,324, 23 Dec. 2014, DEAD GUIDES FOR CRISPR TRANSCRIPTION FACTORS; U.S. application 62/091,456, 12 Dec. 2014, ESCORTED AND FUNCTIONALIZED GUIDES FOR CRISPR-CAS SYSTEMS; U.S. application 62/091,461, 12 Dec. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR GENOME EDITING AS TO HEMATOPOETIC STEM CELLS (HSCs); U.S. application 62/094,903, 19 Dec. 2014, UNBIASED IDENTIFICATION OF DOUBLE-STRAND BREAKS AND GENOMIC REARRANGEMENT BY GENOME-WISE INSERT CAPTURE SEQUENCING; U.S. application 62/096,761, 24 Dec. 2014, ENGINEERING OF SYSTEMS, METHODS AND OPTIMIZED ENZYME AND GUIDE SCAFFOLDS FOR SEQUENCE MANIPULATION; U.S. application 62/098,059, 30 Dec. 2014, RNA-TARGETING SYSTEM; U.S. application 62/096,656, 24 Dec. 2014, CRISPR HAVING OR ASSOCIATED WITH DESTABILIZATION DOMAINS; U.S. application 62/096,697, 24 Dec. 2014, CRISPR HAVING OR ASSOCIATED WITH AAV; U.S. application 62/098,158, 30 Dec. 2014, ENGINEERED CRISPR COMPLEX INSERTIONAL TARGETING SYSTEMS; U.S. application 62/151,052, 22 Apr. 2015, CELLULAR TARGETING FOR EXTRACELLULAR EXOSOMAL REPORTING; U.S. application 62/054,490, 24 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR TARGETING DISORDERS AND DISEASES USING PARTICLE DELIVERY COMPONENTS; U.S. application 62/055,484, 25 Sep. 2014, SYSTEMS, METHODS AND COMPOSITIONS FOR SEQUENCE MANIPULATION WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/087,537, 4 Dec. 2014, SYSTEMS, METHODS AND COMPOSITIONS FOR SEQUENCE MANIPULATION WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/054,651, 24 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR MODELING COMPETITION OF MULTIPLE CANCER MUTATIONS IN VIVO; U.S. application 62/067,886, 23 Oct. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR MODELING COMPETITION OF MULTIPLE CANCER MUTATIONS IN VIVO; U.S. application 62/054,675, 24 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS IN NEURONAL CELLS/TISSUES; U.S. application 62/054,528, 24 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS IN IMMUNE DISEASES OR DISORDERS; U.S. application 62/055,454, 25 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR TARGETING DISORDERS AND DISEASES USING CELL PENETRATION PEPTIDES (CPP); U.S. application 62/055,460, 25 Sep. 2014, MULTIFUNCTIONAL-CRISPR COMPLEXES AND/OR OPTIMIZED ENZYME LINKED FUNCTIONAL-CRISPR COMPLEXES; U.S. application 62/087,475, 4 Dec. 2014, FUNCTIONAL SCREENING WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/055,487, 25 Sep. 2014, FUNCTIONAL SCREENING WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/087,546, 4 Dec. 2014, MULTIFUNCTIONAL CRISPR COMPLEXES AND/OR OPTIMIZED ENZYME LINKED FUNCTIONAL-CRISPR COMPLEXES; and U.S. application 62/098,285, 30 Dec. 2014, CRISPR MEDIATED IN VIVO MODELING AND GENETIC SCREENING OF TUMOR GROWTH AND METASTASIS.


Each of these patents, patent publications, and applications, and all documents cited therein or during their prosecution (“appln cited documents”) and all documents cited or referenced in the appln cited documents, together with any instructions, descriptions, product specifications, and product sheets for any products mentioned therein or in any document therein and incorporated by reference herein, are hereby incorporated herein by reference, and may be employed in the practice of the invention. All documents (e.g., these patents, patent publications and applications and the appln cited documents) are incorporated herein by reference to the same extent as if each individual document was specifically and individually indicated to be incorporated by reference.


Also with respect to general information on CRISPR-Cas Systems, mention is made of the following (also hereby incorporated herein by reference):

  • Multiplex genome engineering using CRISPR/Cas systems. Cong, L., Ran, F. A., Cox, D., Lin, S., Barretto, R., Habib, N., Hsu, P. D., Wu, X., Jiang, W., Marraffini, L. A., & Zhang, F. Science February 15; 339(6121):819-23 (2013);
  • RNA-guided editing of bacterial genomes using CRISPR-Cas systems. Jiang W., Bikard D., Cox D., Zhang F, Marraffini L A. Nat Biotechnol March; 31(3):233-9 (2013);
  • One-Step Generation of Mice Carrying Mutations in Multiple Genes by CRISPR/Cas-Mediated Genome Engineering. Wang H., Yang H., Shivalila C S., Dawlaty M M., Cheng A W., Zhang F., Jaenisch R. Cell May 9; 153(4):910-8 (2013);
  • Optical control of mammalian endogenous transcription and epigenetic states. Konermann S, Brigham M D, Trevino A E, Hsu P D, Heidenreich M, Cong L, Platt R J, Scott D A, Church G M, Zhang F. Nature. August 22; 500(7463):472-6. doi: 10.1038/Nature12466. Epub 2013 Aug. 23 (2013);
  • Double Nicking by RNA-Guided CRISPR Cas9 for Enhanced Genome Editing Specificity. Ran, F A., Hsu, P D., Lin, C Y., Gootenberg, J S., Konermann, S., Trevino, A E., Scott, D A., Inoue, A., Matoba, S., Zhang, Y., & Zhang, F. Cell August 28. pii: S0092-8674(13)01015-5 (2013-A);
  • DNA targeting specificity of RNA-guided Cas9 nucleases. Hsu, P., Scott, D., Weinstein, J., Ran, F A., Konermann, S., Agarwala, V., Li, Y., Fine, E., Wu, X., Shalem, O., Cradick, T J., Marraffini, L A., Bao, G., & Zhang, F. Nat Biotechnol doi:10.1038/nbt.2647 (2013);
  • Genome engineering using the CRISPR-Cas9 system. Ran, F A., Hsu, P D., Wright, J., Agarwala, V., Scott, D A., Zhang, F. Nature Protocols November; 8(11):2281-308 (2013-B);
  • Genome-Scale CRISPR-Cas9 Knockout Screening in Human Cells. Shalem, O., Sanjana, N E., Hartenian, E., Shi, X., Scott, D A., Mikkelson, T., Heckl, D., Ebert, B L., Root, D E., Doench, J G., Zhang, F. Science December 12. (2013). [Epub ahead of print];
  • Crystal structure of cas9 in complex with guide RNA and target DNA. Nishimasu, H., Ran, F A., Hsu, P D., Konermann, S., Shehata, S I., Dohmae, N., Ishitani, R., Zhang, F., Nureki, O. Cell February 27, 156(5):935-49 (2014);
  • Genome-wide binding of the CRISPR endonuclease Cas9 in mammalian cells. Wu X., Scott D A., Kriz A J., Chiu A C., Hsu P D., Dadon D B., Cheng A W., Trevino A E., Konermann S., Chen S., Jaenisch R., Zhang F., Sharp P A. Nat Biotechnol. April 20. doi: 10.1038/nbt.2889 (2014);
  • CRISPR-Cas9 Knockin Mice for Genome Editing and Cancer Modeling. Platt R J, Chen S, Zhou Y, Yim M J, Swiech L, Kempton H R, Dahlman J E, Parnas O, Eisenhaure T M, Jovanovic M, Graham D B, Jhunjhunwala S, Heidenreich M, Xavier R J, Langer R, Anderson D G, Hacohen N, Regev A, Feng G, Sharp P A, Zhang F. Cell 159(2): 440-455 DOI: 10.1016/j.cell.2014.09.014(2014);
  • Development and Applications of CRISPR-Cas9 for Genome Engineering, Hsu P D, Lander E S, Zhang F., Cell. June 5; 157(6):1262-78 (2014).
  • Genetic screens in human cells using the CRISPR/Cas9 system, Wang T, Wei J J, Sabatini D M, Lander E S., Science. January 3; 343(6166): 80-84. doi:10.1126/science.1246981 (2014);
  • Rational design of highly active sgRNAs for CRISPR-Cas9-mediated gene inactivation, Doench J G, Hartenian E, Graham D B, Tothova Z, Hegde M, Smith I, Sullender M, Ebert BL, Xavier R J, Root D E., (published online 3 Sep. 2014) Nat Biotechnol. December; 32(12):1262-7 (2014);
  • In vivo interrogation of gene function in the mammalian brain using CRISPR-Cas9, Swiech L, Heidenreich M, Banerjee A, Habib N, Li Y, Trombetta J, Sur M, Zhang F., (published online 19 Oct. 2014) Nat Biotechnol. January; 33(1):102-6 (2015);
  • Genome-scale transcriptional activation by an engineered CRISPR-Cas9 complex, Konermann S, Brigham M D, Trevino A E, Joung J, Abudayyeh O O, Barcena C, Hsu P D, Habib N, Gootenberg J S, Nishimasu H, Nureki O, Zhang F., Nature. January 29; 517(7536):583-8 (2015).
  • A split-Cas9 architecture for inducible genome editing and transcription modulation, Zetsche B, Volz S E, Zhang F., (published online 2 Feb. 2015) Nat Biotechnol. February; 33(2):139-42 (2015);
  • Genome-wide CRISPR Screen in a Mouse Model of Tumor Growth and Metastasis, Chen S, Sanjana N E, Zheng K, Shalem O, Lee K, Shi X, Scott D A, Song J, Pan J Q, Weissleder R, Lee H, Zhang F, Sharp P A. Cell 160, 1246-1260, Mar. 12, 2015 (multiplex screen in mouse), and
  • In vivo genome editing using Staphylococcus aureus Cas9, Ran F A, Cong L, Yan W X, Scott D A, Gootenberg J S, Kriz A J, Zetsche B, Shalem O, Wu X, Makarova K S, Koonin E V, Sharp P A, Zhang F., (published online 1 Apr. 2015), Nature. April 9; 520(7546):186-91 (2015).
  • Shalem et al., “High-throughput functional genomics using CRISPR-Cas9,” Nature Reviews Genetics 16, 299-311 (May 2015).
  • Xu et al., “Sequence determinants of improved CRISPR sgRNA design,” Genome Research 25, 1147-1157 (August 2015).
  • Parnas et al., “A Genome-wide CRISPR Screen in Primary Immune Cells to Dissect Regulatory Networks,” Cell 162, 675-686 (Jul. 30, 2015).
  • Ramanan et al., CRISPR/Cas9 cleavage of viral DNA efficiently suppresses hepatitis B virus,” Scientific Reports 5:10833. doi: 10.1038/srep10833 (Jun. 2, 2015)
  • Nishimasu et al., Crystal Structure of Staphylococcus aureus Cas9,” Cell 162, 1113-1126 (Aug. 27, 2015)
  • Zetsche et al., “Cpf1 Is a Single RNA-Guided Endonuclease of a Class 2 CRISPR-Cas System,” Cell 163, 1-13 (Oct. 22, 2015)
  • Shmakov et al., “Discovery and Functional Characterization of Diverse Class 2 CRISPR-Cas Systems,” Molecular Cell 60, 1-13 (Available online Oct. 22, 2015)


each of which is incorporated herein by reference, may be considered in the practice of the instant invention, and discussed briefly below:


Cong et al. engineered type II CRISPR-Cas systems for use in eukaryotic cells based on both Streptococcus thermophilus Cas9 and also Streptococcus pyogenes Cas9 and demonstrated that Cas9 nucleases can be directed by short RNAs to induce precise cleavage of DNA in human and mouse cells. Their study further showed that Cas9 as converted into a nicking enzyme can be used to facilitate homology-directed repair in eukaryotic cells with minimal mutagenic activity. Additionally, their study demonstrated that multiple guide sequences can be encoded into a single CRISPR array to enable simultaneous editing of several at endogenous genomic loci sites within the mammalian genome, demonstrating easy programmability and wide applicability of the RNA-guided nuclease technology. This ability to use RNA to program sequence specific DNA cleavage in cells defined a new class of genome engineering tools. These studies further showed that other CRISPR loci are likely to be transplantable into mammalian cells and can also mediate mammalian genome cleavage. Importantly, it can be envisaged that several aspects of the CRISPR-Cas system can be further improved to increase its efficiency and versatility.


Jiang et al. used the clustered, regularly interspaced, short palindromic repeats (CRISPR)-associated Cas9 endonuclease complexed with dual-RNAs to introduce precise mutations in the genomes of Streptococcus pneumoniae and Escherichia coli. The approach relied on dual-RNA:Cas9-directed cleavage at the targeted genomic site to kill unmutated cells and circumvents the need for selectable markers or counter-selection systems. The study reported reprogramming dual-RNA:Cas9 specificity by changing the sequence of short CRISPR RNA (crRNA) to make single- and multinucleotide changes carried on editing templates. The study showed that simultaneous use of two crRNAs enabled multiplex mutagenesis. Furthermore, when the approach was used in combination with recombineering, in S. pneumoniae, nearly 100% of cells that were recovered using the described approach contained the desired mutation, and in E. coli, 65% that were recovered contained the mutation.


Wang et al. (2013) used the CRISPR/Cas system for the one-step generation of mice carrying mutations in multiple genes which were traditionally generated in multiple steps by sequential recombination in embryonic stem cells and/or time-consuming intercrossing of mice with a single mutation. The CRISPR/Cas system will greatly accelerate the in vivo study of functionally redundant genes and of epistatic gene interactions.


Konermann et al. (2013) addressed the need in the art for versatile and robust technologies that enable optical and chemical modulation of DNA-binding domains based CRISPR Cas9 enzyme and also Transcriptional Activator Like Effectors


Ran et al. (2013-A) described an approach that combined a Cas9 nickase mutant with paired guide RNAs to introduce targeted double-strand breaks. This addresses the issue of the Cas9 nuclease from the microbial CRISPR-Cas system being targeted to specific genomic loci by a guide sequence, which can tolerate certain mismatches to the DNA target and thereby promote undesired off-target mutagenesis. Because individual nicks in the genome are repaired with high fidelity, simultaneous nicking via appropriately offset guide RNAs is required for double-stranded breaks and extends the number of specifically recognized bases for target cleavage. The authors demonstrated that using paired nicking can reduce off-target activity by 50- to 1,500-fold in cell lines and to facilitate gene knockout in mouse zygotes without sacrificing on-target cleavage efficiency. This versatile strategy enables a wide variety of genome editing applications that require high specificity.


Hsu et al. (2013) characterized SpCas9 targeting specificity in human cells to inform the selection of target sites and avoid off-target effects. The study evaluated >700 guide RNA variants and SpCas9-induced indel mutation levels at >100 predicted genomic off-target loci in 293T and 293FT cells. The authors that SpCas9 tolerates mismatches between guide RNA and target DNA at different positions in a sequence-dependent manner, sensitive to the number, position and distribution of mismatches. The authors further showed that SpCas9-mediated cleavage is unaffected by DNA methylation and that the dosage of SpCas9 and sgRNA can be titrated to minimize off-target modification. Additionally, to facilitate mammalian genome engineering applications, the authors reported providing a web-based software tool to guide the selection and validation of target sequences as well as off-target analyses.


Ran et al. (2013-B) described a set of tools for Cas9-mediated genome editing via non-homologous end joining (NHEJ) or homology-directed repair (HDR) in mammalian cells, as well as generation of modified cell lines for downstream functional studies. To minimize off-target cleavage, the authors further described a double-nicking strategy using the Cas9 nickase mutant with paired guide RNAs. The protocol provided by the authors experimentally derived guidelines for the selection of target sites, evaluation of cleavage efficiency and analysis of off-target activity. The studies showed that beginning with target design, gene modifications can be achieved within as little as 1-2 weeks, and modified clonal cell lines can be derived within 2-3 weeks.


Shalem et al. described a new way to interrogate gene function on a genome-wide scale. Their studies showed that delivery of a genome-scale CRISPR-Cas9 knockout (GeCKO) library targeted 18,080 genes with 64,751 unique guide sequences enabled both negative and positive selection screening in human cells. First, the authors showed use of the GeCKO library to identify genes essential for cell viability in cancer and pluripotent stem cells. Next, in a melanoma model, the authors screened for genes whose loss is involved in resistance to vemurafenib, a therapeutic that inhibits mutant protein kinase BRAF. Their studies showed that the highest-ranking candidates included previously validated genes NF1 and MED12 as well as novel hits NF2, CUL3, TADA2B, and TADA1. The authors observed a high level of consistency between independent guide RNAs targeting the same gene and a high rate of hit confirmation, and thus demonstrated the promise of genome-scale screening with Cas9.


Nishimasu et al. reported the crystal structure of Streptococcus pyogenes Cas9 in complex with sgRNA and its target DNA at 2.5 A° resolution. The structure revealed a bilobed architecture composed of target recognition and nuclease lobes, accommodating the sgRNA:DNA heteroduplex in a positively charged groove at their interface. Whereas the recognition lobe is essential for binding sgRNA and DNA, the nuclease lobe contains the HNH and RuvC nuclease domains, which are properly positioned for cleavage of the complementary and non-complementary strands of the target DNA, respectively. The nuclease lobe also contains a carboxyl-terminal domain responsible for the interaction with the protospacer adjacent motif (PAM). This high-resolution structure and accompanying functional analyses have revealed the molecular mechanism of RNA-guided DNA targeting by Cas9, thus paving the way for the rational design of new, versatile genome-editing technologies.


Wu et al. mapped genome-wide binding sites of a catalytically inactive Cas9 (dCas9) from Streptococcus pyogenes loaded with single guide RNAs (sgRNAs) in mouse embryonic stem cells (mESCs). The authors showed that each of the four sgRNAs tested targets dCas9 to between tens and thousands of genomic sites, frequently characterized by a 5-nucleotide seed region in the sgRNA and an NGG protospacer adjacent motif (PAM). Chromatin inaccessibility decreases dCas9 binding to other sites with matching seed sequences; thus 70% of off-target sites are associated with genes. The authors showed that targeted sequencing of 295 dCas9 binding sites in mESCs transfected with catalytically active Cas9 identified only one site mutated above background levels. The authors proposed a two-state model for Cas9 binding and cleavage, in which a seed match triggers binding but extensive pairing with target DNA is required for cleavage.


Platt et al. established a Cre-dependent Cas9 knockin mouse. The authors demonstrated in vivo as well as ex vivo genome editing using adeno-associated virus (AAV)-, lentivirus-, or particle-mediated delivery of guide RNA in neurons, immune cells, and endothelial cells.


Hsu et al. (2014) is a review article that discusses generally CRISPR-Cas9 history from yogurt to genome editing, including genetic screening of cells.


Wang et al. (2014) relates to a pooled, loss-of-function genetic screening approach suitable for both positive and negative selection that uses a genome-scale lentiviral single guide RNA (sgRNA) library.


Doench et al. created a pool of sgRNAs, tiling across all possible target sites of a panel of six endogenous mouse and three endogenous human genes and quantitatively assessed their ability to produce null alleles of their target gene by antibody staining and flow cytometry. The authors showed that optimization of the PAM improved activity and also provided an on-line tool for designing sgRNAs.


Swiech et al. demonstrate that AAV-mediated SpCas9 genome editing can enable reverse genetic studies of gene function in the brain.


Konermann et al. (2015) discusses the ability to attach multiple effector domains, e.g., transcriptional activator, functional and epigenomic regulators at appropriate positions on the guide such as stem or tetraloop with and without linkers.


Zetsche et al. demonstrates that the Cas9 enzyme can be split into two and hence the assembly of Cas9 for activation can be controlled.


Chen et al. relates to multiplex screening by demonstrating that a genome-wide in vivo CRISPR-Cas9 screen in mice reveals genes regulating lung metastasis.


Ran et al. (2015) relates to SaCas9 and its ability to edit genomes and demonstrates that one cannot extrapolate from biochemical assays.


Shalem et al. (2015) described ways in which catalytically inactive Cas9 (dCas9) fusions are used to synthetically repress (CRISPRi) or activate (CRISPRa) expression, showing. advances using Cas9 for genome-scale screens, including arrayed and pooled screens, knockout approaches that inactivate genomic loci and strategies that modulate transcriptional activity.


Xu et al. (2015) assessed the DNA sequence features that contribute to single guide RNA (sgRNA) efficiency in CRISPR-based screens. The authors explored efficiency of CRISPR/Cas9 knockout and nucleotide preference at the cleavage site. The authors also found that the sequence preference for CRISPRi/a is substantially different from that for CRISPR/Cas9 knockout.


Parnas et al. (2015) introduced genome-wide pooled CRISPR-Cas9 libraries into dendritic cells (DCs) to identify genes that control the induction of tumor necrosis factor (Tnf) by bacterial lipopolysaccharide (LPS). Known regulators of Tlr4 signaling and previously unknown candidates were identified and classified into three functional modules with distinct effects on the canonical responses to LPS.


Ramanan et al (2015) demonstrated cleavage of viral episomal DNA (cccDNA) in infected cells. The HBV genome exists in the nuclei of infected hepatocytes as a 3.2 kb double-stranded episomal DNA species called covalently closed circular DNA (cccDNA), which is a key component in the HBV life cycle whose replication is not inhibited by current therapies. The authors showed that sgRNAs specifically targeting highly conserved regions of HBV robustly suppresses viral replication and depleted cccDNA.


Nishimasu et al. (2015) reported the crystal structures of SaCas9 in complex with a single guide RNA (sgRNA) and its double-stranded DNA targets, containing the 5′-TTGAAT-3′ PAM and the 5′-TTGGGT-3′ PAM. A structural comparison of SaCas9 with SpCas9 highlighted both structural conservation and divergence, explaining their distinct PAM specificities and orthologous sgRNA recognition.


Zetsche et al. (2015) reported the characterization of Cpf1, a putative class 2 CRISPR effector. It was demonstrated that Cpf1 mediates robust DNA interference with features distinct from Cas9. Identifying this mechanism of interference broadens our understanding of CRISPR-Cas systems and advances their genome editing applications.


Shmakov et al. (2015) reported the characterization of three distinct Class 2 CRISPR-Cas systems. The effectors of two of the identified systems, C2c1 and C2c3, contain RuvC like endonuclease domains distantly related to Cpf1. The third system, C2c2, contains an effector with two predicted HEPN RNase domains.


Also, “Dimeric CRISPR RNA-guided FokI nucleases for highly specific genome editing”, Shengdar Q. Tsai, Nicolas Wyvekens, Cyd Khayter, Jennifer A. Foden, Vishal Thapar, Deepak Reyon, Mathew J. Goodwin, Martin J. Aryee, J. Keith Joung Nature Biotechnology 32(6): 569-77 (2014), relates to dimeric RNA-guided Fold Nucleases that recognize extended sequences and can edit endogenous genes with high efficiencies in human cells.


In general, the CRISPR-Cas or CRISPR system is as used in the foregoing documents, such as WO 2014/093622 (PCT/US2013/074667) and refers collectively to transcripts and other elements involved in the expression of or directing the activity of CRISPR-associated (“Cas”) genes, including sequences encoding a Cas gene, a tracr (trans-activating CRISPR) sequence (e.g. tracrRNA or an active partial tracrRNA), a tracr-mate sequence (encompassing a “direct repeat” and a tracrRNA-processed partial direct repeat in the context of an endogenous CRISPR system), a guide sequence (also referred to as a “spacer” in the context of an endogenous CRISPR system), or “RNA(s)” as that term is herein used (e.g., RNA(s) to guide Cas, such as Cas9, e.g. CRISPR RNA and transactivating (tracr) RNA or a single guide RNA (sgRNA) (chimeric RNA)) or other sequences and transcripts from a CRISPR locus. In general, a CRISPR system is characterized by elements that promote the formation of a CRISPR complex at the site of a target sequence (also referred to as a protospacer in the context of an endogenous CRISPR system). In the context of formation of a CRISPR complex, “target sequence” refers to a sequence to which a guide sequence is designed to have complementarity, where hybridization between a target sequence and a guide sequence promotes the formation of a CRISPR complex. A target sequence may comprise any polynucleotide, such as DNA or RNA polynucleotides. In some embodiments, a target sequence is located in the nucleus or cytoplasm of a cell. In some embodiments, direct repeats may be identified in silico by searching for repetitive motifs that fulfill any or all of the following criteria: 1. found in a 2 Kb window of genomic sequence flanking the type II CRISPR locus; 2. span from 20 to 50 bp; and 3. interspaced by 20 to 50 bp. In some embodiments, 2 of these criteria may be used, for instance 1 and 2, 2 and 3, or 1 and 3. In some embodiments, all 3 criteria may be used.


In embodiments of the invention the terms guide sequence and guide RNA, i.e. RNA capable of guiding Cas to a target genomic locus, are used interchangeably as in foregoing cited documents such as WO 2014/093622 (PCT/US2013/074667). In general, a guide sequence is any polynucleotide sequence having sufficient complementarity with a target polynucleotide sequence to hybridize with the target sequence and direct sequence-specific binding of a CRISPR complex to the target sequence. In some embodiments, the degree of complementarity between a guide sequence and its corresponding target sequence, when optimally aligned using a suitable alignment algorithm, is about or more than about 50%, 60%, 75%, 80%, 85%, 90%, 95%, 97.5%, 99%, or more. Optimal alignment may be determined with the use of any suitable algorithm for aligning sequences, non-limiting example of which include the Smith-Waterman algorithm, the Needleman-Wunsch algorithm, algorithms based on the Burrows-Wheeler Transform (e.g. the Burrows Wheeler Aligner), ClustalW, Clustal X, BLAT, Novoalign (Novocraft Technologies; available at www.novocraft.com), ELAND (Illumina, San Diego, Calif.), SOAP (available at soap.genomics.org.cn), and Maq (available at maq.sourceforge.net). In some embodiments, a guide sequence is about or more than about 5, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, 75, or more nucleotides in length. In some embodiments, a guide sequence is less than about 75, 50, 45, 40, 35, 30, 25, 20, 15, 12, or fewer nucleotides in length. Preferably the guide sequence is 10 30 nucleotides long. The ability of a guide sequence to direct sequence-specific binding of a CRISPR complex to a target sequence may be assessed by any suitable assay. For example, the components of a CRISPR system sufficient to form a CRISPR complex, including the guide sequence to be tested, may be provided to a host cell having the corresponding target sequence, such as by transfection with vectors encoding the components of the CRISPR sequence, followed by an assessment of preferential cleavage within the target sequence, such as by Surveyor assay as described herein. Similarly, cleavage of a target polynucleotide sequence may be evaluated in a test tube by providing the target sequence, components of a CRISPR complex, including the guide sequence to be tested and a control guide sequence different from the test guide sequence, and comparing binding or rate of cleavage at the target sequence between the test and control guide sequence reactions. Other assays are possible, and will occur to those skilled in the art.


In a classic CRISPR-Cas system, the degree of complementarity between a guide sequence and its corresponding target sequence can be about or more than about 50%, 60%, 75%, 80%, 85%, 90%, 95%, 97.5%, 99%, or 100%; a guide or RNA or sgRNA can be about or more than about 5, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, 75, or more nucleotides in length; or guide or RNA or sgRNA can be less than about 75, 50, 45, 40, 35, 30, 25, 20, 15, 12, or fewer nucleotides in length; and advantageously tracr RNA is 30 or 50 nucleotides in length. However, an aspect of the invention is to reduce off-target interactions, e.g., reduce the guide interacting with a target sequence having low complementarity. Indeed, in the examples, it is shown that the invention involves mutations that result in the CRISPR-Cas system being able to distinguish between target and off-target sequences that have greater than 80% to about 95% complementarity, e.g., 83%-84% or 88-89% or 94-95% complementarity (for instance, distinguishing between a target having 18 nucleotides from an off-target of 18 nucleotides having 1, 2 or 3 mismatches). Accordingly, in the context of the present invention the degree of complementarity between a guide sequence and its corresponding target sequence is greater than 94.5% or 95% or 95.5% or 96% or 96.5% or 97% or 97.5% or 98% or 98.5% or 99% or 99.5% or 99.9%, or 100%. Off target is less than 100% or 99.9% or 99.5% or 99% or 99% or 98.5% or 98% or 97.5% or 97% or 96.5% or 96% or 95.5% or 95% or 94.5% or 94% or 93% or 92% or 91% or 90% or 89% or 88% or 87% or 86% or 85% or 84% or 83% or 82% or 81% or 80% complementarity between the sequence and the guide, with it advantageous that off target is 100% or 99.9% or 99.5% or 99% or 99% or 98.5% or 98% or 97.5% or 97% or 96.5% or 96% or 95.5% or 95% or 94.5% complementarity between the sequence and the guide.


In particularly preferred embodiments according to the invention, the guide RNA (capable of guiding Cas to a target locus) may comprise (1) a guide sequence capable of hybridizing to a genomic target locus in the eukaryotic cell; (2) a tracr sequence; and (3) a tracr mate sequence. All (1) to (3) may reside in a single RNA, i.e. an sgRNA (arranged in a 5′ to 3′ orientation), or the tracr RNA may be a different RNA than the RNA containing the guide and tracr sequence. The tracr hybridizes to the tracr mate sequence and directs the CRISPR/Cas complex to the target sequence.


The methods according to the invention as described herein comprehend inducing one or more mutations in a eukaryotic cell (in vitro, i.e. in an isolated eukaryotic cell) as herein discussed comprising delivering to cell a vector as herein discussed. The mutation(s) can include the introduction, deletion, or substitution of one or more nucleotides at each target sequence of cell(s) via the guide(s) RNA(s) or sgRNA(s). The mutations can include the introduction, deletion, or substitution of 1-75 nucleotides at each target sequence of said cell(s) via the guide(s) RNA(s) or sgRNA(s). The mutations can include the introduction, deletion, or substitution of 1, 5, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, or 75 nucleotides at each target sequence of said cell(s) via the guide(s) RNA(s) or sgRNA(s). The mutations can include the introduction, deletion, or substitution of 5, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, or 75 nucleotides at each target sequence of said cell(s) via the guide(s) RNA(s) or sgRNA(s). The mutations include the introduction, deletion, or substitution of 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, or 75 nucleotides at each target sequence of said cell(s) via the guide(s) RNA(s) or sgRNA(s). The mutations can include the introduction, deletion, or substitution of 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, or 75 nucleotides at each target sequence of said cell(s) via the guide(s) RNA(s) or sgRNA(s). The mutations can include the introduction, deletion, or substitution of 40, 45, 50, 75, 100, 200, 300, 400 or 500 nucleotides at each target sequence of said cell(s) via the guide(s) RNA(s) or sgRNA(s).


For minimization of toxicity and off-target effect, it will be important to control the concentration of Cas mRNA and guide RNA delivered. Optimal concentrations of Cas mRNA and guide RNA can be determined by testing different concentrations in a cellular or non-human eukaryote animal model and using deep sequencing the analyze the extent of modification at potential off-target genomic loci. Alternatively, to minimize the level of toxicity and off-target effect, Cas nickase mRNA (for example S. pyogenes Cas9 with the D10A mutation) can be delivered with a pair of guide RNAs targeting a site of interest. Guide sequences and strategies to minimize toxicity and off-target effects can be as in WO 2014/093622 (PCT/US2013/074667); or, via mutation as herein.


Typically, in the context of an endogenous CRISPR system, formation of a CRISPR complex (comprising a guide sequence hybridized to a target sequence and complexed with one or more Cas proteins) results in cleavage of one or both strands in or near (e.g. within 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 20, 50, or more base pairs from) the target sequence. Without wishing to be bound by theory, the tracr sequence, which may comprise or consist of all or a portion of a wild-type tracr sequence (e.g. about or more than about 20, 26, 32, 45, 48, 54, 63, 67, 85, or more nucleotides of a wild-type tracr sequence), may also form part of a CRISPR complex, such as by hybridization along at least a portion of the tracr sequence to all or a portion of a tracr mate sequence that is operably linked to the guide sequence.


The nucleic acid molecule encoding a Cas is advantageously codon optimized Cas. An example of a codon optimized sequence, is in this instance a sequence optimized for expression in a eukaryote, e.g., humans (i.e. being optimized for expression in humans), or for another eukaryote, animal or mammal as herein discussed; see, e.g., SaCas9 human codon optimized sequence in WO 2014/093622 (PCT/US2013/074667). Whilst this is preferred, it will be appreciated that other examples are possible and codon optimization for a host species other than human, or for codon optimization for specific organs is known. In some embodiments, an enzyme coding sequence encoding a Cas is codon optimized for expression in particular cells, such as eukaryotic cells. The eukaryotic cells may be those of or derived from a particular organism, such as a mammal, including but not limited to human, or non-human eukaryote or animal or mammal as herein discussed, e.g., mouse, rat, rabbit, dog, livestock, or non-human mammal or primate. In some embodiments, processes for modifying the germ line genetic identity of human beings and/or processes for modifying the genetic identity of animals which are likely to cause them suffering without any substantial medical benefit to man or animal, and also animals resulting from such processes, may be excluded. In general, codon optimization refers to a process of modifying a nucleic acid sequence for enhanced expression in the host cells of interest by replacing at least one codon (e.g. about or more than about 1, 2, 3, 4, 5, 10, 15, 20, 25, 50, or more codons) of the native sequence with codons that are more frequently or most frequently used in the genes of that host cell while maintaining the native amino acid sequence. Various species exhibit particular bias for certain codons of a particular amino acid. Codon bias (differences in codon usage between organisms) often correlates with the efficiency of translation of messenger RNA (mRNA), which is in turn believed to be dependent on, among other things, the properties of the codons being translated and the availability of particular transfer RNA (tRNA) molecules. The predominance of selected tRNAs in a cell is generally a reflection of the codons used most frequently in peptide synthesis. Accordingly, genes can be tailored for optimal gene expression in a given organism based on codon optimization. Codon usage tables are readily available, for example, at the “Codon Usage Database” available at www.kazusa.orjp/codon/ and these tables can be adapted in a number of ways. See Nakamura, Y., et al. “Codon usage tabulated from the international DNA sequence databases: status for the year 2000” Nucl. Acids Res. 28:292 (2000). Computer algorithms for codon optimizing a particular sequence for expression in a particular host cell are also available, such as Gene Forge (Aptagen; Jacobus, Pa.), are also available. In some embodiments, one or more codons (e.g. 1, 2, 3, 4, 5, 10, 15, 20, 25, 50, or more, or all codons) in a sequence encoding a Cas correspond to the most frequently used codon for a particular amino acid.


In certain embodiments, the methods as described herein may comprise providing a Cas transgenic cell in which one or more nucleic acids encoding one or more guide RNAs are provided or introduced operably connected in the cell with a regulatory element comprising a promoter of one or more gene of interest. As used herein, the term “Cas transgenic cell” refers to a cell, such as a eukaryotic cell, in which a Cas gene has been genomically integrated. The nature, type, or origin of the cell are not particularly limiting according to the present invention. Also, the way how the Cas transgene is introduced in the cell is may vary and can be any method as is known in the art. In certain embodiments, the Cas transgenic cell is obtained by introducing the Cas transgene in an isolated cell. In certain other embodiments, the Cas transgenic cell is obtained by isolating cells from a Cas transgenic organism. By means of example, and without limitation, the Cas transgenic cell as referred to herein may be derived from a Cas transgenic eukaryote, such as a Cas knock-in eukaryote. Reference is made to WO 2014/093622 (PCT/US13/74667), incorporated herein by reference. Methods of US Patent Publication Nos. 20120017290 and 20110265198 assigned to Sangamo BioSciences, Inc. directed to targeting the Rosa locus may be modified to utilize the CRISPR Cas system of the present invention. Methods of US Patent Publication No. 20130236946 assigned to Cellectis directed to targeting the Rosa locus may also be modified to utilize the CRISPR Cas system of the present invention. By means of further example reference is made to Platt et. al. (Cell; 159(2):440-455 (2014)), describing a Cas9 knock-in mouse, which is incorporated herein by reference. The Cas transgene can further comprise a Lox-Stop-polyA-Lox (LSL) cassette thereby rendering Cas expression inducible by Cre recombinase. Alternatively, the Cas transgenic cell may be obtained by introducing the Cas transgene in an isolated cell. Delivery systems for transgenes are well known in the art. By means of example, the Cas transgene may be delivered in for instance eukaryotic cell by means of vector (e.g., AAV, adenovirus, lentivirus) and/or particle and/or nanoparticle delivery, as also described herein elsewhere.


It will be understood by the skilled person that the cell, such as the Cas transgenic cell, as referred to herein may comprise further genomic alterations besides having an integrated Cas gene or the mutations arising from the sequence specific action of Cas when complexed with RNA capable of guiding Cas to a target locus, such as for instance one or more oncogenic mutations, as for instance and without limitation described in Platt et al. (2014), Chen et al., (2014) or Kumar et al. (2009).


In some embodiments, the Cas sequence is fused to one or more nuclear localization sequences (NLSs), such as about or more than about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, or more NLSs. In some embodiments, the Cas comprises about or more than about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, or more NLSs at or near the amino-terminus, about or more than about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, or more NLSs at or near the carboxy-terminus, or a combination of these (e.g. zero or at least one or more NLS at the amino-terminus and zero or at one or more NLS at the carboxy terminus). When more than one NLS is present, each may be selected independently of the others, such that a single NLS may be present in more than one copy and/or in combination with one or more other NLSs present in one or more copies. In a preferred embodiment of the invention, the Cas comprises at most 6 NLSs. In some embodiments, an NLS is considered near the N- or C-terminus when the nearest amino acid of the NLS is within about 1, 2, 3, 4, 5, 10, 15, 20, 25, 30, 40, 50, or more amino acids along the polypeptide chain from the N- or C-terminus. Non-limiting examples of NLSs include an NLS sequence derived from: the NLS of the SV40 virus large T-antigen, having the amino acid sequence PKKKRKV (SEQ ID NO: 1); the NLS from nucleoplasmin (e.g. the nucleoplasmin bipartite NLS with the sequence KRPAATKKAGQAKKKK) (SEQ ID NO: 2); the c-myc NLS having the amino acid sequence PAAKRVKLD (SEQ ID NO: 3) or RQRRNELKRSP (SEQ ID NO: 4); the hRNPA1 M9 NLS having the sequence NQSSNFGPMKGGNFGGRSSGPYGGGGQYFAKPRNQGGY(SEQ ID NO: 5); the sequence RMRIZFKNKGKDTAELRRRRVEVSVELRKAKKDEQILKRRNV (SEQ ID NO: 6) of the IBB domain from importin-alpha; the sequences VSRKRPRP (SEQ ID NO: 7) and PPKKARED (SEQ ID NO: 8) of the myoma T protein; the sequence POPKKKPL (SEQ ID NO: 9) of human p53; the sequence SALIKKKKKMAP (SEQ ID NO: 10) of mouse c-abl IV; the sequences DRLRR (SEQ ID NO: 11) and PKQKKRK (SEQ ID NO: 12) of the influenza virus NS1; the sequence RKLKKKIKKL (SEQ ID NO: 13) of the Hepatitis virus delta antigen; the sequence REKKKFLKRR (SEQ ID NO: 14) of the mouse Mx1 protein; the sequence KRKGDEVDGVDEVAKKKSKK (SEQ ID NO: 15) of the human poly(ADP-ribose) polymerase; and the sequence RKCLQAGMNLEARKTKK (SEQ ID NO: 16) of the steroid hormone receptors (human) glucocorticoid. In general, the one or more NLSs are of sufficient strength to drive accumulation of the Cas in a detectable amount in the nucleus of a eukaryotic cell. In general, strength of nuclear localization activity may derive from the number of NLSs in the Cas, the particular NLS(s) used, or a combination of these factors. Detection of accumulation in the nucleus may be performed by any suitable technique. For example, a detectable marker may be fused to the Cas, such that location within a cell may be visualized, such as in combination with a means for detecting the location of the nucleus (e.g. a stain specific for the nucleus such as DAPI). Cell nuclei may also be isolated from cells, the contents of which may then be analyzed by any suitable process for detecting protein, such as immunohistochemistry, Western blot, or enzyme activity assay. Accumulation in the nucleus may also be determined indirectly, such as by an assay for the effect of CRISPR complex formation (e.g. assay for DNA cleavage or mutation at the target sequence, or assay for altered gene expression activity affected by CRISPR complex formation and/or Cas enzyme activity), as compared to a control no exposed to the Cas or complex, or exposed to a Cas lacking the one or more NLSs.


Zinc Finger and TALE

One type of programmable DNA-binding domain is provided by artificial zinc-finger (ZF) technology, which involves arrays of ZF modules to target new DNA-binding sites in the genome. Each finger module in a ZF array targets three DNA bases. A customized array of individual zinc finger domains is assembled into a ZF protein (ZFP).


ZFPs can comprise a functional domain. The first synthetic zinc finger nucleases (ZFNs) were developed by fusing a ZF protein to the catalytic domain of the Type IIS restriction enzyme FokI. (Kim, Y. G. et al., 1994, Chimeric restriction endonuclease, Proc. Natl. Acad. Sci. U.S.A. 91, 883-887; Kim, Y. G. et al., 1996, Hybrid restriction enzymes: zinc finger fusions to Fok I cleavage domain. Proc. Natl. Acad. Sci. U.S.A. 93, 1156-1160). Increased cleavage specificity can be attained with decreased off target activity by use of paired ZFN heterodimers, each targeting different nucleotide sequences separated by a short spacer. (Doyon, Y. et al., 2011, Enhancing zinc-finger-nuclease activity with improved obligate heterodimeric architectures. Nat. Methods 8, 74-79). ZFPs can also be designed as transcription activators and repressors and have been used to target many genes in a wide variety of organisms.


In advantageous embodiments of the invention, the methods provided herein use isolated, non-naturally occurring, recombinant or engineered DNA binding proteins that comprise TALE monomers or TALE monomers or half monomers as a part of their organizational structure that enable the targeting of nucleic acid sequences with improved efficiency and expanded specificity.


Naturally occurring TALEs or “wild type TALEs” are nucleic acid binding proteins secreted by numerous species of proteobacteria. TALE polypeptides contain a nucleic acid binding domain composed of tandem repeats of highly conserved monomer polypeptides that are predominantly 33, 34 or 35 amino acids in length and that differ from each other mainly in amino acid positions 12 and 13. In advantageous embodiments the nucleic acid is DNA. As used herein, the term “polypeptide monomers”, “TALE monomers” or “monomers” will be used to refer to the highly conserved repetitive polypeptide sequences within the TALE nucleic acid binding domain and the term “repeat variable di-residues” or “RVD” will be used to refer to the highly variable amino acids at positions 12 and 13 of the polypeptide monomers. As provided throughout the disclosure, the amino acid residues of the RVD are depicted using the IUPAC single letter code for amino acids. A general representation of a TALE monomer which is comprised within the DNA binding domain is X1-11-(X12X13)-X14-33 or 34 or 35, where the subscript indicates the amino acid position and X represents any amino acid. X12X13 indicate the RVDs. In some polypeptide monomers, the variable amino acid at position 13 is missing or absent and in such monomers, the RVD consists of a single amino acid. In such cases the RVD may be alternatively represented as X*, where X represents X12 and (*) indicates that X13 is absent. The DNA binding domain comprises several repeats of TALE monomers and this may be represented as (X1-11-(X12X13)-X14-33 or 34 or 35)z, where in an advantageous embodiment, z is at least 5 to 40. In a further advantageous embodiment, z is at least 10 to 26.


The TALE monomers have a nucleotide binding affinity that is determined by the identity of the amino acids in its RVD. For example, polypeptide monomers with an RVD of NI preferentially bind to adenine (A), monomers with an RVD of NG preferentially bind to thymine (T), monomers with an RVD of HD preferentially bind to cytosine (C) and monomers with an RVD of NN preferentially bind to both adenine (A) and guanine (G). In yet another embodiment of the invention, monomers with an RVD of IG preferentially bind to T. Thus, the number and order of the polypeptide monomer repeats in the nucleic acid binding domain of a TALE determines its nucleic acid target specificity. In still further embodiments of the invention, monomers with an RVD of NS recognize all four base pairs and may bind to A, T, G or C. The structure and function of TALEs is further described in, for example, Moscou et al., Science 326:1501 (2009); Boch et al., Science 326:1509-1512 (2009); and Zhang et al., Nature Biotechnology 29:149-153 (2011), each of which is incorporated by reference in its entirety.


The polypeptides used in methods of the invention are isolated, non-naturally occurring, recombinant or engineered nucleic acid-binding proteins that have nucleic acid or DNA binding regions containing polypeptide monomer repeats that are designed to target specific nucleic acid sequences.


As described herein, polypeptide monomers having an RVD of HN or NH preferentially bind to guanine and thereby allow the generation of TALE polypeptides with high binding specificity for guanine containing target nucleic acid sequences. In a preferred embodiment of the invention, polypeptide monomers having RVDs RN, NN, NK, SN, NH, KN, HN, NQ, HH, RG, KH, RH and SS preferentially bind to guanine. In a much more advantageous embodiment of the invention, polypeptide monomers having RVDs RN, NK, NQ, HH, KH, RH, SS and SN preferentially bind to guanine and thereby allow the generation of TALE polypeptides with high binding specificity for guanine containing target nucleic acid sequences. In an even more advantageous embodiment of the invention, polypeptide monomers having RVDs HH, KH, NH, NK, NQ, RH, RN and SS preferentially bind to guanine and thereby allow the generation of TALE polypeptides with high binding specificity for guanine containing target nucleic acid sequences. In a further advantageous embodiment, the RVDs that have high binding specificity for guanine are RN, NH RH and KH. Furthermore, polypeptide monomers having an RVD of NV preferentially bind to adenine and guanine. In more preferred embodiments of the invention, monomers having RVDs of H*, HA, KA, N*, NA, NC, NS, RA, and S* bind to adenine, guanine, cytosine and thymine with comparable affinity.


The predetermined N-terminal to C-terminal order of the one or more polypeptide monomers of the nucleic acid or DNA binding domain determines the corresponding predetermined target nucleic acid sequence to which the polypeptides of the invention will bind. As used herein the monomers and at least one or more half monomers are “specifically ordered to target” the genomic locus or gene of interest. In plant genomes, the natural TALE-binding sites always begin with a thymine (T), which may be specified by a cryptic signal within the non-repetitive N-terminus of the TALE polypeptide; in some cases, this region may be referred to as repeat 0. In animal genomes, TALE binding sites do not necessarily have to begin with a thymine (T) and polypeptides of the invention may target DNA sequences that begin with T, A, G or C. The tandem repeat of TALE monomers always ends with a half-length repeat or a stretch of sequence that may share identity with only the first 20 amino acids of a repetitive full length TALE monomer and this half repeat may be referred to as a half-monomer (FIG. 8). Therefore, it follows that the length of the nucleic acid or DNA being targeted is equal to the number of full monomers plus two.


As described in Zhang et al., Nature Biotechnology 29:149-153 (2011), TALE polypeptide binding efficiency may be increased by including amino acid sequences from the “capping regions” that are directly N-terminal or C-terminal of the DNA binding region of naturally occurring TALEs into the engineered TALEs at positions N-terminal or C-terminal of the engineered TALE DNA binding region. Thus, in certain embodiments, the TALE polypeptides described herein further comprise an N-terminal capping region and/or a C-terminal capping region.


An exemplary amino acid sequence of a N-terminal capping region is:









(SEQ ID NO: 17)


M D P I R S R T P S P A R E L L S G P Q P D G V Q





P T A D R G V S P P A G G P L D G L P A R R T M S





R T R L P S P P A P S P A F S A D S F S D L L R Q





F D P S L F N T S L F D S L P P F G A H H T E A A





T G E W D E V Q S G L R A A D A P P P T M R V A V





T A A R P P R A K P A P R R R A A Q P S D A S P A





A Q V D L R T L G Y S Q Q Q Q E K I K P K V R S T





V A Q H H E A L V G H G F T H A H I V A L S Q H P





A A L G T V A V K Y Q D M I A A L P E A T H E A I





V G V G K Q W S G A R A L E A L L T V A G E L R G





P P L Q L D T G Q L L K I A K R G G V T A V E A V





H A W R N A L T G A P L N






An exemplary amino acid sequence of a C-terminal capping region is:









(SEQ ID NO: 18)


R P A L E S I V A Q L S R P D P A L A A L T N D H





L V A L A C L G G R P A L D A V K K G L P H A P A





L I K R T N R R I P E R T S H R V A D H A Q V V R





V L G F F Q C H S H P A Q A F D D A M T Q F G M S





R H G L L Q L F R R V G V T E L E A R S G T L P P





A S Q R W D R I L Q A S G M K R A K P S P T S T Q





T P D Q A S L H A F A D S L E R D L D A P S P M H





E G D Q T R A S






As used herein the predetermined “N-terminus” to “C terminus” orientation of the N-terminal capping region, the DNA binding domain comprising the repeat TALE monomers and the C-terminal capping region provide structural basis for the organization of different domains in the d-TALEs or polypeptides of the invention.


The entire N-terminal and/or C-terminal capping regions are not necessary to enhance the binding activity of the DNA binding region. Therefore, in certain embodiments, fragments of the N-terminal and/or C-terminal capping regions are included in the TALE polypeptides described herein.


In certain embodiments, the TALE polypeptides described herein contain a N-terminal capping region fragment that included at least 10, 20, 30, 40, 50, 54, 60, 70, 80, 87, 90, 94, 100, 102, 110, 117, 120, 130, 140, 147, 150, 160, 170, 180, 190, 200, 210, 220, 230, 240, 250, 260 or 270 amino acids of an N-terminal capping region. In certain embodiments, the N-terminal capping region fragment amino acids are of the C-terminus (the DNA-binding region proximal end) of an N-terminal capping region. As described in Zhang et al., Nature Biotechnology 29:149-153 (2011), N-terminal capping region fragments that include the C-terminal 240 amino acids enhance binding activity equal to the full length capping region, while fragments that include the C-terminal 147 amino acids retain greater than 80% of the efficacy of the full length capping region, and fragments that include the C-terminal 117 amino acids retain greater than 50% of the activity of the full-length capping region.


In some embodiments, the TALE polypeptides described herein contain a C-terminal capping region fragment that included at least 6, 10, 20, 30, 37, 40, 50, 60, 68, 70, 80, 90, 100, 110, 120, 127, 130, 140, 150, 155, 160, 170, 180 amino acids of a C-terminal capping region. In certain embodiments, the C-terminal capping region fragment amino acids are of the N-terminus (the DNA-binding region proximal end) of a C-terminal capping region. As described in Zhang et al., Nature Biotechnology 29:149-153 (2011), C-terminal capping region fragments that include the C-terminal 68 amino acids enhance binding activity equal to the full length capping region, while fragments that include the C-terminal 20 amino acids retain greater than 50% of the efficacy of the full length capping region.


In certain embodiments, the capping regions of the TALE polypeptides described herein do not need to have identical sequences to the capping region sequences provided herein. Thus, in some embodiments, the capping region of the TALE polypeptides described herein have sequences that are at least 50%, 60%, 70%, 80%, 85%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98% or 99% identical or share identity to the capping region amino acid sequences provided herein. Sequence identity is related to sequence homology. Homology comparisons may be conducted by eye, or more usually, with the aid of readily available sequence comparison programs. These commercially available computer programs may calculate percent (%) homology between two or more sequences and may also calculate the sequence identity shared by two or more amino acid or nucleic acid sequences. In some preferred embodiments, the capping region of the TALE polypeptides described herein have sequences that are at least 95% identical or share identity to the capping region amino acid sequences provided herein.


Sequence homologies may be generated by any of a number of computer programs known in the art, which include but are not limited to BLAST or FASTA. Suitable computer program for carrying out alignments like the GCG Wisconsin Bestfit package may also be used. Once the software has produced an optimal alignment, it is possible to calculate % homology, preferably % sequence identity. The software typically does this as part of the sequence comparison and generates a numerical result.


In advantageous embodiments described herein, the TALE polypeptides of the invention include a nucleic acid binding domain linked to the one or more effector domains. The terms “effector domain” or “regulatory and functional domain” refer to a polypeptide sequence that has an activity other than binding to the nucleic acid sequence recognized by the nucleic acid binding domain. By combining a nucleic acid binding domain with one or more effector domains, the polypeptides of the invention may be used to target the one or more functions or activities mediated by the effector domain to a particular target DNA sequence to which the nucleic acid binding domain specifically binds.


In some embodiments of the TALE polypeptides described herein, the activity mediated by the effector domain is a biological activity. For example, in some embodiments the effector domain is a transcriptional inhibitor (i.e., a repressor domain), such as an mSin interaction domain (SID). SID4X domain or a Krüppel-associated box (KRAB) or fragments of the KRAB domain. In some embodiments the effector domain is an enhancer of transcription (i.e. an activation domain), such as the VP16, VP64 or p65 activation domain. In some embodiments, the nucleic acid binding is linked, for example, with an effector domain that includes but is not limited to a transposase, integrase, recombinase, resolvase, invertase, protease, DNA methyltransferase, DNA demethylase, histone acetylase, histone deacetylase, nuclease, transcriptional repressor, transcriptional activator, transcription factor recruiting, protein nuclear-localization signal or cellular uptake signal.


In some embodiments, the effector domain is a protein domain which exhibits activities which include but are not limited to transposase activity, integrase activity, recombinase activity, resolvase activity, invertase activity, protease activity, DNA methyltransferase activity, DNA demethylase activity, histone acetylase activity, histone deacetylase activity, nuclease activity, nuclear-localization signaling activity, transcriptional repressor activity, transcriptional activator activity, transcription factor recruiting activity, or cellular uptake signaling activity. Other preferred embodiments of the invention may include any combination the activities described herein.


Pharmaceuticals

Another aspect of the invention provides a composition, pharmaceutical composition or vaccine comprising the immune cells or populations thereof, as taught herein.


One aspect of the invention provides for a composition, pharmaceutical composition or vaccine directed to HIV-infected cells, including cells harbouring persistent HIV infections


One aspect of the invention provides for a composition, pharmaceutical composition or vaccine directed to MTB infected cells.


A “pharmaceutical composition” refers to a composition that usually contains an excipient, such as a pharmaceutically acceptable carrier that is conventional in the art and that is suitable for administration to cells or to a subject.


The term “pharmaceutically acceptable” as used throughout this specification is consistent with the art and means compatible with the other ingredients of a pharmaceutical composition and not deleterious to the recipient thereof.


As used herein, “carrier” or “excipient” includes any and all solvents, diluents, buffers (such as, e.g., neutral buffered saline or phosphate buffered saline), solubilisers, colloids, dispersion media, vehicles, fillers, chelating agents (such as, e.g., EDTA or glutathione), amino acids (such as, e.g., glycine), proteins, disintegrants, binders, lubricants, wetting agents, emulsifiers, sweeteners, colorants, flavourings, aromatisers, thickeners, agents for achieving a depot effect, coatings, antifungal agents, preservatives, stabilisers, antioxidants, tonicity controlling agents, absorption delaying agents, and the like. The use of such media and agents for pharmaceutical active components is well known in the art. Such materials should be non-toxic and should not interfere with the activity of the cells or active components.


The precise nature of the carrier or excipient or other material will depend on the route of administration. For example, the composition may be in the form of a parenterally acceptable aqueous solution, which is pyrogen-free and has suitable pH, isotonicity and stability. For general principles in medicinal formulation, the reader is referred to Cell Therapy: Stem Cell Transplantation, Gene Therapy, and Cellular Immunotherapy, by G. Morstyn & W. Sheridan eds., Cambridge University Press, 1996; and Hematopoietic Stem Cell Therapy, E. D. Ball, J. Lister & P. Law, Churchill Livingstone, 2000.


The pharmaceutical composition can be applied parenterally, rectally, orally or topically. Preferably, the pharmaceutical composition may be used for intravenous, intramuscular, subcutaneous, peritoneal, peridural, rectal, nasal, pulmonary, mucosal, or oral application. In a preferred embodiment, the pharmaceutical composition according to the invention is intended to be used as an infuse. The skilled person will understand that compositions which are to be administered orally or topically will usually not comprise cells, although it may be envisioned for oral compositions to also comprise cells, for example when gastro-intestinal tract indications are treated. Each of the cells or active components (e.g., modulants, immunomodulants, antigens) as discussed herein may be administered by the same route or may be administered by a different route. By means of example, and without limitation, cells may be administered parenterally and other active components may be administered orally.


Liquid pharmaceutical compositions may generally include a liquid carrier such as water or a pharmaceutically acceptable aqueous solution. For example, physiological saline solution, tissue or cell culture media, dextrose or other saccharide solution or glycols such as ethylene glycol, propylene glycol or polyethylene glycol may be included.


The composition may include one or more cell protective molecules, cell regenerative molecules, growth factors, anti-apoptotic factors or factors that regulate gene expression in the cells. Such substances may render the cells independent of their environment.


Such pharmaceutical compositions may contain further components ensuring the viability of the cells therein. For example, the compositions may comprise a suitable buffer system (e.g., phosphate or carbonate buffer system) to achieve desirable pH, more usually near neutral pH, and may comprise sufficient salt to ensure isoosmotic conditions for the cells to prevent osmotic stress. For example, suitable solution for these purposes may be phosphate-buffered saline (PBS), sodium chloride solution, Ringer's Injection or Lactated Ringer's Injection, as known in the art. Further, the composition may comprise a carrier protein, e.g., albumin (e.g., bovine or human albumin), which may increase the viability of the cells.


Further suitably pharmaceutically acceptable carriers or additives are well known to those skilled in the art and for instance may be selected from proteins such as collagen or gelatine, carbohydrates such as starch, polysaccharides, sugars (dextrose, glucose and sucrose), cellulose derivatives like sodium or calcium carboxymethylcellulose, hydroxypropyl cellulose or hydroxypropylmethyl cellulose, pregeletanized starches, pectin agar, carrageenan, clays, hydrophilic gums (acacia gum, guar gum, arabic gum and xanthan gum), alginic acid, alginates, hyaluronic acid, polyglycolic and polylactic acid, dextran, pectins, synthetic polymers such as water-soluble acrylic polymer or polyvinylpyrrolidone, proteoglycans, calcium phosphate and the like.


If desired, cell preparation can be administered on a support, scaffold, matrix or material to provide improved tissue regeneration. For example, the material can be a granular ceramic, or a biopolymer such as gelatine, collagen, or fibrinogen. Porous matrices can be synthesized according to standard techniques (e.g., Mikos et al., Biomaterials 14: 323, 1993; Mikos et al., Polymer 35:1068, 1994; Cook et al., J. Biomed. Mater. Res. 35:513, 1997). Such support, scaffold, matrix or material may be biodegradable or non-biodegradable. Hence, the cells may be transferred to and/or cultured on suitable substrate, such as porous or non-porous substrate, to provide for implants.


For example, cells that have proliferated, or that are being differentiated in culture dishes, can be transferred onto three-dimensional solid supports in order to cause them to multiply and/or continue the differentiation process by incubating the solid support in a liquid nutrient medium of the invention, if necessary. Cells can be transferred onto a three-dimensional solid support, e.g. by impregnating the support with a liquid suspension containing the cells. The impregnated supports obtained in this way can be implanted in a human subject. Such impregnated supports can also be re-cultured by immersing them in a liquid culture medium, prior to being finally implanted. The three-dimensional solid support needs to be biocompatible so as to enable it to be implanted in a human. It may be biodegradable or non-biodegradable.


The cells or cell populations can be administered in a manner that permits them to survive, grow, propagate and/or differentiate towards desired cell types (e.g. differentiation) or cell states. The cells or cell populations may be grafted to or may migrate to and engraft within the intended organ. The terms “cell population” or “population” denote a set of cells having characteristics in common. The characteristics may include in particular the one or more marker(s) or gene or gene product signature(s) as taught herein.


In certain embodiments, a pharmaceutical cell preparation as taught herein may be administered in a form of liquid composition. In embodiments, the cells or pharmaceutical composition comprising such can be administered systemically, topically, within an organ or at a site of organ dysfunction or lesion.


Preferably, the pharmaceutical compositions may comprise a therapeutically effective amount of the specified (e.g., epithelial cells, epithelial stem cells, or immune cells) and/or other active components. The term “therapeutically effective amount” refers to an amount which can elicit a biological or medicinal response in a tissue, system, animal or human that is being sought by a researcher, veterinarian, medical doctor or other clinician, and in particular can prevent or alleviate one or more of the local or systemic symptoms or features of a disease or condition being treated.


A further aspect of the invention provides a population of the epithelial cells, epithelial stem cells, or epithelial immune cells as taught herein. The epithelial cells, epithelial stem cells, or epithelial immune cells (preferably mucosal immune cells) cells as taught herein may be comprised in a cell population. By means of example, the specified cells may constitute at least 40% (by number) of all cells of the cell population, for example, at least 45%, preferably at least 50%, at least 55%, more preferably at least 60%, at least 65%, still more preferably at least 70%, at least 75%, even more preferably at least 80%, at least 85%, and yet more preferably at least 90%, at least 95%, at least 96%, at least 97%, at least 98%, at least 99%, or even 100% of all cells of the cell population.


The isolated intestinal epithelial cells, intestinal epithelial stem cells, or intestinal immune cells (preferably intestinal epithelial cells) of populations thereof as disclosed throughout this specification may be suitably cultured or cultivated in vitro. The term “in vitro” generally denotes outside, or external to, a body, e.g., an animal or human body. The term encompasses “ex vivo”.


The terms “culturing” or “cell culture” are common in the art and broadly refer to maintenance of cells and potentially expansion (proliferation, propagation) of cells in vitro. Typically, animal cells, such as mammalian cells, such as human cells, are cultured by exposing them to (i.e., contacting them with) a suitable cell culture medium in a vessel or container adequate for the purpose (e.g., a 96-, 24-, or 6-well plate, a T-25, T-75, T-150 or T-225 flask, or a cell factory), at art-known conditions conducive to in vitro cell culture, such as temperature of 37° C., 5% v/v CO2 and >95% humidity.


The term “medium” as used herein broadly encompasses any cell culture medium conducive to maintenance of cells, preferably conducive to proliferation of cells. Typically, the medium will be a liquid culture medium, which facilitates easy manipulation (e.g., decantation, pipetting, centrifugation, filtration, and such) thereof.


In certain example embodiments, the agent modulates HIV-infected cells by modulating one or more of the genes listed in Table 1. The genes identified in Table 1 and subsequent tables were determined using scRNA-seq analysis of a combination of healthy control, infected with HIV.


In certain example embodiments, the agent modulates HIV-infected cells by modulating one or more of the genes listed in Table 2. In another example embodiment, the agent modulates HIV-infected cells by modulating one or more of the genes listed in Table 2 (expression induced/increased in HIV+ cells) and/or Table 3 (expression suppressed/decreased in HIV+ cells). The cluster numbers in Table 2 and Table 3 refer to the clusters and cell types as labeled.


The invention having now been described by way of written description, those of skill in the art will recognize that the invention can be practiced in a variety of embodiments and that the foregoing description and examples below are for purposes of illustration and not limitation of the claims that follow.


Although the present invention and its advantages have been described in detail, it should be understood that various changes, substitutions and alterations can be made herein without departing from the spirit and scope of the invention as defined in the appended claims.


EXAMPLES
Example 1

HIV preferentially infects CD4 T cells, reverse transcribes its DNA, and integrates into the host genome. Infection progresses through a spike in viral load, followed by a progressive decrease in CD4+ T cell count. Because of the high plasma viral load, and because T cells migrate throughout different locations, virtually all tissues can be exposed to the virus, causing profound, and often irreversible changes to the adaptive and innate immune systems, and establishing a permanent pool of integrated HIV termed the “reservoir.”


Patients treated with anti-retrovirals may have undetectable virus in peripheral blood, but demonstrate HIV viral production and replication in about 1% of cells in harvested lymph nodes. Lymph nodes from suppressed donors were thawed, “reactivated/reanimated” for 18 hours with PHA/IL2 and sorted into Seq-Well arrays and evaluated for gene expression.



FIG. 4 provides an expression profile from lymph node from an HIV-infected, antiretroviral-treated patient. FIG. 5 shows HIV infection of subsets of T Cells and APCs. FIG. 6 shows infection status of single cells and HIV infection of subsets of T Cells and APCs.



FIG. 7 demonstrates host cell gene expression in HIV infected cells of genes involved in anti-retroviral metabolism, HIV pathogenesis, as well as genes of unexplored function. The following tables provide genes differentially expressed in HIV infected cell. Approximately 16,000 genes were evaluated for differential expression between HIV+ and HIVcells. Table 1 identifies genes whose expression most positively correlated HIV infection. Table 2 provides a larger list of genes positively correlated with HIV infection though to a lesser extent (lower cutoff). Table 3 provides host genes most positively correlated with cell free of HIV.









TABLE 1







HIV + high cutoff









Category
Count
Genes





Proteomics
57
TGOLN2, UTP18, CAPZA2,


identification

STOML2, TCEAL8, CNOT7,




SKAP1, THADA, KLHL7,




NDUFS6, GTF2E2, WDR73,




NUDCD1, RAE1, MAPKAP1,




EIF1AY, PTBP3, BCL10, NCOA7,




TOPBP1, MESDC2, CCDC137,




ARL16, CCNC, RBBP7, MFN2,




PYCR1, DOK2, DCUN1D1,




NCOA4, ADSL, LRCH3, SNRPG,




SNX9, MEAF6, CRLF3, NOB1,




PXK, ARF5, VARS, SRRT,




CCDC124, NFAT5, STK38L,




USP33, TFDP1, PRPF40A, GPS1,




GCDH, TMEM120B, RBMX,




PTPN11, PWP1, PSMG4, MRPL28,




CUL4A, SNRNP25


Acetylation
28
MEAF6, SNX9, CRLF3, CAPZA2,




STOML2, VARS, SRRT, NDUFS6,




GTF2E2, ATAD3B, MAPKAP1,




NFAT5, PTBP3, DDA1, STK38L,




PRPF40A, TFDP1, STX6, GCDH,




BCL10, NCOA7, RBBP7, RBMX,




PTPN11, PYCR1, DCUN1D1,




ADSL, HIGD2A


Phosphoprotein
43
TGOLN2, SNX9, MEAF6, UTP18,




CAPZA2, NOC3L, NOB1,




STOML2, VARS, SKAP1, THADA,




SRRT, GTF2E2, NUDCD1, RAE1,




CCDC124, MAPKAP1, NFAT5,




PTBP3, DDA1, STK38L, USP33,




TFDP1, PRPF40A, STX6, GPS1,




BCL10, EFCAB14, NCOA7, CCNC,




CCDC137, TOPBP1, RBBP7,




RBMX, PWP1, NOC2L, PTPN11,




MFN2, PYCR1, DOK2, CUL4A,




ADSL, LRCH3


nucleoplasm
22
TGOLN2, GPS1, MEAF6, UTP18,




NOB1, TOPBP1, CCNC, CNOT7,




RBBP7, RBMX, NOC2L, KLHL7,




SRRT, GTF2E2, CUL4A,




MAPKAP1, NFAT5, USP33,




SNRNP25, TFDP1, SNRPG,




PRPF40A


Nucleus
30
MEAF6, UTP18, NOC3L, NOB1,




TCEAL8, CNOT7, SKAP1, KLHL7,




SRRT, GTF2E2, NUDCD1, RAE1,




MAPKAP1, NFAT5, TFDP1,




PRPF40A, GPS1, TMEM120B,




NCOA7, CCNC, TOPBP1, RBBP7,




RBMX, PTPN11, NOC2L, PWP1,




DCUN1D1, EIF5AL1, SNRNP25,




SNRPG


GO: 0044822~poly(A)
12
SRRT, GTF2E2, MRPL28,


RNA binding

CCDC124, UTP18, NOC3L, PTBP3,




CCDC137, RBMX, PRPF40A,




NOC2L, SNRPG


GO: 0042101~T cell
3
BCL10, STOML2, SKAP1


receptor complex




Activator
8
SRRT, MEAF6, NCOA4, NFAT5,




NCOA7, CCNC, RBMX, TFDP1


GO: 0000398~mRNA
5
SRRT, RBMX, SNRNP25,


splicing, via spliceosome

PRPF40A, SNRPG


SM00320: WD40
5
WDR73, UTP18, RAE1, RBBP7,




PWP1


GO: 1901796~regulation
4
MEAF6, TOPBP1, RBBP7, NOC2L


of signal transduction




by p53 class mediator




mRNA splicing
5
PTBP3, RBMX, SNRNP25,




PRPF40A, SNRPG


GO: 0005515~protein
31
SNX9, MEAF6, CRLF3, STOML2,


binding

ARF5, VARS, CNOT7, SKAP1,




SRRT, GTF2E2, STK38L, USP33,




TFDP1, PRPF40A, STX6, BCL10,




ARL16, CCNC, TOPBP1, RBBP7,




RBMX, NOC2L, PTPN11, MFN2,




PYCR1, DCUN1D1, MRPL28,




CUL4A, HSPA13, SNRNP25,




SNRPG


repeat: WD 3
5
WDR73, UTP18, RAE1, RBBP7,




PWP1


GO: 0003723~RNA
7
RAE1, PTBP3, CNOT7, RBBP7,


binding

RBMX, PRPF40A, SNRPG


WD repeat
5
WDR73, UTP18, RAE1, RBBP7,




PWP1


repeat: WD 2
5
WDR73, UTP18, RAE1, RBBP7,




PWP1


repeat: WD 1
5
WDR73, UTP18, RAE1, RBBP7,




PWP1


IPR001680: WD40
5
WDR73, UTP18, RAE1, RBBP7,


repeat

PWP1


IPR019775: WD40
4
UTP18, RAE1, RBBP7, PWP1


repeat, conserved site




mRNA processing
5
PTBP3, RBMX, SNRNP25,




PRPF40A, SNRPG


IPR017986: WD40-
5
WDR73, UTP18, RAE1, RBBP7,


repeat-containing

PWP1


domain




Ubl conjugation
12
MIN2, SNX9, MEAF6, CUL4A,




EIF1AY, NFAT5, ADSL, TOPBP1,




RBBP7, RBMX, USP33, PRPF40A


GO: 0005730~nucleolus
8
KLHL7, MEAF6, UTP18, RAE1,




NOC3L, CCDC137, PWP1, NOC2L


GO: 0043130~ubiquitin
3
BCL10, RAE1, USP33


binding




IPR015943: WD40/Y
5
WDR73, UTP18, RAE1, RBBP7,


VTN repeat-like-

PWP1


containing domain




GO: 0015629~actin
4
CAPZA2, STOML2, TOPBP1,


cytoskeleton

STK38L


Repressor
6
CCNC, PTBP3, CNOT7, RBBP7,




RBMX, NOC2L


IPR020472: G-protein
3
RAE1, RBBP7, PWP1


beta WD-40 repeat




IPR011991: Winged
4
GPS1, GTF2E2, CUL4A, TFDP1


helix-turn-helix




DNA-binding




domain




GO: 0005634~nucleus
26
UTP18, NOC3L, TCEAL8, PXK,




CNOT7, SKAP1, KLHL7, GTF2E2,




NUDCD1, RAE1, MAPKAP1,




NFAT5, PTBP3, TFDP1, BCL10,




NCOA7, TOPBP1, CCNC, RBBP7,




RBMX, PWP1, NOC2L, PTPN11,




DCUN1D1, NCOA4, SNRNP25


repeat: WD 4
4
UTP18, RAE1, RBBP7, PWP1


mutagenesis site
13
TGOLN2, GCDH, BCL10, NCOA7,




PXK, SKAP1, PTPN11, MIN2,




CUL4A, NCOA4, EIF5AL1, USP33,




STK38L


Mitochondrion inner
4
NDUFS6, ATAD3B, STOML2,


membrane

HIGD2A


Coiled coil
16
STX6, MEAF6, CRLF3,




TMEM120B, NOC3L, STOML2,




NCOA7, CCDC137, TCEAL8,




ARF5, VARS, THADA, MIN2,




SRRT, ATAD3B, CCDC124


GO: 0071004~U2-
2
PRPF40A, SNRPG


type prespliceosome




GO: 0045944-positive
8
CRLF3, NFAT5, NCOA7, CCNC,


regulation of

CNOT7, SKAP1, RBMX, TFDP1


transcription from




RNA polymerase II




promoter




GO: 0005737~cytoplasm
25
GPS1, BCL10, SNX9, MEAF6,




CRLF3, TOPBP1, PXK, ARF5,




SKAP1, PTPN11, NOC2L, KLHL7,




SRRT, GTF2E2, NUDCD1,




MRPL28, CCDC124, RAE1,




MAPKAP1, NFAT5, LRCH3,




USP33, STK38L, SNRNP25,




PRPF40A


GO: 0005685~U1 snRNP
2
PRPF40A, SNRPG


GO: 0070469~respiratory
2
NDUFS6, HIGD2A


chain




Spliceosome
3
RBMX, SNRNP25, SNRPG


GO:
5
NDUFS6, ATAD3B, MRPL28,


0005743~mitochondrial

STOML2, HIGD2A


inner membrane




Mitochondrion
8
MFN2, GCDH, PYCR1, NDUFS6,




ATAD3B, MRPL28, STOML2,




HIGD2A


Isopeptide bond
8
MEAF6, CUL4A, EIF1AY, NFAT5,




ADSL, RBBP7, RBMX, PRPF40A


hsa03040: Spliceosome
3
RBMX, PRPF40A, SNRPG


GO: 0031625~ubiquitin
4
MFN2, BCL10, SNX9, CUL4A


protein ligase binding




GO: 0005794~Golgi
7
TGOLN2, STX6, MAPKAP1,


apparatus

TOPBP1, ARF5, USP33, PWP1


GO: 0005802~trans-
3
TGOLN2, STX6, SNX9


Golgi network




Transcription
13
SRRT, MEAF6, GTF2E2, NCOA4,




NFAT5, NCOA7, CCNC, TCEAL8,




CNOT7, RBBP7, RBMX, NOC2L,




TFDP1


GO: 0000715~nucleotide-
2
GPS1, CUL4A


excision repair, DNA




damage recognition




GO: 0046580~negative
2
MFN2, MAPKAP1


regulation of Ras protein




signal transduction




GO: 0005689~U12-type
2
SNRNP25, SNRPG


spliceosomal complex




Protein biosynthesis
3
EIF5AL1, EIF1AY, VARS


Chromosomal
4
BCL10, MEAF6, NCOA4, THADA


rearrangement




GO: 0050852~T cell
3
BCL10, STOML2, SKAP1


receptor signaling




pathway



















HIV + low cutoff









Category
Count
Genes










Enrichment Score: 5.645742662204743









Mitochondrion
43
HSD17B10, MRPS35, OXA1L,




NDUFB6, MRPS33, COA3,




FKBP4, TIMM10, STOML2,




PTRH2, MTIF3, HADHA,




NDUFS6, MRPL13, ATAD3B,




DDX3X, TIMM9, REXO2,




MRPL54, ABHD10, YRDC,




APEX1, GCDH, MRPS26,




MRPL4, NDUFA2, MMADHC,




HCLS1, AK2, TOMM40,




TMEM126B, SOD2, MFN2,




PYCR1, MRPL22, MRPL28,




PPM1K, CLPP, ATP5C1,




MRPL48, SLC25A39, BCO2,




HIGD2A


GO:
24
MRPS35, MRPS26, MRPL4,


0005743~mitochondrial

NDUFA2, OXA1L, MRPS33,


inner membrane

NDUFB6, TIMM10, STOML2,




AK2, TMEM126B, HADHA,




SOD2, NDUFS6, MRPL22,




MRPL13, ATAD3B, MRPL28,




TIMM9, MRPL54, ATP5C1,




MRPL48, SLC25A39, HIGD2A


transit peptide:
20
GCDH, MRPS35, MRPS26,


Mitochondrion

OXA1L, MMADHC, PTRH2,




MTIF3, HADHA, SOD2,




NDUFS6, MRPL22, MRPL28,




PPM1K, CLPP, REXO2,




MRPL54, ATP5C1, ABHD10,




YRDC, MRPL48


Transit peptide
21
GCDH, MRPS35, MRPS26,




OXA1L, MMADHC, STOML2,




PTRH2, MTIF3, HADHA, SOD2,




NDUFS6, MRPL22, MRPL28,




PPM1K, REXO2, CLPP,




MRPL54, ATP5C1, ABHD10,




YRDC, MRPL48







Enrichment Score: 4.175905846577495









mRNA splicing
20
HNRNPA1L2, SRSF1, DDX39A,




PRPF4B, YTHDC1, PRPF39,




RBMX, GCFC2, PRPF6, CIR1,




CD2BP2, CDC40, DHX15,




RBMXL1, PTBP3, SREK1IP1,




SNRNP25, THOC1, SNRPG,




PRPF40A


mRNA processing
21
HNRNPA1L2, SRSF1, DDX39A,




PRPF4B, YTHDC1, PRPF39,




RBMX, GCFC2, SLBP, PRPF6,




CIR1, CD2BP2, CDC40, DHX15,




RBMXL1, PTBP3, SREK1IP1,




SNRNP25, THOC1, SNRPG,




PRPF40A


GO: 0000398~mRNA
15
SRSF1, DDX39A, PRPF4B,


splicing, via spliceosome

POLR2K, CWC27, RBMX,




PRPF6, SRRT, CD2BP2,




HTATSF1, CDC40, DHX15,




SNRNP25, SNRPG, PRPF40A


GO: 0008380~RNA
12
HNRNPA1L2, CIR1, PRPF4B,


splicing

CDC40, DHX15, RBMXL1,




PTBP3, SREK1IP1, SNRNP25,




THOC1, PRPF6, SNRPG


hsa03040: Spliceosome
10
HNRNPA1L2, SRSF1, CDC40,




DHX15, RBMXL1, RBMX,




THOC1, PRPF6, PRPF40A,




SNRPG


Spliceosome
8
HNRNPA1L2, SRSF1, PRPF4B,




CDC40, RBMX, SNRNP25,




PRPF6, SNRPG


GO: 0071013~catalytic
7
SRSF1, PRPF4B, CWC27,


step 2 spliceosome

CDC40, RBMX, PRPF6, SNRPG


GO:
5
HNRNPA1L2, DDX39A, CDC40,


0005681~spliceosomal

PRPF6, SNRPG


complex









Enrichment Score: 3.1886930162792817









Protein biosynthesis
16
AARS, DENR, VARS, ETF1,




MTIF3, EIF2S1, EIF5AL1, EIF3F,




EIF1AY, HARS, TCEB3, TCEA1,




EIF1, SUPT5H, MCTS1, EIF4E2


Initiation factor
8
EIF2S1, EIF1AY, EIF3F, EIF1,




DENR, MCTS1, MTIF3, EIF4E2


GO: 0003743~translation
8
EIF2S1, EIF1AY, EIF3F, EIF1,


initiation factor activity

DENR, MCTS1, MTIF3, EIF4E2


GO: 0032790~ribosome
3
DENR, MCTS1, MTIF3


disassembly




hsa03013: RNA transport
10
NXT1, NUP62, RAE1, EIF2S1,




EIF1AY, PABPC4, EIF3F, EIF1,




EIF4E2, THOC1


GO:
7
EIF2S1, EIF1AY, EIF3F, RPL35,


0006413~translational

EIF1, RPL39, EIF4E2


initiation




GO: 0001731~formation
3
EIF3F, DENR, MCTS1


of translation preinitiation




complex




GO: 0008135~translation
3
EIF1, MTIF3, EIF4E2


factor activity, RNA




binding









Enrichment Score: 3.1727290299421798









Ribonucleoprotein
18
HNRNPA1L2, MRPS35,




MRPS26, MRPL4, MRPS33,




RPL35, RPL39, SRP19, RBMX,




RPS19BP1, SLBP, MRPL22,




MRPL13, MRPL28, MRPL54,




RBMXL1, MRPL48, SNRPG


GO:
9
MRPS35, MRPS26, MRPL22,


0070125~mitochondrial

MRPL4, MRPL13, MRPS33,


translational elongation

MRPL28, MRPL54, MRPL48


GO:
9
MRPS35, MRPS26, MRPL22,


0070126~mitochondrial

MRPL4, MRPL13, MRPS33,


translational termination

MRPL28, MRPL54, MRPL48


Ribosomal protein
12
MRPS35, MRPS26, MRPL22,




MRPL4, MRPL13, MRPS33,




MRPL28, MRPL54, RPL35,




MRPL48, RPL39, RPS19BP1


GO: 0006412~translation
10
MRPL22, MRPL4, MRPL13,




MRPS33, MRPL28, PABPC4,




HARS, RPL35, SLC25A39,




RPL39


GO: 0003735~structural
9
MRPS35, MRPL22, MRPL4,


constituent of ribosome

MRPL13, MRPS33, MRPL28,




RPL35, SLC25A39, RPL39


hsa03010: Ribosome
6
MRPL22, MRPL4, MRPL13,




MRPL28, RPL35, RPL39







Enrichment Score: 2.5160173816834086









GO: 0006406~mRNA
9
NXT1, SRSF1, DDX39A, NUP62,


export from nucleus

RAE1, CDC40, SMG1, SLBP,




THOC1


GO: 0006405~RNA
6
NXT1, SRSF1, DDX39A, NUP62,


export from nucleus

CDC40, THOC1


GO: 0006369~termination
6
SRSF1, DDX39A, CDC40, SLBP,


of RNA polymerase II

THOC1, SNRPG


transcription




GO: 0031124~mRNA
4
SRSF1, DDX39A, CDC40,


3′-end processing

THOC1







Enrichment Score: 2.126966020626473









GO:
7
TAF11, ADRM1, GTF2E2,


0006368~transcription

POLR2K, TCEB3, TCEA1,


elongation from RNA

SUPT5H


polymerase II promoter




Elongation factor
4
EIF5AL1, TCEB3, TCEA1,




SUPT5H


GO: 0003746~translation
4
EIF5AL1, TCEB3, TCEA1,


elongation factor activity

SUPT5H







Enrichment Score: 1.874526987901123









DNA repair
12
UBE2N, PSMD14, CUL4A,




BABAM1, SMG1, PRKDC,




TOPBP1, USP10, APEX1, SMC3,




TRIP12, BOD1L1


DNA damage
13
PRKDC, SMG1, TOPBP1, SMC3,




BOD1L1, UBE2N, PSMD14,




CUL4A, BABAM1, USP10,




APEX1, MCTS1, TRIP12


GO: 0006281~DNA repair
7
SMG1, TOPBP1, APEX1,




ASF1A, SMC3, TRIP12, BOD1L1







Enrichment Score: 1.8713442584451319









Neuropathy
7
MFN2, AARS, LMNA, HARS,




WNK1, DNMT1, DNM2


Charcot-Marie-Tooth
5
MFN2, AARS, LMNA, HARS,


disease

DNM2


Neurodegenemtion
7
MFN2, ELOVL5, AARS, LMNA,




HARS, WNK1, DNM2







Enrichment Score: 1.8468573086564095









Cell division
13
SNX9, ATAD3B, GNAI2,




CCDC124, IST1, CDC40, CKS2,




CENPV, BABAM1, SMC2,




SMC3, MCM5, PRPF40A


Cell cycle
18
SNX9, USP8, GNAI2, SMC2,




MCM4, SMC3, MCM5,




ATAD3B, CSNK2A1, CCDC124,




IST1, CDC40, BABAM1,




CENPV, CKS2, MCTS1, TFDP1,




PRPF40A


GO: 0051301~cell
12
ATAD3B, GNAI2, CCDC124,




IST1, CDC40, CKS2, CENPV,




BABAM1, SMC2, MCM5, SMC3,


division

PRPF40A







Enrichment Score: 1.679241294734509









Isomerase
7
TOP1, FKBP4, CWC27, PPID,




FKBP3, TOPBP1, TSTA3


Rotamase
4
FKBP4, CWC27, PPID, FKBP3


GO: 0061077~chaperone-
4
CSNK2A1, FKBP4, PPID, FKBP3


mediated protein folding




GO: 0000413~protein
4
FKBP4, CWC27, PPID, FKBP3


peptidyl-prolyl




isomerization




GO: 0003755~peptidyl-
4
FKBP4, CWC27, PPID, FKBP3


prolyl cis-trans isomerase




activity









Enrichment Score: 1.6747845841936386









Repressor
20
RCOR1, CCNC, NFKB2, MAF1,




CNOT7, RBBP7, RBMX, GCFC2,




NOC2L, SUZ12, KDM1A, CIR1,




SP3, MLX, DNMT1, PTBP3,




SUPT5H, APEX1, C1D, KAT6A


Activator
19
MEAF6, FOXO1, NCOA7,




PHF11, CCNC, NFKB2, RBMX,




PURA, SRRT, NCOA4, SP3,




HTATSF1, MLX, NFAT5,




DNMT1, SUPT5H, APEX1,




KAT6A, TFDP1


Transcription
46
MEAF6, POLR2K, FOXO1,




TCEAL8, NFKB2, MAF1,




CNOT7, VPS72, PRIM1, SRRT,




KDM1A, GTF2E2, CSNK2A1,




CIR1, DDX3X, HTATSF1,




GTF3C6, NFAT5, TCEA1,




SUPT5H, ASF1A, APEX1,




TFDP1, CHD3, RCOR1, NCOA7,




POLR1C, CCNC, PHF11, RBBP7,




UBE2L3, RBMX, GCFC2, PURA,




NOC2L, TAF11, SUZ12, NCOA4,




MLX, SP3, TCEB3, DNMT1,




MCTS1, THOC1, KAT6A, C1D


Transcription regulation
41
MEAF6, FOXO1, TCEAL8,




NFKB2, CNOT7, MAF1, VPS72,




SRRT, KDM1A, GTF2E2,




CSNK2A1, CIR1, DDX3X,




HTATSF1, NFAT5, TCEA1,




SUPT5H, ASF1A, APEX1,




TFDP1, CHD3, RCOR1, NCOA7,




CCNC, PHF11, RBBP7, UBE2L3,




GCFC2, PURA, NOC2L, TAF11,




SUZ12, NCOA4, MLX, SP3,




TCEB3, DNMT1, MCTS1,




THOC1, KAT6A, C1D


GO:
38
MEAF6, POLR2K, FOXO1,


0006351~transcription,

TCEAL8, CNOT7, MAF1,


DNA-templated

VPS72, KDM1A, CIR1,




CSNK2A1, DDX3X, HTATSF1,




GTF3C6, TCEA1, ASF1A,




APEX1, TFDP1, CHD3, RCOR1,




NCOA7, POLR1C, PHF11,




RBBP7, UBE2L3, GCFC2,




PURA, PWP1, NOC2L, SUZ12,




NUP62, NCOA4, MLX, SP3,




DNMT1, TCEB3, MCTS1,




KAT6A, C1D







Enrichment Score: 1.6402823990813864









Nucleotide-binding
40
PRPF4B, GNAI2, DTYMK,




CTPS1, RAB1B, UBA6, PRKDC,




ASNS, ARF5, VARS, HPRT1,




ATAD3B, CSNK2A1, DDX3X,




DHX15, STK38L, CHD3,




DDX39A, ITK, AARS, ATP11B,




WNK1, AK2, SMG1, ACLY,




ARL16, UBE2L3, MCM4, SMC2,




MCM5, SMC3, MFN2, UBE2N,




HYOU1, PSMC4, RFK, ARF3,




HARS, HSPA13, DNM2


ATP-binding
32
PRPF4B, DTYMK, CTPS1,




UBA6, PRKDC, ASNS, VARS,




ATAD3B, CSNK2A1, DDX3X,




DHX15, STK38L, CHD3,




DDX39A, ITK, AARS, ATP11B,




WNK1, SMG1, AK2, ACLY,




UBE2L3, SMC2, MCM4, MCM5,




SMC3, UBE2N, HYOU1, PSMC4,




RFK, HARS, HSPA13


GO: 0005524~ATP
35
PRPF4B, FKBP4, DTYMK,


binding

CTPS1, UBA6, PRKDC, ASNS,




PXK, VARS, ATAD3B,




CSNK2A1, DDX3X, DHX15,




STK38L, CHD3, DDX39A, ITK,




SMCHD1, AARS, ATP11B,




WNK1, SMG1, AK2, ACLY,




UBE2L3, SMC2, MCM4, MCM5,




SMC3, UBE2N, HYOU1,




PSMC4, RFK, HARS, HSPA13


nucleotide phosphate-
19
DDX39A, ITK, PRPF4B,


binding region: ATP

DTYMK, WNK1, UBA6, AK2,




ACLY, SMC2, MCM4, SMC3,




MCM5, ATAD3B, CSNK2A1,




DDX3X, PSMC4, DHX15,




STK38L, CHD3







Enrichment Score: 1.5505018585302555









GO: 0006890~retrograde
7
COPB2, KDELR2, ARF3,


vesicle-mediated transport,

TMED10, RAB1B, LMAN2,


Golgi to ER

ARF5


GO: 0030133~transport
6
TGOLN2, COPB2, KDELR2,


vesicle

ERP29, TMED10, RAB1B


GO: 0033116~endoplasmic
4
TMED10, RAB1B, LMAN2,


reticulum-Golgi

ERGIC3


intermediate compartment




membrane




GO: 0006888~ER to Golgi
5
HYOU1, COPB2, TMED10,


vesicle-mediated transport

RAB1B, LMAN2







Enrichment Score: 1.3417297598441402









GO: 0006270~DNA
5
PRIM1, TOPBP1, MCM4,


replication initiation

MCM5, PURA


hsa03030: DNA replication
4
PRIM1, POLE4, MCM4, MCM5


GO: 0000082~G1/S
5
PRIM1, CUL4A, CRLF3, MCM4,


transition of mitotic cell

MCM5


cycle




DNA replication
4
PRIM1, RBBP7, MCM4, MCM5


GO: 0006260~DNA
5
TOP1, TOPBP1, RBBP7, MCM4,


replication

MCM5







Enrichment Score: 1.312801362788877









hsa00240: Pyrimidine
7
PRIM1, POLE4, POLR2K,


metabolism

DTYMK, CTPS1, POLR1C,




ENTPD4


hsa00230: Purine
8
PRIM1, POLE4, POLR2K, ADSL,


metabolism

AK2, POLR1C, ENTPD4, HPRT1


DNA-directed RNA
3
PRIM1, POLR2K, POLR1C


polymerase









Enrichment Score: 1.3089793413612678









SM00320: WD40
10
COPB2, WDR36, WDR73,




UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


repeat: WD 3
10
COPB2, WDR36, WDR73,




UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


WD repeat
10
COPB2, WDR36, WDR73,




UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


repeat: WD 1
10
COPB2, WDR36, WDR73,




UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


repeat: WD 2
10
COPB2, WDR36, WDR73,




UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


IPR001680: WD40
10
COPB2, WDR36, WDR73,


repeat

UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


repeat: WD 4
9
COPB2, WDR36, UTP18, RAE1,




CDC40, AAMP, WDR4, RBBP7,




PWP1


IPR019775: WD40
7
WDR36, UTP18, RAE1, CDC40,


repeat, conserved

AAMP, RBBP7, PWP1


site




IPR017986: WD40-
10
COPB2, WDR36, WDR73,


repeat-containing

UTP18, RAE1, CDC40, AAMP,


domain

WDR4, RBBP7, PWP1


IPR015943: WD40/
10
COPB2, WDR36, WDR73,


YVTN repeat-like-

UTP18, RAE1, CDC40, AAMP,


containing domain

WDR4, RBBP7, PWP1


repeat: WD 5
7
COPB2, WDR36, UTP18, CDC40,




AAMP, RBBP7, PWP1


repeat: WD 6
6
COPB2, WDR36, UTP18, CDC40,




AAMP, RBBP7


IPR020472: G-
4
COPB2, RAE1, RBBP7, PWP1


protein beta WD-40




repeat




repeat: WD 7
5
COPB2, WDR36, CDC40, AAMP,




RBBP7


repeat: WD 8
3
COPB2, WDR36, AAMP







Enrichment Score: 1.2247677909485253









SM00360: RRM
8
HNRNPA1L2, SRSF1, HTATSF1,




PABPC4, RBMXL1, RBM6,




PTBP3, RBMX


SM00361: RRM_1
3
PABPC4, RBMXL1, RBMX


IPR012677: Nucleotide-
9
HNRNPA1L2, SRSF1, SRRT,


binding, alpha-beta plait

HTATSF1, PABPC4, RBMXL1,




RBM6, PTBP3, RBMX


GO: 0000166~nucleotide
11
HNRNPA1L2, SRSF1, SRRT,


binding

HTATSF1, PABPC4, RBMXL1,




RBM6, PTBP3, PXK, HPRT1,




RBMX


IPR003954: RNA
3
PABPC4, RBMXL1, RBMX


recognition motif




domain, eukaryote




IPR000504: RNA
8
HNRNPA1L2, SRSF1, HTATSF1,


recognition motif domain

PABPC4, RBMXL1, RBM6,




PTBP3, RBMX


GO: 0030529~intracellular
6
HNRNPA1L2, NUP62, PABPC4,


ribonucleoprotein

RBMXL1, RBMX, SLBP


complex




domain: RRM 1
5
HNRNPA1L2, SRSF1, HTATSF1,




PABPC4, PTBP3


domain: RRM 2
5
HNRNPA1L2, SRSF1, HTATSF1,




PABPC4, PTBP3







Enrichment Score: 1.1799339425906339









GO: 0050852~T cell
9
UBE2N, ITK, BCL10, PSMB4,


receptor signaling

PSMD14, PSMB7, PSMC4,


pathway

STOML2, SKAP1


GO: 0038061~NIK/
6
PSMB4, PSMD14, PSMB7,


NF-kappaB

PSMC4, NFKB2, PPP4C


signaling




Proteasome
5
PSMB4, ADRM1, PSMD14,




PSMB7, PSMC4


GO: 0000502~proteasome
5
PSMB4, ADRM1, PSMD14,


complex

PSMB7, PSMC4


GO: 0038095~Fc-epsilon
8
UBE2N, ITK, BCL10, PSMB4,


receptor signaling

PSMD14, PSMB7, PSMC4,


pathway

PPP3R1


GO: 0002223~stimulatory
6
UBE2N, BCL10, PSMB4,


C-type lectin receptor

PSMD14, PSMB7, PSMC4


signaling pathway




GO: 0006521~regulation
4
PSMB4, PSMD14, PSMB7,


of cellular amino acid

PSMC4


metabolic process




hsa03050: Proteasome
4
PSMB4, PSMD14, PSMB7,




PSMC4


GO: 0000209~protein
7
PSMB4, PSMD14, PSMB7,


polyubiquitination

PSMC4, UBE2V2, UBE2L3,




TRIP12


GO: 0002479~antigen
4
PSMB4, PSMD14, PSMB7,


processing and presentation

PSMC4


of exogenous peptide




antigen via MHC class I,




TAP-dependent




GO: 0043488~regulation
5
PSMB4, PSMD14, PSMB7,


of mRNA stability

PSMC4, APEX1


GO: 0051436~negative
4
PSMB4, PSMD14, PSMB7,


regulation of ubiquitin-

PSMC4


protein ligase activity




involved in mitotic cell




cycle




GO: 0051437~positive
4
PSMB4, PSMD14, PSMB7,


regulation of ubiquitin-

PSMC4


protein ligase activity




involved in regulation




of mitotic cell cycle




transition




GO: 0031145~anaphase-
4
PSMB4, PSMD14, PSMB7,


promoting complex-

PSMC4


dependent catabolic




process




GO: 0060071~Wnt
4
PSMB4, PSMD14, PSMB7,


signaling pathway, planar

PSMC4


cell polarity pathway




GO: 0090090~negative
5
PSMB4, PSMD14, PSMB7,


regulation of canonical

PSMC4, FOXO1


Wnt signaling pathway




GO: 0033209~tumor
4
PSMB4, PSMD14, PSMB7,


necrosis factor-mediated

PSMC4


signaling pathway




GO: 0090263~positive
4
PSMB4, PSMD14, PSMB7,


regulation of canonical

PSMC4


Wnt signaling pathway




GO: 0043161~proteasome-
5
PSMB4, PSMD14, PSMB7,


mediated ubiquitin-

CUL4A, PSMC4


dependent protein catabolic




process




GO: 0000165~MAPK
5
PSMB4, PSMD14, PSMB7,


cascade

PSMC4, CCL5







Enrichment Score: 0.9835956335357907









GO: 0005643~nuclear
5
NXT1, NUP62, RAE1, EIF5AL1,


pore

KPNA3


GO: 0075733~intracellular
3
NUP62, RAE1, KPNA3


transport of virus




GO: 0006606~protein
3
NUP62, RAE1, KPNA3


import into nucleus









Enrichment Score: 0.9465955034396142









GO: 0032981~mitochondrial
5
NDUFS6, NDUFA2, OXA1L,


respiratory chain complex I

NDUFB6, TMEM126B


assembly




hsa05010: Alzheimer's
8
HSD17B10, NDUFS6, NDUFA2,


disease

CASP3, NDUFB6, PPP3R1,




ATP5C1, ITPR3


Respiratory chain
4
NDUFS6, NDUFA2, NDUFB6,




HIGD2A


hsa05012: Parkinson's
7
NDUFS6, NDUFA2, CASP3,


disease

NDUFB6, GNAI2, ATP5C1,




UBE2L3


hsa05016: Huntington's
8
NDUFS6, NDUFA2, CASP3,


disease

NDUFB6, POLR2K, RCOR1,




ATP5C1, SOD2


GO: 0005747~mitochondrial
3
NDUFS6, NDUFA2, NDUFB6


respiratory chain complex I




hsa04932: Non-alcoholic
6
NDUFS6, NDUFA2, CASP3,


fatty liver disease (NAFLD)

NDUFB6, EIF2S1, MLX


GO: 0008137~NADH
3
NDUFS6, NDUFA2, NDUFB6


dehydrogenase (ubiquinone)




activity




GO: 0006120~mitochondrial
3
NDUFS6, NDUFA2, NDUFB6


electron transport, NADH to




ubiquinone




Electron transport
4
NDUFS6, NDUFA2, NDUFB6,




HIGD2A


hsa00190: Oxidative
4
NDUFS6, NDUFA2, NDUFB6,


phosphorylation

ATP5C1







Enrichment Score: 0.9077271811850836









h_tnfr1Pathway: TNFR1
3
CASP3, LMNA, PRKDC


Signaling Pathway




h_fasPathway: FAS
3
CASP3, LMNA, PRKDC


signaling pathway




( CD95 )




h_hivnefPathway: HIV-I
3
CASP3, LMNA, PRKDC


Nef: negative effector




of Fas and TNF









Enrichment Score: 0.8974242711787185









Helicase
6
DDX39A, DDX3X, DHX15,




MCM4, MCM5, CHD3


GO: 0004003~ATP-
3
DDX3X, MCM4, CHD3


dependent DNA helicase




activity




GO: 0004386~helicase
3
DDX3X, MCM4, CHD3


activity









Enrichment Score: 0.8844871978021877









GO: 0005794~Golgi
23
TGOLN2, STX6, KDELR2,


apparatus

USP8, ATP11B, NDFIP2,




RAB1B, TOPBP1, ARF5,




LMAN2, ERGIC3, PWP1, TAF11,




EI24, SP3, ARF3, MAPKAP1,




STX16, TMED10, USP33, FGD3,




DNM2, KAT6A


Golgi apparatus
15
TGOLN2, STX6, SNX9, ATP11B,




NDFIP2, ARF5, LMAN2, UXS1,




ERGIC3, COPB2, ARF3, STX16,




TMED10, ENTPD4, USP33


GO: 0000139~Golgi
10
STX6, COPB2, KDELR2, ARF3,


membrane

STX16, NDFIP2, TMED10,




RAB1B, LMAN2, DNM2







Enrichment Score: 0.8697007217508498









IPR016135: Ubiquitin-
4
UBE2N, UFC1, UBE2V2,


conjugating enzyme/RWD-

UBE2L3


like




GO: 0061631~ubiquitin
3
UBE2N, UBE2V2, UBE2L3


conjugating enzyme




activity




IPR000608: Ubiquitin-
3
UBE2N, UBE2V2, UBE2L3


conjugating enzyme, E2




GO: 0016567~protein
7
KLHL7, UBE2N, NUB1, UBA6,


ubiquitination

UBE2V2, UBE2L3, TRAF4







Enrichment Score: 0.8007359177589985









SM00312: PX
3
SNX9, PXK, SNX10


domain: PX
3
SNX9, PXK, SNX10


GO:
4
SNX9, PXK, ITPR3, SNX10


0035091~phosphatidylinositol




binding




IPR001683: Phoxhomologous
3
SNX9, PXK, SNX10


domain









Enrichment Score: 0.7905595110088506









Thiol protease
6
CASP3, USP8, EIF3F, USP10,




USP33, ALG13


GO: 0004197~cysteine-
4
CASP3, USP8, USP10, USP33


type endopeptidase activity




GO: 0004843~thiol-
4
USP8, EIF3F, USP10, USP33


dependent ubiquitin-specific




protease activity




GO: 0016579~protein
4
USP8, EIF3F, USP10, USP33


deubiquitination




IPR018200: Peptidase C19,
3
USP8, USP10, USP33


ubiquitin carboxyl-terminal




hydrolase 2, conserved site




IPR001394: Peptidase C19,
3
USP8, USP10, USP33


ubiquitin carboxyl-terminal




hydrolase 2









Enrichment Score: 0.7329253582520423









active site: Glycyl thioester
5
UBE2N, UFC1, UBA6, UBE2L3,


intermediate

TRIP12


GO: 0042787~protein
5
KLHL7, CUL4A, UBA6,


ubiquitination involved in

UBE2L3, TRIP12


ubiquitin-dependent




protein catabolic process




GO: 0006464~cellular
4
UBE2N, UBA6, PRKDC,


protein modification process

UBE2L3


hsa04120: Ubiquitin 5

UBE2N, CUL4A, UBA6,


mediated proteolysis

UBE2L3, TRIP12


GO: 0004842~ubiquitin-
6
KLHL7, UBE2N, UBE2L3, TTC3,


protein transferase activity

TRIP12, TRAF4







Enrichment Score: 0.7159098666001777









Helicase
6
DDX39A, DDX3X, DHX15,




MCM4, MCM5, CHD3


SM00490: HELICc
4
DDX39A, DDX3X, DHX15,




CHD3


SM00487: DEXDc
4
DDX39A, DDX3X, DHX15,




CHD3


domain: Helicase C-terminal
4
DDX39A, DDX3X, DHX15,




CHD3


domain: Helicase ATP-
4
DDX39A, DDX3X, DHX15,


binding

CHD3


IPR001650: Helicase,
4
DDX39A, DDX3X, DHX15,


C-terminal

CHD3


IPR014001: Helicase,
4
DDX39A, DDX3X, DHX15,


superfamily 1/2, ATP-binding

CHD3


domain




GO: 0004004~ATP-
3
DDX39A, DDX3X, DHX15


dependent RNA helicase




activity




IPR011545: DNA/RNA
3
DDX39A, DDX3X, DHX15


helicase, DEAD/DEAH




box type, N-terminal









Enrichment Score: 0.69498312277083









Aminoacyl-tRNA synthetase
3
AARS, HARS, VARS


GO: 0006418~tRNA
3
AARS, HARS, VARS


aminoacylation for protein




translation




Ligase
8
AARS, HARS, UBA6, CTPS1,




ASNS, VARS, TTC3, TRIP12


hsa00970: Aminoacyl-tRNA
3
AARS, HARS, VARS


biosynthesis









Enrichment Score: 0.5293095748164424









lipid moiety-binding region:
5
HPCAL1, GNAI2, ARF3,


N-myristoyl glycine

PPP3R1, ARF5


Myristate
5
HPCAL1, GNAI2, ARF3,




PPP3R1, ARF5


GO: 0003924~GTPase
6
MFN2, DDX3X, GNAI2, ARF3,


activity

ARF5, DNM2


Lipoprotein
10
RGS10, HPCAL1, S1PR1,




GNAI2, ARF3, PPP3R1, LMNA,




RAB1B, STOML2, ARF5







Enrichment Score: 0.5161555683114979









IPR024156: Small GTPase
3
ARF3, ARL16, ARF5


superfamily, ARF type




IPR006689: Small GTPase
3
ARF3, ARL16, ARF5


superfamily, ARF/SAR type




nucleotide phosphate-binding
7
MFN2, GNAI2, ARF3, RAB1B,


region: GTP

ARL16, ARF5, DNM2


GO: 0003924~GTPase
6
MFN2, DDX3X, GNAI2, ARF3,


activity

ARF5, DNM2


GTP-binding
7
MFN2, GNAI2, ARF3, RAB1B,




ARL16, ARF5, DNM2


GO: 0005525~GTP binding
8
MFN2, GNAI2, FKBP4, ARF3,




RAB1B, ARL16, ARF5, DNM2


IPR005225: Small GTP-
3
ARF3, RAB1B, ARF5


binding protein domain




GO: 0007264~small GTPase
4
ARF3, RAB1B, ARL16, ARF5


mediated signal transduction









Enrichment Score: 0.49661457171690665









IPR011990:
7
GPS1, NUB1, FKBP4, PPID,


Tetratricopeptide-like helical

PRPF39, TTC3, PRPF6


SM00028: TPR
4
FKBP4, PPID, TTC3, PRPF6


IPR013026:
4
FKBP4, PPID, TTC3, PRPF6


Tetratricopeptide repeat-




containing domain




IPR019734:
4
FKBP4, PPID, TTC3, PRPF6


Tetratricopeptide repeat




repeat: TPR 3
4
FKBP4, PPID, PRKDC, TTC3


TPR repeat
4
FKBP4, PPID, PRKDC, TTC3


repeat: TPR 2
4
FKBP4, PPID, PRKDC, TTC3


repeat: TPR 1
4
FKBP4, PPID, PRKDC, TTC3







Enrichment Score: 0.46491176000453827









IPR002909: Cell surface
3
NFAT5, NFKB2, EXOC2


receptor IPT/TIG




IPR014756: Immunoglobulin
3
NFAT5, NFKB2, EXOC2


E-set




IPR013783: Immunoglobulin-
4
CRLF3, NFAT5, NFKB2, EXOC2


like fold









Enrichment Score: 0.4285527179810236









GO: 0016491~oxidoreductase
6
HSD17B10, KDM1A, AKR1A1,


activity

TSTA3, KIAA1191, APEX1


GO: 0055114~oxidation-
12
GLRX3, HSD17B10, KDM1A,


reduction process

PYCR1, OXA1L, AKR1A1,




TSTA3, KIAA1191, APEX1,




BCO2, HIGD2A, SOD2


Oxidoreductase
10
GCDH, HSD17B10, KDM1A,




PYCR1, AKR1A1, TSTA3,




KIAA1191, HADHA, BCO2,




SOD2


NADP
4
PYCR1, AKR1A1, TSTA3,




KIAA1191







Enrichment Score: 0.36591445625467517









SM00249: PHD
3
PHF11, CHD3, KAT6A


IPR011011: Zinc finger,
4
PHF11, FGD3, CHD3, KAT6A


FYVE/PHD-type




IPR001965: Zinc finger,
3
PHF11, CHD3, KAT6A


PHD-type




IPR013083: Zinc finger,
7
PHF11, USP33, TTC3, TRAF4,


RING/FYVE/PHD-type

FGD3, CHD3, KAT6A







Enrichment Score: 0.25507693482602034









domain: SH3
4
ITK, SNX9, HCLS1, SKAP1


SM00326: SH3
4
ITK, SNX9, HCLS1, SKAP1


SH3 domain
4
ITK, SNX9, HCLS1, SKAP1


IPR001452: Src homology-3
4
ITK, SNX9, HCLS1, SKAP1


domain









Enrichment Score: 0.2406171678396523









SM00233: PH
5
ITK, DOK2, SKAP1, FGD3,




DNM2


domain: PH
5
ITK, ADRM1, DOK2, SKAP1,




DNM2


IPR001849: Pleckstrin
5
ITK, DOK2, SKAP1, FGD3,


homology domain

DNM2


IPR011993: Pleckstrin
6
ITK, DOK2, EPB41, SKAP1,


homology-like domain

FGD3, DNM2







Enrichment Score: 0.1905601056044362









hsa04924: Renin secretion
3
GNAI2, PPP3R1, ITPR3


hsa04724: Glutamatergic
3
GNAI2, PPP3R1, ITPR3


synapse




hsa04921: Oxytocin signaling
3
GNAI2, PPP3R1, ITPR3


pathway




hsa04022: cGMP-PKG
3
GNAI2, PPP3R1, ITPR3


signaling pathway









Enrichment Score: 0.1700736372529799









Kinase
13
ITK, PRPF4B, DTYMK, WNK1,




SMG1, PRKDC, AK2, PXK,




DOK2, CSNK2A1, RFK,




MAPKAP1, STK38L


GO: 0004672~protein kinase
8
PRPF4B, CSNK2A1, WNK1,


activity

SMG1, PRKDC, PXK, CCL5,




STK38L


GO: 0004674~protein serine/
8
PRPF4B, CSNK2A1, WNK1,


threonine kinase activity

SMG1, PRKDC, CCNC, CPNE3,




STK38L


GO: 0018105~peptidyl-serine
3
SMG1, PRKDC, STK38L


phosphorylation




Serine/threonine-protein
6
PRPF4B, CSNK2A1, WNK1,


kinase

SMG1, PRKDC, STK38L


IPR011009: Protein kinase-
8
ITK, PRPF4B, CSNK2A1,


like domain

WNK1, SMG1, PRKDC, PXK,




STK38L


GO: 0006468~protein
7
PRPF4B, CSNK2A1, WNK1,


phosphorylation

CCNC, CPNE3, PXK, STK38L


active site: Proton acceptor
9
GCDH, HSD17B10, ITK,




PRPF4B, CSNK2A1, WNK1,




ADSL, APEX1, STK38L


binding site: ATP
7
ITK, PRPF4B, CSNK2A1, RFK,




WNK1, VARS, STK38L


domain: Protein kinase
6
ITK, PRPF4B, CSNK2A1,




WNK1, PXK, STK38L


SM00220: S_TKc
4
PRPF4B, CSNK2A1, WNK1,




STK38L


IPR008271: Serine/threonine-
4
PRPF4B, CSNK2A1, WNK1,


protein kinase, active site

STK38L


IPR000719: Protein kinase,
6
ITK, PRPF4B, CSNK2A1,


catalytic domain

WNK1, PXK, STK38L


IPR017441: Protein kinase,
3
ITK, CSNK2A1, STK38L


ATP binding site









Enrichment Score: 0.11135414381747946









topological domain:
10
KDELR2, SEC11A, ALG5,


Lumenal

TMED10, SPCS1, LMAN2,




ENTPD4, UXS1, SSR2,




ERGIC3


topological domain:
21
TGOLN2, STX6, KDELR2,


Cytoplasmic

SEC11A, GPR171, ATP11B,




ALG5, CD99, LMAN2, ITPR3,




UXS1, ERGIC3, MFN2, S1PR1,




STX16, TMEM170A, TMED10,




SPCS1, ENTPD4, SSR2, HIGD2A


signal peptide
15
TGOLN2, HYOU1, CST7,




ERP29, CNPY3, CCDC47,




TMED10, CD99, LRCH3,




MESDC2, HSPA13, LMAN2,




CCL5, SSR2, SOD2


Glycoprotein
23
TGOLN2, EPB41, CWC27,




GPR171, WNK1, CNPY3, ALG5,




CCDC47, CD99, MESDC2,




LMAN2, CCL5, UXS1, RBMX,




ERGIC3, HYOU1, S1PR1,




NUP62, CST7, TMEM170A,




TMED10, ENTPD4, SSR2


Signal
18
TGOLN2, ERP29, WNK1,




CNPY3, CCDC47, CD99,




MESDC2, LMAN2, CCL5,




HYOU1, RAE1, CST7, TMED10,




ABHD10, LRCH3, HSPA13,




BCO2, SSR2


glycosylation site: N-linked
17
TGOLN2, CWC27, GPR171,


(GlcNAc . . . )

CNPY3, ALG5, CCDC47,




MESDC2, LMAN2, UXS1,




ERGIC3, HYOU1, S1PR1, CST7,




TMEM170A, TMED10, ENTPD4,




SSR2







Enrichment Score: 0.0903744092851981









repeat: 5
3
TGOLN2, NUP62, DNMT1


repeat: 4
3
TGOLN2, NUP62, DNMT1


repeat: 3
3
TGOLN2, NUP62, DNMT1


repeat: 1
3
TGOLN2, NUP62, DNMT1


repeat: 2
3
TGOLN2, NUP62, DNMT1







Enrichment Score: 0.069370372136031









GO: 0098609~cell-cell
4
SNX9, USP8, DDX3X, IST1


adhesion




GO: 0098641~cadherin
4
SNX9, USP8, DDX3X, IST1


binding involved in cell-cell




adhesion




GO: 0005913~cell-cell
4
SNX9, USP8, DDX3X, IST1


adherens junction









Enrichment Score: 0.05747010288539574









domain: EF-hand 2
3
HPCAL1, EFCAB14, PPP3R1


domain: EF-hand 1
3
HPCAL1, EFCAB14, PPP3R1


IPR002048: EF-hand
3
HPCAL1, EFCAB14, PPP3R1


domain




IPR011992: EF-hand-like
3
HPCAL1, EFCAB14, PPP3R1


domain




Calcium
7
HPCAL1, EFCAB14, PPP3R1,




TKT, LMAN2, ENTPD4, ITPR3


GO: 0005509~calcium ion
5
HPCAL1, EFCAB14, PPP3R1,


binding

CCDC47, ITPR3







Enrichment Score: 0.04306870373594361









IPR013083: Zinc finger,
7
PHF11, USP33, TTC3, TRAF4,


RING/FYVE/PHD-type

FGD3, CHD3, KAT6A


GO: 0008270~zinc ion
13
POLR2K, TIM M9, AARS,


binding

TIMM10, DNMT1, PHF11,




TCEA1, SREK1IP1, USP33,




TTC3, TRAF4, CHD3, KAT6A


Zinc
24
VP529, ITK, POLR2K, AARS,




TIMM10, NOB1, PHF11, TTC3,




SUZ12, PRIM1, LAP3, PSMD14,




RFK, SP3, TIM M9, DNMT1,




TCEA1, SREK1IP1, USP33,




FGD3, TRAF4, GPATCH8,




CHD3, KAT6A


Zinc-finger
15
ITK, POLR2K, PHF11, TTC3,




SUZ12, SP3, DNMT1, TCEA1,




SREK1IP1, USP33, TRAF4,




GPATCH8, FGD3, CHD3,




KAT6A







Enrichment Score: 9.170272943712669E−6









Membrane
78
TGOLN2, OXA1L, COA3,




UTP18, CAPZA2, DNAJB14,




ALG5, STOML2, RAB1B,




LINC00116, SKAP1, UXS1,




THADA, NDUFS6, COPB2,




ATAD3B, S1PR1, ELOVL5,




DNAJC9, MAPKAP1, TIMM9,




YRDC, STX6, KDELR2, BCL10,




GPR171, CCDC47, TMEM126B,




ERGIC3, MFN2, EIF5AL1,




TMEM170A, ATP5C1, AAMP,




LRCH3, SLC25A39, VPS26B,




SNX10, HIGD2A, VPS29, SNX9,




USP8, NDUFB6, GNAI2, CRLF3,




PPP3R1, TIMM10, UBA6, ARF5,




LMAN2, PXK, PTRH2, DDX3X,




STX16, NFAT5, TMED10,




ENTPD4, STK38L, TRAF4,




NDUFA2, HPCAL1, SMCHD1,




FIBP, HCLS1, SEC11A,




TMEM120B, FDPS, ATP11B,




CD99, TOMM40, NDFIP2,




ITPR3, EI24, SPCS1, CPNE3,




TEX10, SSR2, DNM2


GO: 0016021~integral
46
TGOLN2, OXA1L, NDUFB6,


component of membrane

COA3, CRLF3, UTP18, CAPZA2,




DNAJB14, UBA6, ALG5,




LINC00116, PTRH2, UXS1,




THADA, S1PR1, ELOVL5,




STX16, NFAT5, TMED10,




ENTPD4, STX6, KDELR2,




SMCHD1, SEC11A, GPR171,




TMEM120B, ATP11B, FDPS,




NDFIP2, CCDC47, TOMM40,




CD99, TMEM126B, ITPR3,




ERGIC3, MFN2, EI24,




TMEM170A, TCEB3, LRCH3,




SPCS1, SLC25A39, VPS26B,




TEX10, SSR2, HIGD2A


Transmembrane
46
TGOLN2, OXA1L, NDUFB6,




COA3, CRLF3, UTP18, CAPZA2,




DNAJB14, UBA6, ALG5,




LINC00116, LMAN2, PTRH2,




UXS1, THADA, S1PR1,




ELOVL5, STX16, NFAT5,




TMED10, ENTPD4, STX6,




KDELR2, SMCHD1, SEC11A,




GPR171, TMEM120B, ATP11B,




FDPS, NDFIP2, CCDC47,




TOMM40, CD99, TMEM126B,




ITPR3, ERGIC3, MFN2, EI24,




TMEM170A, LRCH3, SPCS1,




SLC25A39, VPS26B, TEX10,




SSR2, HIGD2A


Transmembrane helix
45
TGOLN2, OXA1L, NDUFB6,




COA3, UTP18, CRLF3, CAPZA2,




DNAJB14, UBA6, ALG5,




LINC00116, LMAN2, PTRH2,




UXS1, THADA, S1PR1,




ELOVL5, STX16, NFAT5,




TMED10, ENTPD4, STX6,




KDELR2, SMCHD1, SEC11A,




GPR171, TMEM120B, ATP11B,




FDPS, NDFIP2, CCDC47, CD99,




TMEM126B, ITPR3, ERGIC3,




MFN2, EI24, TMEM170A,




LRCH3, SPCS1, SLC25A39,




VPS26B, TEX10, SSR2, HIGD2A


topological domain:
21
TGOLN2, STX6, KDELR2,


Cytoplasmic

SEC11A, GPR171, ATP11B,




ALG5, CD99, LMAN2, ITPR3,




UXS1, ERGIC3, MFN2, S1PR1,




STX16, TMEM170A, TMED10,




SPCS1, ENTPD4, SSR2, HIGD2A


transmembrane region
35
TGOLN2, OXA1L, NDUFB6,




COA3, DNAJB14, ALG5,




LINC00116, LMAN2, UXS1,




S1PR1, ELOVL5, STX16,




TMED10, ENTPD4, SREK1IP1,




STX6, KDELR2, SEC11A,




GPR171, TMEM120B, ATP11B,




NDFIP2, CCDC47, CD99,




TMEM126B, ITPR3, ERGIC3,




MFN2, EI24, TMEM170A,




SPCS1, SLC25A39, SSR2,




TEX10, HIGD2A


Acetylation
143
MRPS33, PRPF4B, CAPZA2,




DTYMK, RAB1B, STOML2,




FOXO1, PRIM1, TOP1, GTF2E2,




S1PR1, ELOVL5, VPS13D,




TIMM9, EIF1, PTBP3, PPP4C,




SUPT5H, DDX39A, BCL10,




AARS, ERGIC3, ADRM1,




PYCR1, DCUN1D1, EIF2S1,




CLPP, ATP5C1, HARS, ADSL,




HIGD2A, SNX9, MEAF6,




HSD17B10, UBA6, CTPS1,




UBE2V2, BANF1, HADHA,




PSMB4, POLE4, DDX3X,




HTATSF1, MTPN, EIF3F,




STK38L, TFDP1, PRPF40A,




GCDH, ARL14EP, SMCHD1,




FIBP, CCDC25, MMADHC,




FDPS, AK2, SMG1, TKT, DENR,




TPD52L2, UBE2L3, RBMX,




PTPN11, HYOU1, EI24, NUP62,




PSMC4, PPID, METTL10,




WDR4, BABAM1, RBMXL1,




DNMT1, EIF4E2, GPATCH8,




KAT6A, SRSF1, HNRNPA1L2,




COA3, TCOF1, BOD1L1,




COPB2, NDUFS6, CASP3,




ATAD3B, MAPKAP1, USP10,




DDA1, STX6, NCOA7, POLR1C,




RBBP7, MCM4, MCM5, PURA,




UBE2N, TAF11, LAP3, KPNA3,




THOC1, VPS29, GLRX3, NXT1,




NDUFB6, CRLF3, FKBP4,




FKBP3, RNH1, RPL35, PRKDC,




ASNS, VARS, HPRT1, SRRT,




MRPL13, FAM107B, AKR1A1,




CD2BP2, REXO2, DHX15,




NFAT5, GTF3C6, TCEA1,




APEX1, EXOC2, TRIP12,




NDUFA2, CWC27, HCLS1,




LMNA, ACLY, ETF1, COTL1,




SMC2, SMC3, SOD2, PPP1R2,




SP3, CKS2, TCEB3, PSAT1,




SSNA1, DNM2


Proteomics identification
235
TGOLN2, OXA1L, DNAJB14,




RAB1B, STOML2, UXS1,




PRIM1, C1ORF109, WDR73,




VPS13D, RAE1, EIF1AY, PTBP3,




SREK1IP1, SUPT5H, RCOR1,




AARS, WNK1, CCDC137,




ERGIC3, EIF2S1, HARS, ADSL,




LRCH3, MRPL48, CPSF3L,




HSD17B10, GNAI2, PABPC4,




UBA6, PXK, ARF5, BANF1,




HADHA, HTATSF1, STX16,




CDC40, TMED10, PRPF40A,




GCDH, HPCAL1, TMEM120B,




ATP11B, NDFIP2, YTHDC1,




TKT, TPD52L2, GCFC2,




PTPN11, HYOU1, EI24, NUP62,




MLX, METTL10, UTP14A,




SNRNP25, ALG13, BCO2,




KAT6A, SRSF1, UTP18, TCOF1,




NFKB2, RPS19BP1, BOD1L1,




COPB2, WDR36, USP10,




KDELR2, MRPL4, CNPY3,




PRPF39, POLR1C, CCNC,




MESDC2, RBBP7, DOK2,




THOC1, USP8, POLR2K, NOB1,




RPL35, SRRT, MRPL13, CIR1,




REXO2, TCEA1, TSTA3, USP33,




EXOC2, TRIP12, NUB1, CWC27,




HCLS1, LMNA, ACLY, PHF11,




ETF1, SOD2, PSMD14, MRPL22,




PPP1R2, MRPL28, IST1, TCEB3,




SSNA1, SSR2, TEX10, DNM2,




MRPS35, MRPS33, PRPF4B,




CAPZA2, DTYMK, RBM6,




TCEAL8, SRP19, CNOT7, MAF1,




KLHL7, KDM1A, GTF2E2,




CSNK2A1, NUDCD1, ELOVL5,




TIMM9, EIF1, PPP4C, IFRD2,




DDX39A, BCL10, ERP29,




HMCES, ARL16, TOPBP1,




TMEM126B, SUZ12, ADRM1,




PYCR1, DCUN1D1, SMARCE1,




RFK, CLPP, SLC25A39, VPS26B,




SNRPG, SNX9, MEAF6,




UBE2V2, LMAN2, PTRH2,




CCL5, FAM207A, TTC3, PSMB7,




DDX3X, MTPN, EIF3F,




ENTPD4, STK38L, TRAF4,




TFDP1, ITK, ARL14EP,




SMCHD1, FIBP, CCDC25,




EPB41, MMADHC, SEC11A,




FDPS, AK2, TOMM40, SMG1,




THUMPD2, DENR, RBMX,




PPID, BABAM1, DNMT1,




CPNE3, SPCS1, EIF4E2,




GPATCH8, COA3, SKAP1,




THADA, NDUFS6, CASP3,




MAPKAP1, ABHD10, FTSJ3,




METTL5, CCDC47, NCOA7,




MCM4, MCM5, LAP3, MFN2,




UBE2N, NCOA4, PPM1K,




AAMP, KPNA3, KIAA1191,




SNX10, C1D, VPS29, NDUF136,




CRLF3, FKBP4, FKBP3, PPP3R1,




RNH1, PRKDC, ASNS, VARS,




AKR1A1, FAM107B, UFM1,




CCDC124, NFAT5, APEX1,




CHD3, GPS1, CD99, COTL1,




SMC2, RSBN1, SLBP, PWP1,




PSMG4, CUL4A, SP3, CENPV


Phosphoprotein
193
TGOLN2, OXA1L, STOML2,




RAB1B, UXS1, S1PR1, RAE1,




VPS13D, PTBP3, SUPT5H,




SREK1IP1, EFCAB14, RCOR1,




AARS, WNK1, KRT10,




CCDC137, ERGIC3, EIF2S1,




HARS, ATP5C1, ADSL, LRCH3,




MCTS1, NOC3L, PABPC4,




UBA6, BANF1, HADHA, VPS72,




HTATSF1, CDC40, STX16,




PRPF40A, ATP11B, NDFIP2,




YTHDC1, TKT, TPD52L2,




GCFC2, PTPN11, HYOU1, EI24,




NUP62, MLX, METTL10,




RBMXL1, UTP14A, KAT6A,




SRSF1, UTP18, TCOF1, NFKB2,




RPS19BP1, BOD1L1, COPB2,




WDR36, USP10, STX6, PRPF39,




CCNC, POLR1C, RBBP7,




NOC2L, DOK2, THOC1, USP8,




RPL35, NOB1, HPRT1, NUFIP2,




SRRT, CIR1, CD2BP2, REXO2,




DHX15, TCEA1, USP33, TRIP12,




EXOC2, HCLS1, CWC27,




LMNA, ACLY, ITPR3, ETF1,




PSMD14, PPP1R2, IST1, TCEB3,




PSAT1, TEX10, DNM2, PRPF4B,




CAPZA2, FOXO1, RBM6, MAF1,




TOP1, KDM1A, GTF2E2,




CSNK2A1, ELOVL5, NUDCD1,




DNAJC9, EIF1, DDX39A,




BCL10, ERP29, HMCES,




TMEM126B, TOPBP1, SUZ12,




PYCR1, ADRM1, SMARCE1,




VPS26B, MEAF6, SNX9, CTPS1,




TTC3, FAM207A, PSMB4,




POLE4, DDX3X, MTPN, EIF3F,




ASF1A, STK38L, TRAF4, FGD3,




FDP1, ARL14EP, ITK, SMCHD1,




CCDC25, EPB41, SMG1, AK2,




DENR, RBMX, PSMC4, PPID,




BABAM1, WDR4, DNMT1,




CPNE3, GPATCH8, EIF4E2,




HNRNPA1L2, SKAP1, THADA,




CASP3, MAPKAP1, YRDC,




DDA1, FTSJ3, NCOA7, MCM4,




MCM5, PRPF6, PURA, LAP3,




MIN2, PPM1K, AAMP,




KIAA1191, KPNA3, C1D,




GLRX3, FKBP4, FKBP3,




PPP3R1, RNH1, PRKDC, ASNS,




VARS, RGS10, AKR1A1,




CCDC124, GTF3C6, NFAT5,




APEX1, CHD3, GPS1, CD99,




RSBN1, SMC3, PWP1, SLBP,




CUL4A, SP3, CENPV


GO: 0044822~poly(A) RNA
63
SRSF1, MRPS35, PRPF4B,


binding

UTP18, TCOF1, RBM6, SRP19,




RPS19BP1, TOP1, GTF2E2,




WDR36, USP10, PTBP3, EIF1,




SUPT5H, FTSJ3, DDX39A,




MRPL4, CCDC47, CCDC137,




PURA, NOC2L, PRPF6, UBE2N,




EIF2S1, ATP5C1, SNRPG,




GLRX3, HSD17B10, FKBP4,




NOC3L, FKBP3, PABPC4,




RPL35, PRKDC, NUFIP2, SRRT,




MRPL13, DDX3X, CCDC124,




HTATSF1, CDC40, MRPL54,




DHX15, APEX1, CHD3,




PRPF40A, MRPS26, FDPS,




SMG1, YTHDC1, TPD52L2,




ETF1, UBE2L3, RBMX, SLBP,




MRPL22, MRPL28, CPNE3,




UTP14A, ALG13, EIF4E2,




GPATCH8


GO: 0005654~nucleoplasm
100
TGOLN2, PRPF4B, FOXO1,




MAF1, CNOT7, KLHL7, PRIM1,




TOP1, KDM1A, GTF2E2,




CSNK2A1, SUPT5H, PPP4C,




DDX39A, RCOR1, TOPBP1,




SUZ12, ADRM1, SMARCE1,




SNRPG, CPSF3L, MEAF6,




GNAI2, UBE2V2, BANF1,




VPS72, PSMB4, PSMB7,




HTATSF1, CDC40, ASF1A,




TFDP1, PRPF40A, MRPS26,




FDPS, TOMM40, TKT, RBMX,




GCFC2, PSMC4, PPID,




BABAM1, WDR4, DNMT1,




UTP14A, SNRNP25, KAT6A,




SRSF1, UTP18, NFKB2,




RPS19BP1, BOD1L1, CASP3,




WDR36, MAPKAP1, USP10,




CCNC, POLR1C, RBBP7,




MCM4, MCM5, PRPF6, NOC2L,




UBE2N, TAF11, LAP3, KPNA3,




C1D, THOC1, NXT1, NDUFB6,




USP8, POLR2K, FKBP4, RNH1,




NOB1, PPP3R1, PRKDC, SRRT,




CD2BP2, GTF3C6, NFAT5,




TCEA1, APEX1, USP33, TRIP12,




CHD3, GPS1, LMNA, ACLY,




ITPR3, SMC2, SMC3, SLBP,




PSMD14, CUL4A, SP3, CENPV,




TCEB3, TEX10


Nucleus
128
PRPF4B, RBM6, FOXO1,




TCEAL8, CNOT7, MAF1,




KLHL7, KDM1A, TOP1,




GTF2E2, CSNK2A1, NUDCD1,




RAE1, DNAJC9, PPP4C,




SUPT5H, DDX39A, RCOR1,




TOPBP1, SUZ12, ADRM1,




DCUN1D1, SMARCE1,




TMEM170A, SNRPG, CPSF3L,




MEAF6, NOC3L, BANF1, TTC3,




VPS72, PSMB4, POLE4, PSMB7,




DDX3X, MTPN, HTATSF1,




CDC40, ASF1A, TRAF4, TFDP1,




PRPF40A, FIBP, EPB41,




TMEM120B, YTHDC1, SMG1,




UBE2L3, RBMX, GCFC2,




PTPN11, EI24, NUP62, PSMC4,




PPID, MLX, WDR4, BABAM1,




RBMXL1, DNMT1, CPNE3,




UTP14A, SNRNP25, KAT6A,




HNRNPA1L2, SRSF1, UTP18,




TCOF1, NFKB2, SKAP1,




RPS19BP1, WDR36, MAPKAP1,




USP10, FTSJ3, NCOA7, PRPF39,




CCNC, POLR1C, RBBP7,




MCM4, MCM5, PURA, PRPF6,




NOC2L, UBE2N, TAF11,




EIF5AL1, KPNA3, THOC1, C1D,




NXT1, USP8, POLR2K, FKBP4,




FKBP3, NOB1, PRKDC, NUFIP2,




RGS10, SRRT, CIR1, CD2BP2,




UFM1, REXO2, DHX15, NFAT5,




GTF3C6, TCEA1, APEX1,




TRIP12, CHD3, GPS1, NUB1,




LMNA, PHF11, COTL1, SMC2,




SMC3, RSBN1, SLBP, PWP1,




IST1, SP3, CENPV, TCEB3,




SSNA1, TEX10


Ubl conjugation
59
SRSF1, PRPF4B, TCOF1, RBM6,




FOXO1, NFKB2, MAF1,




BOD1L1, TOP1, EIF1AY, USP10,




SUPT5H, DDX39A, AARS,




WNK1, HMCES, TOPBP1,




RBBP7, MCM4, UBE2N, SUZ12,




MFN2, ADRM1, SMARCE1,




ADSL, C1D, THOC1, SNX9,




MEAF6, USP8, FKBP4, PRKDC,




PTRH2, HPRT1, NUFIP2,




DDX3X, UFM1, NFAT5, TCEA1,




USP33, APEX1, TRAF4, CHD3,




PRPF40A, ITK, SMCHD1,




LMNA, NDFIP2, YTHDC1,




ACLY, UBE2L3, RBMX, RSBN1,




CUL4A, SP3, DNMT1, RBMXL1,




UTP14A, EIF4E2


GO: 0005737~cytoplasm
127
MRPS35, FOXO1, SRP19, MAF1,




KLHL7, GTF2E2, NUDCD1,




RAE1, DNAJC9, EIF1, PDRG1,




PPP4C, DDX39A, BCL10, AARS,




WNK1, KRT10, TOPBP1,




ADRM1, RFK, CST7, EIF2S1,




HARS, LRCH3, MCTS1,




CPSF3L, SNX9, MEAF6,




HSD17B10, GNAI2, PABPC4,




UBA6, UBE2V2, ARF5, PXK,




CCL5, BANF1, TTC3, PSMB4,




PSMB7, DDX3X, STX16,




STK38L, TRAF4, FGD3,




PRPF40A, ARL14EP, EPB41,




MMADHC, FDPS, NDFIP2,




TOMM40, SMG1, TPD52L2,




UBE2L3, PTPN11, EI24, NUP62,




PSMC4, PPID, MLX, METTL10,




WDR4, BABAM1, DNMT1,




CPNE3, EIF4E2, SNRNP25,




SRSF1, HNRNPA1L2, TCOF1,




UFC1, NFKB2, SKAP1,




RPS19BP1, CASP3, MAPKAP1,




USP10, YRDC, PURA, NOC2L,




UBE2N, LAP3, AAMP, KPNA3,




KIAA1191, THOC1, C1D,




VPS29, NXT1, USP8, CRLF3,




FKBP4, RNH1, RPL35, HPRT1,




NUFIP2, SRRT, CIR1, CCDC124,




CD2BP2, UFM1, DHX15,




NFAT5, TSTA3, USP33, APEX1,




TRIP12, CHD3, GPS1, NUB1,




HCLS1, LMNA, CD99, ACLY,




COTL1, ITPR3, ETF1, SMC2,




SMC3, SLBP, MRPL28, SP3,




CENPV, PSAT1, TEX10, DNM2


Protein biosynthesis
16
AARS, DENR, VARS, ETF1,




MTIF3, EIF2S1, EIF5AL1, EIF3F,




EIF1AY, HARS, TCEB3, TCEA1,




EIF1, SUPT5H, MCTS1, EIF4E2


mRNA splicing
20
HNRNPA1L2, SRSF1, DDX39A,




PRPF4B, YTHDC1, PRPF39,




RBMX, GCFC2, PRPF6, CIR1,




CD2BP2, CDC40, DHX15,




RBMXL1, PTBP3, SREK1IP1,




SNRNP25, THOC1, SNRPG,




PRPF40A


Mitochondrion
43
HSD17B10, MRPS35, OXA1L,




NDUFB6, MRPS33, COA3,




FKBP4, TIMM10, STOML2,




PTRH2, MTIF3, HADHA,




NDUFS6, MRPL13, ATAD3B,




DDX3X, TIMM9, REXO2,




MRPL54, ABHD10, YRDC,




APEX1, GCDH, MRPS26,




MRPL4, NDUFA2, MMADHC,




HCLS1, AK2, TOMM40,




TMEM126B, SOD2, MFN2,




PYCR1, MRPL22, MRPL28,




PPM1K, CLPP, ATP5C1,




MRPL48, SLC25A39, BCO2,




HIGD2A


Isopeptide bond
43
SRSF1, MEAF6, PRPF4B,




FKBP4, TCOF1, RBM6, NFKB2,




PTRH2, MAF1, HPRT1, NUFIP2,




BOD1L1, TOP1, DDX3X, UFM1,




EIF1AY, NFAT5, TCEA1,




SUPT5H, PRPF40A, CHD3,




DDX39A, SMCHD1, HMCES,




LMNA, YTHDC1, ACLY,




RBBP7, RBMX, RSBN1, UBE2N,




SUZ12, ADRM1, CUL4A,




SMARCE1, SP3, RBMXL1,




ADSL, DNMT1, UTP14A,




EIF4E2, THOC1, C1D


GO: 0005515~protein binding
145
OXA1L, PRPF4B, RAB1B,




STOML2, FOXO1, CNOT7,




KDM1A, C1ORF109, TOP1,




GTF2E2, CSNK2A1, ELOVL5,




PPP4C, SUPT5H, SREK1IP1,




DDX39A, BCL10, RCOR1,




ARL16, TOPBP1, SUZ12,




ADRM1, PYCR1, DCUN1D1,




SMARCE1, EIF2S1, CLPP,




TMEM170A, MRPL48, SNRPG,




CPSF3L, SNX9, MEAF6,




HSD17B10, GNAI2, UBA6,




UBE2V2, ARF5, PTRH2, CCL5,




BANF1, TTC3, VPS72, POLE4,




PSMB7, DDX3X, STX16, EIF3F,




TMED10, STK38L, ASF1A,




TRAF4, TFDP1, PRPF40A, ITK,




HPCAL1, EPB41, TSR2,




MMADHC, ATP11B, YTHDC1,




NDFIP2, SMG1, UBE2L3,




RBMX, PTPN11, PSMC4,




NUP62, PPID, WDR4, BABAM1,




DNMT1, SPCS1, CPNE3,




HSPA13, EIF4E2, SNRNP25,




KAT6A, SRSF1, COA3, UFC1,




NFKB2, SKAP1, RPS19BP1,




CASP3, USP10, STX6, CCNC,




POLR1C, RBBP7, MCM4,




MCM5, PURA, PRPF6, NOC2L,




MFN2, UBE2N, TAF11, PPM1K,




KPNA3, SNX10, THOC1, C1D,




VPS29, GLRX3, NXT1, USP8,




CRLF3, FKBP4, RNH1, PPP3R1,




PRKDC, HPRT1, VARS,




NUFIP2, SRRT, MRPL13, CIR1,




CD2BP2, DHX15, GTF3C6,




USP33, APEX1, EXOC2, TRIP12,




CHD3, NUB1, HCLS1, LMNA,




ACLY, ITPR3, ETF1, SMC2,




SMC3, SLBP, PSMD14, PPP1R2,




CUL4A, MRPL28, IST1, SP3,




CKS2, TCEB3, SSNA1, DNM2


mRNA processing
21
HNRNPA1L2, SRSF1, DDX39A,




PRPF4B, YTHDC1, PRPF39,




RBMX, GCFC2, SLBP, PRPF6,




CIR1, CD2BP2, CDC40, DHX15,




RBMXL1, PTBP3, SREK1IP1,




SNRNP25, THOC1, SNRPG,




PRPF40A


GO: 0005739~mitochondrion
47
HSD17B10, MRPS35, OXA1L,




NDUFB6, MRPS33, COA3,




FKBP4, DTYMK, PPP3R1,




TIMM10, FOXO1, RAB1B,




PTRH2, SRP19, VARS, UXS1,




MTIF3, HADHA, TIMM9,




REXO2, ABHD10, YRDC,




APEX1, TFDP1, GCDH,




MRPS26, MRPL4, FIBP,




MMADHC, HCLS1, AARS,




NDFIP2, TOMM40, PTPN11,




SOD2, MIN2, LAP3, PYCR1,




MRPL22, MRPL28, RFK,




PPM1K, CLPP, HARS, ATP5C1,




ADSL, BCO2


GO: 0005743~mitochondrial
24
MRPS35, MRPS26, MRPL4,


inner membrane

NDUFA2, OXA1L, MRPS33,




NDUFB6, TIMM10, STOML2,




AK2, TMEM126B, HADHA,




SOD2, NDUFS6, MRPL22,




MRPL13, ATAD3B, MRPL28,




TIMM9, MRPL54, ATP5C1,




MRPL48, SLC25A39, HIGD2A


Cytoplasm
106
RAB1B, STOML2, FOXO1,




CNOT7, MAF1, SRP19, WDR73,




NUDCD1, RAE1, DNAJC9,




PDRG1, PPP4C, DDX39A,




BCL10, AARS, WNK1, TOPBP1,




ADRM1, RFK, CST7, HARS,




VPS26B, MCTS1, SNRPG,




CPSF3L, SNX9, GNAI2,




PABPC4, ARF5, PXK, BANF1,




PSMB4, PSMB7, DDX3X,




MTPN, EIF3F, STX16, STK38L,




TRAF4, FGD3, ARL14EP, ITK,




EPB41, MMADHC, FDPS,




SMG1, UBE2L3, PTPN11, EI24,




NUP62, PSMC4, PPID, ARF3,




MLX, METTL10, BABAM1,




CPNE3, HNRNPA1L2, SRSF1,




NFKB2, SKAP1, COPB2, CASP3,




USP10, UBE2N, LAP3, EIF5AL1,




AAMP, KPNA3, KIAA1191,




SNX10, THOC1, C1D, VPS29,




GLRX3, NXT1, USP8, CRLF3,




FKBP4, RNH1, PPP3R1, HPRT1,




NUFIP2, RGS10, SRRT, CIR1,




CCDC124, CD2BP2, UFM1,




REXO2, NFAT5, APEX1, USP33,




CHD3, GPS1, HCLS1, ACLY,




COTL1, ETF1, SMC2, SLBP,




IST1, CENPV, SSNA1, TEX10,




DNM2


GO: 0005634~nucleus
122
DTYMK, RBM6, FOXO1,




TCEAL8, SRP19, CNOT7, MAF1,




KLHL7, KDM1A, TOP1,




GTF2E2, CSNK2A1, NUDCD1,




RAE1, DNAJC9, PTBP3, EIF1,




PPP4C, SUPT5H, IFRD2,




DDX39A, BCL10, RCOR1,




KRT10, TOPBP1, SUZ12,




ADRM1, DCUN1D1, SMARCE1,




EIF2S1, PABPC4, NOC3L,




UBE2V2, PXK, BANF1, TTC3,




VPS72, PSMB4, POLE4, PSMB7,




DDX3X, MTPN, HTATSF1,




ASF1A, TRAF4, TFDP1, EPB41,




FIBP, TSR2, YTHDC1, SMG1,




TKT, UBE2L3, RBMX, GCFC2,




PTPN11, PSMC4, PPID, MLX,




WDR4, BABAM1, RBMXL1,




DNMT1, CPNE3, SNRNP25,




KAT6A, SRSF1, UTP18, TCOF1,




NFKB2, SKAP1, CASP3,




MAPKAP1, USP10, FTSJ3,




NCOA7, CCNC, RBBP7, MCM4,




MCM5, PURA, PRPF6, NOC2L,




UBE2N, LAP3, NCOA4, KPNA3,




SNX10, THOC1, C1D, GLRX3,




POLR2K, FKBP3, NUFIP2,




RGS10, CIR1, CD2BP2, UFM1,




REXO2, DHX15, NFAT5,




TCEA1, APEX1, TRIP12, CHD3,




NUB1, HCLS1, LMNA, PHF11,




COTL1, ETF1, SMC2, SMC3,




RSBN1, SLBP, PWP1, PSMD14,




SP3, CENPV, TCEB3, SSNA1,




DNM2


Chaperone
15
FKBP4, TIMM10, DNAJB14,




CNPY3, MESDC2, TMEM126B,




RBBP7, COTL1, HYOU1,




PSMG4, DNAJC9, PPID, TIMM9,




PDRG1, ASF1A


Ribonucleoprotein
18
HNRNPA1L2, MRPS35,




MRPS26, MRPL4, MRPS33,




RPL35, RPL39, SRP19, RBMX,




RPS19BP1, SLBP, MRPL22,




MRPL13, MRPL28, MRPL54,




RBMXL1, MRPL48, SNRPG


GO: 0005730~nucleolus
34
MEAF6, UTP18, NOC3L,




TCOF1, RPL35, PRKDC, SRP19,




MAF1, RPS19BP1, TTC3,




KLHL7, TOP1, WDR36, RAE1,




REXO2, DHX15, TCEA1,




APEX1, FTSJ3, CHD3, NUB1,




CCDC137, ITPR3, SMC2,




GCFC2, PWP1, NOC2L, SUZ12,




UBE2N, PPID, UTP14A, TEX10,




KAT6A, C1D


GO: 0003723~RNA binding
27
HNRNPA1L2, SRSF1, PABPC4,




RBM6, CNOT7, RPL39, NUFIP2,




DDX3X, RAE1, HTATSF1,




PTBP3, PRPF40A, MRPL4,




YTHDC1, THUMPD2, ETF1,




RBBP7, RBMX, PRPF6, PURA,




SUZ12, SMARCE1, DNMT1,




RBMXL1, THOC1, C1D, SNRPG


GO: 0005829~cytosol
83
TGOLN2, CAPZA2, DTYMK,




FOXO1, NFKB2, SRP19, MAF1,




CNOT7, SKAP1, COPB2, CASP3,




WDR73, CSNK2A1, S1PR1,




MAPKAP1, ABHD10, STX6,




BCL10, AARS, WNK1, POLR1C,




MFN2, UBE2N, DOK2, RFK,




EIF2S1, HARS, ADSL, VPS26B,




KPNA3, SNRPG, VPS29, NXT1,




USP8, GNAI2, POLR2K, FKBP4,




PPP3R1, NOB1, RPL35, UBA6,




CTPS1, PRKDC, ASNS, HPRT1,




VARS, RPL39, PTRH2, BANF1,




PSMB4, RGS10, PSMB7,




AKR1A1, MTPN, EIF3F, STX16,




TSTA3, EXOC2, TRIP12, FGD3,




ITK, MMADHC, LMNA, FDPS,




AK2, SMG1, TKT, ACLY,




ITPR3, ETF1, SMC2, SMC3,




PTPN11, SLBP, PSMD14,




PSMC4, IST1, WDR4, CPNE3,




PSAT1, SSNA1, EIF4E2, DNM2


GO: 0000398~mRNA
15
SRSF1, DDX39A, PRPF4B,


splicing, via spliceosome

POLR2K, CWC27, RBMX,




PRPF6, SRRT, CD2BP2,




HTATSF1, CDC40, DHX15,




SNRNP25, SNRPG, PRPF40A


Initiation factor
8
EIF2S1, EIF1AY, EIF3F, EIF1,




DENR, MCTS1, MTIF3, EIF4E2


GO: 0003743~translation
8
EIF2S1, EIF1AY, EIF3F, EIF1,


initiation factor activity

DENR, MCTS1, MTIF3, EIF4E2


GO: 0070125~mitochondrial
9
MRPS35, MRPS26, MRPL22,


translational elongation

MRPL4, MRPL13, MRPS33,




MRPL28, MRPL54, MRPL48


mutagenesis site
55
SRSF1, TGOLN2, FOXO1, UFC1,




RAB1B, NFKB2, SKAP1,




KDM1A, TOP1, S1PR1, USP10,




SUPT5H, PPP4C, BCL10,




NCOA7, UBE2N, MFN2,




PPM1K, NCOA4, EIF5AL1,




MCTS1, THOC1, CPSF3L,




VPS29, NXT1, PRKDC, UBA6,




ASNS, PXK, BANF1, DDX3X,




AKR1A1, UFM1, HTATSF1,




REXO2, ASF1A, STK38L,




USP33, APEX1, GCDH, EPB41,




NUB1, LMNA, SMG1, COTL1,




SLBP, PTPN11, SOD2, CUL4A,




SP3, IST1, CENPV, DNMT1,




EIF4E2, KAT6A


GO: 0070126~mitochondrial
9
MRPS35, MRPS26, MRPL22,


translational termination

MRPL4, MRPL13, MRPS33,




MRPL28, MRPL54, MRPL48


Ribosomal protein
12
MRPS35, MRPS26, MRPL22,




MRPL4, MRPL13, MRPS33,




MRPL28, MRPL54, RPL35,




MRPL48, RPL39, RPS19BP1


transit peptide:
20
GCDH, MRPS35, MRPS26,


Mitochondrion

OXA1L, MMADHC, PTRH2,




MTIF3, HADHA, SOD2,




NDUFS6, MRPL22, MRPL28,




PPM1K, CLPP, REXO2,




MRPL54, ATP5C1, ABHD10,




YRDC, MRPL48


RNA-binding
24
HNRNPA1L2, DDX39A, SRSF1,




PABPC4, AARS, YTHDC1,




RBM6, THUMPD2, CNOT7,




SRP19, RBMX, NUFIP2, SLBP,




DDX3X, EIF5AL1, HTATSF1,




EIF2S1, RBMXL1, PTBP3,




APEX1, EIF4E2, THOC1, C1D,




SNRPG


Transit peptide
21
GCDH, MRPS35, MRPS26,




OXA1L, MMADHC, STOML2,




PTRH2, MTIF3, HADHA, SOD2,




NDUFS6, MRPL22, MRPL28,




PPM1K, REXO2, CLPP,




MRPL54, ATP5C1, ABHD10,




YRDC, MRPL48


GO: 0008380~RNA splicing
12
HNRNPA1L2, CIR1, PRPF4B,




CDC40, DHX15, RBMXL1,




PTBP3, SREK1IP1, SNRNP25,




THOC1, PRPF6, SNRPG


Protein transport
22
VPS29, NXT1, STX6, SNX9,




KDELR2, TIMM10, RAB1B,




TOMM40, ARF5, LMAN2,




COPB2, NUP62, PPID, EIF5AL1,




ARF3, STX16, TIMM9, TMED10,




VPS26B, KPNA3, SNX10,




EXOC2


GO: 0006406~mRNA
9
NXT1, SRSF1, DDX39A, NUP62,


export from nucleus

RAE1, CDC40, SMG1, SLBP,




THOC1


GO: 0016607~nuclear
12
NXT1, SRSF1, CIR1, DDX3X,


speck

CD2BP2, NOC3L, LMNA,




YTHDC1, APEX1, THOC1,




PRPF6, PRPF40A


Coiled coil
65
MRPS35, COA3, TCOF1, RBM6,




STOML2, TCEAL8, NFKB2,




THADA, COPB2, KDM1A,




TOP1, ATAD3B, DNAJC9,




SREK1IP1, SUPT5H, FTSJ3,




STX6, RCOR1, WNK1, CNPY3,




CCDC47, NCOA7, KRT10,




CCDC137, PURA, MFN2,




SMARCE1, EIF2S1, HARS,




MEAF6, USP8, CRLF3, FKBP4,




NOC3L, ARF5, VARS, TTC3,




SRRT, FAM107B, CCDC124,




STX16, EXOC2, TRAF4, CHD3,




SMCHD1, CCDC25, NUB1,




CWC27, HCLS1, TMEM120B,




LMNA, SMG1, YTHDC1,




TPD52L2, ITPR3, SMC2, GCFC2,




SMC3, NUP62, PSMC4, IST1,




MLX, UTP14A, SSNA1,




GPATCH8


GO: 0003682~chromatin
17
NOC3L, FOXO1, NFKB2,


binding

RBMX, SMC3, MCM5, NOC2L,




KDM1A, TOP1, SMARCE1,




NUP62, SP3, CKS2, DNMT1,




SUPT5H, ASF1A, TEX10


Repressor
20
RCOR1, CCNC, NFKB2, MAF1,




CNOT7, RBBP7, RBMX, GCFC2,




NOC2L, SUZ12, KDM1A, CIR1,




SP3, MLX, DNMT1, PTBP3,




SUPT5H, APEX1, C1D, KAT6A


hsa03040: Spliceosome
10
HNRNPA1L2, SRSF1, CDC40,




DHX15, RBMXL1, RBMX,




THOC1, PRPF6, PRPF40A,




SNRPG


GO: 0032784~regulation of
4
HTATSF1, TCEA1, SUPT5H,


DNA-templated transcription,

THOC1


elongation




hsa03008: Ribosome
8
NXT1, WDR36, CSNK2A1,


biogenesis in eukalyotes

UTP18, REXO2, TCOF1, NOB1,




UTP14A


Mitochondrion inner
12
NDUFS6, NDUFA2, OXA1L,


membrane

NDUFB6, ATAD3B, COA3,




TIMM9, TIMM10, ATP5C1,




STOML2, SLC25A39, HIGD2A


GO: 0006270~DNA
5
PRIM1, TOPBP1, MCM4,


replication initiation

MCM5, PURA


Neuropathy
7
MFN2, AARS, LMNA, HARS,




WNK1, DNMT1, DNM2


GO: 0006890~retrograde
7
COPB2, KDELR2, ARF3,


vesicle-mediated transport,

TMED10, RAB1B, LMAN2,


Golgi to ER

ARF5


GO: 0006405~RNA export
6
NXT1, SRSF1, DDX39A, NUP62,


from nucleus

CDC40, THOC1


Spliceosome
8
HNRNPA1L2, SRSF1, PRPF4B,




CDC40, RBMX, SNRNP25,




PRPF6, SNRPG


SM00968: SM00968
3
SMCHD1, SMC2, SMC3


GO: 0006368~transcription
7
TAF11, ADRM1, GTF2E2,


elongation from RNA

POLR2K, TCEB3, TCEA1,


polymerase II promoter

SUPT5H


Chromatin regulator
12
SUZ12, KDM1A, MEAF6,




SMARCE1, RCOR1, BABAM1,




DNMT1, RBBP7, ASF1A, VPS72,




CHD3, KAT6A


GO: 0071013~catalytic
7
SRSF1, PRPF4B, CWC27,


step 2 spliceosome

CDC40, RBMX, PRPF6, SNRPG


GO: 0006511~ubiquitin-
10
UBE2N, PSMD14, USP8,


dependent protein catabolic

CUL4A, NUB1, UBA6, USP10,


process

UBE2L3, USP33, TTC3


DNA repair
12
UBE2N, PSMD14, CUL4A,




BABAM1, SMG1, PRKDC,




TOPBP1, USP10, APEX1, SMC3,




TRIP12, BOD1L1


GO: 0050852~T cell
9
UBE2N, ITK, BCL10, PSMB4,


receptor signaling pathway

PSMD14, PSMB7, PSMC4,




STOML2, SKAP1


IPR010935: SMCs flexible
3
SMCHD1, SMC2, SMC3


hinge




GO: 0006369~termination
6
SRSF1, DDX39A, CDC40, SLBP,


of RNA polymerase II

THOC1, SNRPG


transcription




GO: 0000784~nuclear
8
KDM1A, SMCHD1, PRKDC,


chromosome, telomeric

APEX1, MCM4, MCM5, THOC1,


region

PURA


DNA damage
13
PRKDC, SMG1, TOPBP1, SMC3,




BOD1L1, UBE2N, PSMD14,




CUL4A, BABAM1, USP10,




APEX1, MCTS1, TRIP12


GO: 1901796~regulation of
8
TAF11, MEAF6, CSNK2A1,


signal transduction by p53

TOPBP1, RBBP7, CHD3,


class mediator

KAT6A, NOC2L


GO: 0038061~NIK/NF-
6
PSMB4, PSMD14, PSMB7,


kappaB signaling

PSMC4, NFKB2, PPP4C


Nucleotide-binding
40
PRPF4B, GNAI2, DTYMK,




CTPS1, RAB1B, UBA6, PRKDC,




ASNS, ARF5, VARS, HPRT1,




ATAD3B, CSNK2A1, DDX3X,




DHX15, STK38L, CHD3,




DDX39A, ITK, AARS, ATP11B,




WNK1, AK2, SMG1, ACLY,




ARL16, UBE2L3, MCM4, SMC2,




MCM5, SMC3, MFN2, UBE2N,




HYOU1, PSMC4, RFK, ARF3,




HARS, HSPA13, DNM2


GO: 0043234~protein
15
BCL10, OXA1L, EPB41, FKBP4,


complex

PXK, VPS72, PTPN11, UBE2N,




KDM1A, SMARCE1, NUP62,




DNMT1, USP10, ASF1A, DNM2


Translation, ribosomal
6
CPSF3L, METTL5, EIF2S1,


structure and biogenesis

HARS, MCTS1, MTIF3


GO: 0005694~chromosome
7
TOP1, PRPF4B, SMCHD1,




CCDC137, TOPBP1, SMC3,




BOD1L1


Charcot-Marie-Tooth
5
MFN2, AARS, LMNA, HARS,


disease

DNM2


GO: 0005758~mitochondrial
6
DTYMK, REXO2, TIMM9,


intermembrane space

TIMM10, AK2, STOML2


GO: 0070536~protein
4
PSMD14, USP8, BABAM1,


K63-linked deubiquitination

USP33


Activator
19
MEAF6, FOXO1, NCOA7,




PHF11, CCNC, NFKB2, RBMX,




PURA, SRRT, NCOA4, SP3,




HTATSF1, MLX, NFAT5,




DNMT1, SUPT5H, APEX1,




KAT6A, TFDP1


Proteasome
5
PSMB4, ADRM1, PSMD14,




PSMB7, PSMC4


GO: 0032790~ribosome
3
DENR, MCTS1, MTIF3


disassembly




hsa03013: RNA transport
10
NXT1, NUP62, RAE1, EIF2S1,




EIF1AY, PABPC4, EIF3F, EIF1,




EIF4E2, THOC1


GO: 0043130~ubiquitin
6
UBE2N, BCL10, NUP62, RAE1,


binding

CKS2, USP33


GO: 0043022~ribosome
5
EIF5AL1, EIF2S1, SPCS1, ETF1,


binding

MTIF3


Isomerase
7
TOP1, FKBP4, CWC27, PPID,




FKBP3, TOPBP1, TSTA3


Ubl conjugation pathway
19
USP8, UFC1, UBA6, UBE2V2,




UBE2L3, TTC3, UBE2N, KLHL7,




DCUN1D1, PSMD14, CUL4A,




UFM1, EIF3F, BABAM1, DDA1,




USP10, USP33, ALG13, TRIP12


Elongation factor
4
EIF5AL1, TCEB3, TCEA1,




SUPT5H


ATP-binding
32
PRPF4B, DTYMK, CTPS1,




UBA6, PRKDC, ASNS, VARS,




ATAD3B, CSNK2A1, DDX3X,




DHX15, STK38L, CHD3,




DDX39A, ITK, AARS, ATP11B,




WNK1, SMG1, AK2, ACLY,




UBE2L3, SMC2, MCM4, MCM5,




SMC3, UBE2N, HYOU1, PSMC4,




RFK, HARS, HSPA13


Cell division
13
SNX9, ATAD3B, GNAI2,




CCDC124, IST1, CDC40, CKS2,




CENPV, BABAM1, SMC2,




SMC3, MCM5, PRPF40A


SM00320: WD40
10
COPB2, WDR36, WDR73,




UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


hsa01130: Biosynthesis of
11
GCDH, HSD17B10, PYCR1,


antibiotics

AKR1A1, FDPS, ADSL, AK2,




ACLY, TKT, PSAT1, HADHA


GO: 0006457~protein
9
CSNK2A1, GNAI2, FKBP4,


folding

CWC27, PPID, ERP29, AARS,




MESDC2, PDRG1


hsa03060: Protein export
4
OXA1L, SEC11A, SPCS1, SRP19


ER-Golgi transport
6
COPB2, KDELR2, ARF3,




TMED10, ARF5, ERGIC3


Cell cycle
18
SNX9, USP8, GNAI2, SMC2,




MCM4, SMC3, MCM5,




ATAD3B, CSNK2A1, CCDC124,




IST1, CDC40, BABAM1,




CENPV, CKS2, MCTS1, TFDP1,




PRPF40A


GO: 0045739~positive
4
UBE2N, BABAM1, UBE2V2,


regulation of DNA repair

APEX1


GO: 0050699~WW domain
4
NDFIP2, TCEAL8, TRAF4,


binding

DNM2


GO: 0000502~proteasome
5
PSMB4, ADRM1, PSMD14,


complex

PSMB7, PSMC4


GO: 0005794~Golgi
23
TGOLN2, STX6, KDELR2,


apparatus

USP8, ATP11B, NDFIP2,




RAB1B, TOPBP1, ARF5,




LMAN2, ERGIC3, PWP1, TAF11,




EI24, SP3, ARF3, MAPKAP1,




STX16, TMED10, USP33, FGD3,




DNM2, KAT6A


GO: 0038095~Fc-epsilon
8
UBE2N, ITK, BCL10, PSMB4,


receptor signaling pathway

PSMD14, PSMB7, PSMC4,




PPP3R1


GO: 0005840~ribosome
8
MRPL4, MRPL13, MRPS33,




EIF2S1, MRPL54, RPL35,




APEX1, RPS19BP1


Rotamase
4
FKBP4, CWC27, PPID, FKBP3


GO: 0030133~transport
6
TGOLN2, COPB2, KDELR2,


vesicle

ERP29, TMED10, RAB1B


hsa00240: Pyrimidine
7
PRIM1, POLE4, POLR2K,


metabolism

DTYMK, CTPS1, POLR1C,




ENTPD4


repeat: WD 3
10
COPB2, WDR36, WDR73,




UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


GO: 0010494~cytoplasmic
4
DDX3X, EIF2S1, PABPC4,


stress granule

NUFIP2


GO: 0003746~translation
4
EIF5AL1, TCEB3, TCEA1,


elongation factor activity

SUPT5H


GO: 0006303~double-strand
5
UBE2N, PSMD14, BABAM1,


break repair via

PRKDC, UBE2V2


nonhomologous end joining




GO: 0006626~protein
4
MFN2, TIMM9, TIMM10,


targeting to mitochondrion

TOMM40


GO: 0032981~mitochondrial
5
NDUFS6, NDUFA2, OXA1L,


respiratory chain complex I

NDUFB6, TMEM126B


assembly




WD repeat
10
COPB2, WDR36, WDR73,




UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


active site: Glycyl thioester
5
UBE2N, UFC1, UBA6, UBE2L3,


intermediate

TRIP12


GO: 0061077~chaperone-
4
CSNK2A1, FKBP4, PPID, FKBP3


mediated protein folding




GO: 0003713~transcription
10
TAF11, BCL10, SMARCE1,


coactivator activity

NCOA4, NFKB2, UBE2L3,




APEX1, PRPF6, KAT6A, TFDP1


repeat: WD 1
10
COPB2, WDR36, WDR73,




UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


repeat: WD 2
10
COPB2, WDR36, WDR73,




UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


Chromosomal rearrangement
11
SUZ12, HSD17B10, BCL10,




TOP1, MEAF6, NCOA4, FOXO1,




TCEA1, NFKB2, THADA,




KAT6A


GO: 0006974~cellular
9
DDX39A, CASP3, CUL4A,


response to DNA damage

FOXO1, TOPBP1, USP10,


stimulus

MCTS1, TRIP12, BOD1L1


IPR001680: WD40 repeat
10
COPB2, WDR36, WDR73,




UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


SM00360: RRM
8
HNRNPA1L2, SRSF1, HTATSF1,




PABPC4, RBMXL1, RBM6,




PTBP3, RBMX


GO: 0005643~nuclear pore
5
NXT1, NUP62, RAE1, EIF5AL1,




KPNA3


GO: 0006412~translation
10
MRPL22, MRPL4, MRPL13,




MRPS33, MRPL28, PABPC4,




HARS, RPL35, SLC25A39,




RPL39


GO: 0006450~regulation of
3
AARS, YRDC, VARS


translational fidelity




GO: 0004407~histone
4
KDM1A, RCOR1, RBBP7, CHD3


deacetylase activity




GO: 0006413~translational
7
EIF2S1, EIF1AY, EIF3F, RPL35,


initiation

EIF1, RPL39, EIF4E2


GO: 0051301~cell division
12
ATAD3B, GNAI2, CCDC124,




IST1, CDC40, CKS2, CENPV,




BABAM1, SMC2, MCM5, SMC3,




PRPF40A


GO: 0042795~snRNA
5
TAF11, CPSF3L, SRRT, GTF2E2,


transcription from RNA

POLR2K


polymerase II promoter




GO: 0005682~U5 snRNP
3
CD2BP2, PRPF6, SNRPG


GO: 0071004~U2-type
3
PRPF39, PRPF40A, SNRPG


prespliceosome




GO: 0002223~stimulatory
6
UBE2N, BCL10, PSMB4,


C-type lectin receptor

PSMD14, PSMB7, PSMC4


signaling pathway




GO: 0031072~heat shock
4
FKBP4, DNAJC9, PPID, LMAN2


protein binding




GO: 0005759~mitochondrial
11
GCDH, HSD17B10, PYCR1,


matrix

PPM1K, DTYMK, REXO2,




CLPP, ATP5C1, ABHD10, BCO2,




SOD2


GO: 0008565~protein
5
VPS29, TIMM9, TIMM10,


transporter activity

KPNA3, VPS26B


GO: 0031372~UBC13-
2
UBE2N, UBE2V2


MMS2 complex




GO: 0042101~T cell receptor
3
BCL10, STOML2, SKAP1


complex




GO: 0016581~NuRD
3
CSNK2A1, RBBP7, CHD3


complex




GO: 0006376~mRNA splice
3
SRSF1, YTHDC1, RBMXL1


site selection




GO: 0051262~protein
4
OXA1L, ADSL, CCL5, UXS1


tetramerization




GO: 0005524~ATP binding
35
PRPF4B, FKBP4, DTYMK,




CTPS1, UBA6, PRKDC, ASNS,




PXK, VARS, ATAD3B,




CSNK2A1, DDX3X, DHX15,




STK38L, CHD3, DDX39A, ITK,




SMCHD1, AARS, ATP11B,




WNK1, SMG1, AK2, ACLY,




UBE2L3, SMC2, MCM4, MCM5,




SMC3, UBE2N, HYOU1,




PSMC4, RFK, HARS, HSPA13


GO: 0003735~structural
9
MRPS35, MRPL22, MRPL4,


constituent of ribosome

MRPL13, MRPS33, MRPL28,




RPL35, SLC25A39, RPL39


Transcription
46
MEAF6, POLR2K, FOXO1,




TCEAL8, NFKB2, MAF1,




CNOT7, VPS72, PRIM1, SRRT,




KDM1A, GTF2E2, CSNK2A1,




CIR1, DDX3X, HTATSF1,




GTF3C6, NFAT5, TCEA1,




SUPT5H, ASF1A, APEX1,




TFDP1, CHD3, RCOR1, NCOA7,




POLR1C, CCNC, PHF11, RBBP7,




UBE2L3, RBMX, GCFC2, PURA,




NOC2L, TAF11, SUZ12, NCOA4,




MLX, SP3, TCEB3, DNMT1,




MCTS1, THOC1, KAT6A, C1D


GO: 0000413~protein
4
FKBP4, CWC27, PPID, FKBP3


peptidyl-prolyl isomerization




repeat: WD 4
9
COPB2, WDR36, UTP18, RAE1,




CDC40, AAMP, WDR4, RBBP7,




PWP1


GO: 0005685~U1 snRNP
3
PRPF39, PRPF40A, SNRPG


hsa03030: DNA replication
4
PRIM1, POLE4, MCM4, MCM5


rRNA processing
5
WDR36, TSR2, UTP18, FTSJ3,




C1D


GO: 0007077~mitotic
4
NUP62, RAE1, LMNA, BANF1


nuclear envelope disassembly




IPR012340: Nucleic acid-
5
EIF5AL1, EIF2S1, EIF1AY,


binding, OB-fold

MCM4, MCM5


GO: 0048037~cofactor
3
ACLY, TKT, ASNS


binding




compositionally biased
8
HTATSF1, TCOF1, MRPL48,


region: Poly-Lys

TTC3, RSBN1, THADA, CHD3,




KAT6A


GO: 0006886~intracellular
9
STX6, VPS29, SNX9, COPB2,


protein transport

KDELR2, STX16, ERP29,




TMED10, VPS26B


GO: 0005545~1-
3
SNX9, EPB41, SNX10


phosphatidylinositol binding




IPR019775: WD40 repeat,
7
WDR36, UTP18, RAE1, CDC40,


conserved site

AAMP, RBBP7, PWP1


GO: 0003755~peptidyl-prolyl
4
FKBP4, CWC27, PPID, FKBP3


cis-trans isomerase activity




GO: 0031625~ubiquitin
10
MFN2, UBE2N, BCL10, SNX9,


protein ligase binding

CUL4A, FOXO1, UBE2V2,




UBE2L3, EIF4E2, TRAF4


GO: 0008134~transcription
10
KDM1A, BCL10, DDX3X,


factor binding

RCOR1, PPID, MLX, PRKDC,




KAT6A, TFDP1, PURA


GO: 0071008~U2-type
2
DHX15, GCFC2


post-mRNA release




spliceosomal complex




GO: 1900087~positive
3
DDX3X, CUL4A, APEX1


regulation of G1/S




transition of mitotic cell




cycle




SM00361: RRM_1
3
PABPC4, RBMXL1, RBMX


IPR017986: WD40-repeat-
10
COPB2, WDR36, WDR73,


containing domain

UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


GO: 0031124~mRNA
4
SRSF1, DDX39A, CDC40,


3′-end processing

THOC1


Protease
14
LAP3, PSMB4, PSMD14, CASP3,




PSMB7, USP8, SEC11A, EIF3F,




CLPP, HMCES, SPCS1, USP10,




USP33, ALG13


GO: 0051443~positive
3
UBE2N, DCUN1D1, UBE2L3


regulation of ubiquitin-




protein transferase activity




GO: 0006521~regulation of
4
PSMB4, PSMD14, PSMB7,


cellular amino acid

PSMC4


metabolic process




GO: 0032481~positive
4
POLR2K, PRKDC, POLR1C,


regulation of type I

NFKB2


interferon production




hsa05010: Alzheimer's
8
HSD17B10, NDUFS6, NDUFA2,


disease

CASP3, NDUFB6, PPP3R1,




ATP5C1, ITPR3


Amino-acid biosynthesis
3
PYCR1, ASNS, PSAT1


GO: 0017053~transcriptional
4
SMARCE1, RCOR1, SP3, C1D


repressor complex




Hydrolase
33
CPSF3L, USP8, PTRH2, CNOT7,




PSMB4, CASP3, PSMB7,




DDX3X, REXO2, EIF3F, DHX15,




ABHD10, USP10, ENTPD4,




PPP4C, USP33, APEX1, CHD3,




DDX39A, SEC11A, HMCES,




ATP11B, MCM4, MCM5,




PTPN11, LAP3, MFN2, PSMD14,




PPM1K, CLPP, SPCS1, ALG13,




DNM2


IPR012677: Nucleotide-
9
HNRNPA1L2, SRSF1, SRRT,


binding, alpha-beta plait

HTATSF1, PABPC4, RBMXL1,




RBM6, PTBP3, RBMX


GO: 0001731~formation of
3
EIF3F, DENR, MCTS1


translation preinitiation




complex




Helicase
6
DDX39A, DDX3X, DHX15,




MCM4, MCM5, CHD3


GO: 0005802~trans-Golgi
6
TGOLN2, STX6, LAP3, SNX9,


network

STX16, DNM2


IPR016135: Ubiquitin-
4
UBE2N, UFC1, UBE2V2,


conjugating enzyme/RWD-

UBE2L3


like




GO: 0006357~regulation of
13
TCEAL8, NFKB2, PURA, SOD2,


transcription from RNA

KDM1A, CIR1, SMARCE1,


polymerase II promoter

HTATSF1, TCEB3, TCEA1,




SUPT5H, CHD3, TFDP1


GO: 0032403~protein
8
CASP3, IST1, HCLS1, TMED10,


complex binding

APEX1, SKAP1, HADHA, DNM2


GO: 0005763~mitochondrial
3
MRPS35, MRPS26, MRPS33


small ribosomal subunit




hsa03050: Proteasome
4
PSMB4, PSMD14, PSMB7,




PSMC4


GO: 0005681~spliceosomal
5
HNRNPA1L2, DDX39A, CDC40,


complex

PRPF6, SNRPG


GO: 0000166~nucleotide
11
HNRNPA1L2, SRSF1, SRRT,


binding

HTATSF1, PABPC4, RBMXL1,




RBM6, PTBP3, PXK, HPRT1,




RBMX


Proto-oncogene
8
SUZ12, TOP1, DCUN1D1,




CSNK2A1, NCOA4, FOXO1,




NFKB2, KAT6A


IPR016040: NAD(P)-binding
7
HSD17B10, PYCR1, UBA6,


domain

ACLY, TSTA3, UXS1, HADHA


IPR024969: Rpn11/EIF3F
2
PSMD14, EIF3F


C-terminal domain




IPR001950: Translation
2
EIF1, DENR


initiation factor SUI1




GO: 1990391~DNA repair
2
KDM1A, RCOR1


complex




GO: 0030906~retromer,
2
VPS29, VPS26B


cargo-selective complex




IPR003954: RNA recognition
3
PABPC4, RBMXL1, RBMX


motif domain, eukaryote




GO: 0005689~U12-type
3
DHX15, SNRNP25, SNRPG


spliceosomal complex




GO: 0009055~electron carrier
5
GLRX3, GCDH, NDUFS6,


activity

AKR1A1, TSTA3


GO: 0070062~extracellular
54
SRSF1, CAPZA2, RAB1B, UFC1,


exosome

UXS1, VPS13D, KDELR2,




ERP29, AARS, KRT10, LAP3,




UBE2N, EIF2S1, ATP5C1,




VPS29, GLRX3, SNX9, GNAI2,




FKBP4, RNH1, UBE2V2,




LMAN2, ARF5, HPRT1, BANF1,




PSMB4, PSMB7, AKR1A1,




DDX3X, UFM1, MTPN,




TMED10, TSTA3, HPCAL1,




FIBP, CCDC25, SEC11A, AK2,




TOMM40, ACLY, TKT, UBE2L3,




COTL1, SMC2, RBMX, SOD2,




HYOU1, PSMD14, IST1, ARF3,




CPNE3, HSPA13, PSAT1, DNM2


Respiratory chain
4
NDUFS6, NDUFA2, NDUFB6,




HIGD2A


GO: 0015031~protein
12
VPS29, KDELR2, IST1, ARF3,


transport

EIF5AL1, PPID, TIMM9,




RAB1B, LMAN2, ARF5, SNX10,




EXOC2


IPR000504: RNA
8
HNRNPA1L2, SRSF1, HTATSF1,


recognition motif domain

PABPC4, RBMXL1, RBM6,




PTBP3, RBMX


hsa00230: Purine metabolism
8
PRIM1, POLE4, POLR2K, ADSL,




AK2, POLR1C, ENTPD4, HPRT1


Mental retardation
9
HSD17B10, WDR73, DDX3X,




SMARCE1, ASNS, RBMX,




SMC3, KAT6A, PURA


GO: 0015949~nucleobase-
3
DTYMK, CTPS1, AK2


containing small molecule




interconversion




GO: 0046580~negative
3
MFN2, NUP62, MAPKAP1


regulation of Ras protein




signal transduction




GO: 0030529~intracellular
6
HNRNPA1L2, NUP62, PABPC4,


ribonucleoprotein complex

RBMXL1, RBMX, SLBP


hsa05012: Parkinson's
7
NDUFS6, NDUFA2, CASP3,


disease

NDUFB6, GNAI2, ATP5C1,




UBE2L3


Thiol protease
6
CASP3, USP8, EIF3F, USP10,




USP33, ALG13


Ribosome biogenesis
4
WDR36, DDX3X, UTP14A,




FTSJ3


GO: 0006364~rRNA
8
WDR36, UTP18, NOB1, RPL35,


processing

RPL39, UTP14A, ILX10, C1D


GO: 0045070~positive
3
DDX3X, PPID, CCL5


regulation of viral genome




replication




GO: 0000245~spliceosomal
3
GCFC2, PRPF6, SNRPG


complex assembly




mRNA transport
5
HNRNPA1L2, SRSF1, NUP62,




EIF5AL1, THOC1


GO: 0005761~mitochondrial
3
MRPL13, MRPL28, MRPL48


ribosome




GO: 0014823~response to
4
DNMT1, PRKDC, CCL5, SOD2


activity




IPR015943: WD40/YVTN
10
COPB2, WDR36, WDR73,


repeat-like-containing domain

UTP18, RAE1, CDC40, AAMP,




WDR4, RBBP7, PWP1


GO: 0051879~Hsp90 protein
3
CSNK2A1, NUP62, PPID


binding




GO: 0046966~thyroid
3
TAF11, NUP62, TRIP12


hormone receptor binding




GO: 0030687~preribosome,
3
AAMP, FTSJ3, TEX10


large subunit precursor




IPR024704: Structural
2
SMC2, SMC3


maintenance of chromosomes




protein




IPR001509: NAD-dependent
2
TSTA3, UXS1


epimemse/dehydratase




GO: 0042719~mitochondrial
2
TIMM9, TIMM10


intermembrane space protein




transporter complex




GO: 0031313~extrinsic
2
USP8, SNX10


component of endosome




membrane




GO: 0047485~protein
5
TAF11, CSNK2A1, SMARCE1,


N-terminus binding

BANF1, EXOC2


GO: 0006397~mRNA
7
HNRNPA1L2, SRSF1, CIR1,


processing

DHX15, RBMXL1, PTBP3,




SREK1IP1


GO: 0033116~endoplasmic
4
TMED10, RAB1B, LMAN2,


reticulum-Golgi

ERGIC3


intermediate compartment




membrane




GO: 0048471~perinuclear
16
STX6, BCL10, FKBP4, LMNA,


region of cytoplasm

NDFIP2, ARF5, TPD52L2,




MAF1, ITPR3, ARF3, MTPN,




STX16, APEX1, USP33, TRAF4,




DNM2


GO: 0051881~regulation
3
PYCR1, BCO2, SOD2


of mitochondrial membrane




potential




SM01343: SM01343
2
SMG1, PRKDC


GO: 0004197~cysteine-type
4
CASP3, USP8, USP10, USP33


endopeptidase activity




GO: 0002192~IRES-
2
DENR, MCTS1


dependent translational




initiation




GO: 0071569~protein
2
UFM1, UFC1


ufmylation




GO: 1990592~protein
2
UFM1, UFC1


K69-linked ufmylation




GO: 0051169~nuclear
2
NUP62, BANF1


transport




GO: 0042531~positive
2
HCLS1, CCL5


regulation of tyrosine




phosphorylation of STAT




protein




GO: 0045039~protein
2
TIMM9, TIMM10


import into mitochondrial




inner membrane




GO: 0008283~cell
11
SRRT, KDM1A, USP8, GNAI2,


proliferation

DTYMK, CKS2, PRKDC,




UBE2V2, RBBP7, UBE2L3,




TFDP1


GO: 0000209~protein
7
PSMB4, PSMD14, PSMB7,


polyubiquitination

PSMC4, UBE2V2, UBE2L3,




TRIP12


GO: 0061631~ubiquitin
3
UBE2N, UBE2V2, UBE2L3


conjugating enzyme activity




GO: 0008135~translation
3
EIF1, MTIF3, EIF4E2


factor activity, RNA binding




h_tnfr1Pathway: TNFR1
3
CASP3, LMNA, PRKDC


Signaling Pathway




Endoplasmic reticulum
22
KDELR2, SEC11A, ERP29,




ATP11B, DNAJB14, CNPY3,




ALG5, MESDC2, LMAN2,




ITPR3, ERGIC3, HYOU1, EI24,




ELOVL5, EIF5AL1, TMEM170A,




TMED10, SPCS1, HSPA13,




APEX1, ALG13, SSR2


IPR002909: Cell surface
3
NFAT5, NFKB2, EXOC2


receptor IPT/TIG




GO: 0016020~membrane
43
GNAI2, CAPZA2, RPL35,




DNAJB14, PRKDC, CTPS1,




STOML2, ALG5, LMAN2,




CNOT7, PTRH2, NUFIP2,




PRIM1, ELOVL5, STX16, EIF3F,




YRDC, STK38L, EXOC2,




PRPF40A, DDX39A, HPCAL1,




FIBP, HCLS1, ERP29, AARS,




ATP11B, WNK1, CCDC47,




KRT10, ACLY, ITPR3, MCM4,




RBMX, MCM5, PRPF6, ERGIC3,




ADRM1, HYOU1, EI24, PSMC4,




EIF2S1, ATP5C1


GO: 0002479~antigen
4
PSMB4, PSMD14, PSMB7,


processing and presentation

PSMC4


of exogenous peptide




antigen via MHC class I,




TAP-dependent




domain: FATC
2
SMG1, PRKDC


domain: FAT
2
SMG1, PRKDC


short sequence motif: Twin
2
TIMM9, TIMM10


CX3C motif




IPR027417: P-loop
20
DDX39A, GNAI2, DTYMK,


containing nucleoside

AK2, RAB1B, CTPS1, ARL16,




ARF5, SMC2, MCM4, SMC3,




MCM5, MFN2, ATAD3B,




DDX3X, PSMC4, ARF3, DHX15,


triphosphate hydrolase

CHD3, DNM2


GO: 0000082~G1/S transition
5
PRIM1, CUL4A, CRLF3, MCM4,


of mitotic cell cycle

MCM5


IPR024156: Small GTPase
3
ARF3, ARL16, ARF5


superfamily, ARF type




GO: 0005762~mitochondrial
3
MRPL22, MRPL13, MRPL28


large ribosomal subunit




Apoptosis
13
BCL10, FOXO1, PTRH2,




NOC2L, MFN2, EI24, CASP3,




CSNK2A1, DDX3X, PPID,




TRAF4, C1D, THOC1


GO: 0043488~regulation of
5
PSMB4, PSMD14, PSMB7,


mRNA stability

PSMC4, APEX1


IPR004217: Tim10/DDP
2
TIMM9, TIMM10


family zinc finger




IPR003152: PIK-related
2
SMG1, PRKDC


kinase, FATC




IPR014009: PIK-related
2
SMG1, PRKDC


kinase




IPR018525: Mini-
2
MCM4, MCM5


chromosome maintenance,




conserved site




hsa05016: Huntington's
8
NDUFS6, NDUFA2, CASP3,


disease

NDUFB6, POLR2K, RCOR1,




ATP5C1, SOD2


lipid moiety-binding region:
5
HPCAL1, GNAI2, ARF3,


N-myristoyl glycine

PPP3R1, ARF5


GO: 0004003~ATP-
3
DDX3X, MCM4, CHD3


dependent DNA helicase




activity




h_fasPathway: FAS signaling
3
CASP3, LMNA, PRKDC


pathway ( CD95 )




GO: 0051573~negative
2
KDM1A, DNMT1


regulation of histone H3-K9




methylation




GO: 0000395~mRNA
2
SRSF1, PRPF39


5′-splice site recognition




GO: 0019076~viral release
2
IST1, PPID


from host cell




GO: 0046939~nucleotide
2
DTYMK, AK2


phosphorylation




GO: 0061133~endopeptidase
2
ADRM1, PSMD14


activator activity




GO: 0007032~endosome
3
STX6, USP8, SNX10


organization




GO: 0070911~global
3
UBE2N, CUL4A, UBE2V2


genome nucleotide-excision




repair




IPR006689: Small GTPase
3
ARF3, ARL16, ARF5


superfamily, ARF/SAR type




Magnesium
13
GNAI2, FDPS, ATP11B, TKT,




ACLY, HPRT1, CNOT7, LAP3,




PPM1K, RFK, ENTPD4, APEX1,




STK38L


repeat: HAT 7
2
PRPF39, PRPF6


region of interest: Flexible
2
SMC2, SMC3


hinge




PIRSF005719: structural
2
SMC2, SMC3


maintenance of chromosomes




protein




GO: 0042147~retrograde
4
STX6, VPS29, STX16, VPS26B


transport, endosome to Golgi
















TABLE 3







HIV-low cutoff









Category
Count
Genes












Enrichment Score:




8.518413481739762




Zinc-finger
282
UTRN, RP9, RNF216, RORA, ZNF638, ZNRF1, BRPF1, CUL9, ZFP90,




ZNF106, ZNF394, ZNF101, ZNF43, ESCO1, POLK, RNF220, ZC3HC1, PAN3,




ZNF44, ROCK1, ZNF644, RXRB, ROCK2, ZHX1, VPS41, UBR2, OPTN,




BRAP, ZNF37A, UHRF2, UBR7, PIAS4, PARP12, MTF2, MLLT10, TRMT13,




ACAP1, ACAP2, PRDM2, AMFR, PIAS1, ZNHIT3, ZNF131, ZNF511, ASAP1,




MYO9B, RFFL, DIDO1, NR1H2, TCF20, ARIH2, RCHY1, PLAGL2, ASXL2,




IKZF5, DNMT3A, ESRRA, ZNF529, IKZF2, ZC3H18, KLF13, ZNF121, KLF10,




CREBBP, RYBP, ZBTB40, CBLB, RNF4, IRF2BPL, JAZF1, HGS, KAT6B,




RERE, TAF1B, ZNF292, ZNF534, ZMAT5, ZNF675, HELZ, ZEB1, ZBTB38,




SMAP1, MBTD1, ASH2L, ZNF148, NSMCE1, NSMCE2, USP16, ZNF493,




ZFP36, ZCCHC10, BRF1, ZC3H7A, BRF2, POGZ, ZC3H7B, APTX, GTF2H3,




HERC2, MBD1, GTF2B, PJA2, ASH1L, ZNF277, USP22, ZNF746, ZNF740,




REV3L, ZNF276, ZNF275, ZNF274, USP3, ZBTB10, ZBTB11, WRNIP1, USP5,




PML, TRIM14, EEA1, CBLL1, ZNF780B, ZNF780A, POLR2B, MYCBP2,




ZFP36L2, DGKE, MORC3, GATAD2A, ZSCAN25, THAP1, THAP2, MLLT6,




BAZ2B, ZNF268, BAZ2A, RASA2, RBM22, BRD1, ZNF28, TRIM27, TRIM26,




PPP1R10, PHF10, DGKH, TRIM25, SF3A2, ATMIN, TRIM22, ZNF664,




ZNF672, PLEKHF2, PHF14, YAF2, ARAF, WHSC1L1, MEX3C, DGKZ,




ZBTB2, ZNF764, ZNF766, BARD1, MKRN1, ZNF583, ZC3HAV1, GATA3,




RBCK1, RNF149, RBM10, RNF146, PHRF1, MTA2, NEIL2, ZNF814, ZNF7,




TRERF1, TRIM38, EP300, TRIM33, KDM2A, MIB2, NBR1, RNF139, RNF138,




SLU7, PYGO2, AKAP8, ZNF587, FBXO11, ZNF586, ZFAND6, TRAF2,




ARFGAP2, ZFAND5, ZNF430, AGFG2, ZFAND1, ZNF330, CXXC1, RNF166,




TRIM69, RNF168, RNF10, RNF167, RUNX1, TRAF5, TRAF3, ZMYM2,




TRIP4, VAV3, ZMYM4, ZMYM5, NR4A1, KAT5, FOXP3, VAV1, MSL2,




PHF3, PDZD8, PHF1, HIVEP2, HIVEP1, CTCF, ZKSCAN1, CBFA2T2, ZZEF1,




TRIM4, PCGF5, PEX2, RSPRY1, ZNF721, RANBP2, ZCCHC6, KDM5B,




KDM5C, ZCCHC7, NFX1, INO80B, EGR1, ZCCHC3, ZFX, PRKCI, PRKCH,




IRF2BP2, PRKCD, PRKCB, XPA, BPTF, ZFAND2A, ZFAND2B, CPSF4,




JMJD1C, MDM4, PRKD3, DPF2, ING4, ING3, ING2, KMT2A, XIAP, KMT2C,




ZNF800, EGLN1, RNF125, RPA1, RNF126, MAP3K1, XAF1, ZC3H12D,




DUS3L, L3MBTL2, CBL, RAF1, TAB3, ZBED2, RNF115, RPAP2, SP1,




ZBED5, KDM4C, ARAP2, RNF113A, RNF111


Zinc
339
UTRN, RP9, RNF216, RORA, ZNF638, ZNRF1, BRPF1, CUL9, ZFP90, ERAP1,




ZNF106, ZNF394, ZNF101, ZNF43, ESCO1, POLK, RNF220, PAN3, ZC3HC1,




ZNF44, ROCK1, ZNF644, RXRB, ROCK2, ZHX1, VPS41, UBR2, OPTN,




BRAP, ZNF37A, UHRF2, UBR7, PIAS4, PARP12, MTF2, MLLT10, TRMT13,




ACAP1, ACAP2, PRDM2, PIAS1, AMFR, ZNHIT3, MOB4, ZNF131, ZNF511,




ASAP1, UBA5, MYO9B, DUSP12, RFFL, DIDO1, NR1H2, TCF20, ARIH2,




RCHY1, PLAGL2, IKZF5, ASXL2, DNMT3A, ESRRA, ZNF529, IKZF2,




ZC3H18, KLF13, ZNF121, KLF10, CREBBP, RYBP, ZBTB40, SMAD3,




CSRP1, CBLB, RNF4, LASP1, IRF2BPL, JAZFl, HGS, KAT6B, RERE, TAF1B,




SPG7, LIMA1, ZNF292, ZNF534, FAM96A, ZMAT5, ZNF675, HELZ, ZEB1,




ZBTB38, LNPEP, SMAP1, MBTD1, ASH2L, ZNF148, NSMCE1, NSMCE2,




USP16, ZNF493, ZFP36, ZCCHC10, BRF1, POGZ, BRF2, ZC3H7A, ZC3H7B,




POLR1A, GTF2H3, APTX, HERC2, GTF2B, MBD1, RAD50, PJA2, ASH1L,




ZNF277, USP22, ZNF746, ZNF740, REV3L, ZNF276, ZNF275, LIMS1,




ZNF274, USP3, ZBTB10, YPEL5, ZBTB11, WRNIP1, USP5, YPEL3, USP4,




MKNK2, PML, TRIM14, EEA1, CBLL1, QTRT1, ZNF780B, ZNF780A,




POLR2B, MYCBP2, ZFP36L2, LPXN, DGKE, MORC3, PITRM1, GATAD2A,




PPP3CB, ZSCAN25, THAP1, THAP2, MLLT6, BAZ2B, ZNF268, BAZ2A,




RASA2, RBM22, BRD1, ZNF28, TRIM27, TRIM26, PHF10, MSRB1, PPP1R10,




DGKH, TRIM25, SF3A2, ATMIN, TRIM22, MT1X, ZNF664, DNPEP, ZNF672,




PLEKHF2, PHF14, YAF2, ARAF, WHSC1L1, MEX3C, DGKZ, NLN, ZBTB2,




ZNF764, ZNF766, BARD1, MKRN1, ZNF583, ZC3HAV1, IDE, APOBEC3G,




APOBEC3C, APOBEC3D, GATA3, RBCK1, RNF149, RBM10, RNF146,




PHRF1, PDXK, MTA2, NEIL2, ZNF814, ZNF7, TRERF1, TIMM8A, TRIM38,




EP300, TRIM33, KDM2A, MIB2, NBR1, RNF139, RNF138, SLU7, PYGO2,




AKAP8, ZNF587, FBXO11, ZNF586, ZFAND6, TRAF2, ARFGAP2, ZFAND5,




ZNF430, ELAC2, AGFG2, ZFAND1, ZNF330, CXXCl, RNF166, TRIM69,




STAMBPL1, SLC30A5, RNF168, RNF10, RNF167, RUNX1, TRAF5, TRAF3,




SETDB1, ZMYM2, TRIP4, VAV3, EHMT1, RABIF, ZMYM4, ZMYM5,




NR4A1, KAT5, FOXP3, VAV1, MSL2, PDZD8, PHF3, PHF1, MIR, HIVEP2,




HIVEP1, UTY, CTCF, ZKSCAN1, CBFA2T2, ZZEF1, TRIM4, PCGF5, PEX2,




RSPRY1, MOB3A, ZYX, ZNF721, RANBP2, ZCCHC6, KDM5B, KDM5C,




ZCCHC7, NFX1, INO80B, EGR1, ZCCHC3, ZFX, PRKCI, PRKCH, IRF2BP2,




PRKCD, PRKCB, HAGH, XPA, BPTF, ZFAND2A, ZFAND2B, MDM4, CPSF4,




JMJD1C, CPSF3, PRKD3, ABLIM1, DPF2, ING4, ING3, MOB1B, ING2,




KMT2A, XIAP, KMT2C, MGMT, ZNF800, EGLN1, NGLY1, RNF125, RPA1,




RNF126, MAP3K1, SLC39A6, CCS, XAF1, SLC39A3, ZC3H12D, DUS3L,




STAMBP, DCTD, L3MBTL2, CBL, SAMHD1, RAF1, SIRT6, SIRT7, TAB3,




SIRT2, ZBED2, RNF115, RPAP2, SP1, ZBED5, KDM4C, ARAP2, RNF113A,




RNF111


GO: 0008270~zinc
202
UTRN, ZNF638, RORA, ZNRF1, BRPF1, CUL9, ERAP1, ZC3HC1, RNF220,


ion binding

RXRB, UBR2, VPS41, BRAP, UHRF2, PIAS4, UBR7, MTF2, MLLT10,




PRDM2, AMFR, PIAS1, DUSP12, OAS1, MYO9B, OAS2, RFFL, DIDO1,




NR1H2, TCF20, ARIH2, RCHY1, ESRRA, CREBBP, RYBP, SMAD3, CSRP1,




CBLB, RNF4, LASP1, KAT6B, RERE, LIMA1, SPG7, ZMAT5, ZNF675, ZEB1,




PTER, LNPEP, MBTD1, NSMCE1, NSMCE2, USP16, ZCCHC10, BRF1,




ZDHHC3, BRF2, ZDHHC8, POLR1A, HERC2, MBD1, GTF2B, TTF2, PJA2,




CHMP1A, ZDHHC16, ASH1L, ZDHHC12, USP22, ZNF276, LIMS1, USP3,




USP5, TRIM14, PML, EEA1, CBLL1, MYCBP2, LPXN, MORC3, PITRM1,




GATAD2A, THAP1, BAZ2B, MLLT6, BAZ2A, BRD1, TRIM27, TRIM26,




MSRB1, PHF10, TRIM25, SF3A2, TRIM22, MT1X, DNPEP, PHF14, YAF2,




WHSC1L1, MEX3C, BARD1, MKRN1, CNDP2, IDE, APOBEC3G,




APOBEC3C, APOBEC3D, GATA3, RBCK1, RNF149, RBM10, RNF146,




PHRF1, PDXK, MTA2, NEIL2, TRIM38, EP300, KDM2A, TRIM33, MIB2,




NBR1, RNF139, PYGO2, SLU7, RNF138, AKAP8, FBXO11, TRAF1, ZFAND6,




TRAF2, ZFAND5, ZFAND1, ZNF330, CXXCL RNF166, TRIM69, SLC30A5,




RNF10, RNF168, RNF167, TRAF5, TRAF3, SETDB1, ZMYM2, EHMT1,




TRIP4, ZMYM4, RABIF, ZMYM5, NR4A1, MSL2, PHF3, PHF1, MTR,




CRYZL1, UQCRC1, CTCF, ZZEF1, TRIM4, PCGF5, RSPRY1, PEX2,




RANBP2, ZYX, KDM5B, ZCCHC6, ZCCHC7, KDM5C, NFX1, EGR1,




ZCCHC3, PRKCB, BPTF, ZFAND2A, ZFAND2B, COMMD3, CPSF4, MDM4,




DPF2, ABLIM1, ING4, ING3, ING2, XIAP, KMT2A, KMT2C, RNF125,




RNF126, MAP3K1, CCS, XAF1, DCTD, L3MBTL2, CBL, SAMHD1, SIRT6,




SIRT2, TAB3, RNF115, KDM4C, RNF113A, RNF111


Metal-binding
467
RP9, ZNF638, RORA, OGDH, CIAPIN1, BRPF1, PGP, CUL9, ZNF106,




ZNF394, MAP2K7, ZNF101, ZNF43, ZNF44, ROCK1, ZN1F644, RXRB,




ROCK2, ZHX1, VPS41, BRAP, MARK2, ZNF37A, NME3, ZNHIT3, MOB4,




ZNF131, ZNF511, UBA5, DUSP12, DIDO1, ARIH2, RCHY1, ASXL2,




DNMT3A, MGAT4A, ESRRA, ZNF529, ZC3H18, KLF13, ZNF121, KLF10,




ATP11A, HSPB11, LASP1, HGS, RERE, TAF1B, LIMA1, ZNF292, ZNF534,




ZNF675, LATS1, LNPEP, SMAP1, ZNF148, USP16, ZNF493, BRF1, ZC3H7A,




BRF2, ZC3H7B, GTF2H3, PAPD5, PJA2, ZNF277, CHSY1, ZNF746, USP22,




ZNF740, ZNF276, ZNF275, ZNF274, REPS1, WRNIP1, MKNK2, PML,




TRIM14, EEA1, ERI3, CBLL1, QTRT1, ZNF780B, HSCB, ZNF780A,




MYCBP2, SNRK, DGKE, PITRM1, PPP2CB, PPP3CB, ILVBL, ZSCAN25,




ZNF268, C1GALT1, RASA2, BRD1, MAT2A, ZNF28, TRIM27, TRIM26,




PPP1R10, PHF10, DGKH, TRIM25, SF3A2, PCK2, TRIM22, MT1X, ZNF664,




RPS6KA3, ZNF672, PLEKHF2, PHF14, SDHC, ARAF, MCFD2, WHSC1L1,




DGKZ, ZBTB2, ZNF764, ZNF766, BARD1, GNA13, ZNF583, CNOT8,




NT5C3A, ATOX1, CNDP2, IDE, IDH3G, PDE4B, CTDSP1, ENOPH1, RNF149,




SAR1B, RNF146, PHRF1, NUDT1, PDXK, NUDT4, ACTN4, MTA2, NUDT5,




NEIL2, STIM1, PDE4D, ZNF7, TATDN3, EP300, KDM2A, MIB2, RNF139,




RNF138, ZNF587, FBXO11, ZNF586, ARFGAP2, TRAF2, ZNF430, ELAC2,




ME2, ZNF330, CXXC1, RNF166, RNF168, LIAS, RNF167, TRAF5, SDF4,




TRAF3, B4GALT3, VAV3, TRIP4, EHMT1, SYT11, IREB2, NR4A1, HDDC3,




VAV1, FURIN, PDZD8, PDE7A, NDUFV2, HIVEP2, HIVEP1, ABL2, DICER1,




CTCF, ZKSCAN1, TRIM4, PEX2, CDK5RAP1, KDM5B, ZCCHC6, NDUFS1,




KDM5C, ZCCHC7, NFX1, INO80B, ZCCHC3, ZFX, IRF2BP2, CDK2, ARL3,




HAGH, ZFAND2A, ZFAND2B, CPSF4, JMJD1C, CPSF3, ABLIM1, DPF2,




GALNT2, KMT2A, ETHE1, KMT2C, PPM1A, EGLN1, NGLY1, RNF125,




RNF126, CCS, XAF1, EHD1, EHD4, ALKBH7, CBL, ANXA1, SAMHD1,




RAF1, TAB3, ADI1, ZBED2, RNF115, ZBED5, KDM4C, JAK2, ALKBH5,




RNF113A, RNF111, RCN2, S100A4, ADCY7, UTRN, RNASEH1, RNF216,




ZNRF1, ATP2B4, ZFP90, ERAP1, YDJC, ESCO1, POLK, RNF220, ZC3HC1,




PAN3, CAPNS1, TRABD2A, PIM1, POLB, UBR2, OPTN, MGAT1, UHRF2,




UBR7, PIAS4, PARP12, ATP2C1, MTF2, TRMT13, ACAP1, MLLT10, PGM1,




ACAP2, FBXL5, PRDM2, AMFR, PIAS1, ASAP1, OAS1, MYO9B, RFFL,




OAS2, PPAT, NR1H2, TCF20, KRAS, IDH2, PLAGL2, IKZF5, IKZF2,




CREBBP, S100A11, RYBP, ZBTB40, SMAD3, OXSR1, CSRP1, CBLB,




ATP13A1, RNF4, IRF2BPL, DCP2, JAZFl, KAT6B, SPG7, FAM96A, ZMAT5,




HELZ, ZEB1, ZBTB38, EFHD2, PTER, MBTD1, ASH2L, NSMCE1, NSMCE2,




TOP2B, NT5C, ZFP36, ZCCHC10, POGZ, POLR1A, APTX, CYB5A, HERC2,




MBD1, GTF2B, RAD50, ASH1L, MAP3K13, REV3L, LIMS1, USP3, ZBTB10,




YPEL5, ZBTB11, USP5, USP4, YPEL3, CETN2, POLR2B, ZFP36L2, LPXN,




GNPTAB, MORC3, TYW1, GATAD2A, AGO2, THAP1, PRKAA1, THAP2,




NENF, MLLT6, BAZ2B, BAZ2A, RBM22, MSRB1, ATMIN, DNPEP, JMJD6,




YAF2, MEX3C, NLN, MKRN1, ZC3HAV1, APOBEC3G, APOBEC3C,




APOBEC3D, GATA3, RBCK1, RBM10, ZNF814, CHP1, PPP1CB, TRERF1,




TIMM8A, TRIM38, TRIM33, NBR1, SLU7, PYGO2, AKAP8, PRPS2, PRPS1,




ZFAND6, ZFAND5, AGFG2, ITGAE, AGMAT, ZFAND1, ITGB1, PEF1,




TRIM69, CNOT6L, STAMBPL1, RNF10, RUNX1, SETDB1, ZMYM2, RABIF,




ZMYM4, ZMYM5, KAT5, FOXP3, MSL2, PHF3, PHF1, MTR, RHOT1,




RHOT2, UTY, FOXK2, UQCRFS1, ZZEF1, CBFA2T2, GSS, PCGF5, TPP1,




RSPRY1, MOB3A, DBR1, ATP8B2, ZYX, ZNF721, RANBP2, EGR1, PFKL,




PRKCI, PRKCH, PRKCD, PRKCB, NUCB1, XPA, BPTF, NUCB2, COMMD1,




MDM4, PRKD3, ING4, GLRX5, MOB1B, ING3, ING2, XIAP, MGMT,




ZNF800, RSAD2, GLRX2, RPA1, MTHFS, MAP3K3, MAP3K1, ZC3H12D,




SCO2, DUS3L, STAMBP, DCTD, L3MBTL2, SIRT6, SIRT7, SIRT2, RPAP2,




SP1, TDP2, ARAP2


Enrichment Score:




6.51824669041824




IPR019787: Zinc
 31
DPF2, ING4, ING3, ING2, KMT2A, KMT2C, DIDO1, CXXC1, BRPF1, BAZ2B,


finger, PHD-finger

MLLT6, KDM5B, BAZ2A, KDM5C, NFX1, BRD1, PHRF1, PHF10, PHF3,




UHRF2, KDM2A, PHF14, BPTF, TRIM33, PHF1, MTF2, MLLT10, WHSC1L1,




ASH1L, PYGO2, KAT6B


SM00249: PHD
 32
DPF2, ING4, ING3, ING2, KMT2A, KMT2C, DIDO1,CXXC1, TCF20, BRPF1,




BAZ2B, MLLT6, KDM5B, BAZ2A, KDM5C, BRD1, PHRF1, PHF10, PHF3,




UHRF2, KDM2A, BPTF, TRIM33, PHF14, PHF1, MTF2, MLLT10, WHSC1L1,




ASH1L, KDM4C, PYGO2, KAT6B


IPR001965: Zinc
 32
DPF2, ING4, ING3, ING2, KMT2A, KMT2C, DIDO1, CXXC1, TCF20, BRPF1,


finger, PHD-type

BAZ2B, MLLT6, KDM5B, BAZ2A, KDM5C, BRD1, PHRF1, PHF10, PHF3,




UHRF2, KDM2A, BPTF, TRIM33, PHF14, PHF1, MTF2, MLLT10, WHSC1L1,




ASH1L, KDM4C, PYGO2, KAT6B


IPR011011: Zinc
 38
DPF2, ING4, ING3, ING2, KMT2A, KMT2C, EEA1, RFFL, DIDO1, CXXC1,


finger, FYVE/PHD-

BRPF1, BAZ2B, MLLT6, KDM5B, BAZ2A, KDM5C, BRD1, PHRF1, CREBBP,


type

PHF10, PHF3, PLEKHF2, UHRF2, KDM2A, UBR7, BPTF, TRIM33, PHF14,




PHF1, MTF2, MLLT10, WHSC1L1, ASH1L, KDM4C, HGS, PYGO2, SYTL3,




KAT6B


IPR019786: Zinc
 23
ING4, BRD1, PHRF1, ING3, ING2, DIDO1, CXXC1, BRPF1, PHF3, PHF14,


finger, PHD-type,

KDM2A, BPTF, PHF1, TRIM33, MTF2, MLLT10, WHSC1L1, ASH1L, PYGO2,


conserved site

MLLT6, KDM5B, KDM5C, NFX1


zinc finger
 14
DPF2, PHF14, BPTF, KMT2A, PHF1, MTF2, MLLT10, KMT2C, WHSC1L1,


region: PHD-type 2

KDM4C, KAT6B, MLLT6, KDM5B, KDM5C


zinc finger
 14
DPF2, PHF14, BPTF, KMT2A, PHF1, MTF2, MLLT10, KMT2C, WHSC1L1,


region: PHD-type 1

KDM4C, KAT6B, MLLT6, KDM5B, KDM5C


zinc finger
 16
BRD1, ING4, PHRF1, ING3, ING2, DIDO1, CXXC1, BRPF1, PHF3, UHRF2,


region: PHD-type

KDM2A, TRIM33, ASH1L, PYGO2, BAZ2B, BAZ2A


Enrichment Score:




6.341978088960009




Ubl conjugation
142
MKRN1, RNF216, SAE1, ZNRF1, CUL3, CUL2, CUL9, KLHL9, FBXO25,


pathway

RBCK1, RNF149, RNF146, ZC3HC1, RNF220, SOCS3, ANAPC4, SOCS1,




UBE2J1, UBR2, UBE2J2, BRAP, TRIM38, UHRF2, KDM2A, UBR7, PIAS4,




TRIM33, MIB2, FBXL5, RNF139, RNF138, PIAS1, AMFR, FBXO11, TRAF2,




ZFAND5, UBA5, ANAPC10, KEAP1, RFFL, COMMD9, UBAC1, COMMD10,




UBE2D4, FBXW7, ARIH2, KRAS, FBXW5, TRIM69, FBXO6, STAMBPL1,




FBXW2, HECTD4, RNF168, RCHY1, RNF167, TRAF3, HECTD1, SPOP,




PELI1, KIAA1586, CDC23, MALT1, CDC27, ATE1, MSL2, CBLB, RNF4,




UBA3, SMURF2, FBXO34, UBE2E1, UBE2G1, BAP1, TRIM4, NSMCE2,




RANBP2, USP16, FBXL15, USP15, DCAF16, DCAF15, NFX1, VCPIP1,




TBL1XR1, UBE2A, HERC6, HERC5, HERC2, PJA2, WDR48, UFL1, ATG4B,




MED8, DDB2, COMMD3, UBE2W, COMMD1, UCHL3, CANDI, USP22,




USP24, OTUD5, UBE2Z, USP3, XIAP, USP5, USP4, CBLL1, FEM1B, STUB1,




FEM1A, UBE2R2, MYCBP2, PRPF19, RNF125, RNF126, USP36, USP34,




FBXW11, STAMBP, WDTC1, USP40, UBE4A, VHL, LRRC41, CBL, TRIM27,




BIRC6, TRIM25, TRIM22, NAE1, WSB1, RNF115, USP47, MEX3C,




TRPC4AP, CUL4B, TBL1X, USP42, RNF111, BARD1


IPR013083: Zinc
 96
MKRN1, ZNRF1, TRIM4, PCGF5, BRPF1, PEX2, RSPRY1, NSMCE2, RBCK1,


finger,

RNF149, USP16, KDM5B, KDM5C, RNF146, PHRF1, RNF220, VPS41, BRAP,


RING/FYVE/PHD-

PJA2, TRIM38, UHRF2, KDM2A, PIAS4, TRIM33, BPTF, UBR7, MTF2, MIB2,


type

MLLT10, ASH1L, COMMD3, RNF139, PYGO2, RNF138, MDM4, USP22,




AMFR, ZNHIT3, DPF2, TRAF2, ING4, ING3, ING2, KMT2A, USP3, USP5,




KMT2C, PML, EEA1, RFFL, CBLL1, STUB1, DIDO1, CXXC1, MYCBP2,




RNF125, PRPF19, RNF126, ARIH2, RNF166, TRIM69, MAP3K1, RNF10,




RNF168, RNF167, RCHY1, MLLT6, BAZ2B, TRAF5, BAZ2A, TRAF3, BRD1,




UBE4A, CBL, CREBBP, TRIM27, TRIM26, PHF10, TRIM25, TRIM22, CBLB,




PHF3, RNF115, PLEKHF2, PHF1, PHF14, RNF4, WHSC1L1, MEX3C, HGS,




KDM4C, SYTL3, KAT6B, RNF113A, BARD1, RNF111


Ligase
 76
MKRN1, SAE1, RNF216, ZNRF1, GSS, TRIM4, NSMCE1, RBCK1, NSMCE2,




RNF149, RANBP2, RNF146, NFX1, RNF220, HERC6, HERC5, UBR2, HERC2,




GMPS, BRAP, UFL1, PJA2, TRIM38, GLUL, UHRF2, PIAS4, TRIM33, UBR7,




MIB2, FARSB, RNF139, RNF138, AMFR, YARS2, PIAS1, PCCB, TRAF2,




XIAP, FARS2, WARS2, RFFL, CBLL1, STUB1, MYCBP2, RNF125, PRPF19,




MTHFS, RNF126, ARIH2, TRIM69, HECTD4, RNF168, RNF167, RCHY1,




ACSL4, ACSL3, ACSL5, TRAF3, HECTD1, PELI1, KIAA1586, UBE4A, CBL,




TRIM27, BIRC6, TRIM25, TRIM22, MSL2, CBLB, RNF115, RNF4, UBA3,




MEX3C, SMURF2, BARD1,RNF111


GO: 0016874~ligase
 63
MKRN1, RNF216, ZNRF1, TRIM4, NSMCE1, RBCK1, NSMCE2, RNF149,


activity

RANBP2, RNF146, NFX1, RNF220, HERC6, HERC5, UBR2, HERC2, BRAP,




PJA2, UFL1, TRIM38, UHRF2, PIAS4, TRIM33, UBR7, MIB2, RNF139,




RNF138, AMFR, PIAS1, PCCB, TRAF2, XIAP, RFFL, CBLL1, STUB1,




MYCBP2, PRPF19, RNF125, RNF126, ARIH2, TRIM69, HECTD4, RNF168,




RNF167, RCHY1, ACSL3, TRAF3, HECTD1, PELI1, KIAA1586, UBE4A, CBL,




TRIM27, BIRC6, TRIM22, MSL2, CBLB, RNF115, RNF4, MEX3C, SMURF2,




BARD1, RNF111


GO: 0004842~ubiquitin-
 71
MKRN1, BACH2, UBE2G1, RNF216, ZNRF1, CUL3, NSMCE1, KLHL9,


protein

FBXO25, RBCK1, KLHL24, FBXL15, RNF146, UBE2A, RNF220, HERC6,


transferase activity

ANAPC4, HERC5, UBR2, HERC2, BRAP, PJA2, UHRF2, TRIM33, MIB2,




DDB2, RNF139, FBXL5, UBE2W, AMFR, FBXO11, TRAF2, XIAP, KEAP1,




CBLL1, FEM1B, STUB1, FEM1A, UBE2R2, PRPF19, UBE2D4, ARIH2,




FBXW7, KBTBD2, TRIM69, FBXO6, FBXW2, HECTD4, RNF10, RNF168,




RNF167, RCHY1, TRAF5, FBXW11, TRAF3, HECTD1, VHL, CBL, TRIM27,




CDC23, BIRC6, MALT1, TRIM25, TSPAN17, WSB1, CBLB, RNF115, RNF4,




SMURF2, UBE2E1, BARD1


GO: 0016567~protein
 73
BACH2, SAE1, CUL3, TRIM4, NSMCE1, CUL9, KLHL9, FBXO25, KLHL24,


ubiquitination

RNF149, FBXL15, DCAF16, VCPIP1, DCAF15, ZC3HC1, RNF220, SOC53,




SOCS1, UBE2J1, MED11, HERC2, TMEM189, BRAP, PJA2, UHRF2, TRIM33,




UBR7, MED17, MED8, FBXL5, RNF139, RNF138, CAND1 NFE2L2, MDM4,




MED1, FBXO11, XIAP, KEAP1, CBLL1, UBAC1, FEM1B, STUB1, FEM1A,




MYCBP2, UBE2D4, ARIH2, FBXW7, KBTBD2, FBXW5, FBXW2, RNF168,




RCHY1, TRAF5, FBXW11, TRAF3, WDTC1, VHL, LRRC41, SPSB3, CBL,




BIRC6, MALT1, TSPAN17, TRIM22, WSB1, MED31, MSL2, RNF4,




TRPC4AP, UBE2E1, BARD1, RNF111


IPR001841: Zinc
 58
MKRN1, ZNRF1, TRIM4, PCGF5, RSPRY1, PEX2, CUL9, NSMCE1, RBCK1,


finger, RING-type

RNF149, RNF146, NFX1, PHRF1, RNF220, VPS41, BRAP, PJA2, TRIM38,




UHRF2, TRIM33, MIB2, COMMD3, RNF139, RNF138, AMFR, MDM4,




TRAF2, XIAP, KMT2C, PML, RFFL, CBLL1, MYCBP2, RNF125, RNF126,




ARIH2, RNF166, TRIM69, MAP3K1, RNF168, RNF10, RCHY1, RNF167,




TRAF5, TRAF3, CBL, TRIM27, TRIM26, TRIM25, TRIM22, MSL2, CBLB,




RNF115, RNF4, MEX3C, RNF113A, RNF111, BARD1


SM00184: RING
 48
MKRN1, TRAF2, XIAP, KMT2C, PML, RFFL, ZNRF1, MYCBP2, TRIM4,




RNF125, PCGF5, RNF126, ARIH2, RNF166, RSPRY1, PEX2, TRIM69,




RBCK1, RNF168, RNF10, RCHY1, RNF149, RNF167, TRAF5, RNF146, NFX1,




PHRF1, CBL, TRIM27, TRIM26, TRIM25, TRIM22, BRAP, PJA2, TRIM38,




CBLB, UHRF2, RNF115, TRIM33, RNF4, MIB2, COMMD3, MEX3C, RNF139,




RNF138, AMFR, RNF113A, RNF111


zinc finger
 44
MKRN1, TRAF2, CHMP3, XIAP, KMT2C, PML, RFFL, CBLL1, TRIM4,


region: RING-type

RNF125, PCGF5, RNF126, RNF166, RSPRY1, PEX2, TRIM69, MAP3K1,




RBCK1, RNF168, RNF10, RCHY1, TRAF5, RNF146, TRAF3, RNF220, CBL,




TRIM27, TRIM26, TRIM25, TRIM22, BRAP, TRIM38, MSL2, CBLB, UHRF2,




RNF115, TRIM33, RNF4, MEX3C, RNF138, MDM4, AMFR, RNF113A,




BARD1


IPR017907: Zinc
 30
MKRN1, TRAF2, PML, CBLL1, RNF125, TRIM4, PCGF5, ARIH2, RNF166,


finger, RING-type,

PEX2, TRIM69, CUL9, RBCK1, RNF10, TRAF5, RNF146, TRAF3, PHRF1,


conserved site

CBL, TRIM27, TRIM25, TRIM22, TRIM38, CBLB, UHRF2, TRIM33, RNF4,




COMMD3, BARD1, RNF113A


Enrichment Score:




5.35889838477318




GO: 0051607~defense
 43
ABCF3, CD8A, IFITM1, ZC3HAV1, IFITM2, UNC93B1, PML, BNIP3, RSAD2,


response to virus

OAS1, APOBEC3G, OAS2, APOBEC3C, APOBEC3D, SERINC3, NLRC5,




BCL2, C19ORF66, IFNG, PYCARD, MX1, MX2, POLR3F, POLR3H, RELA,




FAM111A, EXOSC5, HERC5, SAMHD1, FADD, TRIM25, POLR3C, TRIM22,




POLR3E, IFNAR1, IFIT3, IFNAR2, PLSCR1, UNC13D, IFIT5, BNIP3L, IRF3,




GBP3


Antiviral defense
 31
ABCF3, IFITM1, ZC3HAV1, IFITM2, UNC93B1, PML, RSAD2, OAS1,




APOBEC3G, OAS2, APOBEC3C, APOBEC3D, SERINC3, C19ORF66, IFNG,




MX1, MX2, POLR3F, POLR3H, FAM111A, HERC5, SAMHD1, TRIM25,




POLR3C, TRIM22, POLR3E, IFIT3, PLSCR1, IFIT5, IRF3, GBP3


Innate immunity
 50
ZC3HAV1, APOBEC3G, APOBEC3C, APOBEC3D, TRIM4, NLRC5,




ANKRD17, GATA3, MX1, MX2, IRAK1, LY96, HERC5, FADD, ECSIT, CD84,




TRIM38, CHID1, RIPK2, AKAP8, IFITM1, IFITM2, CSF1, PML, UNC93B1,




RSAD2, OAS1, OA5S, SEC14L1, SERINC3, IRAK4, PSTPIP1, PYCARD, MR1,




TBKBP1, POLR3F, POLR3H, ANXA1, MSRB1, SAMHD1, TRIM25, SLAMF7,




POLR3C, POLR3E, SIRT2, IFIT3, CD55, IFIT5, JAK2, IRF3


Enrichment Score:




5.143098283847529




Cell cycle
120
ITGB3BP, CHMP3, MAU2, KNTC1, INO80, CASP8AP2, KLHL9, RALB,




VPS4A, TLK1, CDCA4, STAG1, ESCO1, ZC3HC1, ANAPC4, RINT1, PIM1,




HMG20B, PPP1CB, MAPK1, UHRF2, EP300, RCC2, MAPK6, PRCC, BIN3,




CDCA7L, PDCD6IP, ARL8B, MPLKIP, CACUL1, STK10, AHCTF1, ARF6,




CEP164, ANAPC10, CCNG1, CCNG2, NIPBL, PPP2R2D, SSSCA1, CINP,




WDR6, CDC23, PMF1, CDC27, ATM, CDKN1B, DMTF1, UBA3, CCNT2,




E2F3, E2F4, TSG101, CCNT1, LATS1, NDE1, NSMCE2, CDK10, USP16,




CDK13, ARL2, RBBP4, POGZ, CCNH, DYNLT3, PKN2, DYNLT1, PAPD5,




BANP, CDK7, PRKCD, RAD50, CDK2, MCM6, ARL3, GAK, SASS6,




CHMP1A, NSL1, CDK11B, MAPRE2, WASL, USP22, MAPRE1, PDCD2L,




SPAST, HAUS3, ING4, HAUS6, RABGAP1, ASUN, USP3, HAUS2, HAUS1,




CETN2, NUMA1, MAP10, TSPYL2, MDC1, RB1CC1, NPAT, PAFAH1B1,




THAP1, FBXW11, TERF2, TERF1, CSNK1A1, BOD1, PDS5B, SMC5, BIRC6,




RGS14, SIRT2, NAE1, SMC4, RPS6KA3, MAPK13, CUL4B, C9ORF69


Cell division
 73
ITGB3BP, CCNT2, CHMP3, MAU2, TSG101, CCNT1, KNTC1, INO80, LATS1,




NDE1, KLHL9, RALB, VPS4A, NSMCE2, CDK10, USP16, CDCA4, CDK13,




STAG1, ZC3HC1, POGZ, ANAPC4, PKN2, DYNLT3, DYNLT1, PAPD5,




CDK7, PPP1CB, CDK2, ARL3, CHMP1A, RCC2, NSL1, BIN3, CDK11B,




MAPRE2, CDCA7L, ARL8B, WASL, MAPRE1, PDCD6IP, SPAST, HAUS3,




HAUS6, ASUN, MPLKIP, HAUS2, HAUS1, CETN2, AHCTF1, ARF6,




ANAPC10, CEP164, CCNG1, CCNG2, NUMA1, MAP10, PAFAH1B1,




PPP2R2D, TERF1, CSNK1A1, SSSCA1, BOD1, PDS5B, CINP, SMC5, CDC23,




BIRC6, PMF1, CDC27, SIRT2, RGS14, SMC4


GO: 0051301~cell
 66
ITGB3BP, CCNT2, MAU2, TSG101, CCNT1, KNTC1, INO80, LATS1, NDE1,


division

NSMCE2, VPS4A, CDK10, TUBA1A, USP16, CDCA4, TUBA1C, CDK13,




STAG1, ZC3HC1, POGZ, ANAPC4, PKN2, DYNLT3, PAPD5, DYNLT1,




CDK7, PPP1CB, CDK2, CHMP1A, RCC2, NSL1, CDK11B, MAPRE2,




CDCA7L, ARL8B, WASL, MAPRE1, HAUS3, HAUS6, ASUN, MPLKIP,




HAUS2, HAUS1, CETN2, ARF6, ANAPC10, CEP164, CCNG1, CCNG2,




NUMA1, MAP10, PPP2R2D, TERF1, CSNK1A1, SSSCA1, BOD1, PDS5B,




CINP, SMC5, CDC23, BIRC6, PMF1, CDC27, SIRT2, RGS14, SMC4


GO: 0007067~mitotic
 49
ITGB3BP, HAUS3, HAUS6, ASUN, MPLKIP, HAUS2, HAUS1, KNTC1,


nuclear division

CETN2, ANAPC10, CEP164, CLTC, CCNG1, CCNG2, LATS1, OFD1,




NUMA1, FBXW5, KLHL9, NSMCE2, PAFAH1B1, USP16, PPP2R2D, STAG1,




TERF1, VCPIP1, CSNK1A1, SSSCA1, BOD1, ZC3HC1, TADA2A, ANAPC4,




SMC5, DYNLT3, CDC23, BIRC6, PAPD5, DYNLT1, PMF1, SIRT2, RGS14,




CDK2, RCC2, NSL1, CDK11B, MAPRE2, MAPRE1, WASL, AKAP8


Mitosis
 46
ITGB3BP, HAUS3, HAUS6, ASUN, MPLKIP, MAU2, HAUS2, HAUS1,




KNTC1, INO80, CETN2, CEP164, ANAPC10, CCNG1, CCNG2, LATS1,




NUMA1, NDE1, KLHL9, NSMCE2, PAFAH1B1, USP16, PPP2R2D, STAG1,




TERF1, CSNK1A1, SSSCA1, BOD1, ZC3HC1, PDS5B, ANAPC4, SMC5,




DYNLT3, CDC23, BIRC6, PAPD5, DYNLT1, PMF1, SIRT2, CDK2, SMC4,




RCC2, NSL1, MAPRE2, MAPRE1, WASL


Enrichment Score:




5.023865225499397




DNA damage
 68
RAD51C, INO80, NSMCE1, AEN, NSMCE2, TLK1, BRD4, INO80D, INO80C,




INO80B, POLK, UBE2A, NEIL2, FMR1, APTX, GTF2H3, CDK9, MBD4,




POLB, HERC2, CDK7, CDK2, RAD50, RAD1, XPA, NABP1, XPC, HIPK2,




DDB2, RNF138, UBE2W, PSME4, REV3L, USP3, WRNIP1, HUS1, MGMT,




CETN2, MUM1, CEP164, MAPKAPK2, STUB1, XAB2, PRPF19, RPA1,




CHD1L, MDC1, FBXO6, RNF168, ACTL6A, ERCC3, MSH6, MSH2, TAOK1,




TP53BP1, CINP, SMC5, SMC6, ATMIN, UIMC1, ATM, MPG, PHF1, TDP2,




U5P47, CUL4B, OGG1, BARD1


DNA repair
 56
RAD51C, INO80, NSMCE1, NSMCE2, INO80D, INO80C, INO80B, POLK,




UBE2A, NEIL2, APTX, GTF2H3, CDK9, MBD4, POLB, HERC2, CDK7,




CDK2, RAD50, RAD1, XPA, NABP1, XPC, DDB2, UBE2W, RNF138, PSME4,




REV3L, MGMT, CETN2, MUM1, CEP164, STUB1, XAB2, RPA1, PRPF19,




CHD1L, MDC1, FBXO6, RNF168, ACTL6A, ERCC3, MSH6, TAOK1, MSH2,




TP53BP1, CINP, SMC5, SMC6, UIMC1, MPG, TDP2, USP47, CUL4B, OGG1,




BARD1


GO: 0006281~DNA
 49
RAD51C, USP3, MGMT, HUS1, INO80, MUM1, HSPA1A, CEP164, TRRAP,


repair

STUB1, RPA1, CHD1L, NSMCE1, FBXO6, ACTL6A, ERCC3, INO80D,




INO80C, INO80B, POLK, MSH6, UBE2A, NUDT1, PDS5B, TAOK1, MSH2,




NEIL2, CINP, APTX, GTF2H3, CDK9, MBD4, POLB, ATM, RAD50, CDK2,




RAD1, XPA, RECQL, NABP1, XPC, CSNK1D, BTG2, CSNK1E, DDB2,




UBE2W, PSME4, PARP4, OGG1


Enrichment Score:




4.995051000869093




Nucleotide-binding
267
RAD51C, DYNC1LI2, ADCY7, ATP2B4, PSKH1, CLK2, CUL9, CLK4, ILK,




DHX34, VPS4A, TLK1, DDX10, MAP2K7, PAN3, TNIK, ROCK1, ROCK2,




PIM1, UBE2J1, UBE2J2, MARK2, MAPK1, GLUL, NME3, RAB18, MAPK6,




DHX29, CAMK4, ATP2C1, RFC2, MAPK8, ARL8B, CLCN3, PFKFB3, FARS2,




UBA5, WARS2, HSPA1A, OAS1, MYO9B, ARF6, OAS2, MTIF2, NAGK,




UHMK1, MOV10, KRAS, VRK3, RAC1, ZAP70, NAT10, KIF3B, MOCS2,




TAOK1, MAP2K4, ATP11A, OXSR1, ATM, ATP13A1, UBA3, ARF4, RIT1,




SPG7, ABCF3, RAB5B, RAB5C, FASTK, UBE2G1, GTPBP10, GNL3L, HELZ,




PMVK, LATS1, ATAD3A, LONP1, ARL5A, DYNC1H1, TOP2B, NT5C,




SRPK2, RAP2C, PIK3C2A, PI4KB, DGUOK, GMPS, SRPK1, RAD50, TTF2,




CBWD2, TRAP1, RIPK1, RRM1, RAB5A, FARSB, CDK11B, MAP3K14,




ARL4C, MAP3K13, ARL4A, WRNIP1, MKNK2, KTI12, SNRK, DGKE,




STK40, DDX19A, TYW1, RAB11B, DHX16, PRKAA1, CERK, ACSL4,




ACSL3, SPATA5, ACSL5, CSNK1A1, DNM3, MAT2A, PDK3, DGKH, PCK2,




NRAS, RPS6KA3, RAB30, CSNK1D, CSNK1E, MAPK13, RAB35, GSK3B,




ARAF, DGKZ, GNA13, NT5C3A, IDE, PASK, HBS1L, INO80, DSTYK,




PI4K2B, NLRC5, PRKAR2A, IDH3G, DDX23, AAK1, ORC4, RALB,




PRKACB, SAR1B, MX1, MX2, MATK, PDXK, CSNK1G2, EFTUD2, RIPK2,




CSNK1G3, YARS2, SMARCA2, PCCB, GBP3, PRPS2, PRPS1, GPN3, MVD,




STK10, MAPKAPK5, MAP4K1, MAPKAPK2, RRAGC, IRAK4, UBE2D4,




GFM2, FICD, GFM1, DDX42, NIN, RYK, MYO1G, ABCB7, RAB33A,




RAB33B, PSMC5, PSMC2, ULK3, DYRK1A, GTF2F2, DDX50, RHOT1,




RHOT2, ABL2, DDX51, UBE2E1, ATL3, PRKAG2, DICER1, HINT2, PPIP5K2,




SKIV2L2, SLFN5, PIP5K1A, GSS, SLK, CDK12, MKKS, ATP8B2, CDK10,




TUBA1A, RHOF, CHUK, TUBA1C, CDK13, AKT2, ARL2, IRAK1, UBE2A,




PFKL, PRKCI, PKN2, PRKCH, CDK9, CDK7, PRKCD, CDK2, ARL3, PRKCB,




GAK, MCM6, TOR2A, PANK4, RECQL, PANK2, HIPK1, HIPK2, UBE2W,




PRKD3, SPAST, NKIRAS2, BTAF1, PGS1, UBE2Z, DCK, UBE2R2, N4BP2,




MTHFS, CHD9, CHD7, CHD1L, MAP3K3, MAP3K1, UCK1, HSPA4, ERCC3,




EHD1, CHD6, EHD4, MSH6, GIMAP5, MSH2, SMC5, SMC6, RAF1, DRG1,




DRG2, SMC4, GIMAP1, JAK2


SM00220: S_TKc
 74
PASK, DSTYK, LATS1, PSKH1, SLK, CLK2, AAK1, CLK4, CDK12, TLK1,




CDK10, PRKACB, MAP2K7, CHUK, CDK13, AKT2, SRPK2, IRAK1, TNIK,




ROCK1, CSNK1G2, ROCK2, PRKCI, PKN2, PIM1, PRKCH, CDK9, CDK7,




PRKCD, SRPK1, CDK2, MARK2, GAK, PRKCB, MAPK1, MAPK6, CAMK4,




HIPK1, RIPK1, HIPK2, RIPK2, CDK11B, MAPK8, CSNK1G3, MAP3K14,




MAP3K13, PRKD3, STK10, MAPKAPK5, MKNK2, MAP4K1, MAPKAPK2,




UHMK1, TRIB2, IRAK4, MAP3K3, VRK3, SNRK, STK40, MAP3K1,




PRKAA1, CSNK1A1, TAOK1, MAP2K4, RAF1, OXSR1, RPS6KA3, CSNK1D,




CSNK1E, MAPK13, GSK3B, ARAF, ULK3, DYRK1A


ATP-binding
210
RAD51C, DYNC1LI2, ADCY7, ATP2B4, PSKH1, CLK2, CUL9, CLK4, ILK,




DHX34, VPS4A, TLK1, DDX10, MAP2K7, PAN3, TNIK, ROCK1, ROCK2,




UBE2J1, PIM1, UBE2J2, MARK2, MAPK1, GLUL, NME3, MAPK6, DHX29,




CAMK4, RFC2, ATP2C1, MAPK8, CLCN3, PFKFB3, FARS2, UBA5, WARS2,




HSPA1A, OAS1, MYO9B, OAS2, NAGK, UHMK1, MOV10, KRAS, ZAP70,




NAT10, KIF3B, TAOK1, MAP2K4, ATP11A, OXSR1, ATM, ATP13A1, UBA3,




ABCF3, SPG7, FASTK, UBE2G1, HELZ, PMVK, LATS1, LONP1, ATAD3A,




DYNC1H1, TOP2B, SRPK2, PIK3C2A, DGUOK, PI4KB, GMPS, SRPK1,




RAD50, TTF2, CBWD2, TRAP1, RIPK1, RRM1, FARSB, CDK11B, MAP3K14,




MAP3K13, WRNIP1, MKNK2, SNRK, DGKE, STK40, KTI12, DDX19A,




DHX16, PRKAA1, CERK, ACSL4, ACSL3, SPATA5, ACSL5, CSNK1A1,




MAT2A, PDK3, DGKH, RPS6KA3, CSNK1D, CSNK1E, MAPK13, GSK3B,




ARAF, DGKZ, PASK, IDE, DSTYK, INO80, PI4K2B, NLRC5, IDH3G, DDX23,




AAK1, ORC4, PRKACB, MATK, PDXK, CSNK1G2, RIPK2, CSNK1G3,




YARS2, PCCB, SMARCA2, PRPS2, PRPS1, MVD, STK10, MAPKAPK5,




MAP4K1, MAPKAPK2, IRAK4, UBE2D4, FICD, DDX42, RYK, MYO1G,




ABCB7, PSMC5, PSMC2, ULK3, DYRK1A, GTF2F2, DDX50, ABL2, DDX51,




UBE2E1, DICER1, PRKAG2, PPIP5K2, SKIV2L2, SLFN5, PIP5K1A, GSS,




SLK, CDK12, MKKS, ATP8B2, CDK10, CHUK, CDK13, AKT2, IRAK1,




UBE2A, PFKL, PRKCI, PKN2, PRKCH, CDK9, CDK7, PRKCD, CDK2,




PRKCB, GAK, MCM6, TOR2A, PANK4, RECQL, PANK2, HIPK1, HIPK2,




UBE2W, PRKD3, SPAST, BTAF1, PGS1, UBE2Z, DCK, UBE2R2, N4BP2,




CHD9, MTHFS, CHD1L, CHD7, MAP3K3, MAP3K1, UCK1, HSPA4, CHD6,




ERCC3, EHD1, EHD4, MSH6, MSH2, SMC5, SMC6, RAF1, SMC4, JAK2


IPR008271: Serine/
 66
PASK, DSTYK, LATS1, PSKH1, SLK, CLK2, AAK1, CLK4, CDK12, TLK1,


threonine-protein

CDK10, PRKACB, MAP2K7, CHUK, CDK13, AKT2, SRPK2, MAKI, TNIK,


kinase, active site

ROCK1, CSNK1G2, ROCK2, PRKCI, PKN2, PIM1, PRKCH, CDK9, CDK7,




PRKCD, SRPK1, CDK2, MARK2, GAK, PRKCB, MAPK1, MAPK6, CAMK4,




HIPK1, RIPK1, HIPK2, RIPK2, CDK11B, MAPK8, CSNK1G3, MAP3K14,




MAP3K13, PRKD3, MAPKAPK5, STK10, MKNK2, MAPKAPK2, SNRK,




STK40, MAP3K1, PRKAA1, CSNK1A1, TAOK1, MAP2K4, RAF1, RPS6KA3,




CSNK1D, CSNK1E, GSK3B, ARAF, ULK3, DYRK1A


Serine/threonine-
 75
FASTK, PASK, DSTYK, LATS1, PSKH1, SLK, CLK2, AAK1, CLK4, ILK,


protein kinase

CDK12, TLK1, CDK10, PRKACB, MAP2K7, CHUK, CDK13, AKT2, SRPK2,




IRAK1, TNIK, ROCK1, CSNK1G2, ROCK2, PRKCI, PKN2, PIM1, PRKCH,




CDK9, CDK7, PRKCD, SRPK1, CDK2, MARK2, GAK, PRKCB, MAPK1,




MAPK6, CAMK4, HIPK1, RIPK1, HIPK2, RIPK2, CDK11B, MAPK8,




CSNK1G3, MAP3K14, MAP3K13, PRKD3, MAPKAPK5, STK10, MKNK2,




MAP4K1, MAPKAPK2, UHMK1, IRAK4, MAP3K3, SNRK, STK40, MAP3K1,




PRKAA1, CSNK1A1, TAOK1, MAP2K4, RAF1, OXSR1, ATM, RPS6KA3,




CSNK1D, CSNK1E, MAPK13, GSK3B, ARAF, ULK3, DYRK1A


nucleotide
156
RAD51C, DYNC1LI2, PASK, INO80, DSTYK, NLRC5, PSKH1, IDH3G,


phosphate-binding

DDX23, CLK2, CUL9, AAK1, CLK4, ILK, DHX34, ORC4, VPS4A, TLK1,


region: ATP

PRKACB, DDX10, MAP2K7, MATK, TNIK, PDXK, ROCK1, CSNK1G2,




ROCK2, PIM1, MARK2, MAPK1, MAPK6, DHX29, CAMK4, RFC2, RIPK2,




MAPK8, CSNK1G3, SMARCA2, PRPS2, PRPS1, CLCN3, PFKFB3,




MAPKAPK5, STK10, MAP4K1, MYO9B, MAPKAPK2, NAGK, UHMK1,




IRAK4, MOV10, VRK3, ZAP70, NAT10, DDX42, KIF3B, RYK, TAOK1,




MAP2K4, OXSR1, ABCB7, PSMC5, PSMC2, UBA3, GTF2F2, DYRK1A,




ULK3, DDX50, ABL2, DDX51, SPG7, DICER1, HELZ, SKIV2L2, SLFN5,




PMVK, LATS1, GSS, ATAD3A, LONP1, SLK, CDK12, MKKS, CDK10,




TOP2B, DYNC1H1, CHUK, CDK13, AKT2, SRPK2, IRAK1, PFKL, PRKCI,




PKN2, PRKCH, CDK9, DGUOK, CDK7, GMPS, PRKCD, SRPK1, CDK2,




RAD50, TTF2, PRKCB, MCM6, CBWD2, TOR2A, RECQL, HIPK1, RIPK1,




HIPK2, CDK11B, MAP3K14, MAP3K13, PRKD3, SPAST, BTAF1, PGS1,




WRNIP1, MKNK2, DCK, N4BP2, CHD9, MTHFS, CHD1L, CHD7, KTI12,




STK40, MAP3K3, SNRK, DDX19A, MAP3K1, DHX16, PRKAA1, UCK1,




CHD6, EHD1, ERCC3, EHD4, CSNK1A1, MSH6, MAT2A, MSH2, PDK3,




SMC5, SMC6, RAF1, SMC4, RPS6KA3, CSNK1D, CSNK1E, MAPK13,




GSK3B, ARAF, JAK2


Kinase
120
PASK, NELL2, DSTYK, PI4K2B, PRKAR2A, PSKH1, CLK2, AAK1, CLK4,




ILK, TLK1, PRKACB, MAP2K7, MATK, TNIK, PDXK, ROCK1, CSNK1G2,




ROCK2, PRKAB1, PIM1, PKIA, MARK2, WDR83, MAPK1, NME3, CAMK4,




MAPK6, RIPK2, MAPK8, CSNK1G3, PRPS2, PRPS1, PHKA2, PFKFB3,




STK10, MAPKAPK5, MAP4K1, AKAP10, MAPKAPK2, NAGK, UHMK1,




IRAK4, VRK3, PRKRA, ZAP70, TAOK1, RYK, CINP, MAP2K4, FN3KRP,




OXSR1, ATM, CDKN1B, DYRK1A, ULK3, HGS, ABL2, FASTK, PRKAG2,




PPIP5K2, PIP5K1A, PMVK, LATS1, SLK, CDK12, CDK10, CHUK, CDK13,




AKT2, SRPK2, IRAK1, PFKL, PIK3C2A, PKN2, PRKCI, CDK9, PRKCH,




DGUOK, PI4KB, CDK7, PRKCD, SRPK1, CDK2, GAK, PRKCB, PANK4,




PANK2, HIPK1, RIPK1, HIPK2, CDK11B, MAP3K14, MAP3K13, PRKD3,




MOB1B, DCK, MKNK2, MAP3K3, STK40, DGKE, SNRK, MAP3K1, UCK1,




PRKAA1, CERK, PIK3R1, CSNK1A1, PDK3, RAF1, DGKH, PCK2, RPS6KA3,




CSNK1D, CSNK1E, MAPK13, GSK3B, ARAF, DGKZ, JAK2


binding site: ATP
 94
SPG7, PASK, DSTYK, PMVK, LATS1, GSS, PSKH1, SLK, CLK2, AAK1,




CLK4, ILK, CDK12, TLK1, CDK10, PRKACB, MAP2K7, CHUK, CDK13,




AKT2, MATK, SRPK2, IRAK1, TNIK, ROCK1, CSNK1G2, ROCK2, PIM1,




PKN2, PRKCI, CDK9, PRKCH, CDK7, PRKCD, SRPK1, CDK2, MARK2,




PRKCB, TRAP1, MAPK1, NME3, HIPK1, CAMK4, MAPK6, RIPK1, HIPK2,




RIPK2, CDK11B, MAPK8, CSNK1G3, YARS2, MAP3K14, MAP3K13, PRKD3,




PRPS2, PRPS1, STK10, MAPKAPK5, MKNK2, MAP4K1, UBA5, MAPKAPK2,




NAGK, UHMK1, IRAK4, MTHFS, MAP3K3, VRK3, SNRK, STK40, MAP3K1,




ZAP70, PRKAA1, UCK1, EHD1, EHD4, CSNK1A1, MAT2A, RYK, TAOK1,




PDK3, MAP2K4, RAF1, OXSR1, RPS6KA3, CSNK1D, CSNK1E, MAPK13,




GSK3B, ARAF, ULK3, DYRK1A, JAK2, ABL2


GO: 0004674~protein
 72
CCNT2, FASTK, PASK, CCNT1, DSTYK, LATS1, PSKH1, SLK, CLK2,


serine/threonine

AAK1, CLK4, ILK, TLK1, CDK10, PRKACB, CDK13, AKT2, SRPK2, IRAK1,


kinase activity

TNIK, ROCK1, CSNK1G2, ROCK2, PRKCI, PKN2, PIM1, PRKCH, CDK9,




CDK7, PRKCD, SRPK1, CDK2, MARK2, GAK, PRKCB, MAPK1, MAPK6,




HIPK1, RIPK1, HIPK2, RIPK2, CDK11B, MAPK8, CSNK1G3, MAP3K14,




MAP3K13, MAPKAPK5, STK10, MKNK2, MAP4K1, MAPKAPK2, UHMK1,




IRAK4, VRK3, SNRK, STK40, MAP3K1, PRKAA1, CSNK1A1, TAOK1,




PDK3, RAF1, OXSR1, ATM, RPS6KA3, CSNK1D, CSNK1E, MAPK13,




GSK3B, ARAF, ULK3, DYRK1A


GO: 0006468~protein
 83
CCNT2, FASTK, PRKAG2, PASK, CCNT1, LATS1, ST3GAL1, PSKH1, CLK2,


phosphorylation

AAK1, ILK, TLK1, CDK10, PRKACB, CHUK, MATK, SRPK2, IRAK1,




CTBP1, PAN3, TNIK, ROCK1, CSNK1G2, ROCK2, CCNH, PIM1, PRKCI,




PKN2, PRKAB1, PRKCH, CDK9, DGUOK, CDK7, PRKCD, SRPK1, MARK2,




GAK, HCST, PRKCB, MAPK1, MAPK6, CAMK4, HIPK1, HIPK2, CDK11B,




MAPK8, MAP3K13, PRKD3, PHKA2, STK10, HUS1, MKNK2, MAP4K1,




MAPKAPK2, NPRL2, TRIB2, SNRK, STK40, MORC3, MAP3K1, PRKRA,




PPP3CB, ZAP70, PRKAA1, ERCC3, PIK3R1, CSNK1A1, FYB, TAOK1, RYK,




CREB1, RAF1, BIRC6, OXSR1, ATM, GMFB, RPS6KA3, CSNK1D, CSNK1E,




RSRC1, GSK3B, DYRK1A, JAK2


active site: Proton
105
CNDP2, PASK, IDE, DSTYK, PSKH1, CLK2, AAK1, CLK4, TLK1, PRKACB,


acceptor

MAP2K7, MATK, TNIK, ROCK1, CSNK1G2, ROCK2, PIM1, MARK2,




MAPK1, CAMK4, MAPK6, RIPK2, KDSR, MAPK8, CSNK1G3, MDH1,




HSD17B11, ME2, STK10, MAPKAPK5, MAP4K1, MAPKAPK2, ACAT2,




UHMK1, IRAK4, GALM, VRK3, IVD, ZAP70, TAOK1, RYK, MAP2K4,




OXSR1, ULK3, DYRK1A, ABL2, DCXR, HTATIP2, DHRSX, LATS1, SLK,




CDK12, CDK10, CHUK, CDK13, AKT2, IRAK1, SRPK2, PFKL, PKN2,




PRKCI, CDK9, PRKCH, CDK7, PRKCD, CDK2, SRPK1, GAK, DHRS7,




PRKCB, G6PD, HIPK1, RIPK1, TGDS, HIPK2, RRM1, TXNRD1, CDK11B,




MAP3K14, MAP3K13, PRKD3, ALDH9A1, MKNK2, ERI3, MAP3K3, STK40,




SNRK, MAP3K1, PITRM1, PRKAA1, HSD17B8, CSNK1A1, RAF1, SIRT6,




SIRT7, SIRT2, SDHA, RPS6KA3, CSNK1D, CSNK1E, TDP2, MAPK13,




GSK3B, ARAF, JAK2


GO: 0004672~protein
 67
FASTK, PASK, CLK2, AAK1, ILK, CDK12, CDK10, MAP2K7, CHUK,


kinase activity

CDK13, AKT2, SRPK2, IRAK1, TNIK, PAN3, ROCK1, CSNK1G2, PRKCI,




PKN2, PRKAB1, GTF2H3, PRKCH, CDK9, CDK7, PRKCD, SRPK1, CDK2,




MARK2, GAK, PRKCB, CAMK4, HIPK1, RIPK1, HIPK2, CDK11B,




CSNK1G3, MAP3K14, CCL3, MAPKAPK5, MKNK2, MAP4K1, MAPKAPK2,




NPRL2, TRIB2, IRAK4, VRK3, SNRK, MAP3K3, MAP3K1, PRKAA1, ERCC3,




CSNK1A1, TAOK1, RYK, PDK3, MAP2K4, RAF1, RPS6KA3, CSNK1D,




CSNK1E, MAPK13, GSK3B, ARAF, ULK3, DYRK1A, JAK2, ABL2


domain: Protein
 79
PASK, DSTYK, LATS1, PSKH1, SLK, CLK2, AAK1, CLK4, ILK, CDK12,


kinase

TLK1, CDK10, PRKACB, MAP2K7, CHUK, CDK13, AKT2, MATK, SRPK2,




IRAK1, PAN3, TNIK, ROCK1, CSNK1G2, ROCK2, PIM1, PRKCI, PKN2,




PRKCH, CDK9, CDK7, PRKCD, SRPK1, CDK2, MARK2, GAK, PRKCB,




MAPK1, MAPK6, CAMK4, HIPK1, RIPK1, HIPK2, RIPK2, CDK11B, MAPK8,




CSNK1G3, MAP3K14, MAP3K13, PRKD3, STK10, MAPKAPK5, MKNK2,




MAP4K1, MAPKAPK2, UHMK1, TRIB2, IRAK4, MAP3K3, VRK3, SNRK,




STK40, MAP3K1, ZAP70, PRKAA1, CSNK1A1, TAOK1, RYK, MAP2K4,




RAF1, OXSR1, CSNK1D, CSNK1E, MAPK13, GSK3B, ARAF, ULK3,




DYRK1A, ABL2


IPR000719: Protein
 81
PASK, DSTYK, LATS1, PSKH1, SLK, CLK2, AAK1, CLK4, ILK, CDK12,


kinase, catalytic

TLK1, CDK10, PRKACB, MAP2K7, CHUK, CDK13, AKT2, MATK, SRPK2,


domain

IRAK1, PAN3, TNIK, ROCK1, CSNK1G2, ROCK2, PIM1, PRKCI, PKN2,




PRKCH, CDK9, CDK7, PRKCD, SRPK1, CDK2, MARK2, GAK, PRKCB,




MAPK1, CAMK4, MAPK6, HIPK1, RIPK1, HIPK2, RIPK2, CDK11B, MAPK8,




CSNK1G3, MAP3K14, MAP3K13, PRKD3, STK10, MAPKAPK5, MKNK2,




MAP4K1, MAPKAPK2, UHMK1, TRIB2, IRAK4, MAP3K3, VRK3, SNRK,




STK40, MAP3K1, ZAP70, PRKAA1, CSNK1A1, TAOK1, RYK, MAP2K4,




RAF1, OXSR1, RPS6KA3, CSNK1D, CSNK1E, MAPK13, GSK3B, ARAF,




ULK3, DYRK1A, JAK2, ABL2


IPR011009: Protein
 86
PASK, DSTYK, LATS1, PSKH1, SLK, CLK2, AAK1, CLK4, ILK, CDK12,


kinase-like domain

TLK1, CDK10, PRKACB, MAP2K7, CHUK, CDK13, AKT2, MATK, SRPK2,




IRAK1, PAN3, TNIK, ROCK1, CSNK1G2, ROCK2, PIK3C2A, PIM1, PRKCI,




PKN2, CDK9, PRKCH, PI4KB, CDK7, PRKCD, SRPK1, CDK2, GAK, MARK2,




PRKCB, MAPK1, CAMK4, MAPK6, HIPK1, RIPK1, HIPK2, RIPK2, CDK11B,




MAPK8, CSNK1G3, MAP3K14, MAP3K13, PRKD3, STK10, MAPKAPK5,




MKNK2, MAP4K1, MAPKAPK2, TRRAP, UHMK1, TRIB2, IRAK4, MAP3K3,




VRK3, SNRK, STK40, MAP3K1, ZAP70, PRKAA1, CSNK1A1, TAOK1, RYK,




MAP2K4, RAF1, FN3KRP, OXSR1, ATM, RPS6KA3, CSNK1D, CSNK1E,




MAPK13, GSK3B, ARAF, ULK3, DYRK1A, JAK2, ABL2


GO: 0005524~ATP
216
RAD51C, DYNC1LI2, ADCY7, ATP2B4, PSKH1, CLK2, CUL9, CLK4, ILK,


binding

DHX34, VPS4A, TLK1, DDX10, MAP2K7, PAN3, TNIK, ROCK1, ROCK2,




UBE2J1, PIM1, UBE2J2, MARK2, MAPK1, GLUL, NME3, MAPK6, DHX29,




CAMK4, ATP2C1, RFC2, MAPK8, CLCN3, PFKFB3, FARS2, UBA5, WARS2,




HSPA1A, OAS1, MYO9B, OAS2, NAGK, UHMK1, MOV10, KRAS, VRK3,




ZAP70, NAT10, KIF3B, TAOK1, MAP2K4, ATP11A, OXSR1, ATM,




ATP13A1, UBA3, ABCF3, SPG7, FASTK, UBE2G1, HELZ, PMVK, LATS1,




LONP1, ATAD3A, DYNC1H1, TOP2B, SRPK2, PIK3C2A, DGUOK, PI4KB,




GMPS, SRPK1, RAD50, TTF2, CBWD2, TRAP1, RIPK1, RRM1, FARSB,




CDK11B, MAP3K14, MAP3K13, WRNIP1, MKNK2, SNRK, DGKE, STK40,




KTI12, DDX19A, DHX16, PRKAA1, CERK, ACSL4, ACSL3, SPATA5,




ACSL5, CSNK1A1, PDS5B, MAT2A, PDK3, DGKH, RPS6KA3, CSNK1D,




CSNK1E, MAPK13, GSK3B, ARAF, DGKZ, PASK, IDE, DSTYK, INO80,




PI4K2B, NLRC5, IDH3G, DDX23, AAK1, ORC4, PRKACB, MATK, PDXK,




CSNK1G2, PNPLA8, RIPK2, CSNK1G3, YARS2, SLFN12L, SMARCA2,




PCCB, PRPS2, PRPS1, MVD, STK10, MAPKAPK5, MAP4K1, MAPKAPK2,




IRAK4, UBE2D4, FICD, RUNX1, DDX42, RYK, MYO1G, ABCB7, PSMC5,




PSMC2, ULK3, DYRK1A, GTF2F2, DDX50, ABL2, DDX51, UBE2E1,




DICER1, PRKAG2, PPIP5K2, SKIV2L2, SLFN5, PIP5K1A, GSS, SLK, CDK12,




MKKS, ATP8B2, CDK10, CHUK, CDK13, AKT2, IRAK1, UBE2A, PFKL,




PRKCI, PKN2, PRKCH, CDK9, CDK7, PRKCD, CDK2, PRKCB, GAK, MCM6,




TOR2A, PANK4, RECQL, PANK2, HIPK1, HIPK2, UBE2W, PRKD3, SPAST,




BTAF1, PGS1, UBE2Z, DCK, TRIB2, UBE2R2, N4BP2, CHD9, MTHFS,




CHD1L, CHD7, MAP3K3, MAP3K1, UCK1, HSPA4, CHD6, ERCC3, EHD1,




EHD4, MSH6, MSH2, SMC5, SMC6, RAF1, SMC4, JAK2


IPR017441: Protein
 62
PASK, DSTYK, PSKH1, SLK, CLK2, CLK4, CDK12, TLK1, CDK10,


kinase, ATP binding

PRKACB, CHUK, CDK13, MATK, AKT2, IRAK1, SRPK2, TNIK, ROCK1,


site

CSNK1G2, ROCK2, PRKCI, PKN2, PIM1, PRKCH, CDK9, CDK7, PRKCD,




CDK2, SRPK1, MARK2, PRKCB, MAPK1, MAPK6, CAMK4, HIPK1, HIPK2,




CSNK1G3, MAP3K14, PRKD3, STK10, MKNK2, MAP4K1, MAPKAPK2,




SNRK, MAP3K1, ZAP70, PRKAA1, CSNK1A1, TAOK1, MAP2K4, RAF1,




OXSR1, RPS6KA3, CSNK1D, CSNK1E, MAPK13, GSK3B, ARAF, ULK3,




DYRK1A, JAK2, ABL2


Enrichment Score:




4.4354405219010475




Mitochondrion
173
RAD51C, TSPO, MRPL42, CMC2, MALSUl, GFER, MPV17, TMEM11,




OGDH, CIAPIN1, FAM210A, HIBADH, MFF, IDH3G, VPS13C, CASP8AP2,




CPOX, SLC25A28, MRPL34, MRPL35, TIMMDC1, CRLS1, NUDT1,




BCL2L11, TIMM8A, NFU1, SLC25A32, GLUL, SLC25A38, YARS2, TFB1M,




PCCB, MTFMT, MPST, MRPL44, ME2, ELAC2, MRPS14, MCL1, GLUD2,




TXN2, FARS2, MRPS11, SFXN4, WARS2, AKAP10, OAS1, CHCHD4, OAS2,




RBFA, PIN4, AGMAT, MTIF2, SDHAF1, FAM65B, SLC11A2, FIS1, GFM2,




C12ORF10, IVD, GFM1, BLOC1S1, IDH2, MRPL55, LIAS, TRAF3, FH,




MRPS23, MRPS25, C21ORF33, MPC1, MPC2, GLOD4, MRRF, ABCB7, PPIF,




TEFM, NDUFV3, METTL12, SYNE2, BBC3, NDUFV2, RHOT1, RHOT2,




SLC25A16, C19ORF12, PHYKPL, METTL17, NDUFAF4, SPG7, COX11,




UQCRC1, FASTK, HINT2, BNIP3, UQCRFS1, ARL2BP, ACOT9, LONP1,




DNAJC15, ATAD3A, PARL, DNAJC11, ATP5H, NDUFS1, ARL2, SQRDL,




AIFM1, DGUOK, PI4KB, ECSIT, RHBDD1, NDUFA10, MRPS2, TIMM22,




IMMP1L, HAGH, TRAP1, PANK2, MRPS9, BNIP1, TCHP, ATPAF1,




C7ORF73, GLRX5, PGS1, BCAT2, NDUFB7, ETHE1, RSAD2, QTRT1, HSCB,




TACO1, GLRX2, NUDT9, BCL2, PITRM1, MRPL16, PYCARD, XAF1,




ACSL4, LACTB, PDHX, ACSL3, SPATA5, SCO2, ACSL5, ETFA, C14ORF119,




HSD17B8, ECI1, DLST, ALKBH7, ECI2, GIMAP5, IMMT, NDUFA9, PDK3,




RAF1, BAD, PCK2, IFIT3, SDHA, MPG, APOPT1, SDHC, TSFM, MTFP1,




BNIP3L, NLN, OGG1, SCP2, SLC25A53


Transit peptide
 87
COX11, MRPL42, UQCRC1, HINT2, OGDH, UQCRFS1, HIBADH, ACOT9,




LONP1, IDH3G, PARL, CPDX, MRPL34, NDUFS1, MRPL35, SQRDL,




NUDT1, AIFM1, DGUOK, NDUFA10, ECSIT, HAGH, TRAP1, NFUl, PANK2,




MRPS9, YARS2, TFB1M, ATPAF1, PCCB, MTFMT, MRPL44, PGS1, GLRX5,




BCAT2, ELAC2, ME2, TXN2, GLUD2, FARS2, ETHEL MRPS11, WARS2,




AKAP10, RBFA, MTIF2, AGMAT, HSCB, GLRX2, GFM2, C12ORF10,




NUDT9, IVD, GFM1, MRPL16, PITRM1, IDH2, MRPL55, LIAS, LACTB,




PDHX, SCO2, ETFA, FH, ECI1, ECI2, DLST, ALKBH7, NDUFA9, IMMT,




PDK3, C21ORF33, PCK2, MRRF, ABCB7, NDUFV3, TEFM, PPIF, SDHA,




METTL12, MPG, APOPT1, SDHC, TSFM, NDUFV2, NLN, METTL17


transit
 80
COX11, MRPL42, UQCRC1, HINT2, OGDH, UQCRFS1, HIBADH, ACOT9,


peptide: Mitochondrion

LONP1, IDH3G, PARL, CPDX, MRPL34, NDUFS1, MRPL35, SQRDL, AIFM1,




DGUOK, NDUFA10, ECSIT, HAGH, TRAP1, NFUl, PANK2, MRPS9, YARS2,




TFB1M, ATPAF1, PCCB, MTFMT, MRPL44, PGS1, BCAT2, ME2, TXN2,




GLUD2, FARS2, ETHE1, MRPS11, WARS2, AKAP10, RBFA, MTIF2,




AGMAT, HSCB, GLRX2, GFM2, C1O0RF10, NUDT9, IVD, GFM1, MRPL16,




PITRM1, IDH2, MRPL55, LIAS, LACTB, PDHX, SCO2, ETFA, FH, ECI1,




DLST, ECI2, NDUFA9, PDK3, C21ORF33, PCK2, MRRF, ABCB7, NDUFV3,




PPIF, SDHA, METTL12, TXNDC12, SDHC, TSFM, NDUFV2, NLN, METTL17


GO: 0005759~mito-
 57
FASTK, MALSUl, OGDH, HIBADH, ARL2BP, ACOT9, GPX1, LONP1,


chondrial matrix

IDH3G, NDUFS1, ARL2, NUDT1, DGUOK, NDUFA10, HAGH, TRAP1,




YARS2, TFB1M, PCCB, GLRX5, ME2, ELAC2, BCAT2, MCL1, TXN2,




ETHE1, FARS2, WARS2, PIN4, SDHAF1, GLRX2, MTHFS, GFM2, NUDT9,




IVD, GFM1, PITRM1, BLOC1S1, IDH2, LIAS, PDHX, SCO2, ETFA,




HSD17B8, FH, ECI1, ALKBH7, DLST, NDUFA9, CREB1, PDK3, MRRF,




PCK2, TEFM, PPIF, TSFM, PHYKPL


Enrichment Score:




4.367762624189855




domain: MBD
  8
SETDB1, MECP2, MBD6, MBD5, MBD4, BAZ2B, MBD1, BAZ2A


SM00391: MBD
  8
SETDB1, MECP2, MBD6, MBD5, MBD4, BAZ2B, MBD1, BAZ2A


IPR016177: DNA-
  8
SETDB1, MECP2, MBD6, MBD5, MBD4, BAZ2B, MBD1, BAZ2A


binding, integrase-




type




IPR001739: Methyl-
  8
SETDB1, MECP2, MBD6, MBD5, MBD4, BAZ2B, MBD1, BAZ2A


CpG DNA binding




Enrichment Score:




4.255632723903859




SM00320: WD40
 55
COPA, SEC31B, SEC31A, STRN, TSSC1, WDR74, SHKBP1, WDR77, ZNF106,




MLST8, NSMAF, TBL1XR1, ELP2, RBBP4, GNB1L, STRN3, TLE3, PRPF4,




ARPC1A, WDR48, WDR83, EML3, SMU1, MED16, NOL10, DDB2, THOC6,




DYNC1I2, WDR45, WDR60, LRBA, WDR45B, PRPF19, PHIP, FBXW7,




NUP214, WDR54, FBXW5, FBXW2, WDR12, PAFAH1B1, FBXW11,




PPP2R2D, GEMIN5, WDTC1, WDR5, WDR6, WIPI2, PWP2, WSB1, POC1B,




WDR26, WRAP73, TBL1X, CSTF1


IPR017986: WD40-
 62
COPA, TAF1C, SEC31B, SEC31A, KNTC1, STRN, TSSC1, WDR74, SHKBP1,


repeat-containing

WDR77, ZNF106, MLST8, NSMAF, ITFG2, TBL1XR1, ELP2, RBBP4, GNB1L,


domain

STRN3, ANAPC4, TLE3, VPS41, PRPF4, ARPC1A, WDR48, WDR83, EML3,




SMU1, MED16, DDB2, NOL10, THOC6, NOL11, DYNC1I2, WDR45, LRBA,




WDR60, SF3B3, WDR45B, PRPF19, PHIP, FBXW7, WDR54, FBXW5,




WDR12, FBXW2, PAFAH1B1, FBXW11, VPS39, PPP2R2D, GEMIN5,




WDTC1, WDR5, WDR6, WIPI2, PWP2, WSB1, POC1B, WDR26, WRAP73,




TBL1X, CSTF1


repeat: WD 3
 54
COPA, SEC31B, SEC31A, STRN, TSSC1, WDR74, SHKBP1, WDR77, ZNF106,




MLST8, NSMAF, TBL1XR1, ELP2, RBBP4, GNB1L, STRN3, TLE3, HERC2,




PRPF4, ARPC1A, WDR48, WDR83, EML3, SMU1, MED16, NOL10, DDB2,




THOC6, DYNC1I2, WDR45, WDR60, LRBA, PRPF19, PHIP, FBXW7, WDR54,




FBXW5, FBXW2, WDR12, PAFAH1B1, FBXW11, PPP2R2D, GEMIN5,




WDTC1, WDR5, WDR6, WIPI2, PWP2, WSB1, POC1B, WDR26, WRAP73,




TBL1X, CSTF1


IPR001680: WD40
 55
COPA, SEC31B, SEC31A, STRN, TSSC1, WDR74, SHKBP1, WDR77, ZNF106,


repeat

MLST8, NSMAF, TBL1XR1, ELP2, RBBP4, GNB1L, STRN3, TLE3, PRPF4,




ARPC1A, WDR48, WDR83, EML3, SMU1, MED16, NOL10, DDB2, THOC6,




DYNC1I2, WDR45, WDR60, LRBA, WDR45B, PRPF19, PHIP, FBXW7,




NUP214, WDR54, FBXW5, FBXW2, WDR12, PAFAH1B1, FBXW11,




PPP2R2D, GEMIN5, WDTC1, WDR5, WDR6, WIPI2, PWP2, WSB1, POC1B,




WDR26, WRAP73, TBL1X, CSTF1


repeat: WD 1
 55
COPA, SEC31B, SEC31A, STRN, TSSC1, WDR74, SHKBP1, WDR77, ZNF106,




MLST8, NSMAF, TBL1XR1, ELP2, RBBP4, GNB1L, STRN3, TLE3, HERC2,




PRPF4, ARPC1A, WDR48, WDR83, EML3, SMU1, MED16, NOL10, DDB2,




THOC6, DYNC1I2, WDR45, WDR60, LRBA, WDR45B, PRPF19, PHIP,




FBXW7, WDR54, FBXW5, FBXW2, WDR12, PAFAH1B1, FBXW11,




PPP2R2D, GEMIN5, WDTC1, WDR5, WDR6, WIPI2, PWP2, WSB1, POC1B,




WDR26, WRAP73, TBL1X, CSTF1


repeat: WD 2
 55
COPA, SEC31B, SEC31A, STRN, TSSC1, WDR74, SHKBP1, WDR77, ZNF106,




MLST8, NSMAF, TBL1XR1, ELP2, RBBP4, GNB1L, STRN3, TLE3, HERC2,




PRPF4, ARPC1A, WDR48, WDR83, EML3, SMU1, MED16, NOL10, DDB2,




THOC6, DYNC1I2, WDR45, WDR60, LRBA, WDR45B, PRPF19, PHIP,




FBXW7, WDR54, FBXW5, FBXW2, WDR12, PAFAH1B1, FBXW11,




PPP2R2D, GEMIN5, WDTC1, WDR5, WDR6, WIPI2, PWP2, WSB1, POC1B,




WDR26, WRAP73, TBL1X, CSTF1


repeat: WD 4
 51
COPA, SEC31B, SEC31A, STRN, TSSC1, SHKBP1, WDR74, WDR77, ZNF106,




MLST8, NSMAF, TBL1XR1, ELP2, RBBP4, GNB1L, STRN3, TLE3, HERC2,




PRPF4, ARPC1A, WDR48, WDR83, EML3, SMU1, MED16, NOL10, DDB2,




THOC6, DYNC1I2, WDR60, LRBA, PRPF19, PHIP, FBXW7, WDR54,




FBXW2, WDR12, PAFAH1B1, FBXW11, PPP2R2D, GEMIN5, WDTC1,




WDR5, WDR6, PWP2, WSB1, POC1B, WDR26, WRAP73, TBL1X, CSTF1


WD repeat
 54
COPA, SEC31B, SEC31A, STRN, TSSC1, WDR74, SHKBP1, WDR77, ZNF106,




MLST8, NSMAF, TBL1XR1, ELP2, RBBP4, GNB1L, STRN3, TLE3, PRPF4,




ARPC1A, WDR48, WDR83, EML3, SMU1, MED16, NOL10, DDB2, THOC6,




DYNC1I2, WDR45, WDR60, LRBA, WDR45B, PRPF19, PHIP, FBXW7,




WDR54, FBXW5, FBXW2, WDR12, PAFAH1B1, FBXW11, PPP2R2D,




GEMIN5, WDTC1, WDR5, WDR6, WIPI2, PWP2, WSB1, POC1B, WDR26,




WRAP73, TBL1X, CSTF1


repeat: WD 6
 42
COPA, SEC31B, SEC31A, LRBA, STRN, WDR74, PRPF19, PHIP, FBXW7,




WDR12, ZNF106, PAFAH1B1, MLST8, NSMAF, FBXW11, PPP2R2D,




GEMIN5, TBL1XR1, ELP2, WDTC1, RBBP4, GNB1L, STRN3, WDR5, WDR6,




TLE3, HERC2, PRPF4, PWP2, WDR48, ARPC1A, WSB1, WDR83, EML3,




SMU1, POC1B, WDR26, WRAP73, THOC6, TBL1X, CSTF1, DYNC1I2


repeat: WD 5
 48
COPA, SEC31B, SEC31A, LRBA, STRN, TSSC1, WDR74, PRPF19, SHKBP1,




PHIP, FBXW7, WDR77, WDR12, PAFAH1B1, ZNF106, MLST8, NSMAF,




FBXW11, PPP2R2D, GEMIN5, TBL1XR1, ELP2, WDTC1, RBBP4, GNB1L,




STRN3, WDR5, WDR6, TLE3, HERC2, PRPF4, PWP2, WDR48, ARPC1A,




WSB1, WDR83, EML3, SMU1, POC1B, WDR26, WRAP73, MED16, NOL10,




THOC6, DDB2, TBL1X, CSTF1, DYNC1I2


IPR020472: G-
 24
COPA, TBL1XR1, RBBP4, STRN3, WDR5, STRN, PRPF4, PWP2, WDR48,


protein beta WD-40

WDR83, PRPF19, WSB1, SMU1, FBXW7, POC1B, WDR26, FBXW2, WDR12,


repeat

PAFAH1B1, MLST8, TBL1X, CSTF1, FBXW11, GEMIN5


IPR015943: WD40/
 58
COPA, SEC31B, SEC31A, STRN, TSSC1, WDR74, SHKBP1, WDR77, ZNF106,


YVTN repeat-like-

MLST8, NSMAF, TBL1XR1, ELP2, RBBP4, GNB1L, STRN3, ANAPC4, TLE3,


containing domain

VPS41, PRPF4, ARPC1A, WDR48, WDR83, EML3, SMU1, MED16, NOL10,




DDB2, THOC6, DYNC1I2, WDR45, WDR60, LRBA, WDR45B, PRPF19, PHIP,




FBXW7, NUP214, WDR54, FBXW5, WDR12, FBXW2, PAFAH1B1, FBXW11,




PPP2R2D, GEMIN5, WDTC1, WDR5, WDR6, BIRC6, WIPI2, PWP2, WSB1,




POC1B, WDR26, WRAP73, TBL1X, CSTF1


IPR019775: WD40
 31
COPA, SEC31B, STRN, TSSC1, PRPF19, PHIP, FBXW7, WDR77, FBXW2,


repeat, conserved

WDR12, PAFAH1B1, MLST8, FBXW11, GEMIN5, TBL1XR1, RBBP4,


site

GNB1L, WDR5, STRN3, TLE3, PRPF4, PWP2, WDR48, WDR83, WSB1,




SMU1, POC1B, THOC6, DDB2, TBL1X, CSTF1


repeat: WD 7
 26
SEC31B, SEC31A, PHIP, PRPF19, FBXW7, WDR12, PAFAH1B1, MLST8,




FBXW11, PPP2R2D, GEMIN5, TBL1XR1, WDTC1, ELP2, WDR5, WDR6,




TLE3, PRPF4, PWP2, WDR48, WDR83, EML3, POC1B, THOC6, TBL1X,




DYNC1I2


Enrichment Score:




3.829453652617158




Transcription
336
ITGB3BP, MEF2A, BBX, MED23, RORA, ZNF638, MXI1, TBPL2, BRPF1,




SIN3A, ZFP90, ZNF394, TBPL1, ZNF101, ZNF43, ZNF44, TADA2A, ZNF644,




RXRB, PCBD1, ZHX1, MECP2, MED11, HMG20B, MED13, PPARGC1A,




ZNF37A, MED19, MAPK1, PIAS4, ASCC2, HES4, MED16, MLLT10, JUN,




MED17, PRDM2, CDCA7L, PIAS1, SUDS3, CRTC3, CRTC2, ZNF131, TAF9B,




ZNF511, XAB2, NR1H2, MOV10, TCF20, LEO1, TCF3, PLAGL2, IKZF5,




ASXL2, TCF7, ESRRA, ZNF529, IKZF2, NRBF2, KLF13, TP53BP1, ZNF121,




KLF10, CREBBP, RYBP, ZBTB40, SMAD3, PMF1, RNF4, DMTF1, PPRC1,




JAZFL HOPX, KAT6B, RERE, NCOR2, NKAP, CCNT2, CREBRF, TAF1B,




TAF1C, ZNF292, ELF2, BACH2, ZNF534, EZH1, CCNT1, COPRS, ZNF675,




ZEB1, RFXANK, DAXX, ZBTB38, DNAJC17, MBTD1, ASH2L, ZNF148,




BRD4, USP16, TWISTNB, MYB, DEDD2, ZNF493, SERTAD2, BRD8,




ATF7IP, NFKBIZ, CTBP1, BRF1, RBBP4, POLR1E, BRF2, CCNH, POLR1A,




TLE3, GTF2H3, SPEN, MBD1, GTF2B, TTF2, MXD4, TAF10, TAF13,




CHMP1A, GTF2I, MED8, ASH1L, ZNF277, NOL11, CNOT11, USP22,




ZNF746, ZNF740, MED1, ZNF276, ZNF275, ETV7, ZNF274, ZBTB10,




ZBTB11, PML, ZNF780B, ZNF780A, POLR2B, MYCBP2, STAT6, LPXN,




RB1CC1, NPAT, GATAD2A, ZSCAN25, BCL3, AGO2, THAP1, ACTL6A,




PRKAA1, HBP1, BAZ2B, ZNF268, BAZ2A, POLR3F, POLR3H, ZNF28,




PPHLN1, TRIM27, PHF10, POLR3C, ATMIN, TRIM22, POLR3E, IWS1,




ZNF664, ZNF672, BRMS1, JMJD6, YAF2, MAPK13, WHSC1L1, ZBTB2,




ZNF764, ZNF766, RALY, ZNF583, CNOT8, IL16, TBP, CBX7, TCEAL4,




GABPB1, DPY30, CASP8AP2, CGGBP1, MDFIC, TARDBP, GATA3, RELA,




ZNF7, ARID1B, TRERF1, EP300, TRIM33, KDM2A, NFE2L2, AKAP8,




NFE2L3, ZNF587, TFB1M, SMARCA2, ZNF586, CAMTA2, ZNF430, LITAF,




SETD1A, KEAP1, C14ORF166, ELK3, TRRAP, COMMD9, SRF, COMMD10,




CXXC1, PELP1, CNOT6L, RNF10, RUNX1, SETDB1, ZMYM2, TRIP4,




CREBZF, TAF6, RFX5, WDR5, ZMYM5, NR4A1, SNVV1, KAT5, MED13L,




FOXP3, ATF7IP2, UIMC1, SAFB2, SREBF2, CTR9, TEFM, ATF6, ATF5,




NRF1, PHF1, GTF2F1, GTF2F2, CPNE1, HIVEP2, HIVEP1, E2F3, E2F4,




ARID4A, GPBP1, YLPM1, FOXK2, CTCF, ZKSCAN1, CBFA2T2, PCGF5,




GTF2A1, ZNF721, INO80D, KDM5B, INO80C, KDM5C, NFX1, INO80B,




ELMSAN1, EGR1, TBL1XR1, ELP2, SSBP3, LRIF1, ELP6, ELP5, ARID5A,




ZFX, PKN2, CDK9, IRF2BP2, BANP, CDK7, FOXJ3, LPIN1, NRIP1, PRKCB,




NCOA1, NCOA2, BTG2, BPTF, HIPK1, FAM120B, HIPK2, KHSRP,




COMMD3, COMMD1, WASL, JMJD1C, DPF2, ING3, SBNO2, ING2, KMT2A,




FRYL, KMT2C, ZNF800, NFYC, NFYB, PAXBP1, CHD9, CHD7, TSPYL2,




ECD, NFATC2, ERCC3, CHD6, GTF3C1, GTF3C3, L3MBTL2, L3MBTL3,




CREB1, SIRT7, MRGBP, SIRT2, MED31, RPAP2, SP1, DR1, KDM4C, IRF3,




TBL1X, VPS25


Transcription
324
ITGB3BP, MEF2A, BBX, MED23, RORA, ZNF638, MXIL TBPL2, BRPF1,


regulation

SIN3A, ZFP90, ZNF394, TBPL1, ZNF101, ZNF43, ZNF44, TADA2A, ZNF644,




RXRB, PCBD1, ZHX1, MECP2, MED11, HMG20B, MED13, PPARGC1A,




ZNF37A, MED19, MAPK1, PIAS4, ASCC2, HES4, MED16, MLLT10, JUN,




MED17, PRDM2, CDCA7L, PIAS1, SUDS3, CRTC3, CRTC2, ZNF131, TAF9B,




ZNF511, NR1H2, MOV10, TCF20, LEO1, TCF3, PLAGL2, IKZF5, ASXL2,




TCF7, ESRRA, ZNF529, IKZF2, NRBF2, KLF13, TP53BP1, ZNF121, KLF10,




CREBBP, RYBP, ZBTB40, SMAD3, PMF1, RNF4, DMTF1, PPRC1, JAZFL




HOPX, KAT6B, RERE, NCOR2, NKAP, CCNT2, CREBRF, TAF1B, TAF1C,




ZNF292, ELF2, ZNF534, BACH2, EZH1, CCNT1, COPRS, ZNF675, ZEB1,




RFXANK, DAXX, ZBTB38, DNAJC17, MBTD1, ASH2L, ZNF148, BRD4,




USP16, MYB, DEDD2, ZNF493, SERTAD2, BRD8, ATF7IP, NFKBIZ, CTBP1,




BRF1, RBBP4, BRF2, CCNH, TLE3, GTF2H3, SPEN, MBD1, GTF2B, TTF2,




MXD4, TAF10, TAF13, CHMP1A, GTF2I, MED8, ASH1L, ZNF277, NOL11,




CNOT11, USP22, ZNF746, ZNF740, MED1, ZNF276, ZNF275, ETV7, ZNF274,




ZBTB10, ZBTB11, PML, ZNF780B, ZNF780A, MYCBP2, STAT6, LPXN,




RB1CC1, NPAT, GATAD2A, ZSCAN25, BCL3, AGO2, THAP1, ACTL6A,




PRKAA1, HBP1, BAZ2B, ZNF268, BAZ2A, ZNF28, PPHLN1, TRIM27,




PHF10, ATMIN, TRIM22, IWS1, ZNF664, ZNF672, BRMS1, JMJD6, YAF2,




MAPK13, WHSC1L1, ZBTB2, ZNF764, ZNF766, RALY, ZNF583, CNOT8,




IL16, TBP, CBX7, TCEAL4, GABPB1, DPY30, CASP8AP2, CGGBP1, MDFIC,




TARDBP, GATA3, RELA, ZNF7, ARID1B, TRERF1, EP300, TRIM33,




KDM2A, NFE2L2, AKAP8, NFE2L3, ZNF587, TFB1M, SMARCA2, ZNF586,




CAMTA2, ZNF430, LITAF, SETD1A, KEAP1, C14ORF166, ELK3, TRRAP,




COMMD9, SRF, COMMD10, CXXCL CNOT6L, RNF10, RUNX1, SETDB1,




ZMYM2, TRIP4, CREBZF, TAF6, RFX5, WDR5, ZMYM5, NR4A1, SNW1,




KAT5, MED13L, FOXP3, ATF7IP2, UIMC1, SAFB2, SREBF2, CTR9, ATF6,




TEFM, ATF5, NRF1, PHF1, GTF2F1, GTF2F2, CPNE1, HIVEP2, HIVEP1,




E2F3, E2F4, ARID4A, GPBP1, YLPM1, FOXK2, CTCF, ZKSCAN1, CBFA2T2,




PCGF5, GTF2A1, ZNF721, INO80D, KDM5B, INO80C, KDM5C, NFX1,




INO80B, ELMSAN1, EGR1, TBL1XR1, ELP2, SSBP3, LRIF1, ELP6, ELP5,




ZFX, ARID5A, PKN2, CDK9, IRF2BP2, BANP, CDK7, FOXJ3, LPIN1, NRIP1,




PRKCB, NCOA1, NCOA2, BTG2, BPTF, HIPK1, FAM120B, HIPK2, KHSRP,




COMMD3, COMMD1, WASL, JMJD1C, DPF2, ING3, SBNO2, ING2, KMT2A,




FRYL, KMT2C, ZNF800, NFYC, NFYB, PAXBP1, CHD9, CHD7, TSPYL2,




ECD, NFATC2, ERCC3, CHD6, L3MBTL2, L3MBTL3, CREB1, SIRT7,




MRGBP, SIRT2, MED31, RPAP2, SP1, DR1, KDM4C, IRF3, TBL1X, VPS25


GO: 0006351~tran-
271
ITGB3BP, MEF2A, BBX, RORA, ZNF638, MXI1, BRPF1, SIN3A, ZFP90,


sription, DNA-

ZNF394, ZNF101, ZNF43, ZNF44, ZNF644, RXRB, PCBD1, ZHX1, MECP2,


templated

MED11, HMG20B, ZNF37A, MED19, MAPK1, PIAS4, ASCC2, HES4,




MLLT10, PRDM2, CDCA7L, PIAS1, SUDS3, CRTC3, CRTC2, NFKBIB,




ZNF131, ZNF511, DIDO1, XAB2, NR1H2, MOV10, TCF20, TCF3, ASXL2,




IKZF5, ESRRA, TCF7, ZNF529, IKZF2, TP53BP1, ZNF121, KLF10, RYBP,




ZBTB40, SMAD3, RNF4, DMTF1, HOPX, JAZF1, PPRC1, KAT6B, RERE,




NCOR2, NKAP, CCNT2, CREBRF, TAF1B, ELF2, ZNF534, EZH1, CCNT1,




COPRS, ZNF675, ZEB1, RFXANK, DAXX, ZBTB38, DNAJC17, MBTD1,




ASH2L, BRD4, USP16, DEDD2, ZNF493, BRD8, SERTAD2, ATF7IP,




NFKBIZ, CTBP1, RBBP4, POLR1E, LIN52, CCNH, POLR1A, TLE3, SPEN,




MXD4, CHMP1A, ZNF277, NOL11, CNOT11, USP22, ZN1F746, ZNF740,




ZNF276, ZNF275, ZNF274, ZBTB10, ZBTB11, PML, ZNF780B, ZNF780A,




POLR2B, MYCBP2, STAT6, LPXN, RB1CC1, NPAT, GATAD2A, ZSCAN25,




BCL3, AGO2, THAP1, ACTL6A, PRKAA1, HBP1, BAZ2B, ZNF268, BAZ2A,




POLR3H, ZNF28, PPHLN1, TRIM27, PPP1R10, PHF10, POLR3C, ATMIN,




TRIM22, POLR3E, IWS1, ZNF664, ZNF672, BRMS1, JMJD6, YAF2, MAPK13,




WHSC1L1, ZBTB2, ZNF764, ZNF766, RALY, ZNF583, CNOT8, IL16, INO80,




CBX7, TCEAL4, GABPB1, DPY30, CASP8AP2, MDFIC, CGGBP1, ZNF7,




ARID1B, TRERF1, TRIM33, KDM2A, NFE2L2, AKAP8, NFE2L3, ZNF587,




TFB1M, SMARCA2, ZNF586, ZNF430, LITAF, SETD1A, KEAP1,




C14ORF166, TRRAP, COMMD9, COMMD10, RRAGC, COCCI, PELP1,




CNOT6L, RNF10, SETDB1, ZMYM2, TRIP4, CREBZF, RFX5, WDR5,




ZMYM5, NR4A1, KAT5, MED13L, FOXP3, ATF7IP2, UIMC1, SAFB2,




SREBF2, CTR9, ATF6, PHF3, PHF1, CPNE1, E2F3, E2F4, GPBP1, YLPM1,




ZKSCAN1, CBFA2T2, PCGF5, ZNF721, INO80D, KDM5B, KDM5C, INO80C,




ELMSAN1, INO80B, TBL1XR1, SSBP3, LRIF1, ELP6, LDB1, ELP5, ZFX,




ARID5A, PKN2, BANP, IRF2BP2, FOXJ3, LPIN1, NRIP1, PRKCB, NCOA1,




NCOA2, BPTF, HIPK1, BTG2, FAM120B, HIPK2, COMMD3, KHSRP,




COMMD1, WASL, JMJD1C, DPF2, ING3, SBNO2, ING2, FRYL, KMT2C,




ZNF800, NFYB, PAXBP1, CHD9, CHD7, TSPYL2, CHD6, GTF3C1, GTF3C3,




L3MBTL2, L3MBTL3, DRG1, MRGBP, SIRT2, DR1, KDM4C, TBL1X, VPS25


GO: 0006355~regulation
196
ITGB3BP, MEF2A, BBX, MED23, ZNF638, RORA, MXI1, SIN3A, ZFP90,


of transcription,

ZNF394, TBPL1, ZNF101, ZNF43, ZNF44, ZNF644, RXRB, HMG20B,


DNA-templated

PPARGC1A, ZNF37A, ASCC2, HES4, CDCA7L, PRDM2, ZNHIT3, ZNF131,




ZNF511, AHCTF1, TCF20, MOV10, TCF3, ASXL2, IKZF5, ZNF529, ESRRA,




NRBF2, ZNF121, CREBBP, ZBTB40, SMAD3, PMF1, DMTF1, KAT6B,




TAF1B, CREBRF, TAF1C, ZNF534, COPRS, ZNF675, DAXX, MBTD1,




ASH2L, MYB, ZNF493, BRD8, RBBP4, BRF1, BRF2, TLE3, GTF2H3, GTF2B,




TTF2, TAF10, POGK, ZNF277, CNOT11, CDK11B, ZNF746, ZNF740, ZNF276,




ZNF275, ZNF274, ZBTB10, ZBTB11, PML, ZNF780B, ZNF780A, MLF2,




MYCBP2, ZFP36L2, LPXN, RB1CC1, ZSCAN25, PRKAA1, HBP1, THAP1,




ZNF268, BAZ2B, USP34, MLLT6, BAZ2A, ZNF28, PPHLN1, PHF10, AFF1,




TRIM22, IWS1, ZNF664, ZNF672, MAPK13, JMJD6, WHSC1L1, ZBTB2,




ZNF764, OGG1, ZNF766, GOLGB1, RALY, CNOT8, ZNF583, IL16,




AKAP17A, CASP8AP2, ZNF814, ZNF7, RALGAPA1, EP300, KDM2A,




AKAP8, TH31M, ZNF587, SMARCA2, ZNF586, ZNF430, SETD1A, KEAP1,




TRRAP, COMMD9, CXXC1, COMMD10, CNOT6L, TRIP4, RFX5, FOXP3,




KAT5, VAV1, ATF7IP2, CTR9, SAFB2, TEFM, ATF5, PHF1, CDKN2AIP,




CPNE1, HIVEP2, GPBP1, FOXK2, YLPM1, ZKSCAN1, GTF2A1, RBAK-




RBAKDN, ZNF721, ZNF720, INO80D, INO80C, INO80B, SSBP2, LRIF1,




LDB1, ZFX, ELP5, PKN2, IRF2BP2, NCOA1, NCOA2, HIPK1, BPTF,




FAM120B, COMMD3, KHSRP, JMJD1C, WASL, DPF2, SBNO1, SBNO2,




ING3, ING2, FRYL, KMT2C, ZNF800, NFYC, NFYB, GLRX2, CHD9,




TSC22D3, TSPYL2, CHD7, NFATC2, L3MBTL2, L3MBTL3, VHL, CREB1,




CBL, RGS19, SP1, POFUT1, VPS25


DNA-binding
227
RAD51C, HMGN3, MEF2A, BBX, H1FX, ZNF638, RORA, MXI1, HMGN4,




TBPL2, BRPF1, ZFP90, ZNF394, TBPL1, ZNF101, ZNF43, POLK, ZNF44,




ZNF644, TADA2A, RXRB, ZHX1, MECP2, HMG20B, POLB, TOX4, ZNF37A,




MAPK1, UHRF2, PIAS4, MTF2, HES4, MLLT10, JUN, PRDM2, PIAS1,




ZNF131, AHCTF1, ZNF511, PIN4, NR1H2, TCF20, TCF3, PLAGL2, IKZF5,




DNMT3A, ZNF529, ESRRA, TCF7, IKZF2, KLF13, ZNF121, KLF10, TP53BP1,




RYBP, ZBTB40, SMAD3, ATM, RNF4, DMTF1, H3F3A, NCOR2, TAF1B,




TAF1C, ZNF292, ELF2, ZNF534, BACH2, ZNF675, ZEB1, RFXANK, ZBTB38,




LONP1, ASH2L, ZNF148, TOP2B, MYB, DEDD2, ZNF493, ZFP36, POGZ,




AIFM1, APTX, MBD4, PAPD5, SPEN, MBD1, TTF2, MXD4, POGK, GTF2I,




ZNF277, ZNF746, MED1, REV3L, ZNF276, ZNF275, ETV7, ZNF274, ZBTB10,




ZBTB11, PML, ZNF780B, ZNF780A, STAT6, ZFP36L2, ZSCAN25, THAP1,




HBP1, THAP2, BAZ2B, ZNF268, BAZ2A, ZNF28, TRIM27, PPP1R10, ZNF664,




PLSCR1, ZNF672, ZBTB2, ZNF764, ZNF766, ZNF583, INO80, TBP, CGGBP1,




TARDBP, GATA3, ORC4, RELA, MTA2, NEIL2, ZNF7, ARID1B, TRERF1,




NABP1, TRIM33, KDM2A, RNF138, AKAP8, NFE2L2, TH31M, ZNF587,




NFE2L3, SMARCA2, ZNF586, ZNF430, CERS6, CERS4, ELK3, SRF, CXXC1,




POLE3, CERS2, RNF10, RUNX1, RFX5, NR4A1, TSN, FOXP3, SAFB2,




SREBF2, ATF6, ATF5, NRF1, GTF2F1, GTF2F2, HIVEP2, HIVEP1, GLYR1,




IER2, HIST4H4, E2F3, E2F4, GPBP1, FOXK2, ZKSCAN1, CTCF, FOS,




ZNF721, NFX1, ELMSAN1, EGR1, SSBP3, SSBP2, ZFX, ARID5A, BANP,




FOXJ3, MCM6, NUCB1, XPA, RECQL, XPC, HIPK1, HIPK2, NUCB2, DDB2,




KHSRP, BTAF1, KMT2A, KMT2C, MGMT, ZNF800, NFYC, NFYB, PAXBP1,




APLP2, RPA1, CHD9, CHD7, HMGXB4, HMGXB3, NFATC2, ERCC3, CHD6,




GTF3C1, TERF2, GTF3C3, TERF1, MSH6, MSH2, CREB1, TOX, SP1, DR1,




IRF3


Enrichment Score:




3.4484346569016893




Immunity
 81
CD8A, ZC3HAV1, CD8B, PTPN22, APOBEC3G, PDCD1, APOBEC3C,




APOBEC3D, TRIM4, ANKRD17, NLRC5, GATA3, IL4R, ERAP1, JAGN1,




MX1, MX2, DBNL, IRAK1, SIT1, LY96, HERC5, FADD, ECSIT, PRKCB,




CD84, TRIM38, BTN3A1, CHID1, TNFSF13B, CAMK4, RIPK2, LRMP, HLA-




DPA1, AKAP8, GBP3, BTN3A2, ORAI1, IFITM1, IFITM2, CSF1, UNC93B1,




PML, RSAD2, OAS1, OAS2, SEC14L1, RNF125, IRAK4, SERINC3, PYCARD,




ZAP70, PSTPIP1, HLA-DPB1, INPP5D, MR1, TBKBP1, TRAF3, POLR3F,




POLR3H, MYO1G, CTLA4, ANXA1, SAMHD1, MSRB1, TRIM25, PMF1,




SLAMF7, POLR3C, LGALS9, POLR3E, SIRT2, IFIT3, BTLA, CD55, IFIT5,




CD79B, JAK2, IRF3, TAPBPL, IL2


Innate immunity
 50
ZC3HAV1, APOBEC3G, APOBEC3C, APOBEC3D, TRIM4, NLRC5,




ANKRD17, GATA3, MX1, MX2, IRAK1, LY96, HERC5, FADD, ECSIT, CD84,




TRIM38, CHID1, RIPK2, AKAP8, IFITM1, IFITM2, CSF1, PML, UNC93B1,




RSAD2, OAS1, OAS2, SEC14L1, SERINC3, IRAK4, PSTPIP1, PYCARD, MR1,




TBKBP1, POLR3F, POLR3H, ANXA1, MSRB1, SAMHD1, TRIM25, SLAMF7,




POLR3C, POLR3E, SIRT2, IFIT3, CD55, IFIT5, JAK2, IRF3


GO: 0045087~innate
 56
ZC3HAV1, APOBEC3G, IGHM, APOBEC3C, APOBEC3D, TRIM4, NLRC5,


immune response

ANKRD17, GATA3, MX1, KLRD1, MX2, CHUK, MATK, IRAK1, SRPK2,




LY96, HERC5, FADD, ECSIT, SRPK1, CD84, CHID1, IPO7, RIPK2, AKAP8,




CSF1, PML, TRIM14, UNC93B1, TRDC, SEC14L1, SERINC3, IRAK4,




PSTPIP1, ZAP70, PYCARD, MR1, TBKBP1, TRAF3, POLR3F, POLR3H,




TRIM27, ANXA1, TRIM26, MSRB1, MALT1, TRIM25, POLR3C, POLR3E,




SIRT2, CD55, APOL1, IFIT5, JAK2, ABL2


Enrichment Score:




3.4148927968910225




hsa04668: TNF
 31
TRAF1, CSF2, TRAF2, CSF1, LIF, TNFRSF1A, BAG4, FOS, CASP7, CASP8,


signaling pathway

BCL3, MAP2K7, TRAF5, CHUK, PIK3R1, AKT2, TRAF3, ICAM1, IL18R1,




SOCS3, CREB1, RELA, MAP2K4, FADD, TAB3, MAPK1, MAPK13, JUN,




RIPK1, MAPK8, MAP3K14


hsa04620: Toll-like
 24
IRAK1, CCL3, LY96, RELA, MAP2K4, FADD, CCL4, IFNAR1, IRAK4,


receptor signaling

MAPK1, FOS, IFNAR2, MAPK13, JUN, RIPK1, CASP8, RAC1, IRF3, MAPK8,


pathway

MAP2K7, CHUK, PIK3R1, AKT2, TRAF3


hsa04380: Osteoclast
 25
TRAF2, CSF1, FOS, TNFRSF1A, IFNG, RAC1, PPP3CB, NFATC2, MAP2K7,


differentiation

IFNGR2, PIK3R1, CHUK, AKT2, SOCS3, RELA, CREB1, SOCS1, IFNAR1,




MAPK1, IFNAR2, CAMK4, MAPK13, JUN, MAPK8, MAP3K14


Enrichment Score:




3.2064615359892623




Bromodomain
 14
BRD1, KMT2A, CREBBP, PHIP, BRPF1, EP300, TRIM33, BPTF, ASH1L,




BRD4, BAZ2B, BAZ2A, SMARCA2, BRD8


SM00297: BROMO
 14
BRD1, KMT2A, CREBBP, PHIP, BRPF1, EP300, TRIM33, BPTF, ASH1L,




BRD4, BAZ2B, BAZ2A, SMARCA2, BRD8


IPR001487: Bromodomain
 14
BRD1, KMT2A, CREBBP, PHIP, BRPF1, EP300, TRIM33, BPTF, ASH1L,




BRD4, BAZ2B, BAZ2A, SMARCA2, BRD8


IPR018359: Bromodomain,
 10
PHIP, BRD1, BRPF1, EP300, BPTF, CREBBP, BRD4, BAZ2B, SMARCA2,


conserved site

BAZ2A


domain: Bromo
 10
BRD1, BRPF1, EP300, TRIM33, BPTF, CREBBP, ASH1L, BAZ2B, SMARCA2,




BAZ2A


Enrichment Score:




3.1111268555872935




mRNA processing
 63
RALY, SCAF1, CRNKL1, ZMAT5, U2AF2, SKIV2L2, SART3, SART1,




AKAP17A, DDX23, TARDBP, CDK12, QKI, DBR1, LSM3, RBM10, LSM1,




TSEN2, CDK13, SRPK2, SYMPK, PAN3, EFTUD2, FMR1, PAPD5, CSTF2T,




PRPF4, SRPK1, TTF2, WDR83, PCF11, KHSRP, THOC6, SLU7, CPSF4,




CPSF3, FIP1L1, XAB2, SF3B4, SF3B3, PRPF19, CNOT6L, ECD, ISY1,




DHX16, GEMIN6, RBM28, GEMIN5, RBM22, TSEN54, SREK1, ALYREF,




SNW1, CASC3, SF3A2, IWS1, SUGP1, CLASRP, JMJD6, RSRC1, LSM10,




RNPC3, CSTF1


mRNA splicing
 50
RALY, SCAF1, ZMAT5, CRNKL1, U2AF2, SKIV2L2, SART3, SART1,




AKAP17A, DDX23, TARDBP, CDK12, QKI, LSM3, LSM1, RBM10, CDK13,




SRPK2, EFTUD2, FMR1, PRPF4, TTF2, SRPK1, WDR83, KHSRP, THOC6,




SLU7, XAB2, SF3B4, SF3B3, PRPF19, ECD, ISY1, DHX16, GEMIN6, RBM28,




GEMIN5, RBM22, SREK1, ALYREF, SNW1, CASC3, SF3A2, IWS1, SUGP1,




CLASRP, JMJD6, RSRC1, LSM10, RNPC3


GO: 0008380~RNA
 36
SCAF1, ZMAT5, RP9, ZNF638, IVNS1ABP, SF3B4, SF3B3, RRAGC,


splicing

AKAP17A, DDX23, TARDBP, ECD, CDK12, QKI, DHX16, RBM10, LSM1,




RBM28, SRPK2, EFTUD2, SREK1, FMR1, SF3A2, PPARGC1A, PRPF4, IWS1,




TTF2, SRPK1, PPIG, CLASRP, JMJD6, RSRC1, KHSRP, THOC6, LSM10,




RNPC3


GO: 0000398~mRN
 44
RALY, FIP1L1, ZMAT5, CRNKL1, U2AF2, SKIV2L2, SART3, SF3B4, XAB2,


A splicing, via

SART1, SF3B3, POLR2B, PRPF19, METTL3, DDX23, ISY1, DHX16, DBR1,


spliceosome

LSM3, GEMIN6, GEMIN5, RBM22, EFTUD2, ALYREF, ELAVL1, SNW1,




CASC3, SPEN, SF3A2, PRPF4, WDR83, PCF11, HNRNPH2, UPF3B, SUGP1,




GTF2F1, RSRC1, GTF2F2, RBMX2, SLU7, RNPC3, CPSF3, RBM15, CSTF1


Spliceosome
 27
RALY, ZMAT5, CRNKL1, U2AF2, SKIV2L2, SF3B4, XAB2, SART1, SF3B3,




PRPF19, AKAP17A, DDX23, ISY1, LSM3, RBM28, RBM22, SREK1, EFTUD2,




ALYREF, SNW1, SF3A2, PRPF4, TTF2, WDR83, SUGP1, SLU7, RNPC3


GO: 0006397~mRN
 37
SCAF1, U2AF2, HNRNPLL, SF3B4, SF3B3, AKAP17A, METTL3, CNOT6L,


A processing

TARDBP, ECD, CDK12, QKI, LSM3, TSEN2, RBM10, LSM1, RBM28, PHRF1,




TSEN54, RBM23, PAN3, EFTUD2, SREK1, FMR1, PAPD5, CASC3, SF3A2,




PPARGC1A, IWS1, TTF2, SRPK1, CLASRP, JMJD6, KHSRP, LSM10, CPSF4,




ALKBH5


GO: 0071013~catalytic
 18
RBM22, RALY, CRNKL1, EFTUD2, ALYREF, SKIV2L2, SNW1, SF3A2,


step 2

XAB2, SART1, SF3B3, WDR83, PRPF19, DDX23, ISY1, RBMX2, SLU7,


spliceosome

LSM3


hsa03040: Spliceosome
 22
RBM22, CHERP, CRNKL1, CCDC12, U2AF2, EFTUD2, ALYREF, SNW1,




HSPA1A, SF3A2, PRPF4, XAB2, SF3B4, SART1, SF3B3, PRPF19, DDX23,




ISY1, SLU7, DHX16, LSM3, DDX42


Enrichment Score:




3.0807772438702044




hsa03022: Basal
 16
TAF6, CCNH, TAF9B, GTF2H3, TBP, CDK7, GTF2B, TBPL2, TAF10, TAF13,


transcription factors

GTF2A1, GTF2I, GTF2F1, GTF2F2, ERCC3, TBPL1


GO: 0006367~transcription
 33
E2F3, TAF9B, MED23, TBP, RORA, POLR2B, NR1H2, GTF2A1, ERCC3,


initiation

ESRRA, NRBF2, TAF6, CCNH, RXRB, CREBBP, GTF2H3, CDK9, NR4A1,


from RNA

SNW1, MED13, CDK7, GTF2B, PPARGC1A, MED31, TAF10, TAF13, GTF2I,


polymemse II

MED16, GTF2F1, MED8, MED17, GTF2F2, MEDI


promoter




GO: 0006368~transcription
 19
CCNT2, ELP2, TAF6, CCNH, CCNT1, TAF9B, GTF2H3, CDK9, TBP, CDK7,


elongation

GTF2B, POLR2B, TAF10, TAF13, GTF2A1, GTF2F1, GTF2F2, LEO1, ERCC3


from RNA




polymerase II




promoter




Enrichment Score:




3.020215334274786




hsa04662: B cell
 22
VAV3, NFKBIB, RELA, RAF1, MALT1, VAV1, NRAS, MAPK1, FOS, KRAS,


receptor signaling

JUN, GSK3B, SOS1, CD81, RAC1, PPP3CB, CD79B, INPP5D, NFATC2,


pathway

CHUK, PIK3R1, AKT2


h_fcer1Pathway: Fc
 14
MAP2K4, RAF1, VAV1, PRKCB, MAPK1, FOS, MAP3K1, SOS1, JUN,


Epsilon Receptor I

PPP3CB, MAPK8, NFATC2, MAP2K7, PIK3R1


Signaling in Mast




Cells




GO: 0038095~Fc-
 30
PSMB10, FOS, KRAS, MAP3K1, SOS1, RAC1, PPP3CB, PSMD3, PSMD5,


epsilon receptor

NFATC2, MAP2K7, FBXW11, CHUK, PIK3R1, VAV3, RELA, MAP2K4,


signaling pathway

MALT1, VAV1, TAB3, NRAS, MAPK1, PSMC5, PSMD13, PSMD12, JUN,




PSMC2, MAPK8, PSME4, GRAP2


Enrichment Score:




2.697299540563712




hsa04722: Neurotrophin
 30
ZNF274, NFKBIB, MAPKAPK2, IRAK4, KRAS, MAP3K3, BCL2, SOS1,


signaling

MAP3K1, RAC1, MAP2K7, RAPGEF1, PIK3R1, MATK, AKT2, IRAK1,


pathway

RELA, RAF1, BAD, PRKCD, NRAS, MAPK1, RPS6KA3, CRKL, CAMK4,




MAPK13, JUN, GSK3B, RIPK2, MAPK8


hsa04012: EibB
 21
MAP2K4, CBL, RAF1, BAD, PRKCB, NRAS, MAPK1, NCK2, CBLB, CRKL,


signaling pathway

KRAS, CDKN1B, JUN, GSK3B, SOS1, ARAF, MAPK8, MAP2K7, ABL2,




PIK3R1, AKT2


hsa04912: GnRH
 17
ADCY7, MAP2K4, RAF1, PRKCD, PRKCB, ITPR2, NRAS, MAPK1, KRAS,


signaling pathway

MAP3K3, MAPK13, JUN, MAP3K1, SOS1, MAPK8, PRKACB, MAP2K7


Enrichment Score:




2.6555136612397368




domain.LisH
 10
OFD1, TBL1XR1, SMU1, MKLN1, SSBP3, SSBP2, WDR26, NPAT,




PAFAH1B1, TBL1X


SM00667: LisH
  9
OFD1, TBL1XR1, SMU1, MKLN1, SSBP3, SSBP2, NPAT, PAFAH1B1,




TBL1X


IPR006594: LisH
 10
OFD1, TBL1XR1, SMU1, MKLN1, SSBP3, SSBP2, WDR26, NPAT,


dimerisation motif

PAFAH1B1, TBL1X


Enrichment Score:




2.5486858895909723




Nuclear pore
 17
NUP98, NUP160, AHCTF1, NUP93, NUP85, NUP188, PARP11, NUP155,


complex

NDC1, NUP214, DDX19A, NUP210, RANBP2, XPO7, MX2, EIF5A2, MVP


GO: 0016925~protein
 30
NUP98, NUP160, PML, NUP93, CETN2, SAE1, NUP188, RANGAP1, NDC1,


sumoylation

RPA1, NUP214, MDC1, NUP210, NSMCE1, NSMCE2, RNF168, RANBP2,




TOP2B, STAG1, L3MBTL2, KIAA1586, TP53BP1, SMC5, SMC6, NUP85,




HERC2, NUP155, XPC, PIAS4, PIAS1


GO: 1900034~regulation
 22
NUP98, NUP160, CREBBP, NUP93, NUP85, NUP188, HSPA1A, MAPKAPK2,


of cellular

NUP155, ATM, NDC1, RPA1, BAGS, BAG4, MAPK1, NUP214, EP300,


response to heat

GSK3B, NUP210, MLST8, RANBP2, DNAJB6


mRNA transport
 26
NUP98, NUP160, NUP93, AHCTF1, NUP188, NDC1, NUP214, DDX19A,




NUP210, QKI, RANBP2, MX2, FMR1, ALYREF, NUP85, PARP11, CASC3,




NUP155, IWS1, UPF3B, POLDIP3, THOC6, KHSRP, XPO7, EIF5A2, MVP


Translocation
 21
NUP98, NUP160, AHCTF1, NUP93, NUP85, NUP188, PARP11, CHCHD4,




NUP155, TIMM22, TIMM8A, NDC1, NUP214, DNAJC15, DDX19A, NUP210,




RANBP2, XPO7, MX2, EIF5A2, MVP


GO: 0005643~nuclear
 19
NUP98, NUP160, AHCTF1, NUP93, PARP11, RANGAP1, NUP155, NDC1,


pore

IPO7, DDX19A, NUP210, KPNA6, NUTF2, RANBP2, XPO7, MX2, EIF5A2,




KPNA1, MVP


GO: 0006406~mRN
 24
NUP98, FIP1L1, NUP160, SMG5, U2AF2, ALYREF, NUP93, NUP85, NUP188,


A export from

CASC3, NUP155, NDC1, NUP214, UPF3B, EIF4E, DDX19A, POLDIP3,


nucleus

NUP210, RBMX2, THOC6, SLU7, RANBP2, CPSF3, ALKBH5


GO: 0007077~mitotic
 13
NDC1, NUP214, NUP98, NUP160, NUP210, NUP93, CNEP1R1, NUP85,


nuclear envelope

NUP188, RANBP2, NUP155, LPIN1, PRKCB


disassembly




hsa03013: RNA
 32
RPP38, NUP98, ELAC2, NUP160, NUP93, RANGAP1, NUP188, NDC1,


transport

NUP214, EIF4EBP2, NUP210, RANBP2, GEMIN6, EIF2B4, EIF2B5, GEMIN5,




ALYREF, FMR1, NUP85, EIF1B, CASC3, FXR2, NUP155, TACC3, EIF2B1,




EIF4G3, EIF4E, UPF3B, THOC6, POP4, POPS, POP7


GO: 0006409~tRNA
 10
NDC1, NUP214, NUP98, NUP160, NUP210, NUP93, NUP85, NUP188,


export from nucleus

RANBP2, NUP155


GO: 0010827~regulation
 10
NDC1, NUP214, NUP98, NUP160, NUP210, NUP93, NUP85, NUP188,


of glucose transport

RANBP2, NUP155


GO: 0075733~intracellular
 13
NDC1, NUP214, NUP98, NUP160, TSG101, NUP210, NUP93, VPS37B,


transport of virus

NUP85, NUP188, RANBP2, NUP155, KPNA1


GO: 0017056~structural
  7
NDC1, NUP214, NUP98, NUP93, NUP85, NUP188, NUP155


constituent of nuclear pore




GO: 0031047~gene
 21
NUP98, HIST4H4, NUP160, FMR1, DICER1, NUP93, NUP85, NUP188, TSN,


silencing by RNA

NUP155, POLR2B, NDC1, NUP214, CNOT6L, NUP210, PRKRA, CNOT11,




H3F3A, AGO2, RANBP2, TNRC6A


GO: 0006606~protein
 11
NUP214, IPO7, PTTG1IP, NUP93, KPNA6, PPP1R10, NUP85, NUTF2,


import into nucleus

NUP188, NUP155, KPNA1


GO: 0019083~vira1
 11
NDC1, RPL17, NUP214, NUP98, NUP160, NUP210, NUP93, NUP85, NUP188,


transcription

RANBP2, NUP155


Enrichment Score:




2.3663661637495768




IPR009060: UBA-
 18
USP5, CBL, UBAC1, LATS1, N4BP2, CBLB, C6ORF106, ASCC2, TDP2,


like

NBR1, TSFM, UBAP2L, FAF2, UBASH3A, SPATS2L, UBAP2, USP24, UBAP1


IPR015940: Ubiquitin-
 13
USP5, CBL, UBAC1, LATS1, MARK2, CBLB, SNRK, NBR1, UBAP2L,


associated/translation

UBASH3A, UBAP2, USP24, UBAP1


elongation factor




EF1B, N-terminal,




eukaryote




domain: UBA
 11
CBLB, SNRK, NBR1, CBL, UBAP2L, UBASH3A, FAF2, UBAP2, USP24,




LATS1, MARK2


SM00165: UBA
  7
CBLB, USP5, CBL, UBAP2L, UBAC1, UBAP2, MARK2


Enrichment Score:




2.185234142205886




GO: 1904115~axon
 13
KIF3B, SPG7, NDEL1, BLOC1S5, AP3M2, AP3M1, BLOC1S1, AP3S1,


cytoplasm

SNAPIN, RANGAP1, PAFAH1B1, DTNBP1, SPAST


GO: 0008089~antero
 10
SPG7, KIF3B, BLOC1S5, AP3M2, AP3M1, BLOC1S1, AP3S1, SNAPIN,


grade axonal transport

DTNBP1, SPAST


GO: 0048490~antero
  7
BLOC1S5, AP3M2, AP3M1, BLOC1S1, AP3S1, SNAPIN, DTNBP1


grade synaptic




vesicle transport




GO: 0031083~BLOC-1
  6
BLOC1S5, KXD1, BLOC1S1, KIAA1033, SNAPIN, DTNBP1


complex




GO: 0032438~melanosome
  5
BLOC1S5, AP1G1, BLOC1S1, SNAPIN, DTNBP1


organization




Enrichment Score:




2.109254171296502




IPR004939: Anaphase-
  6
HSPB11, CUL9, ANAPC10, HERC2, ZZEF1, MYCBP2


promoting complex, subunit




10/DOC domain




SM01337: SM01337
  5
CUL9, ANAPC10, HERC2, ZZEF1, MYCBP2


domain: DOC
  5
CUL9, ANAPC10, HERC2, ZZEF1, MYCBP2


IPR008979: Galactose-
 13
ANAPC10, HERC2, FURIN, ZZEF1, MYCBP2, NGLY1, MKLN1, HSPB11,


binding domain-like

CUL9, FBXO6, PCSK7, HECTD1, SUCO


Enrichment Score:




2.052960731204601




GO: 0005913~cell-
 54
RTN4, ABCF3, LIMA1, ZC3HAV1, VAPB, H1FX, RANGAP1, EFHD2, SLK,


cell adherens

LRRC59, ZYX, DBNL, BSG, PKN2, TXNDC9, CLIC1, FLNA, MARK2, CRKL,


junction

DHX29, USO1, SDCBP, MAPRE1, UBAP2, CD226, ADD1, SNX2, ASAP1,




KEAP1, HSPA1A, ITGB1, SH3GLB2, RAB11B, FASN, CNN2, CCS, EHD1,




EHD4, PLEC, APC, CBL, ARFIP2, S100A11, ANXA1, TRIM25, GLOD4,




TMEM2, ANXA2, TIGIT, CSNK1D, LASP1, AHSA1, YKT6, CD200


GO: 0098641~cadherin
 48
RTN4, ABCF3, LIMA1, ZC3HAV1, VAPB, SNX2, ASAP1, H1FX, HSPA1A,


binding involved

RANGAP1, ITGB1, EFHD2, SLK, SH3GLB2, LRRC59, FASN, RAB11B,


in cell-cell adhesion

CNN2, CCS, EHD1, PLEC, EHD4, DBNL, BSG, CBL, ANXA1, S100A11,




ARFIP2, PKN2, TRIM25, TXNDC9, CLIC1, GLOD4, FLNA, ANXA2, MARK2,




TMEM2, CRKL, CSNK1D, DHX29, LASP1, USO1, SDCBP, MAPRE1, UBAP2,




YKT6, AHSA1, ADD1


GO: 0098609~cell-
 45
RTN4, LIMA1, ABCF3, ZC3HAV1, VAPB, SNX2, ASAP1, H1FX, HSPA1A,


cell adhesion

RANGAP1, EFHD2, SLK, SH3GLB2, LRRC59, FASN, RAB11B, CNN2, CCS,




EHD1, PLEC, EHD4, DBNL, BSG, CREBBP, CBL, S100A11, ARFIP2, PKN2,




TRIM25, TXNDC9, GLOD4, ANXA2, MARK2, TMEM2, CRKL, CSNK1D,




DHX29, LASP1, USO1, SDCBP, MAPRE1, UBAP2, YKT6, AHSA1, ADD1


Enrichment Score:




1.9864300666381447




IPRO05225: Small
 34
RAB5B, RAB5C, ARF6, MTIF2, GFM2, ARL5A, KRAS, GFM1, RAC1, RALB,


GTP-binding protein

RAB11B, SAR1B, RHOF, ARL2, RAP2C, EFTUD2, DRG1, DRG2, RAB33A,


domain

RAB33B, ARL3, NRAS, RAB30, RAB18, RAB35, ARF4, RHOT1, RAB5A,




RHOT2, RIT1, ARL8B, ARL4C, NKIRAS2, ARL4A


GO: 0007264~small
 47
RAB5B, RAB5C, RGL4, IQGAP2, ARF6, RRAGC, DOCK2, ARL5A, KRAS,


GTPase mediated

SOS1, RAC1, RAPGEF6, RAB11B, DOCK10, RAPGEF1, RHOF, ARL2,


signal transduction

RAP2C, VAV3, RABIF, RALBP1, ARFIP2, RGS19, CHP1, DOCK8, VAV1,




RAB33A, RALGDS, RAB33B, ARL3, ARHGAP30, NRAS, SH2D3C, RAB30,




SH2D3A, RAB18, RAB35, KRIT1, ARF4, RAB5A, RHOT1, RHOT2, RIT1,




ARL8B, ARL4C, NKIRAS2, ARL4A


GO: 0003924~GTPa
 41
GNA13, RAB5B, RAB5C, HBS1L, GTPBP10, ATL3, GNL3L, ARF6, MTIF2,


se activity

RRAGC, GFM2, KRAS, GFM1, RAC1, RAB11B, RALB, TUBA1A, MX1,




SAR1B, RHOF, MX2, TUBA1C, ARL2, DNM3, NUDT1, EFTUD2, RAB33A,




RAB33B, ARL3, RAB30, RAB18, RAB35, ARF4, RAB5A, RHOT1, RHOT2,




RIT1, ARL8B, ARL4C, GBP3, NKIRAS2


nucleotide
 48
GNA13, GPN3, RAB5B, RAB5C, HBS1L, GTPBP10, ATL3, GNL3L, ARF6,


phosphate-binding

MTIF2, RRAGC, GFM2, ARL5A, KRAS, GFM1, RAC1, RAB11B, RALB,


region: GTP

TUBA1A, MX1, SAR1B, RHOF, MX2, TUBA1C, ARL2, DNM3, RAP2C,




GIMAP5, NIN, EFTUD2, DRG1, DRG2, PCK2, RAB33A, RAB33B, ARL3,




NRAS, RAB30, RAB18, RAB35, ARF4, RAB5A, RIT1, ARL8B, ARL4C, GBP3,




NKIRAS2, ARL4A


GTP-binding
 51
GNA13, RAB5B, RAB5C, GTPBP10, ATL3, HBS1L, GNL3L, ARL5A, RALB,




SAR1B, MX1, TUBA1A, RHOF, MX2, TUBA1C, ARL2, RAP2C, EFTUD2,




ARL3, RAB18, RAB5A, ARL8B, GBP3, ARL4C, NKIRAS2, ARL4A, GPN3,




ARF6, MTIF2, RRAGC, GFM2, KRAS, GFM1, RAC1, RAB11B, DNM3,




GIMAP5, NIN, DRG1, DRG2, PCK2, RAB33A, RAB33B, GIMAP1, NRAS,




RAB30, RAB35, ARF4, RHOT1, RHOT2, RIT1


IPR027417: P-loop
119
GNA13, RAD51C, DYNC1LI2, HBS1L, IQGAP2, INO80, NLRC5, DDX23,


containing

DHX34, RALB, AAGAB, ORC4, VPS4A, DDX10, MX1, SAR1B, MX2,


nucleoside

EFTUD2, IFI44, DHX29, RAB18, RFC2, ARL8B, GBP3, SMARCA2, GPN3,


triphosphate

PFKFB3, MYO9B, ARF6, MTIF2, RRAGC, GFM2, MOV10, KRAS, GFM1,


hydrolase

RAC1, DDX42, SMG9, KIF3B, MYO1G, ABCB7, RAB33A, RAB33B, PSMC5,




PSMC2, ARF4, RHOT1, DDX50, RHOT2, RIT1, DDX51, ABCF3, SPG7,




RAB5B, RAB5C, ATL3, GTPBP10, DICER1, YLPM1, GNL3L, HELZ,




SKIV2L2, SLFN5, PMVK, ARL5A, ATAD3A, LONP1, DYNC1H1, RHOF,




ARL2, RAP2C, MPP6, DGUOK, NDUFA10, TTF2, RAD50, MCM6, ARL3,




TOR2A, CBWD2, RECQL, RAB5A, ARL4C, NKIRAS2, SPAST, ARL4A,




BTAF1, SBNO1, SBNO2, WRNIP1, DCK, N4BP2, CHD9, CHD1L, CHD7,




KTI12, DDX19A, RAB11B, DHX16, UCK1, CHD6, EHD1, ERCC3, SPATA5,




EHD4, DNM3, MSH6, GIMAP5, MSH2, SMC5, SMC6, DRG1, DRG2,




GIMAP1, SMC4, NRAS, RAB30, RAB35, SAMD9


GO: 0005525~GTP
 58
GNA13, RAB5B, RAB5C, HBS1L, GTPBP10, ATL3, GNL3L, ARL5A, RALB,


binding

TUBA1A, SAR1B, MX1, RHOF, MX2, TUBA1C, ARL2, RAP2C, EFTUD2,




ARL3, RAB18, RAB5A, ARL8B, IRGQ, GBP3, ARL4C, NKIRAS2, ARL4A,




GPN3, GLUD2, ARF6, MTIF2, RRAGC, GFM2, KRAS, GFM1, RAC1,




RAB11B, ERCC3, EHD1, EHD4, DNM3, GIMAP5, NIN, ARFIP2, DRG1,




DRG2, PCK2, RAB33A, GIMAP1, RAB33B, NRAS, RAB30, RAB35, ARF4,




RHOT1, RHOT2, RIT1, C9ORF69


IPR001806: Small
 19
RAP2C, RAB5B, RAB5C, RAB33A, RAB33B, NRAS, RAB30, KRAS, RAB18,


GTPase superfamily

RAB35, RAC1, RALB, RAB11B, RHOT1, RAB5A, RHOT2, RIT1, RHOF,




NKIRAS2


Enrichment Score:




1.9444899254576018




GO: 0097296~activation
  7
TNFRSF10A, TRAF2, RIPK1, CASP8, SMAD3, FADD, JAK2


of cysteine-type




endopeptidase




activity involved in




apoptotic signaling




pathway




GO: 0097191~extrinsic
 11
TNFRSF10A, HIPK1, RIPK1, CASP8, IFNG, PML, SMAD3, FADD, JAK2,


apoptotic signaling pathway

BAD, CD27


GO: 0006919-activat
 17
TRAF2, AIFM1, PML, SMAD3, FADD, BAD, BCL2L11, TNFRSF10A,


ion of cysteine-type

SLC11A2, CDKN1B, CASP8AP2, BBC3, RIPK1, CASP8, PYCARD, JAK2,


endopeptidase

DAP


activity involved in




apoptotic process




Enrichment Score:




1.9286031923588833




SM00291: ZnF_ZZ
  7
EP300, NBR1, MIB2, UTRN, CREBBP, HERC2, ZZEF1


IPR000433: Zinc
  7
EP300, NBR1, MIB2, UTRN, CREBBP, HERC2, ZZEF1


finger, ZZ-type




zinc finger
  6
EP300, NBR1, MIB2, UTRN, CREBBP, HERC2


region: ZZ-type




Enrichment Score:




1.9043308100071867




IPR000571: Zinc
 17
ZFP36, RBM22, MKRN1, PAN3, ZC3H7A, ZMAT5, ZC3HAV1, ZC3H18,


finger, CCCH-type

ZC3H7B, PPP1R10, HELZ, ZFP36L2, PARP12, CPSF4, ZC3H12D, RNF113A,




DUS3L


SM00356: ZnF_C3H1
 14
ZFP36, MKRN1, RBM22, PAN3, ZMAT5, ZC3H18, ZC3H7A, ZC3H7B,




PPP1R10, HELZ, ZFP36L2, PARP12, CPSF4, RNF113A


zinc finger
  9
ZFP36, MKRN1, ZFP36L2, ZC3H7A, ZC3HAV1, PARP12, ZC3H7B, CPSF4,


region: C3H1-type 2

DUS3L


zinc finger
  9
ZFP36, MKRN1, ZFP36L2, ZC3H7A, ZC3HAV1, PARP12, ZC3H7B, CPSF4,


region: C3H1-type 1

DUS3L


zinc finger
  7
RBM22, ZC3H18, ZMAT5, PPP1R10, HELZ, ZC3H12D, RNF113A


region: C3H1-type




zinc finger
  5
MKRN1, ZC3HAV1, PARP12, ZC3H7B, CPSF4


region: C3H1-type 4




zinc finger
  6
MKRN1, ZC3H7A, ZC3HAV1, PARP12, ZC3H7B, CPSF4


region: C3H1-type 3




Enrichment Score:




1.889023537159269




active site: Glycyl
 18
UBE2A, UBE2Z, UBE2G1, HERC6, UBE2J1, HERC5, BIRC6, UBA5, HERC2,


thioester

UBE2J2, UBE2R2, UBE2D4, UBA3, UBE2W, SMURF2, HECTD4, HECTD1,


intermediate

UBE2E1


IPR016135: Ubiquitin-
 14
UBE2A, UBE2Z, TSG101, UBE2G1, IMPACT, UBE2J1, BIRC6, UBE2J2,


conjugating enzyme/RWD-like

UBE2R2, UBE2D4, KRAS, UBE2W, RWDD3, UBE2E1


GO: 0061631-ubiquitin
  9
UBE2D4, UBE2A, UBE2Z, UBE2G1, UBE2J1, BIRC6, UBE2J2, UBE2E1,


conjugating enzyme activity

UBE2R2


IPR000608: Ubiquitin-
 11
UBE2D4, UBE2A, UBE2Z, KRAS, UBE2G1, UBE2J1, UBE2W, BIRC6,


conjugating enzyme, E2

UBE2J2, UBE2E1, UBE2R2


IPR023313: Ubiquitin-
  6
UBE2D4, UBE2A, KRAS, UBE2G1, UBE2E1, UBE2R2


conjugating enzyme, active site




Enrichment Score:




1.888346683338545




IPR000313: PWWP
  8
BRD1, DNMT3A, MSH6, BRPF1, PWWP2A, WHSC1L1, MBD5, GLYR1


domain: PWWP
  7
BRD1, DNMT3A, MSH6, BRPF1, PWWP2A, MBD5, GLYR1


SM00293: PWWP
  7
BRD1, DNMT3A, MSH6, BRPF1, PWWP2A, WHSC1L1, GLYR1


Enrichment Score:




1.8759534254878043




short sequence
  9
ASXL2, CHD9, NCOA1, NCOA2, PELP1, MED13, MED13L, NRIP1, MED1


motif: LXXLL motif 1




short sequence
  9
ASXL2, CHD9, NCOA1, NCOA2, PELP1, MED13, MED13L, NRIP1, MED1


motif: LXXLL motif 2




short sequence
  5
CHD9, NCOA1, NCOA2, PELP1, NRIP1


motif: LXXLL motif 4




short sequence
  5
CHD9, NCOA1, NCOA2, PELP1, NRIP1


motif: LXXLL motif 3




short sequence
  4
CHD9, NCOA1, PELP1, NRIP1


motif: LXXLL motif 5




short sequence
  3
NCOA1, PELP1, NRIP1


motif: LXXLL motif 7




GO: 0035257~nuclear
  7
NCOA1, NCOA2, EP300, ACTN4, SNW1, NRIP1, MED1


hormone receptor binding




short sequence
  3
NCOA1, PELP1, NRIP1


motif: LXXLL motif 6




Enrichment Score:




1.8475951130819195




GO: 0036258~multivesicular
 14
CHMP3, TSG101, VTA1, CHMP6, CHMP4A, STAM2, CHMP7, VPS37B,


body assembly

CHMP1A, VPS4A, HGS, STAM, PDCD6IP, VPS25


GO: 0016197~endosomal
 19
CHMP3, TSG101, STAM2, CHMP6, VTA1, CHMP4A, CHMP7, KIAA0196,


transport

VPS37B, WAS, DPY30, RAB35, BLOC1S1, KIAA1033, VPS4A, HGS, STAM,




AP5M1, VPS25


GO: 0006997~nucleus
 10
NUMA1, CHMP1A, CHMP3, CHMP4A, CHMP6, CHMP7, VPS4A, H3F3A,


organization

PDCD6IP, BIN1


GO: 0039702~viral
  9
CHMP1A, CHMP3, TSG101, CHMP4A, CHMP6, CHMP7, VPS4A, VPS37B,


budding via host ESCRT complex

PDCD6IP


GO: 0000815~ESCR
  6
CHMP1A, CHMP3, CHMP4A, CHMP6, CHMP7, VPS4A


T III complex




GO: 0019058~viral
 10
CHMP3, TSG101, CHMP4A, CHMP6, VTA1, CHMP7, VPS4A, VPS37B,


life cycle

PDCD6IP, FURIN


GO: 0000920~cell
  7
CHMP1A, CHMP3, CHMP4A, CHMP6, CHMP7, VPS4A, PDCD6IP


separation after cytokinesis




GO: 0007080~mitotic
 10
CUL3, CHMP1A, CHMP3, CHMP4A, CHMP6, CHMP7, VPS4A, CDC23,


metaphase plate congression

PIBF1, PDCD6IP


GO: 1903774~positive regulation
  3
TSG101, VPS4A, VPS37B


of viral budding via host




ESCRT complex




IPR005024: Snf7
  5
CHMP1A, CHMP3, CHMP4A, CHMP6, CHMP7


GO: 0007034~vacuolar transport
  5
CHMP1A, CHMP4A, CHMP6, CHMP7, ATP6V0D1


GO: 1904903~ESCR
  4
CHMP1A, VTA1, CHMP7, VPS4A


T III complex disassembly




GO: 1902188~positive regulation
  4
CHMP3, TSG101, VPS4A, VPS37B


of viral release from host cell




GO: 0010824~regulation of
  4
CHMP1A, CHMP3, FBXW5, PDCD6IP


centrosome duplication




GO: 1901673~regulation of mitotic
  3
CHMP1A, CHMP3, PDCD6IP


spindle assembly




Enrichment Score:




1.827917602900078




GO: 0003684~damaged
 19
MSH6, POLK, MSH2, CREBBP, NEIL2, MGMT, APTX, GTF2H3, POLB,


DNA binding

RAD1, RPAL XPA, MPG, XPC, EP300, DDB2, CUL4B, OGG1, ERCC3


GO: 0006294~nucleotide-excision
 11
RPA1, XPA, XPC, CHD1L, CCNH, DDB2, GTF2H3, CETN2, CDK7, CUL4B,


repair, preincision complex

ERCC3


assembly




GO: 0000717~nucleotide-excision
  8
XPA, XPC, CHD1L, DDB2, GTF2H3, CETN2, CUL4B, ERCC3


repair, DNA duplex unwinding




GO: 0006283~transcription-coupled
 17
POLK, CCNH, COPS7A, GTF2H3, COPS7B, CDK7, COPS8, XAB2, POLR2B,


nucleotide-excision repair

PRPF19, RPA1, XPA, EP300, RFC2, ISY1, CUL4B, ERCC3


GO: 0000715~nucleotide-excision
  8
XPA, XPC, DDB2, COPS7A, CETN2, COPS7B, COPS8, CUL4B


repair, DNA damage recognition




hsa03420: Nucleotid e
 12
RPA1, XPA, XPC, CCNH, POLE3, RFC2, DDB2, GTF2H3, CETN2, CDK7,


excision repair

CUL4B, ERCC3


GO: 0070911~global genome
  9
XPA, XPC, CHD1L, DDB2, GTF2H3, CETN2, CUL4B, ERCC3, RNF111


nucleotide-excision repair




GO: 0033683~nucleotide-excision
 10
RPA1, XPA, POLK, CHD1L, RFC2, DDB2, GTF2H3, CUL4B, OGG1, ERCC3


repair, DNA incision




GO: 0006293~nucleotide-excision
  7
RPA1, XPA, CHD1L, DDB2, GTF2H3, CUL4B, ERCC3


repair, preincision complex




stabilization




GO: 0070914~UV-
  5
XPA, XPC, DDB2, INO80, CUL4B


damage excision repair




GO: 0006295~nucleotide-excision
  7
RPA1, XPA, CHD1L, DDB2, GTF2H3, CUL4B, ERCC3


repair, DNA incision, 3′-to lesion




GO: 0006289~nucleotide-
 10
RPA1, XPA, XPC, NEIL2, HUS1, DDB2, GTF2H3, CETN2, OGG1, ERCC3


excision repair




GO: 0006296-nucleotide-excision
  9
RPA1, XPA, POLK, CHD1L, RFC2, DDB2, GTF2H3, CUL4B, ERCC3


repair, DNA incision, 5′-to lesion




Xeroderma
  4
XPA, XPC, DDB2, ERCC3


pigmentosum




Enrichment Score:




1.8167726915130153




SM00154: ZnF_AN1
  5
ZFAND6, ZFAND5, ZFAND2A, ZFAND2B, ZFAND1


IPR000058: Zinc
  5
ZFAND6, ZFAND5, ZFAND2A, ZFAND2B, ZFAND1


finger, AN1-type




zinc finger
  3
ZFAND2A, ZFAND2B, ZFAND1


region: AN1-type 2




zinc finger
  3
ZFAND2A, ZFAND2B, ZFAND1


region: AN1-type 1




Enrichment Score:




1.8153950109695944




Centromere
 27
ITGB3BP, ZNF276, PPP2R5A, KNTC1, AHCTF1, CTCF, RANGAP1, DAXX,




ZNF330, NDE1, PPP2CB, STAG1, CSNK1A1, BOD1, CENPM, KANSL1,




TP53BP1, FMR1, DYNLT3, NUP85, DCTN5, PMF1, DCTN6, NDEL1, RCC2,




NSL1, NGDN


Kinetochore
 18
CSNK1A1, ZNF276, ITGB3BP, BOD1, CENPM, KANSL1, TP53BP1, KNTC1,




DYNLT3, AHCTF1, NUP85, DCTN5, RANGAP1, PMF1, DCTN6, NDE1,




NDEL1, NSL1


GO: 0000777~condensed
 16
CSNK1A1, ITGB3BP, ZNF276, BOD1, CENPM, KANSL1, TP53BP1, KNTC1,


chromosome kinetochore

DYNLT3, AHCTF1, NUP85, DCTN5, RANGAP1, DCTN6, NDE1, NDEL1


Enrichment Score:




1.7131033299195293




hsa05210: Colorectal
 19
MSH6, TCF7, MSH2, RAF1, SMAD3, BAD, RALGDS, MAPK1, FOS, KRAS,


cancer

JUN, BCL2, GSK3B, ARAF, RAC1, MAPK8, PIK3R1, AKT2, APC


hsa05211: Renal cell
 18
VHL, CREBBP, RAF1, EGLN1, CUL2, NRAS, MAPK1, EP300, CRKL, KRAS,


carcinoma

JUN, SOS1, RAC1, ARAF, RAPGEF1, PIK3R1, AKT2, FH


hsa04012: ErbB
 21
MAP2K4, CBL, RAF1, BAD, PRKCB, NRAS, MAPK1, NCK2, CBLB, CRKL,


signaling pathway

KRAS, CDKN1B, JUN, GSK3B, SOS1, ARAF, MAPK8, MAP2K7, ABL2,




PIK3R1, AKT2


hsa05215: Prostate
 21
E2F3, TCF7, CREB1, RELA, CREBBP, RAF1, BAD, PIEN, CDK2, NRAS,


cancer

MAPK1, EP300, KRAS, CDKN1B, BCL2, GSK3B, SOS1, ARAF, CHUK,




PIK3R1, AKT2


hsa05160: Hepatitis
 28
TRAF2, OAS1, OAS2, TNFRSF1A, KRAS, SOS1, PPP2CB, PPP2R2D, PIK3R1,


C

CHUK, AKT2, TRAF3, SOCS3, RELA, RAF1, BAD, IFNAR1, NRAS, MAPK1,




IFNAR2, MAPK13, GSK3B, RIPK1, ARAF, CD81, IRF3, MAPK8, PIAS1


hsa05220: Chronic
 18
CTBP1, E2F3, RELA, CBL, RAF1, BAD, NRAS, MAPK1, CBLB, CRKL,


myeloid leukemia

KRAS, CDKN1B, SOS1, ARAF, RUNX1, CHUK, PIK3R1, AKT2


hsa05221: Acute
 15
TCF7, RELA, PML, PIM1, RAF1, BAD, NRAS, MAPK1, KRAS, SOS1, ARAF,


myeloid leukemia

RUNX1, PIK3R1, CHUK, AKT2


hsa04664: Fc epsilon
 17
CSF2, VAV3, MAP2K4, RAF1, VAV1, PRKCB, NRAS, MAPK1, KRAS,


RI signaling

MAPK13, SOS1, RAC1, MAPK8, INPP5D, MAP2K7, PIK3R1, AKT2


pathway




hsa05213: Endometrial
 14
TCF7, RAF1, BAD, PTEN, NRAS, MAPK1, KRAS, SOS1, GSK3B, ARAF, ILK,


cancer

PIK3R1, AKT2, APC


hsa05212: Pancreatic
 16
E2F3, RALBP1, RELA, RAF1, SMAD3, BAD, RALGDS, MAPK1, KRAS,


cancer

ARAF, RAC1, RALB, MAPK8, PIK3R1, CHUK, AKT2


hsa04370: VEGF
 15
RAF1, BAD, MAPKAPK2, PRKCB, SH2D2A, NRAS, MAPK1, KRAS,


signaling pathway

MAPK13, RAC1, PPP3CB, HSPB1, NFATC2, PIK3R1, AKT2


hsa04917: Prolactin
 16
SOCS3, RELA, SOCS1, LHCGR, RAF1, NRAS, MAPK1, FOS, KRAS,


signaling pathway

MAPK13, SOS1, GSK3B, MAPK8, JAK2, PIK3R1, AKT2


hsa05223: Non-small
 12
MAPK1, NRAS, E2F3, KRAS, RXRB, SOS1, ARAF, RAF1, BAD, PIK3R1,


cell lung cancer

PRKCB, AKT2


hsa05214: Glioma
 11
MAPK1, NRAS, E2F3, KRAS, SOS1, ARAF, RAF1, PTEN, PIK3R1, PRKCB,




AKT2


hsa05230: Central
 10
MAPK1, NRAS, KRAS, G6PD, PFKL, RAF1, SIRT6, PIEN, PIK3R1, AKT2


carbon metabolism




in cancer




hsa04730: Long-term
  9
GNA13, MAPK1, NRAS, KRAS, PPP2CB, ARAF, RAF1, PRKCB, ITPR2


depression




hsa05218: Melanoma
 10
MAPK1, NRAS, E2F3, KRAS, ARAF, RAF1, BAD, PTEN, PIK3R1, AKT2


hsa05219: Bladder
  6
MAPK1, NRAS, E2F3, KRAS, ARAF, RAF1


cancer




hsa04550: Signaling pathways
 16
SETDB1, IL6ST, RAF1, SMAD3, LIF, PCGF5, NRAS, MAPK1, KRAS,


regulating pluripotency of stem cells

MAPK13, GSK3B, JAK2, TCF3, PIK3R1, AKT2, APC


hsa04726: Serotonergic synapse
  8
MAPK1, NRAS, KRAS, ARAF, RAF1, PRKACB, PRKCB, ITPR2


Enrichment Score:




1.6875120920381086




GO: 0015035~protein disulfide
  9
GLRX5, ENOX2, TXN2, GEER, CCS, TXNRD1, CHCHD4, GLRX2, GLRX


oxidoreductase activity




Redox-active center
 12
TXNDC12, GLRX5, TXNDC11, TXN2, TMX3, TXNRD1, CHCHD4, PDIA4,




MIEN1, GLRX2, GLRX, MPST


domain: Glutaredoxin
  4
GLRX5, TXNRD1, GLRX2, GLRX


IPR002109: Glutaredoxin
  4
GLRX5, TXNRD1, GLRX2, GLRX


Enrichment Score:




1.6621257484122156




GO: 0006406~mRN
 24
NUP98, FIP1L1, NUP160, SMG5, U2AF2, ALYREF, NUP93, NUP85, NUP188,


A export from

CASC3, NUP155, NDC1, NUP214, UPF3B, EIF4E, DDX19A, POLDIP3,


nucleus

NUP210, RBMX2, THOC6, SLU7, RANBP2, CPSF3, ALKBH5


GO: 0006405~RNA
 12
NUP214, NUP98, EIF4E, UPF3B, POLDIP3, U2AF2, ALYREF, THOC6, SLU7,


export from nucleus

NUP188, CASC3, NUP155


GO: 0031124~mRN
 11
PCF11, FIP1L1, UPF3B, POLDIP3, U2AF2, ALYREF, THOC6, SLU7, CASC3,


A 3′-end processing

CPSF3, CSTF1


GO: 0006369~termination of RNA
 13
PCF11, FIP1L1, UPF3B, POLDIP3, U2AF2, ALYREF, THOC6, SLU7, LSM10,


polymerase II transcription

CASC3, CPSF3, CSTF1, TTF2


Enrichment Score:




1.6151522301062358




IPR012677: Nucleotide-
 48
RALY, RBM33, ENOX2, U2AF2, SETD1A, KIAA0430, TMEM63A, ZNF638,


binding, alpha-beta plait

HNRNPLL, SART3, SF3B4, UHMK1, DNAJC17, R3HCC1L, AKAP17A, TIA1,




TARDBP, PPIL4, MSI2, RBM10, RBM28, TNRC6A, RBM22, R3HCC1,




RBM42, RBM23, SREK1, ALYREF, ELAVL1, MTHFSD, SPEN, CSTF2T,




RCAN3, PPARGC1A, LARP4B, BRAP, SAFB2, TRNAU1AP, HNRNPH2,




UPF3B, POLDIP3, RBM18, PPRC1, RBMX2, DDX50, RBM19, RNPC3,




RBM15


SM00360: RRM
 37
RALY, RBM33, ENOX2, U2AF2, KIAA0430, SETD1A, ZNF638, HNRNPLL,




SART3, SF3B4, UHMK1, TARDBP, TIA1, PPIL4, MSI2, RBM10, RBM28,




RBM22, RBM42, RBM23, SREK1, ALYREF, ELAVL1, MTHFSD, SPEN,




CSTF2T, PPARGC1A, SAFB2, TRNAU1AP, HNRNPH2, POLDIP3, RBM18,




PPRC1, RBMX2, RBM19, RNPC3, RBM15


IPR000504: RNA
 38
RALY, RBM33, ENOX2, U2AF2, KIAA0430, SETD1A, ZNF638, HNRNPLL,


recognition motif

SART3, SF3B4, UHMK1, DNAJC17, TARDBP, TIA1, PPIL4, MSI2, RBM10,


domain

RBM28, RBM22, RBM42, RBM23, SREK1, ALYREF, ELAVL1, MTHFSD,




SPEN, CSTF2T, PPARGC1A, SAFB2, TRNAU1AP, HNRNPH2, POLDIP3,




RBM18, PPRC1, RBMX2, RBM19, RNPC3, RBM15


GO: 0000166~nucleotide
 54
RALY, ENOX2, NT5C3A, U2AF2, KIAA0430, HINT2, HNRNPLL, ZNF638,


binding

SART3, DNAJC17, AKAP17A, TIA1, TARDBP, ORC4, RBM10, R3HCC1,




RBM42, SPEN, CSTF2T, PPARGC1A, BRAP, TRNAU1AP, RBMX2, REV3L,




RBM33, SETD1A, TMEM63A, SF3B4, TRIB2, EXOSC10, R3HCC1L, CHD1L,




PPIL4, MSI2, RBM28, TNRC6A, RBM22, RBM23, MOCS2, SREK1, ALYREF,




ELAVL1, MTHFSD, RCAN3, LARP4B, SAFB2, HNRNPH2, UPF3B, POLDIP3,




PPRC1, RBM18, RBM19, RNPC3, RBM15


domain: RRM
 23
RBM22, RALY, RBM33, RBM42, ENOX2, SREK1, ALYREF, KIAA0430,




SETD1A, MTHFSD, CSTF2T, PPARGC1A, LARP4B, UHMK1, SAFB2,




DNAJC17, AKAP17A, POLDIP3, PPIL4, RBM18, PPRC1, RBMX2, TNRC6A


domain: RRM 2
 19
RBM23, U2AF2, ELAVL1, ZNF638, HNRNPLL, SPEN, SART3, SF3B4,




TRNAU1AP, HNRNPH2, TARDBP, TIA1, CPNE1, RBM19, MSI2, RNPC3,




RBM10, RBM28, RBM15


domain: RRM 1
 19
RBM23, U2AF2, ELAVL1, ZNF638, HNRNPLL, SPEN, SART3, SF3B4,




TRNAU1AP, HNRNPH2, TARDBP, TIA1, CPNE1, RBM19, MSI2, RNPC3,




RBM10, RBM28, RBM15


domain: RRM 3
 10
HNRNPH2, TIA1, U2AF2, CPNE1, ELAVL1, RBM19, SPEN, HNRNPLL,




RBM28, RBM15


Enrichment Score:




1.6134569375887315




GO: 0006362~transcription
 10
TAF1B, TAF1C, POLR1E, CCNH, POLR1A, GTF2H3, TBP, CDK7, TWISTNB,


elongation from RNA

ERCC3


polymerase I promoter




GO: 0006363~termination of
 10
TAF1B, TAF1C, POLR1E, CCNH, POLR1A, GTF2H3, TBP, CDK7, TWISTNB,


RNA polymerase I transcription

ERCC3


GO: 0006361~transription initiation
 10
TAF1B, TAF1C, POLR1E, CCNH, POLR1A, GTF2H3, TBP, CDK7, TWISTNB,


from RNA polymerase I promoter

ERCC3


GO: 0005675~holo
  5
CCNH, GTF2F2, GTF2H3, CDK7, ERCC3


TFIIH complex




GO: 0045815~positive regulation
  9
TAF1B, TAF1C, HIST4H4, EP300, POLR1E, POLR1A, H3F3A, TBP,


of gene expression, epigenetic

TWISTNB


Enrichment Score:




1.611575588162036




GO: 0000178~exosome
 10
DIS3, ZFP36, EXOSC10, EXOSC6, EXOSC7, EXOSC5, KHSRP, EXOSC3,


(RNase complex)

SKIV2L2, MPHOSPH6


hsa03018: RNA
 21
CNOT8, PAN3, PFKL, EXOSC6, EXOSC7, TTC37, EXOSC5, EXOSC3,


degradation

SKIV2L2, PAPD5, EXOSC10, DIS3, BTG2, CNOT6L, DCP2, DCP1A, LSM3,




MPHOSPH6, LSM1, TOB2, ZCCHC7


rRNA processing
 20
EXOSC6, EXOSC7, EXOSC5, EXOSC3, LAS1L, SKIV2L2, PAPD5, RBFA,




RPF1, EXOSC10, DIS3, CHD7, NOL11, WDR12, NAT10, TFB1M,




MPHOSPH6, UTP20, NSUN5, DDX51


GO: 0000176~nuclear exosome
  7
DIS3, EXOSC10, EXOSC6, EXOSC7, EXOSC5, EXOSC3, MPHOSPH6


(RNase complex)




GO: 0043928~exonucleolytic nuclear-
 10
DIS3, CNOT8, EXOSC6, DCP2, EXOSC7, DCP1A, EXOSC5, EXOSC3, LSM3,


transcribed mRNA catabolic process

LSM1


involved in deadenylation-




dependent decay




Exosome
  6
DIS3, EXOSC10, EXOSC6, EXOSC7, EXOSC5, EXOSC3


GO: 0000175~3′-5′-
  7
DIS3, EXOSC10, CNOT8, EXOSC7, EXOSC5, EXOSC3, ISG20L2


exoribonuclease activity




GO: 0000177~cytoplasmic exosome
  5
DIS3, EXOSC6, EXOSC7, EXOSC5, EXOSC3


(RNase complex)




GO: 0034475~U4 snRNA 3′-end
  4
EXOSC6, EXOSC7, EXOSC5, EXOSC3


processing




GO: 0045006~DNA
  3
EXOSC6, EXOSC5, EXOSC3


deamination




GO: 0071034~CUT
  3
DIS3, EXOSC10, EXOSC3


catabolic process




GO: 0004532~exoribonuclease
  5
EXOSC10, EXOSC6, EXOSC7, EXOSC5, EXOSC3


activity




GO: 0034427~nuclear-transcribed
  4
EXOSC6, EXOSC7, EXOSC5, EXOSC3


mRNA catabolic process,




exonucleolytic, 3′-5′




GO: 0071028~nuclerar mRNA
  4
EXOSC10, EXOSC6, EXOSC7, EXOSC5


surveillance




GO: 0035327-transcriptionally active
  6
EXOSC10, PELP1, EXOSC5, TTC37, EXOSC3, CTR9


chromatin




GO: 0071051~polyadenylation-
  3
EXOSC6, EXOSC5, EXOSC3


dependent snoRNA




3′-end processing




GO: 0016075~rRNA catabolic process
  4
DIS3, EXOSC6, EXOSC5, DEDD2


IPR027408: PNPase/
  3
EXOSC6, EXOSC7, EXOSC5


RNase PH domain




GO: 0071035~nuclear polyadenylation-
  3
EXOSC10, EXOSC7, EXOSC3


dependent rRNA catabolic process




IPR001247: Exoribo nuclease,
  3
EXOSC6, EXOSC7, EXOSC5


phosphorolytic domain 1




IPR015847: Exoribo nuclease,
  3
EXOSC6, EXOSC7, EXOSC5


phosphorolytic domain 2




Enrichment Score:




1.610351623898193




h_tnfr1Pathway: TN
 12
TRAF2, TNFRSF1A, BAG4, LMNB2, MADD, JUN, RIPK1, MAP3K1, CASP8,


FR1 Signaling Pathway

MAP2K4, MAPK8, FADD


h_fasPathway: FAS
 11
LMNB2, CASP7, JUN, MAP3K1, CASP8, MAP2K4, RIPK2, MAPK8, FADD,


signaling pathway (CD95)

FAF1, DAXX


77.IkBa_Kinase_JNK_MEKK1
  4
JUN, MAP3K1, MAP2K4, MAPK8


Enrichment Score:




1.591424971929435




IPR002219: Protein kinase C-like,
 17
VAV3, ROCK1, ROCK2, PRKCI, PRKCH, RAF1, DGKH, MYO9B, PRKCD,


phorbol ester/diacylglycerol binding

VAV1, PRKCB, PDZD8, DGKE, NSMCE1, ARAF, DGKZ, PRKD3


SM00109: C1
 16
VAV3, ROCK1, ROCK2, PRKCI, PRKCH, RAF1, DGKH, MYO9B, VAV1,




PRKCD, PRKCB, PDZD8, DGKE, ARAF, DGKZ, PRKD3


GO: 0004697~protein kinase C activity
  6
PRKCI, PKN2, PRKCH, PRKCD, PRKD3, PRKCB


zinc finger region: Phorbol-
  7
DGKE, DGKZ, PRKCH, DGKH, PRKCD, PRKD3, PRKCB


ester/DAG-type 2




zinc finger region: Phorbol-
  7
DGKE, DGKZ, PRKCH, DGKH, PRKCD, PRKD3, PRKCB


ester/DAG-type 1




IPR020454: Diacylglycerol/phorbol-
  7
ARAF, PRKCI, PRKCH, RAF1, PRKCD, PRKD3, PRKCB


ester binding




zinc finger region: Phorbol-
  9
PDZD8, VAV3, ROCK1, ROCK2, ARAF, PRKCI, RAF1, MYO9B, VAV1


ester/DAG-type




GO: 0030168~platelet
 17
GNA13, VAV3, PRKCH, RAF1, DGKH, PRKCD, VAV1, SRF, FLNA, PRKCB,


activation

ITPR2, PLSCR1, MAPK1, DGKE, RAC1, DGKZ, PIK3R1


Enrichment Score:




1.5519301743432432




h_PPARgPathway: Role of PPAR-
  6
NCOA1, NCOA2, EP300, CREBBP, PPARGC1A, MED1


gamma Coactivators in Obesity and




Thermogenesis




IPR009110: Nuclear receptor coactivator,
  4
NCOA1, NCOA2, EP300, CREBBP


interlocking




GO: 0035257~nuclear hormone
  7
NCOA1, NCOA2, EP300, ACTN4, SNW1, NRIP1, MED1


receptor binding




h_vdrPathway: Control of Gene
  7
NCOA1, NCOA2, EP300, CREBBP, ACTL6A, TOP2B, MED1


Expression by Vitamin D Receptor




Enrichment Score:




1.5475594146838438




GO: 0042800~histone methyltransferase
  8
DPY30, ASH2L, KMT2A, KMT2C, WDR5, SETD1A, ASH1L, CXXCl


activity (H3-K4 specific)




hsa00310: Lysine
 14
SETDB1, DLST, EHMT1, KMT2A, KMT2C, SETD1A, OGDH, ACAT2,


degradation

COLGALT1, ALDH3A2, WHSC1L1, ASH1L, PHYKPL, ALDH9A1


GO: 0051568~histone H3-K4
  8
DPY30, ASH2L, KMT2A, KMT2C, WDR5, SETD1A, ASH1L, CXXC1


methylation




Methyltransferase
 33
KMT2A, EZH1, KMT2C, MGMT, TRMT2B, SETD1A, VCPKMT, ASH2L,




METTL3, ASMTL, NSUN3, NSUN5, SETDB1, DNMT3A, EHMT1, METTL6,




METTL2A, METTL2B, METTL12, METTL13, KDM2A, JMJD6, TRMT13,




WHSC1L1, MTR, ASH1L, SETD6, PCMTD1, PRDM2, TH31M, SETD4,




METTL17, COMTD1


GO: 0018024~histone-lysine N-
 11
SETDB1, DPY30, EHMT1, ASH2L, KMT2A, EZH1, KMT2C, WDR5,


methyltransferase activity

WHSC1L1, SETD1A, PRDM2


domain: Post-SET
  6
SETDB1, KMT2A, KMT2C, WHSC1L1, SETD1A, ASH1L


IPR003616: Post-SET domain
  6
SETDB1, KMT2A, KMT2C, WHSC1L1, SETD1A, ASH1L


GO: 0048188~Set1C/COMPASS
  5
DPY30, ASH2L, WDR5, SETD1A, CXXC1


complex




S-adenosyl-L-
 28
KMT2A, KMT2C, EZH1, TRMT2B, SETD1A, RSAD2, VCPKMT, METTL3,


methionine

TYW1, ASMTL, LIAS, NSUN3, CDK5RAP1, NSUN5, SETDB1, DNMT3A,




EHMT1, METTL2A, METTL2B, TRMT13, WHSC1L1, MTR, ASH1L, SETD6,




PRDM2, TFB1M, SETD4, COMTD1


domain: SET
 11
SETDB1, EHMT1, KMT2A, EZH1, KMT2C, WHSC1L1, SETD1A, ASH1L,




SETD6, PRDM2, SETD4


GO: 0035097~histone methyl-
  7
DPY30, ASH2L, KMT2A, KMT2C, WDR5, SETD1A, CXXC1


transferase complex




SM00317: SET
 9
SETDB1, EHMT1, KMT2A, EZH1, KMT2C, WHSC1L1, SETD1A, ASH1L,




PRDM2


IPR001214: SET
 11
SETDB1, EHMT1, KMT2A, EZH1, KMT2C, WHSC1L1, SETD1A, ASH1L,


domain

SETD6, PRDM2, SETD4


GO: 0018026~peptidyl-lysine
  4
EHMT1, KMT2A, SETD6, SETD4


monomethylation




GO: 0044666~MLL3/4 complex
  4
DPY30, ASH2L, KMT2C, WDR5


zinc finger
  4
KMT2A, KMT2C, WHSC1L1, KDM5B


region: PHD-type 3




SM00508: PostSET
  4
KMT2A, KMT2C, WHSC1L1, SETD1A


GO: 0034968~histone lysine
  4
SETDB1, WHSC1L1, SETD6, PRDM2


methylation




Enrichment Score:




1.4904218811914152




h_ceramidePathway:
 15
TRAF2, AIFM1, RELA, MAP2K4, RAF1, FADD, BAD, MAPK1, TNFRSF1A,


Ceramide Signaling

MAP3K1, BCL2, RIPK1, CASP8, MAPK8, NSMAF


Pathway




GO: 0071550~death-inducing signaling
  6
TRAF2, TNFRSF1A, RIPK1, CASP8, RAF1, FADD


complex assembly




GO: 0097296~activation of cysteine-type
  7
TNFRSF10A, TRAF2, RIPK1, CASP8, SMAD3, FADD, JAK2


endopeptidase activity involved in




apoptotic signaling pathway




h_tnfr1Pathway: TN
 12
TRAF2, TNFRSF1A, BAG4, LMNB2, MADD, JUN, RIPK1, MAP3K1, CASP8,


FR1 Signaling Pathway

MAP2K4, MAPK8, FADD


GO: 0005123~death
  7
CASP8AP2, MADD, RIPK1, CASP8, FADD, TMBIM1, FEM1B


receptor binding




GO: 0010803~regulation of tumor
 10
TRAF1, TRAF2, TNFRSF1A, HIPK1, MADD, RIPK1, CASP8, PYCARD,


necrosis factor-mediated signaling

RBCK1, CHUK


pathway




GO: 1902041~regulation of extrinsic
  7
TNFRSF10A, TRAF2, MADD, RIPK1, CASP8, FADD, FEM1B


apoptotic signaling pathway via death




domain receptors




GO: 1902042~negative regulation of
 10
TNFRSF10A, ICAM1, TRAF2, GPX1, RIPK1, CASP8, RAF1, FADD, TMBIM1,


extrinsic apoptotic signaling pathway

RFFL


via death domain receptors




h_soddPathway: SODD/TNFR1
  6
TRAF2, TNFRSF1A, BAG4, RIPK1, CASP8, FADD


Signaling Pathway




99.NF-
  9
IRAK1, TRAF2, TNFRSF1A, RELA, BCL2, CREBBP, FADD, MAP3K14,


kB_activation

TRAF5


h_deathPathway: Induction of apoptosis
 11
TNFRSF10A, TRAF2, XIAP, CASP7, RELA, RIPK1, BCL2, CASP8, FADD,


through DR3 and DR4/5 Death

MAP3K14, CHUK


Receptors




h_relaPathway: Acetylation and
  7
TNFRSF1A, EP300, RELA, RIPK1, CREBBP, FADD, CHUK


Deacetylation of RelA in The




Nucleus




GO: 0036462~TRAIL-activated
  3
TNFRSF10A, CASP8, FADD


apoptotic signaling pathway




GO: 0045651~positive regulation of
  5
LIF, CSF1, RIPK1, CASP8, FADD


macrophage differentiation




h_nfkbPathway: NF-kB Signaling
  8
IRAK1, TNFRSF1A, RELA, RIPK1, MAP3K1, FADD, MAP3K14, CHUK


Pathway




GO: 2001238~positive regulation of
  7
TRAF2, RIPK1, PML, PYCARD, RBCK1, FADD, DEDD2


extrinsic apoptotic signaling pathway




46.P13K_PTEN
  6
TNFRSF1A, CASP7, BCL2, CASP8, FADD, BAD


GO: 0035666~TRIF-dependent toll-like
  7
LY96, RIPK1, CASP8, FADD, IRF3, CHUK, TRAF3


receptor signaling pathway




40.Deg_of Chrom_DNA_TNF-
  5
TRAF2, TNFRSF1A, RIPK1, CASP8, FADD


ind_apoptosis




44.Sig_Trans_TNFR
  4
TRAF2, RIPK1, CASP8, FADD


1-DR3-DR4_DR5




GO: 0010939~regulation of
  4
PPIF, TRAF2, RIPK1, CASP8


necrotic cell death




domain: Death
  7
TNFRSF10A, IRAK4, TNFRSF1A, MADD, RIPK1, FADD, MALT1


GO: 0031264~death-inducing
  3
RIPK1, CASP8, FADD


signaling complex




GO: 0097342~ripoptosome
  3
RIPK1, CASP8, FADD


72.IAP_inter-
  5
TNFRSF1A, XIAP, CASP7, CASP8, FADD


action_with_cell_death_pathways




IPR011029: Death-
 12
TNFRSF10A, IRAK4, IRAK1, TNFRSF1A, CARD16, RIPK1, CASP8,


like domain

PYCARD, RIPK2, FADD, MALT1, DEDD2


150.caspase_and_NFKB_activation
  5
TNFRSF1A, RELA, RIPK1, CASP8, FADD


IPR000488: Death domain
  5
TNFRSF10A, IRAK1, TNFRSF1A, RIPK1, FADD


SM00005: DEATH
  4
TNFRSF10A, TNFRSF1A, RIPK1, FADD


Enrichment Score:




1.45222941807591




domain: VHS
  5
STAM2, HGS, STAM, GGA1, GGA3


SM00288: VHS
  5
STAM2, HGS, STAM, GGA1, GGA3


IPR002014: VHS
  5
STAM2, HGS, STAM, GGA1, GGA3


GO: 0033565~ESCR
  3
STAM2, HGS, STAM


T-0 complex




repeat: UIM
  4
RNF166, STAM2, HGS, STAM


IPR008942: ENTH/VHS
  7
PCF11, CHERP, STAM2, HGS, STAM, GGA1, GGA3


IPR003903: Ubiquitin
  6
STAM2, ZFAND2B, HGS, DNAJB2, STAM, UIMC1


interacting motif




GO: 0042059~negative regulation
  8
RNF126, RNF115, TSG101, AP2A1, STAM2, CBL, HGS, STAM


of epidermal growth factor receptor




signaling pathway




Enrichment Score:




1.419973773347531




hsa04130: SNARE
 12
SNAP29, BNIP1, STX17, BET1, VAMP5, USE1, SEC22B, BET1L, SNAP23,


interactions in

VAMP2, STX10, YKT6


vesicular transport




GO: 0061025~membrane fusion
 13
SNAP29, DNM3, RABIF, UBXN2A, UBXN2B, STX17, USO1, CHP1, BET1L,




NAPA, SNAP23, VAMP2, STX10


GO: 0031201~SNARE complex
 14
SNAP29, BET1, STXBP2, NAPA, SNX4, BNIP1, STX17, VAMPS, SEC22B,




BET1L, VAMP2, SNAP23, STX10, YKT6


GO: 0005484~SNAP
 10
SNAP29, BNIP1, STX17, VAMP5, SEC22B, BET1L, SNAP23, VAMP2, STX10,


receptor activity

YKT6


IPR000727: Target
  6
SNAP29, STX17, BET1, BET1L, SNAP23, STX10


SNARE coiled-coil domain




domain: t-SNARE
  5
SNAP29, STX17, BET1, BET1L, STX10


coiled-coil homology




SM00397: t_SNARE
  5
SNAP29, STX17, BET1, SNAP23, STX10


GO: 0019905~syntax in binding
  9
SNAP29, SYT11, BET1, SEC22B, NAPA, SYTL3, SNAP23, VAMP2, STX10


Enrichment Score:




1.4061663679110412




h_41BBPathway: The 4-1BB-
  9
TRAF2, TNFRSF9, RELA, JUN, MAP3K1, IFNG, MAPK8, CHUK, IL2


dependent immune response




h_tall1Pathway: TA
  8
TRAF2, TNFSF13B, RELA, MAPK8, MAP3K14, TRAF5, CHUK, TRAF3


CI and BCMA




stimulation of B cell




immune responses.




h_stressPathway: TNF/Stress
 10
TRAF2, TNFRSF1A, RELA, JUN, RIPK1, MAP3K1, MAP2K4, MAPK8,


Related Signaling

MAP3K14, CHUK


h_tnfr2Pathway: TN
  8
TRAF1, TRAF2, RELA, RIPK1, MAP3K1, MAP3K14, CHUK, TRAF3


FR2 Signaling Pathway




h_nfkbPathway: NF-kB
  8
IRAK1, TNFRSF1A, RELA, RIPK1, MAP3K1, FADD, MAP3K14, CHUK


Signaling Pathway




h_tollPathway: Toll-Like
 11
IRAK1, FOS, LY96, RELA, JUN, MAP3K1, MAP2K4, MAPK8, MAP3K14,


Receptor Pathway

ECSIT, CHUK


h_cd40Pathway: CD
  5
RELA, MAP3K1, MAP3K14, CHUK, TRAF3


40L Signaling Pathway




h_i11rPathway: Signal
  8
IRAK1, RELA, JUN, MAP3K1, MAPK8, MAP3K14, ECSIT, CHUK


transduction through IL 1R




h_rnaPathway: Double Stranded
  3
RELA, MAP3K14, CHUK


RNA Induced Gene Expression




Enrichment Score:




1.3724915407975329




GO: 0000781~chromosome,
 12
DPY30, TP53BP1, NSMCE1, SMC5, NSMCE2, SMC6, TINF2, SIRT2, TERF2,


telomeric region

ATM, CDK2, TERF1


GO: 0090398~cellular senescence
  8
ULK3, PML, SMC5, NSMCE2, SMC6, PRKCD, SRF, TERF2


GO: 0030915~Smc5-Smc6 complex
  4
NSMCE1, SMC5, NSMCE2, SMC6


Telomere
  8
NSMCE1, SMC5, NSMCE2, SMC6, TINF2, TERF2, RAD50, TERF1


GO: 0000722~telomere maintenance
  7
RPA1, RAD51C, RFC2, SMC5, NSMCE2, SMC6, RAD50


via recombination




Enrichment Score:




1.3688179640343465




Biological rhythms
 25
ENOX2, KMT2A, ROCK2, CREB1, KLF10, CREBBP, PML, RORA,




PPARGC1A, PPP1CB, NRIP1, EP300, NCOA2, SIN3A, SP1, CSNK1D,




METTL3, CSNK1E, GSK3B, GFPT1, MAPK8, PRKAA1, KDM5B, FBXW11,




KDM5C


GO: 0042752~regulation of
 10
CSNK1D, CSNK1E, ROCK2, CREB1, KLF10, PML, PRKAA1, MAPK8,


circadian rhythm

PPARGC1A, PPP1CB


GO: 0032922~circadian regulation
 10
NCOA2, CSNK1D, KMT2A, CSNK1E, GFPT1, PML, RORA, PPARGC1A,


of gene expression

PPP1CB , NRIP1


Enrichment Score:




1.341911280785786




repeat: RCC1 1
  7
IBTK, SERGEF, RCC2, HERC6, HERC5, HERC2, MYCBP2


repeat: RCC1 2
  7
IBTK, SERGEF, RCC2, HERC6, HERC5, HERC2, MYCBP2


repeat: RCC1 3
  7
IBTK, SERGEF, RCC2, HERC6, HERC5, HERC2, MYCBP2


IPR000408: Regulator of
  7
IBTK, SERGEF, RCC2, HERC6, HERC5, HERC2, MYCBP2


chromosome condensation, RCC1




IPR009091: Regulator of chromosome
  7
IBTK, SERGEF, RCC2, HERC6, HERC5, HERC2, MYCBP2


condensation 1/betalactamase-




inhibitor protein II




repeat: RCC1 5
  6
SERGEF, RCC2, HERC6, HERC5, HERC2, MYCBP2


repeat: RCC1 4
  6
SERGEF, RCC2, HERC6, HERC5, HERC2, MYCBP2


Cell division and chromosome
  7
IBTK, SERGEF, RCC2, HERC6, HERC5, HERC2, MYCBP2


partitioning/Cytoskeleton




repeat: RCC1 7
  3
SERGEF, RCC2, HERC2


repeat: RCC1 6
  3
SERGEF, RCC2, HERC2


Enrichment Score:




1.3338979660581836




SM00490: HELICc
 21
BTAF1, DICER1, INO80, SKIV2L2, TTF2, CHD9, RECQL, CHD7, CHD1L,




DHX29, DDX23, DDX19A, DHX34, DDX50, DHX16, DDX10, CHD6, ERCC3,




SMARCA2, DDX51, DDX42


domain: Helicase C-
 21
BTAF1, DICER1, INO80, SKIV2L2, TTF2, CHD9, RECQL, CHD7, CHD1L,


terminal

DHX29, DDX23, DDX19A, DHX34, DDX50, DHX16, DDX10, CHD6, ERCC3,




SMARCA2, DDX51, DDX42


SM00487: DEXDc
 21
BTAF1, DICER1, INO80, SKIV2L2, TTF2, CHD9, RECQL, CHD7, CHD1L,




DHX29, DDX23, DDX19A, DHX34, DDX50, DHX16, DDX10, CHD6, ERCC3,




SMARCA2, DDX51, DDX42


Helicase
 25
BTAF1, DICER1, INO80, HELZ, SKIV2L2, CHD9, MOV10, CHD1L, CHD7,




DDX23, DDX19A, DHX34, DHX16, DDX10, ERCC3, CHD6, DDX42, TTF2,




MCM6, RECQL, DHX29, GTF2F2, DDX50, SMARCA2, DDX51


IPR001650: Helicase,
 21
BTAF1, DICER1, INO80, SKIV2L2, TTF2, CHD9, RECQL, CHD7, CHD1L,


C-terminal

DHX29, DDX23, DDX19A, DHX34, DDX50, DHX16, DDX10, CHD6, ERCC3,




SMARCA2, DDX51, DDX42


IPR014001: Helicase,
 21
BTAF1, DICER1, INO80, SKIV2L2, TTF2, CHD9, RECQL, CHD7, CHD1L,


superfamily ½,

DHX29, DDX23, DDX19A, DHX34, DDX50, DHX16, DDX10, CHD6, ERCC3,


ATP-binding domain

SMARCA2, DDX51, DDX42


domain: Helicase
 21
BTAF1, DICER1, INO80, SKIV2L2, TTF2, CHD9, RECQL, CHD7, CHD1L,


ATP-binding

DHX29, DDX23, DDX19A, DHX34, DDX50, DHX16, DDX10, CHD6, ERCC3,




SMARCA2, DDX51, DDX42


GO: 0004386~helicase
 17
BTAF1, DICER1, ANXA1, HELZ, CHD9, MOV10, CHD7, DDX23, DDX19A,


activity

GTF2F2, DHX34, DDX50, DDX10, ERCC3, SMARCA2, DDX51, DDX42


IPR000330: SNF2-
  8
CHD9, BTAF1, CHD7, CHD1L, INO80, CHD6, SMARCA2, TTF2


related




GO: 0008026~ATP-
  7
RECQL, CHD1L, DDX23, DHX29, DHX16, CHD6, TTF2


dependent helicase




activity




IPR011545: DNA/RNA
 12
RECQL, DDX23, DHX29, DDX19A, DICER1, DHX34, DDX50, DHX16,


helicase, DEAD/DEAH box

SKIV2L2, DDX10, DDX51, DDX42


type, N-terminal




IPR002464: DNA/RNA helicase,
  5
CHD1L, DHX29, DHX16, CHD6, TTF2


ATP-dependent, DEAH-




box type, conserved site




short sequence
  7
CHD9, CHD7, CHD1L, DHX29, DHX16, CHD6, TTF2


motif: DEAH box




GO: 0004004~ATP-
  9
DDX23, DHX29, DDX19A, DHX34, DDX50, DHX16, DDX10, DDX51,


dependent RNA

DDX42


helicase activity




Enrichment Score:




1.3229064054856214




domain: PCI
  7
PSMD13, PSMD12, PCID2, COPS7A, PSMD3, COPS7B, COPS8


IPR000717: Proteasome
  6
PSMD13, PSMD12, PCID2, COPS7A, PSMD3, COPS7B


component (PCI) domain




GO: 0022624~proteasome
  6
PSMD13, PSMC5, PSMD12, PSMC2, PSMD3, PSMD5


accessory complex




SM00088: PINT
  5
PSMD13, PSMD12, COPS7A, PSMD3, COPS7B


GO: 0008541~proteasome regulatory
  3
PSMD13, PSMD12, PSMD3


particle, lid subcomplex




Enrichment Score:




1.318551447098944




Iron-sulfur
 13
GLRX5, TYW1, NDUFV2, IREB2, RSAD2, LIAS, UQCRFS1, CDK5RAP1,




CIAPIN1, NDUFS1, PPAT, GLRX2, REV3L


2Fe-2S
  6
GLRX5, NDUFV2, UQCRFS1, CIAPIN1, NDUFS1, GLRX2


GO: 0051537~2 iron, 2 sulfur
  6
GLRX5, NDUFV2, UQCRFS1, CIAPIN1, NDUFS1, GLRX2


cluster binding




Enrichment Score:




1.309987729796792




IPR016159: Cullin
  6
CUL3, CUL2, EXOC7, CACUL1, VPS51, CUL4B


repeat-like-




containing domain




IPR001373: Cullin,
  5
CUL3, CUL2, CACUL1, CUL9, CUL4B


N-terminal




IPR016157: Cullin,
  4
CUL3, CUL2, CUL9, CUL4B


conserved site




SM00884: SM00884
  4
CUL3, CUL2, CUL9, CUL4B


IPR019559: Cullin
  4
CUL3, CUL2, CUL9, CUL4B


protein, neddylation




domain




IPR016158: Cullin
  4
CUL3, CUL2, CUL9, CUL4B


homology




GO: 0031461~cullin-
  4
CUL3, CUL2, CUL9, CAND1


RING ubiquitin




ligase complex




cross-link: Glycyl
  3
CUL3, CUL2, CUL4B


lysine isopeptide




(Lys-Gly)




(interchain with G-




Cter in NEDD8)




SM00182: CULLIN
  3
CUL3, CUL2, CUL4B


Enrichment Score:




1.3095823857533413




zinc finger
  6
YAF2, RYBP, RBCK1, MDM4, RBM10, TAB3


region: RanBP2-type




IPR001876: Zinc
  7
YAF2, RYBP, RBCK1, MDM4, RANBP2, RBM10, TAB3


finger, RanBP2-type




SM00547: ZnF_RBZ
  6
YAF2, RYBP, RBCK1, RANBP2, RBM10, TAB3


Enrichment Score:




1.3076994990472324




active site: Glycyl
 18
UBE2A, UBE2Z, UBE2G1, HERC6, UBE2J1, HERC5, BIRC6, UBA5, HERC2,


thioester

UBE2J2, UBE2R2, UBE2D4, UBA3, UBE2W, SMURF2, HECTD4, HECTD1,


intermediate

UBE2E1


repeat: RCC1 5
  6
SERGEF, RCC2, HERC6, HERC5, HERC2, MYCBP2


repeat: RCC1 4
  6
SERGEF, RCC2, HERC6, HERC5, HERC2, MYCBP2


domain: HECT
  6
HERC6, HERC5, HECTD4, SMURF2, HERC2, HECTD1


SM00119: HECTc
  6
HERC6, HERC5, HECTD4, SMURF2, HERC2, HECTD1


IPR000569: HECT
  6
HERC6, HERC5, HECTD4, SMURF2, HERC2, HECTD1


Enrichment Score:




1.303394556655991




h_metPathway: Signaling of
 13
MAP4K1, RAF1, ITGB1, PTEN, FOS, MAPK1, CRKL, SOS1, JUN, MAPK8,


Hepatocyte Growth Factor Receptor

RAPGEF1, RASA1, PIK3R1


h_integrinPathway:
 11
MAPK1, CAPNS1, CRKL, ROCK1, JUN, SOS1, RAF1, MAPK8, ZYX,


Integrin Signaling Pathway

RAPGEF1, ITGB1


hsa04510: Focal
 27
XIAP, ITGB1, PTEN, SOS1, BCL2, ILK, RAC1, ZYX, RAPGEF1, PIK3R1,


adhesion

AKT2, PARVG, VAV3, ACTN4, ROCK1, ROCK2, RAF1, BAD, VAV1,




PPP1CB, FLNA, PRKCB, MAPK1, CRKL, JUN, GSK3B, MAPK8


Enrichment Score:




1.3018570193497914




GO: 0000175~3′-5′-
  7
DIS3, EXOSC10, CNOT8, EXOSC7, EXOSC5, EXOSC3, ISG20L2


exoribonuclease activity




GO: 0090503~RNA phosphodiester
  8
DIS3, EXOSC10, CNOT8, PAN3, CNOT6L, DCP2, EXOSC5, ISG20L2


bond hydrolysis, exonucleolytic




Exonuclease
  9
DIS3, EXOSC10, RAD1, CNOT8, CNOT6L, AEN, REXO1, ERI3, ISG20L2


Enrichment Score:




1.3001157372818273




domain: J
 12
DNAJC17, DNAJC15, DNAJC16, DNAJB9, DNAJC11, SACS, DNAJC5,




DNAJB2, HSCB, DNAJB6, DNAJC30, GAK


IPR001623: DnaJ
 12
DNAJC17, DNAJC15, DNAJC16, DNAJB9, DNAJC11, SACS, DNAJC5,


domain

DNAJB2, HSCB, DNAJB6, DNAJC30, GAK


SM00271: DnaJ
 10
DNAJC17, DNAJC15, DNAJC16, DNAJB9, DNAJC11, DNAJC5, DNAJB2,




DNAJB6, DNAJC30, GAK


IPR018253: DnaJ
  6
DNAJC16, DNAJB9, DNAJC11, DNAJC5, DNAJB2, DNAJB6


domain, conserved site




Enrichment Score:




1.296835482359286




hsa04130: SNARE
 12
SNAP29, BNIP1, STX17, BET1, VAMP5, USE1, SEC22B, BET1L, SNAP23,


interactions in vesicular transport

VAMP2, STX10, YKT6


GO: 0005484~SNAP
 10
SNAP29, BNIP1, STX17, VAMP5, SEC22B, BET1L, SNAP23, VAMP2, STX10,


receptor activity

YKT6


domain: v-SNARE
  4
VAMP5, SEC22B, VAMP2, YKT6


coiled-coil homology




IPR001388: Synaptobrevin
  4
VAMP5, SEC22B, VAMP2, YKT6


GO: 0000149~SNARE binding
  7
GABARAPL2, STX17, VAMPS, SEC22B, SNAPIN, VAMP2, YKT6


Enrichment Score:




1.2920732660982135




GO: 0016578~histone deubiquitination
  6
TAF10, USP3, USP22, TRRAP, USP16, USP34


zinc finger region: UBP-type
  5
USP3, USP5, USP22, USP16, BRAP


IPR001607: Zinc finger, UBP-type
  5
USP3, USP5, USP22, USP16, BRAP


SM00290: ZnF_UBP
  4
USP3, USP5, USP16, BRAP


Enrichment Score:




1.271806287569803




GO: 0042809~vitamin
  6
MED16, MED17, SNW1, MED13, TOB2, MED1


D receptor binding




GO: 0046966~thyroid hormone
  8
HMGN3, MED16, MED17, JMJD1C, MED13, GTF2B, MEDI, ZNHIT3


receptor binding




GO: 0016592~mediator complex
  9
MED31, MED19, MED16, MED8, MED17, MED11, MED13, MED13L, MED1


GO: 0030518~intracellular steroid
  4
MED16, MED17, MED13, MEDI


hormone receptor signaling pathway




Enrichment Score:




1.271330707752596




zinc finger region: TFIIB-type
  3
BRF1, BRF2, GTF2B


IPR000812: Transcription factor TFIIB
  3
BRF1, BRF2, GTF2B


IPR013137: Zinc finger, TFEB-type
  3
BRF1, BRF2, GTF2B


IPR013763: Cyclin-like
  9
CCNT2, BRF1, BRF2, CCNH, CCNT1, CCNG1, CCNG2, GTF2B, CASD1


Enrichment Score:




1.269935983244461




h_tcrPathway: T Cell
 18
PTPN7, RELA, CD247, MAP2K4, RAF1, VAV1, PRKCB, FOS, JUN, MAP3K1,


Receptor Signaling Pathway

SOS1, RAC1, ZAP70, PPP3CB, MAPK8, NFATC2, RASA1, PIK3R1


h_gleevecPathway: Inhibition of
 11
FOS, CRKL, JUN, SOS1, MAP3K1, MAP2K4, RAF1, MAPK8, JAK2, BAD,


Cellular Proliferation by Gleevec

PIK3R1


h_fcer1Pathway: Fc Epsilon Receptor
 14
MAP2K4, RAF1, VAV1, PRKCB, MAPK1, FOS, MAP3K1, SOS1, JUN,


I Signaling in Mast Cells

PPP3CB, MAPK8, NFATC2, MAP2K7, PIK3R1


h_egfPathway: EGF
 11
FOS, JUN, SOS1, MAP3K1, MAP2K4, RAF1, MAPK8, SRF, PIK3R1, RASA1,


Signaling Pathway

PRKCB


h_metPathway: Signaling of Hepatocyte
 13
MAP4K1, RAF1, ITGB1, PTEN, FOS, MAPK1, CRKL, SOS1, JUN, MAPK8,


Growth Factor Receptor

RAPGEF1, RASA1, PIK3R1


h_pdgfPathway: PD GF Signaling
 11
FOS, JUN, SOS1, MAP3K1, MAP2K4, RAF1, MAPK8, SRF, PIK3R1, RASA1,


Pathway

PRKCB


h_arenrf2Pathway: Oxidative Stress
  9
MAPK1, FOS, JUN, CREB1, AKR7A2, MAPK8, KEAP1, NFE2L2, PRKCB


Induced Gene Expression Via Nrf2




h_bcrPathway: BCR
 12
FOS, JUN, SOS1, MAP3K1, RAC1, PPP3CB, RAF1, MAPK8, CD79B,


Signaling Pathway

NFATC2, VAV1, PRKCB


h_pyk2Pathway: Links between
 10
MAPK1, CRKL, JUN, SOS1, MAP3K1, RAC1, MAP2K4, RAF1, MAPK8,


Pyk2 and Map Kinases

PRKCB


h_insulinPathway: Insulin Signaling
  8
FOS, JUN, SOS1, RAF1, MAPK8, SRF, PIK3R1, RASA1


Pathway




h_igf1Pathway: IGF-1 Signaling
  8
FOS, JUN, SOS1, RAF1, MAPK8, SRF, PIK3R1, RASA1


Pathway




hsa04912: GnRH
 17
ADCY7, MAP2K4, RAF1, PRKCD, PRKCB, ITPR2, NRAS, MAPK1, KRAS,


signaling pathway

MAP3K3, MAPK13, JUN, MAP3K1, SOS1, MAPK8, PRKACB, MAP2K7


h_at1rPathway: Angiotensin II
 10
MAPK1, MEF2A, JUN, SOS1, MAP3K1, RAC1, MAP2K4, RAF1, MAPK8,


mediated activation of JNK Pathway

PRKCB


via Pyk2 dependent signaling




h_malPathway: Role of MAL in Rho-
  7
MAPK1, ROCK1, MAP3K1, RAC1, RAF1, MAPK8, SRF


Mediated Activation of SRF




h_tpoPathway: TPO Signaling Pathway
  8
FOS, JUN, SOS1, RAF1, JAK2, PIK3R1, RASA1, PRKCB


102.Cholesterol_Stress_Response
  4
MAP3K1, RAC1, RAF1, MAPK8


67.Ikaros_and_signaling_inhibitors
  9
MAPK1, FOS, CD8A, JUN, SOS1, RAF1, NFATC2, VAV1, IL2


h_il6Pathway: IL 6 signaling pathway
  7
FOS, IL6ST, JUN, SOS1, RAF1, JAK2, SRF


h_cdmacPathway: Cadmium induces
  6
MAPK1, FOS, RELA, JUN, RAF1, PRKCB


DNA synthesis and proliferation in




macrophages




h_ccr5Pathway: Pertussis toxin-
  6
FOS, CXCR4, JUN, MAPK8, CCL4, PRKCB


insensitive CCR5 Signaling in




Macrophage




h_il2Pathway: IL 2 signaling pathway
  7
FOS, IL2RB, JUN, SOS1, RAF1, MAPK8, IL2


h_crebPathway: Transcription factor
  8
MAPK1, PRKAR2A, CREB1, SOS1, RAC1, PRKACB, PIK3R1, PRKCB


CREB and its extracellular signals




h_ghPathway: Growth Hormone
  8
MAPK1, SOS1, SOCS1, RAF1, JAK2, SRF, PIK3R1, PRKCB


Signaling Pathway




68.Mitogen_signaling_in_growth_con-
  4
MAPK1, SOS1, MAP3K1, RAF1


trol




GO: 0051090~regulation of sequence-
  6
MAPK1, FOS, TAF6, CREBZF, JUN, MAPK8


specific DNA binding transcription




factor activity




h_epoPathway: EPO Signaling Pathway
  6
FOS, JUN, SOS1, RAF1, MAPK8, JAK2


77.IkBa_Kinase_JNK_MEKK1
  4
JUN, MAP3K1, MAP2K4, MAPK8


h_ngfPathway: Nerve growth factor
  6
FOS, JUN, SOS1, RAF1, MAPK8, PIK3R1


pathway (NGF)




3.T_cell_receptor
  7
FOS, JUN, CTLA4, ZAP70, MAPK8, VAV1, IL2


GO: 0035994~response
  4
FOS, RELA, JUN, RAF1


to muscle stretch




100.MAPK_signaling_cascades
  7
MAPK1, MAP3K3, MAP3K1, MAP2K4, RAF1, MAPK8, MAP2K7


h_il3Pathway: IL 3 signaling pathway
  4
FOS, SOS1, RAF1, JAK2


GO: 0061029~eyelid development in
  3
JUN, SOS1, SRF


camem-type eye




h_trkaPathway: Trka Receptor
  3
SOS1, PIK3R1, PRKCB


Signaling Pathway




Enrichment Score:




1.263372828431808




h_tall1Pathway: TACI and BCMA
  8
TRAF2, TNFSF13B, RELA, MAPK8, MAP3K14, TRAF5, CHUK, TRAF3


stimulation of B cell immune responses.




h_tnfr2Pathway: TNFR2 Signaling
  8
TRAF1, TRAF2, RELA, RIPK1, MAP3K1, MAP3K14, CHUK, TRAF3


Pathway




GO: 0031996~thioesterase binding
  6
TRAF1, TRAF2, RAC1, ARF6, TRAF5, TRAF3


IPR012227: TNF receptor-associated
  4
TRAF1, TRAF2, TRAF5, TRAF3


factor TRAF




PIRSF015614: TNF receptor-associated
  4
TRAF1, TRAF2, TRAF5, TRAF3


factor (TRAF)




domain: MATH
  5
TRAF1, TRAF2, TRAF5, SPOP, TRAF3


SM00061: MATH
  5
TRAF1, TRAF2, TRAF5, SPOP, TRAF3


IPR002083: MATH
  5
TRAF1, TRAF2, TRAF5, SPOP, TRAF3


zinc finger region: TRAF-type 1
  3
TRAF2, TRAF5, TRAF3


zinc finger region: TRAF-type 2
  3
TRAF2, TRAF5, TRAF3


GO: 0005164~tumor necrosis factor
  7
TRAF1, TRAF2, TRAP1, TNFSF13B, CASP8, FADD, TRAF3


receptor binding




GO: 0035631~CD40 receptor complex
  4
TRAF2, TRAF5, CHUK, TRAF3


IPR008974: TRAF-like
  6
TRAF1, TRAF2, XAF1, TRAF5, SPOP, TRAF3


IPR001293: Zinc finger, TRAF-type
  4
TRAF2, XAF1, TRAF5, TRAF3


51.CD40_and_EBV
  4
TRAF1, TRAF2, MAPK8, TRAF3


IPR018957: Zinc finger, C3HC4
  5
MKRN1, TRAF2, PEX2, TRAF5, TRAF3


RING-type




Enrichment Score:




1.261550763230275




DNA-binding region: A.T hook 2
  5
PDS5B, KMT2A, ASH1L, MECP2, BAZ2A


DNA-binding region: A.T hook 1
  5
PDS5B, KMT2A, ASH1L, MECP2, BAZ2A


DNA-binding region: A.T hook 3
  4
PDS5B, KMT2A, ASH1L, BAZ2A


Enrichment Score:




1.2578929146832885




Redox-active center
 12
TXNDC12, GLRX5, TXNDC11, TXN2, TMX3, TXNRD1, CHCHD4, PDIA4,




MIEN1, GLRX2, GLRX, MPST


GO: 0045454~cell
 17
TMX2, GLRX5, TXN2, AIFM1, TMX3, TXNDC9, PDIA4, GLRX2, GPX1,


redox homeostasis

TXNDC12, TXNDC11, DNAJC16, KRIT1, TXNRD1, NFE2L2, SCO2, GLRX


IPR012336: Thioredoxin-like fold
 24
TMX2, GLRX5, TXN2, MRPS25, TMX3, TXNDC9, PDIA4, CLIC1, AAED1,




MIEN1, GLRX2, GPX1, SH3BGRL, TXNDC12, TXNDC11, DNAJC16,




EEF1E1, NDUFV2, FAF2, TXNRD1, FAF1, GPX7, SCO2, GLRX


IPR013766: Thioredoxin domain
  9
TMX2, TXNDC12, TXNDC11, DNAJC16, TXN2, TMX3, TXNDC9, PDIA4,




SCO2


domain: Thioredoxin
  6
TMX2, DNAJC16, TXN2, TMX3, TXNDC9, SCO2


GO: 0005623~cell
 13
TMX2, TXNDC11, DNAJC16, AIFM1, TXN2, NELL2, TMX3, MCPH1,




SLC41A1, TXNRD1, PDIA4, XCL1, GLRX2


Enrichment Score:




1.2512406598500696




GO: 0035267~NuA4 histone
  6
ING3, ACTL6A, TRRAP, KAT5, MRGBP, BRD8


acetyltransferase complex




GO: 0040008~regulation of growth
 12
ING3, ING2, ENOX2, SOCS3, NELL2, SOCS1, CD81, IFNG, ACTL6A, KAT5,




MRGBP, BRD8


Growth regulation
 11
ING3, ING2, ENOX2, TSG101, SOCS3, SOCS1, IFNG, ACTL6A, KAT5,




MRGBP, BRD8


Enrichment Score:




1.2449747006931964




GO: 0008536~Ran GTPase binding
  9
XPO6, IPO7, RANGAP1, NUTF2, RANGRF, RANBP2, TNPO2, XPO7, TNPO1


domain: Importin N-terminal
  5
XPO6, IPO7, TNPO2, XPO7, TNPO1


SM00913: SM00913
  5
XPO6, IPO7, TNPO2, XPO7, TNPO1


IPR001494: Importin-beta, N-terminal
  5
XPO6, IPO7, TNPO2, XPO7, TNPO1


Enrichment Score:




1.219152476389818




SM00455: RBD
  4
TIAM1, ARAF, RAF1, RGS14


IPR003116: Raf-like Ras-binding
  4
TIAM1, ARAF, RAF1, RGS14


GO: 0005057~receptor signaling
  9
BAG4, IFITM1, TIAM1, IL4R, ARAF, RAF1, NSMAF, DAXX, RGS14


protein activity




domain: RBD
  3
TIAM1, ARAF, RAF1


Enrichment Score:




1.2191033373017977




GO: 0000974~Prp19 complex
  6
RBM22, PRPF19, CRNKL1, U2AF2, ISY1, XAB2


GO: 0071014~post-mRNA release
  3
CRNKL1, ISY1, XAB2


spliceosomal complex




GO: 0071012~catalytic step 1
  3
CRNKL1, ISY1, XAB2


spliceosome




Enrichment Score:




1.2188361598202275




IPR000814: TATA-box binding protein
  3
TBPL2, TBP, TBPL1


GO: 0006352~DNA-templated
  9
TBPL2, TAF10, TAF13, HIST4H4, BRF2, TAF6, TBP, GTF2B, TBPL1


transcription, initiation




IPR012295: Beta2-adaptin/TBP, C-
  3
TBPL2, TBP, TBPL1


terminal domain




Enrichment Score:




1.2120424551901947




GO: 0004697~protein kinase C activity
  6
PRKCI, PKN2, PRKCH, PRKCD, PRKD3, PRKCB


GO: 0034351~negative regulation of
  4
TRAF2, PRKCI, PRKCH, PRKCD


glial cell apoptotic process




IPR020454: Diacylglycerol/phorbol-
  7
ARAF, PRKCI, PRKCH, RAF1, PRKCD, PRKD3, PRKCB


ester binding




domain.AGC-kinase
 11
RPS6KA3, ROCK1, ROCK2, PRKCI, PKN2, PRKCH, PRKACB, PRKCD,


C-terminal

LATS1, PRKCB, AKT2


SM00133: S_TK_X
 10
RPS6KA3, ROCK1, ROCK2, PRKCI, PKN2, PRKCH, PRKACB, PRKCD,




PRKCB, AKT2


IPR000961: AGC-
 11
RPS6KA3, ROCK1, ROCK2, PRKCI, PKN2, PRKCH, PRKACB, PRKCD,


kinase, C-terminal

LATS1, PRKCB, AKT2


IPR017892: Protein
  7
RPS6KA3, PRKCI, PKN2, PRKCH, PRKCD, PRKCB, AKT2


kinase, C-terminal




Enrichment Score:




1.1705954418260636




IPR027267: Arfaptin homology (AH)
  9
ICA1, SH3GLB2, ACAP1, ACAP2, ARFIP2, ASAP1, ARHGAP17, BIN3, BIN1


domain/BAR domain




domain: BAR
  6
SH3GLB2, ACAP1, ACAP2, ARHGAP17, BIN3, BIN1


SM00721: BAR
  4
SH3GLB2, ARHGAP17, BIN3, BIN1


IPR004148: BAR domain
  4
SH3GLB2, ARHGAP17, BIN3, BIN1


Enrichment Score:




1.167006763733174




IPR006689: Small GTPase superfamily,
  9
ARL2, ARL5A, ARF4, ARF6, ARL8B, SAR1B, ARL4C, ARL3, ARL4A


ARF/SAR type




IPR024156: Small GTPase superfamily,
  8
ARL2, ARL5A, ARF4, ARF6, ARL8B, ARL4C, ARL3, ARL4A


ARF type




binding site: GTP; via amide nitrogen
  3
ARL2, ARL5A, ARL3


Enrichment Score:




1.1575764161081228




GO: 0009165~nucleotide
  6
DCTD, DCK, DGUOK, PRPS2, PRPS1, PRPSAP2


biosynthetic process




Nucleotide biosynthesis
  4
DCTD, PRPS2, PRPS1, PRPSAP2


IPR005946: Ribose phosphate
  3
PRPS2, PRPS1, PRPSAP2


diphosphokinase




GO: 0004749~ribose phosphate
  3
PRPS2, PRPS1, PRPSAP2


diphosphokinase activity




IPR000836: Phosphoribosyltransferase
  4
PRPS2, PPAT, PRPS1, PRPSAP2


domain




Enrichment Score:




1.1356123741363102




domain.ARID
  5
ARID4A, ARID5A, ARID1B, KDM5B, KDM5C


SM00501: BRIGHT
  5
ARID4A, ARID5A, ARID1B, KDM5B, KDM5C


IPR001606: ARID/BRIGHT DNA-
  5
ARID4A, ARID5A, ARID1B, KDM5B, KDM5C


binding domain




Enrichment Score:




1.1355492828606781




hsa00020: Citrate cycle (TCA cycle)
  9
SDHA, DLST, IDH3G, SDHC, IDH2, PCK2, OGDH, MDH1, FH


Tricarboxylic acid cycle
  7
SDHA, DLST, IDH3G, SDHC, IDH2, MDH1, FH


GO: 0006099~tricarboxylic acid cycle
  8
SDHA, DLST, IDH3G, SDHC, IDH2, OGDH, MDH1, FH


GO: 0006734~NADH metabolic process
  4
DLST, IDH3G, OGDH, MDH1


hsa01200: Carbon
 18
DLST, ME2, PFKL, GLUD2, OGDH, ACAT2, SDHA, PGP, G6PD, IDH3G,


metabolism

SDHC, PHGDH, IDH2, PCCB, PRPS2, MDH1, FH, PRPS1


GO: 0006103~2-oxoglutarate
  4
DLST, IDH3G, IDH2, OGDH


metabolic process




Enrichment Score:




1.1310275733652524




hsa05212: Pancreatic
 16
E2F3, RALBP1, RELA, RAF1, SMAD3, BAD, RALGDS, MAPK1, KRAS,


cancer

ARAF, RAC1, RALB, MAPK8, PIK3R1, CHUK, AKT2


h_rasPathway: Ras Signaling Pathway
  8
RALBP1, RELA, RAC1, RAF1, BAD, PIK3R1, CHUK, RALGDS


h_raccycdPathway: Influence of Ras
  8
MAPK1, CDKN1B, RELA, RAC1, RAF1, PIK3R1, CHUK, CDK2


and Rho proteins on G1 to S Transition




h_aktPathway: AKT Signaling Pathway
  4
RELA, BAD, PIK3R1, CHUK


Enrichment Score:




1.1043180593977402




zinc finger region: C4-type
 16
ARFGAP2, TRIP4, AGFG2, GTF2H3, ASAP1, POLR2B, RPA1, BRPF1,




SMAP1, ASH2L, ACAP1, MLLT10, ACAP2, MLLT6, ARAP2, REV3L


domain.Arf-GAP
  7
ARFGAP2, SMAP1, AGFG2, ACAP1, ACAP2, ASAP1, ARAP2


SM00105: ArfGap
  7
ARFGAP2, SMAP1, AGFG2, ACAP1, ACAP2, ASAP1, ARAP2


IPR001164: Arf GTPase
  7
ARFGAP2, SMAP1, AGFG2, ACAP1, ACAP2, ASAP1, ARAP2


activating protein




Enrichment Score:




1.0984383664834843




GO: 0060334~regulation of interferon-
  6
SOCS3, SOCS1, IFNG, JAK2, PIAS1, IFNGR2


gamma-mediated signaling pathway




h_tidPathway: Chaperones modulate
  6
TNFRSF1A, RELA, IFNG, HSPA1A, JAK2, IFNGR2


interferon Signaling Pathway




h_ifngPathway: IFN gamma
  3
IFNG, JAK2, IFNGR2


signaling pathway




Enrichment Score:




1.0873412249855727




GO: 0001844~protein insertion into
  4
MOAP1, BBC3, BAD, BCL2L11


mitochondrial membrane involved




in apoptotic signaling pathway




GO: 2001244~positive regulation of
  8
FIS1, BBC3, BCL2, PRKRA, BAD, BCL2L11, PLAGL2, BCAP31


intrinsic apoptotic signaling pathway




short sequence motif: BH3
  5
MCL1, BBC3, BCL2, BAD, BCL2L11


GO: 1900740~positive regulation of
  7
BBC3, BCL2, CASP8, MAPK8, GZMB, BAD, BCL2L11


protein insertion into mitochondrial




membrane involved in apoptotic




signaling pathway




Enrichment Score:




1.0840410197958643




TPR repeat
 29
MAU2, UTY, FKBP5, FEM1B, FEM1A, STUB1, FIS1, FICD, KLC1, VPS13A,




RANBP2, GTF3C3, TTC31, TTC14, WDTC1, ZC3H7A, ZC3H7B, TTC37,




CDC23, NAA25, CLUH, CDC27, SGTB, TTC17, CTR9, IFIT3, RPAP3, IFIT5,




EMC2


IPR011990: Tetratricopeptide-
 37
CRNKL1, MAU2, FKBP5, UTY, NAPA, HELZ, TRRAP, CLTC, SART3,


like helical

STUB1, FEM1A, XAB2, FIS1, FICD, KLC1, PSMD3, RANBP2, GTF3C3,




TTC31, TTC14, WDTC1, ZC3H7A, ZC3H7B, SMG5, TTC37, NAA25, CDC23,




CLUH, VPS41, TTC17, CDC27, SGTB, CTR9, IFIT3, RPAP3, IFIT5, EMC2


IPR013026: Tetratricopeptide
 24
TTC31, TTC14, WDTC1, CRNKL1, ZC3H7B, UTY, FKBP5, TTC37, NAA25,


repeat-containing domain

CDC23, CDC27, TTC17, XAB2, SGTB, STUB1, CTR9, IFIT3, RPAP3, FICD,




KLC1, IFIT5, EMC2, RANBP2, GTF3C3


SM00028: TPR
 22
TTC31, TTC14, WDTC1, MAU2, ZC3H7B, UTY, FKBP5, TTC37, CDC23,




CDC27, TTC17, STUB1, XAB2, SGTB, CTR9, IFIT3, RPAP3, KLC1, IFIT5,




EMC2, RANBP2, GTF3C3


repeat: TPR 1
 26
MAU2, FKBP5, UTY, STUB1, FEM1A, FICD, KLC1, VPS13A, GTF3C3,




TTC31, WDTC1, TTC14, ZC3H7A, ZC3H7B, TTC37, CDC23, NAA25, CLUH,




SGTB, TTC17, CDC27, CTR9, RPAP3, IFIT3, IFIT5, EMC2


repeat: TPR 2
 26
MAU2, FKBP5, UTY, STUB1, FEM1A, FICD, KLC1, VPS13A, GTF3C3,




TTC31, WDTC1, TTC14, ZC3H7A, ZC3H7B, TTC37, CDC23, NAA25, CLUH,




SGTB, TTC17, CDC27, CTR9, RPAP3, IFIT3, IFIT5, EMC2


IPR019734: Tetratricopeptide
 23
TTC31, TTC14, WDTC1, MAU2, ZC3H7B, UTY, FKBP5, TTC37, CDC23,


repeat

CDC27, TTC17, STUB1, XAB2, SGTB, CTR9, IFIT3, RPAP3, FICD, KLC1,




IFIT5, EMC2, RANBP2, GTF3C3


repeat: TPR 4
 17
TTC14, MAU2, UTY, TTC37, CDC23, NAA25, CLUH, CDC27, SGTB, TTC17,




CTR9, IFIT3, RPAP3, KLC1, IFIT5, VPS13A, GTF3C3


repeat: TPR 3
 23
TTC31, TTC14, ZC3H7A, MAU2, ZC3H7B, UTY, FKBP5, TTC37, NAA25,




CDC23, CLUH, CDC27, TTC17, SGTB, STUB1, CTR9, IFIT3, RPAP3, KLC1,




IFIT5, VPS13A, EMC2, GTF3C3


repeat: TPR 6
 12
RPAP3, IFIT3, UTY, KLC1, IFIT5, TTC37, CDC23, VPS13A, CDC27, TTC17,




GTF3C3, CTR9


repeat: TPR 8
  9
IFIT3, UTY, IFIT5, TTC37, CDC23, VPS13A, CDC27, GTF3C3, CTR9


repeat: TPR 7
 10
RPAP3, IFIT3, UTY, IFIT5, TTC37, CDC23, VPS13A, CDC27, GTF3C3, CTR9


repeat: TPR 5
 12
RPAP3, IFIT3, UTY, KLC1, IFIT5, TTC37, CDC23, VPS13A, CDC27, TTC17,




GTF3C3, CTR9


repeat: TPR 9
  6
TTC37, CDC23, VPS13A, CDC27, GTF3C3, CTR9


repeat: TPR 10
  4
TTC37, VPS13A, GTF3C3, CTR9


repeat: TPR 11
  3
TTC37, GTF3C3, CTR9


Enrichment Score:




1.0812045401748829




GO: 0051287~NAD
 11
CTBP1, ME2, IDH3G, PHGDH, IDH2, AHCYL1, GRHPR, GLYR1, HIBADH,


binding

ALDH9A1, MDH1


nucleotide phosphate-binding
 15
CTBP1, ME2, SIRT6, SIRT7, HIBADH, ALDH3A2, SIRT2, DHRS7, IDH3G,


region: NAD

PHGDH, OXNAD1, GLYR1, ALDH9A1, MDH1, HSD17B8


binding site: NAD
  6
CTBP1, ME2, PHGDH, GLYR1, HIBADH, MDH1


Enrichment Score:




1.0596664654758672




GO: 0032481~positive regulation
 13
IRAK1, POLR3F, POLR3H, ZC3HAV1, RELA, CREBBP, PTPN22, POLR3GL,


of type I interferon production

POLR3C, POLR3E, STAT6, EP300, IRF3


hsa00240: Pyrimidine
 21
DCTD, POLR3F, POLR3H, NT5C3A, POLR1E, POLR1A, UPP1, DCK,


metabolism

POLR3GL, POLR3C, PNP, POLR2B, POLR3E, NME3, POLE3, RRM1,




ENTPD6, TXNRD1, UCK1, TWISTNB, NT5C


hsa03020: RNA
  9
POLR3F, POLR3H, POLR1E, POLR1A, POLR3GL, TWISTNB, POLR3C,


polymerase

POLR2B, POLR3E


GO: 0006383~transcription from RNA
  9
POLR3F, POLR3H, BRF1, TBP, IVNS1ABP, POLR3C, GTF3C1, POLR3E,


polymerase III promoter

GTF3C3


DNA-directed RNA
  8
POLR3F, POLR3H, POLR1E, POLR1A, TWISTNB, POLR3C, POLR2B,


polymemse

POLR3E


hsa04623: Cytosolic 12 DNA-sensing

POLR3F, POLR3H, RELA, NFKBIB, RIPK1, PYCARD, POLR3GL, IRF3,


pathway

POLR3C, CCL4, CHUK, POLR3E


GO: 0006359~regulation of transcription
  4
POLR3F, BRF2, POLR3GL, POLR3C


from RNA polymerase III promoter




GO: 0003899~DNA-directed RNA
  8
POLR3F, POLR3H, POLR1E, POLR1A, TWISTNB, POLR3C, POLR2B,


polymerase activity

POLR3E


GO: 0001056~RNA polymerase III
  5
POLR3F, POLR3H, POLR3GL, POLR3C, POLR3E


activity




GO: 0005666~DNA-directed RNA
  5
POLR3F, POLR3H, POLR3GL, POLR3C, POLR3E


polymerase III complex




GO: 0001054~RNA
  3
POLR1E, POLR1A, TWISTNB


polymerase I activity




GO: 0005736~DNA-directed RNA
  3
POLR1E, POLR1A, TWISTNB


polymerase I complex




Enrichment Score:




1.0231268518510328




GO: 0051536-~iron-sulfur cluster
  7
NFUl, TYW1, RSAD2, CDK5RAP1, CIAPIN1, NDUFS1, PPAT


binding




Iron-sulfur
 13
GLRX5, TYW1, NDUFV2, IREB2, RSAD2, LIAS, UQCRFS1, CDK5RAP1,




CIAPIN1, NDUFS1, PPAT, GLRX2, REV3L


IPR007197: Radical SAM
  4
TYW1, RSAD2, LIAS, CDK5RAP1


4Fe-4S
  8
TYW1, IREB2, RSAD2, LIAS, CDK5RAP1, NDUFS1, PPAT, REV3L


GO: 0051539~4 iron,
  9
NFU1, TYW1, IREB2, RSAD2, LIAS, CDK5RAP1, NDUFS1, PPAT, REV3L


4 sulfur cluster binding




metal ion-binding site: Iron-
  3
TYW1, RSAD2, CDK5RAP1


sulfur (4Fe-4S-S-AdoMet)




SM00729: Elp3
  3
RSAD2, LIAS, CDK5RAP1


IPR006638: Elongator protein
  3
RSAD2, LIAS, CDK5RAP1


3/MiaB/NifB




metal ion-binding
  3
IREB2, CDK5RAP1, PPAT


site: Iron-sulfur (4Fe-4S)




Enrichment Score:




1.0174059112189755




SM00800: uDENN
  5
DENND5A, SBF1, MADD, DENND4B, DENND2D


SM00799: DENN
  5
DENND5A, SBF1, MADD, DENND4B, DENND2D


SM00801: dDENN
  5
DENND5A, SBF1, MADD, DENND4B, DENND2D


IPR005113: uDENN domain
  5
DENND5A, SBF1, MADD, DENND4B, DENND2D


IPR001194: DENN domain
  5
DENND5A, SBF1, MADD, DENND4B, DENND2D


IPR005112: dDENN domain
  5
DENND5A, SBF1, MADD, DENND4B, DENND2D


domain.uDENN
  5
DENND5A, SBF1, MADD, DENND4B, DENND2D


domain: DENN
  5
DENND5A, SBF1, MADD, DENND4B, DENND2D


domain.dDENN
  5
DENND5A, SBF1, MADD, DENND4B, DENND2D


GO: 0017112~Rabguanyl-nucleotide
  7
RAB3GAP2, DENND5A, SBF1, MADD, TRAPPC4, DENND4B, DENND2D


exchange factor activity




Enrichment Score:




1.013340358660417




SM00809: Alpha_adaptinC2
  4
AP1G1, AP2A1, GGA1, GGA3


IPR008152: Clathrin adaptor,
  4
AP1G1, AP2A1, GGA1, GGA3


alpha/beta/gamma-adaptin, appendage,




Ig-like subdomain




domain: GAE
  3
AP1G1, GGA1, GGA3


GO: 0030131~clathrin adaptor complex
  5
AP3M2, AP1G1, AP3M1, GGA1, GGA3


IPR008153: Clathrin adaptor, gamma-
  3
AP1G1, GGA1, GGA3


adaptin, appendage




IPR013041: Coatomer/clathrin adaptor
  4
AP1G1, AP2A1, GGA1, GGA3


appendage, Ig-like subdomain




Enrichment Score:




0.997471155798655




domain: CUE
  4
N4BP2, ASCC2, AMFR, TAB3


IPR003892: Ubiquitin system
  4
N4BP2, ASCC2, AMFR, TAB3


component Cue




SM00546: CUE
  3
ASCC2, AMFR, TAB3


Enrichment Score:




0.9788942570619484




GO: 0035267~NuA4 histone
  6
ING3, ACTL6A, TRRAP, KAT5, MRGBP, BRD8


acetyltransferase complex




GO: 0000812~Swr1 complex
  4
ING3, TRRAP, KAT5, BRD8


GO: 0043967~histone H4 acetylation
  7
ING3, NCOA1, EP300, ACTL6A, USP22, TRRAP, BRD8


GO: 0043968~histone H2A acetylation
  4
ING3, ACTL6A, TRRAP, BRD8


Enrichment Score:




0.9757250476428545




IPR005225: Small GTP-binding
 34
RAB5B, RAB5C, ARF6, MTIF2, GFM2, ARL5A, KRAS, GFM1, RAC1, RALB,


protein domain

RAB11B, SAR1B, RHOF, ARL2, RAP2C, EFTUD2, DRG1, DRG2, RAB33A,




RAB33B, ARL3, NRAS, RAB30, RAB18, RAB35, ARF4, RHOT1, RAB5A,




RHOT2, RIT1, ARL8B, ARL4C, NKIRAS2, ARL4A


GO: 0019003~GDP
 13
RAP2C, RAB5B, RAB5C, RRAGC, ARL3, KRAS, RAB18, RAB35, RALB,


binding

RAB11B, RAB5A, ARL8B, PRPS1


IPR001806: Small
 19
RAP2C, RAB5B, RAB5C, RAB33A, RAB33B, NRAS, RAB30, KRAS, RAB18,


GTPase superfamily

RAB35, RAC1, RALB, RAB11B, RHOT1, RAB5A, RHOT2, RIT1, RHOF,




NKIRAS2


short sequence motif:
 14
RAP2C, RAB5B, RAB5C, NRAS, RAB30, KRAS, RAB18, RAB35, RAC1,


Effector region

RAB11B, RAB5A, RALB, RHOF, NKIRAS2


Prenylation
 21
PHKA2, RAP2C, RAB5B, RAB5C, LMNB2, BROX, MIEN1, RAB33A,




RAB33B, NRAS, RAB30, KRAS, RAB18, PEX19, RAB35, RAC1, RALB,




RAB11B, RAB5A, YKT6, RHOF


lipid moiety-binding
 13
RAP2C, RAB30, RAB18, RAB5B, RAB5C, RAB35, RAC1, RALB, RAB5A,


region: S-geranylgeranyl cysteine

RAB11B, RHOF, RAB33A, RAB33B


propeptide: Removed
 13
PSMB10, NRAS, CD55, RAP2C, KRAS, RAB30, RAB18, TPP1, CD59, RAC1,


in mature form

RALB, RAB11B, RHOF


Enrichment Score:




0.9749120956358032




GO: 0005777~peroxisome
 20
MVD, IDE, KIAA0430, MPV17, AKAP11, SZT2, PEX3, PMVK, ALDH3A2,




ACBD5, FAR1, MFF, FIS1, PNPLA8, GBF1, PEX19, PEX16, IDH2, GNPAT,




SCP2


GO: 0016557~peroxisome
  3
PEX19, PEX16, PEX3


membrane biogenesis




Peroxisome biogenesis
  4
PEX19, PEX2, PEX16, PEX3


Peroxisome
 16
ECI2, KIAA0430, SZT2, PEX3, PMVK, ACBD5, FAR1, MFF, FIS1, PEX19,




PEX2, PEX16, GNPAT, ACSL4, ACSL3, SCP2


GO: 0005778~peroxisomal
 11
FAR1, PNPLA8, PEX19, PEX2, PEX16, GNPAT, PEX3, ACSL4, ACSL3,


membmne

ALDH3A2, ACBD5


Zellweger syndrome
  4
PEX19, PEX2, PEX16, PEX3


GO: 0045046~protein import into
  3
PEX19, PEX16, PEX3


peroxisome membrane




GO: 0007031~peroxisome organization
  5
PEX19, PEX2, PEX16, PEX3, SCP2


hsa04146: Peroxisome
 14
ECI2, MPV17, PEX3, PMVK, FAR1, PEX19, PEX2, PEX16, IDH2, GNPAT,




ACSL4, ACSL3, SCP2, ACSL5


GO: 0005779~integral component
  4
FIS1, PEX2, PEX16, PEX3


of peroxisomal membrane




Peroxisome biogenesis disorder
  4
PEX19, PEX2, PEX16, PEX3


Enrichment Score:




0.9705769247177995




SM00571: DDT
  3
BPTF, BAZ2B, BAZ2A


IPR018501: DDT domain superfamily
  3
BPTF, BAZ2B, BAZ2A


domain: DDT
  3
BPTF, BAZ2B, BAZ2A


Enrichment Score:




0.9586769438708357




GO: 0043015~gamma-tubulin binding
  7
OFD1, TUBGCP5, CEP57, PDE4B, B9D2, MZT1, TUBGCP2


GO: 0000923~equatorial
  3
TUBGCP5, MZT1, TUBGCP2


microtubule organizing center




GO: 0051415~interphase microtubule
  3
TUBGCP5, MZT1, TUBGCP2


nucleation by interphase microtubule




organizing center




Enrichment Score:




0.9480710390828418




compositionally biased region:
  4
SMC5, SMC6, RAD50, SMC4


Ala/Asp-rich (DA-box)




region of interest: Flexible hinge
  3
SMC5, SMC6, SMC4


IPR003395: RecF/RecN/SMC
  3
SMC5, SMC6, SMC4


Enrichment Score:




0.9463520308175999




SM00592: BRK
  4
CHD9, CHD7, CHD6, SMARCA2


IPR006576: BRK domain
  4
CHD9, CHD7, CHD6, SMARCA2


IPR000330: SNF2-related
  8
CHD9, BTAF1, CHD7, CHD1L, INO80, CHD6, SMARCA2, TTF2


IPR016197: Chromo domain-like
  7
CHD9, CHD7, ARID4A, CBX1, KAT5, CHD6, CBX7


SM00298: CHROMO
  7
CHD9, CHD7, ARID4A, CBX1, KAT5, CHD6, CBX7


IPR000953: Chromo domain/shadow
  7
CHD9, CHD7, ARID4A, CBX1, KAT5, CHD6, CBX7


domain.Chromo 1
  4
CHD9, CHD7, CBX1, CHD6


domain.Chromo 2
  3
CHD9, CHD7, CHD6


short sequence motif: DEAH box
  7
CHD9, CHD7, CHD1L, DHX29, DHX16, CHD6, TTF2


IPR023780: Chromo domain
  5
CHD9, CHD7, CBX1, CHD6, CBX7


Enrichment Score:




0.9456837667749796




domain: PCI
  7
PSMD13, PSMD12, PCID2, COPS7A, PSMD3, COPS7B, COPS8


Signalosome
  4
COPS7A, COPS7B, COPS8, LESPA1


GO: 0010388~cullin deneddylation
  3
COPS7A, COPS7B, COPS8


GO: 0008180~COP9 signalosome
  5
WDR6, COPS7A, COPS7B, COPS8, LESPA1


Enrichment Score:




0.9432970300617087




GO: 0003950~NAD + ADP-
  7
ZC3HAV1, PARP12, PARP8, PARP11, SIRT6, PARP4, SIRT2


ribosyltransferase activity




domain: PARP catalytic
  5
ZC3HAV1, PARP12, PARP8, PARP11, PARP4


IPR012317: Poly(AD P-ribose)
  5
ZC3HAV1, PARP12, PARP8, PARP11, PARP4


polymerase, catalytic domain




IPR004170: WWE domain
  4
ZC3HAV1, PARP12, PARP11, RNF146


Enrichment Score:




0.916012864240317




active site: Schiff-base intermediate
  3
NEIL2, POLB, OGG1


with DNA




GO: 0006284~base-excision repair
  8
RPA1, XPA, MPG, NEIL2, USP47, SIRT6, POLB, OGG1


hsa03410: Base excision repair
  7
MPG, POLE3, NEIL2, MBD4, POLB, PARP4, OGG1


Enrichment Score:




0.9063741277695219




Protein biosynthesis
 25
FARS2, HBS1L, WARS2, MTIF2, TCEAL4, GFM2, EIF4EBP2, GFM1, EIF2B4,




EIF2B5, EIF4ENIF1, BRF1, EIF1B, MRRF, EIF2B1, EIF4G3, TRNAU1AP,




EIF4E, DHX29, TSFM, EEF1E1, FARSB, YARS2, EIF5A2, MTFMT


Initiation factor
 11
EIF4ENIF1, EIF4G3, EIF4EBP2, EIF4E, BRF1, DHX29, ElF1B, MTIF2,




EIF2B1, EIF2B4, EIF2B5


GO: 0003743~translation initiation
 12
EIF4ENIF1, EIF4G3, EIF4EBP2, EIF4E, BRF1, DHX29, AG02, EIF1B, MTIF2,


factor activity

EIF2B1, EIF2B4, EIF2B5


GO: 0006413~translational initiation
 10
RPL17, EIF4G3, EIF4E, DHX29, AGO2, EIF1B, EIF2B1, MTFMT, EIF2B4,




EIF2B5


Enrichment Score:




0.9057102063061746




IPR014721: Ribosomal protein
 7
GFM2, LONP1, MRPS9, MVD, GFM1, EFTUD2, TOP2B


S5 domain 2-type fold, subgroup




GO: 0032790~ribosome disassembly
 4
GFM2, HBS1L, MTIF2, MRRF


SM00889: SM00889
 3
GFM2, GFM1, EFTUD2


IPR005517: Translation elongation
 3
GFM2, GFM1, EFTUD2


factor EFG/EF2, domain IV




SM00838: SM00838
 3
GFM2, GFM1, EFTUD2


IPR000640: Translation elongation
 3
GFM2, GFM1, EFTUD2


factor EFG, V domain




IPR009022: Elongation factor G,
 3
GFM2, GFM1, EFTUD2


III-V domain




IPR000795: Elongation factor, GTP-
 5
GFM2, GFM1, EFTUD2, HBS1L, MTIF2


binding domain




GO: 0003746~translation elongation
 7
GFM2, TSFM, EEF1E1, GFM1, HBS1L, EIF5A2, TCEAL4


factor activity




Elongation factor
 6
GFM2, TSFM, GFM1, HBS1L, EIF5A2, TCEAL4


201




IPR004161: Translation elongation
 4
GFM2, GFM1, EFTUD2, HBS1L


factor EFTu/EF1A, domain 2




IPR009000: Translation elongation/
 5
GFM2, GFM1, EFTUD2, HBS1L, MTIF2


initiation factor/Ribosomal, beta-barrel




Enrichment Score:




0.9035692912975634




GO: 0070652~HAUS complex
  4
HAUS3, HAUS6, HAUS2, HAUS1


GO: 0051297-centrosome organization
  7
ARL2, HAUS3, HAUS6, CEP120, BNIP2, HAUS2, HAUS1


GO: 0051225-spindle assembly
  6
HAUS3, HAUS6, CSNK1D, HAUS2, HAUS1, INO80


Enrichment Score:




0.9019097275135531




GO: 0090630~activation
 19
TBC1D10C, RABGAP1, RALGAPB, RABGAP1L, PIP5K1A, TBC1D22B,


of GTPase

TBC1D15, RALGAPA1, NDEL1, TSC1, RCC2, SGSM2, TIAM1, SIPA1L1,


activity

TBC1D13, TBC1D4, TBC1D1, AKT2, TBC1D9B


GO: 0031338~regulation of
 10
TBC1D15, RABGAP1, TBC1D10C, SGSM2, TBC1D13, TBC1D4, RABGAP1L,


vesicle fusion

TBC1D1, TBC1D22B, TBC1D9B


domain: Rab-GAP
 10
TBC1D15, RABGAP1, TBC1D10C, SGSM2, TBC1D13, TBC1D4, RABGAP1L,


TBC

TBC1D1, TBC1D22B, TBC1D9B


GO: 0017137~Rab
 22
RAB3GAP2, DENND5A, TBC1D10C, RABGAP1, AP1G1, RABGAP1L, OPTN,


GTPase binding

TBC1D22B, ANXA2, TBC1D15, UNC13D, PDE6D, SGSM2, AP3M1,




TBC1D13, RAC1, ACAP2, TBC1D4, SYTL3, EHD1, TBC1D1, TBC1D9B


GO: 0012505~endo
 19
RABGAP1, TBC1D10C, TBC1D22B, BCL2L11, RTN3, TBC1D15, DOCK2,


membrane system

CHMP1A, SGSM2, PGRMC1, PGRMC2, TBC1D13, TBC1D4, RNF167,




NSMAF, TBC1D1, NENF, CDC42EP3, TBC1D9B


SM00164: TBC
 10
TBC1D15, RABGAP1, TBC1D10C, SGSM2, TBC1D13, TBC1D4, RABGAP1L,




TBC1D1, TBC1D22B, TBC1D9B


IPR000195: Rab-GTPase-TBC
 10
TBC1D15, RABGAP1, TBC1D10C, SGSM2, TBC1D13, TBC1D4, RABGAP1L,


domain

TBC1D1, TBC1D22B, TBC1D9B


GO: 1902017~regulation
  7
TBC1D15, RABGAP1, TBC1D10C, TBC1D13, TBC1D1, TBC1D22B,


of cilium assembly

TBC1D9B


domain: PID
  4
ANKS1A, RABGAP1, RABGAP1L, TBC1D1


SM00462: PTB
  5
ANKS1A, RABGAP1, TBC1D4, RABGAP1L, TBC1D1


IPR006020: Phospho
  5
ANKS1A, RABGAP1, TBC1D4, RABGAP1L, TBC1D1


tyrosine interaction domain




Enrichment Score:




0.8869149577293349




SM00717: SANT
 11
TADA2A, DMTF1, MTA2, EZH1, MYB, TRERF1, NCOR2, RERE, TERF2,




ELMSAN1, TERF1


IPR001005: SANT/
 11
TADA2A, DMTF1, MTA2, EZH1, MYB, TRERF1, NCOR2, RERE, TERF2,


Myb domain

ELMSAN1, TERF1


IPR017930: Myb domain
  4
DMTF1, MYB, 1ERF2, TERF1


GO: 0000118~histone deacetylase
  8
TBL1XR1, MTA2, TBL1X, TRERF1, NCOR2, RERE, NRIP1, ELMSAN1


complex




domain: SANT
  5
TADA2A, MTA2, TRERF1, RERE, ELMSAN1


IPR017884: SANT domain
  6
TADA2A, MTA2, TRERF1, NCOR2, RERE, ELMSAN1


domain: ELM2
  4
MTA2, TRERF1, RERE, ELMSAN1


SM01189: SM01189
  4
MTA2, TRERF1, RERE, ELMSAN1


IPR000949: ELM2 domain
  4
MTA2, TRERF1, RERE, ELMSAN1


domain: HTH myb-type
  3
DMTF1, TERF2, TERF1


DNA-binding
  4
DMTF1, MYB, TERF2, TERF1


region: H-T-H motif




IPR009057: Homeodomain-like
 20
RABGAP1, POGZ, TADA2A, MTA2, ZHX1, CERS6, CERS4, ZEB1, TRERF1,




CASP8AP2, POGK, CERS2, DMTF1, HOPX, MYB, NCOR2, TERF2, RERE,




ELMSAN1, TERF1


Enrichment Score:




0.8828129877584019




GO: 0070979~protein K11-finked
  8
UBE2D4, UBE2A, RNF4, ANAPC4, UBE2W, CDC23, ANAPC10, CDC27


ubiquitination




GO: 0051439~regulation of ubiquitin-
  6
ANAPC4, CDC23, ANAPC10, CDC27, CDK2, UBE2E1


protein ligase activity involved in




mitotic cell cycle




GO: 0005680~anaphase-promoting
  5
CACUL1, ANAPC4, CDC23, ANAPC10, CDC27


complex




GO: 0030071~regulation of mitotic
  3
ANAPC4, CDC23, ANAPC10


metaphase/anaphase transition




Enrichment Score:




0.8760120979730552




domain: Cytochrome
  5
PGRMC1, PGRMC2, CYB5A, HERC2, NENF


b5 heme-binding




SM01117: SM01117
  5
PGRMC1, PGRMC2, CYB5A, HERC2, NENF


IPR001199: Cytochrome b5-like
  5
PGRMC1, PGRMC2, CYB5A, HERC2, NENF


heme/steroid binding domain




GO: 0020037~heme binding
  5
PGRMC1, SDHC, PGRMC2, CYB5A, JAK2


Enrichment Score:




0.8696720280102501




domain: EH
  3
SYNRG, EHD1, EHD4


SM00027: EH
  4
SYNRG, REPS1, EHD1, EHD4


IPR000261: EPS15 homology (EH)
  4
SYNRG, REPS1, EHD1, EHD4


domain: EF-hand
  7
GNPTAB, REPS1, STIM1, EHD1, ZZEF1, EHD4, TBC1D9B


Enrichment Score:




0.859210233084765




GO: 0045862~positive
  6
EP300, CASP8, FADD, BAD, FBXW11, CLN6


regulation of proteolysis




46.P13K_PTEN
  6
TNFRSF1A, CASP7, BCL2, CASP8, FADD, BAD


GO: 0097202~activation of cysteine-
  4
CASP8, PYCARD, FADD, BAD


type endopeptidase activity




86.Apoptosis_Nematode&_Vert
  4
BCL2, CASP8, FADD, BAD


Enrichment Score:




0.8578437407621964




IPR020850: GTPase
  4
DNM3, CREBZF, MX1, MX2


effector domain, GED




IPR022812: Dynamin
  5
DNM3, MX1, EHD1, MX2, EHD4


SM00302: GED
  3
DNM3, MX1, MX2


IPR019762: Dynamin, GTPase region,
  3
DNM3, MX1, MX2


conserved site




IPR000375: Dynamin central domain
  3
DNM3, MX1, MX2


domain.GED
  3
DNM3, MX1, MX2


SM00053: DYNc
  3
DNM3, MX1, MX2


IPR003130: Dynamin
  3
DNM3, MX1, MX2


GTPase effector




IPR001401: Dynamin,
  3
DNM3, MX1, MX2


GTPase domain




Enrichment Score:




0.85187387805759




GO: 0000422~mitophagy
 11
ATG2B, GABARAPL2, FIS1, ATG4B, RB1CC1, BNIP3, WIPI2, PPARGC1A,




WDR45B, WDR45, MARK2


GO: 0034045~pre-autophagosomal
  5
ATG2B, RB1CC1, WIPI2, WDR45B, WDR45


structure membrane




GO: 0044804~nucleophagy
  5
ATG2B, ATG4B, WIPI2, WDR45B, WDR45


GO: 0034497~protein localization to
  4
STX17, WIPI2, WDR45B, WDR45


pre-autophagosomal structure




GO: 0080025~phosphatidylinositol-3,5-
  5
GBF1, COMMD1, WIPI2, WDR45B, WDR45


bisphosphate binding




GO: 0000045~autophagosome assembly
  7
ATG2B, GABARAPL2, ATG4B, RB1CC1, WIPI2, WDR45B, WDR45


GO: 0006497~protein lipidation
  3
WIPI2, WDR45B, WDR45


GO: 0032266~phosphatidylinosito1-3-
  5
SNX19, WIPI2, SNX13, WDR45B, WDR45


phosphate binding




Enrichment Score:




0.842501378699483




GO: 0061158~3′-UTR-mediated
  5
ZFP36, ZFP36L2, KHSRP, QKI, ZC3H12D


mRNA destabilization




GO: 0017091~AU-
  5
ZFP36, ZFP36L2, EXOSC7, TIA1, ELAVL1


rich element binding




GO: 0035925~mRNA
  4
ZFP36, ZFP36L2, KHSRP, ELAVL1


3′-UTR AU-rich region binding




GO: 0006402~mRNA
  5
DI53, ZFP36, ZFP36L2, DCP2, KHSRP


catabolic process




GO: 0003730~mRNA 3′-UTR
  7
ZFP36, ZFP36L2, TARDBP, FMR1, KHSRP, PUM1, ELAVL1


binding




Enrichment Score:




0.8299126897208382




IPR000980: SH2
 21
VAV3, SOCS3, SOCS1, CBL, VAV1, STAT6, NCK2, SH2D3C, SH2D2A,


domain

CBLB, SH2D3A, CRKL, RINL, ZAP70, JAK2, INPP5D, GRAP2, ABL2,




RASA1, PIK3R1, MATK


SM00252: SH2
 18
VAV3, SOCS3, SOCS1, VAV1, STAT6, NCK2, SH2D3C, SH2D2A, SH2D3A,




CRKL, ZAP70, JAK2, INPP5D, GRAP2, ABL2, RASA1, PIK3R1, MATK


SH2 domain
 18
VAV3, SOCS3, SOCS1, VAV1, STAT6, NCK2, SH2D3C, SH2D2A, SH2D3A,




CRKL, ZAP70, JAK2, INPP5D, GRAP2, ABL2, RASA1, PIK3R1, MATK


GO: 0005070~SH3/SH2
 10
SH2D2A, NCK2, SH2D3C, SH3BGRL, VAV3, CRKL, SH2D3A, LASP1,


adaptor activity

STAM, GRAP2


domain.SH2
 14
VAV3, SOCS3, SOCS1, VAV1, STAT6, SH2D3C, SH2D2A, NCK2, SH2D3A,




CRKL, INPP5D, GRAP2, ABL2, MATK


domain SH3 1
  5
NCK2, VAV3, CRKL, GRAP2, VAV1


domain.SH3 2
  5
NCK2, VAV3, CRKL, GRAP2, VAV1


Enrichment Score:




0.8204630664582663




GO: 0050072~m7G(5′)pppN
  5
NUDT1, NUDT4, DCP2, NUDT5, NUDT16L1


diphosphatase activity




domain: Nudix hydrolase
  6
NUDT1, NUDT4, DCP2, NUDT9, NUDT22, NUDT5


IPR020084: NUDIX
  4
NUDT1, NUDT4, DCP2, NUDT5


hydrolase, conserved site




IPR000086: NUDIX hydrolase domain
  6
NUDT1, NUDT4, DCP2, NUDT9, NUDT22, NUDT5


GO: 0034656~nucleobase-containing
  3
NUDT1, NUDT9, NUDT5


small molecule catabolic process




IPR015797: NUDIX
  6
NUDT1, NUDT4, DCP2, NUDT9, NUDT5, NUDT16L1


hydrolase domain-like




short sequence motif: Nudix box
  5
NUDT1, NUDT4, DCP2, NUDT9, NUDT5


GO: 0030515-snoRNA binding
  5
NUDT1, NUDT4, NUDT5, NUDT16L1, PWP2


Enrichment Score:




0.8167271376205175




zinc finger region: MYM-type 2
  3
ZMYM2, ZMYM4, ZMYM5


zinc finger region: MYM-type 3
  3
ZMYM2, ZMYM4, ZMYM5


zinc finger region: MYM-type 1
  3
ZMYM2, ZMYM4, ZMYM5


zinc finger region: MYM-type 4
  3
ZMYM2, ZMYM4, ZMYM5


IPR010507: Zinc finger, MYM-type
  3
ZMYM2, ZMYM4, ZMYM5


SM00746: TRASH
  3
ZMYM2, ZMYM4, ZMYM5


IPR011017: TRASH domain
  3
ZMYM2, ZMYM4, ZMYM5





0.8116396013515808




repeat: HAT 6
  4
CRNKL1, SFIl, SART3, XAB2


repeat: HAT 5
  4
CRNKL1, SFIl, SART3, XAB2


repeat: HAT 8
  3
CRNKL1, SART3, XAB2


repeat: HAT 4
  4
CRNKL1, SFIl, SART3, XAB2


repeat: HAT 2
  4
CRNKL1, SFIl, SART3, XAB2


repeat: HAT 1
  4
CRNKL1, SFIl, SART3, XAB2


repeat: HAT 3
  4
CRNKL1, SFIl, SART3, XAB2


repeat: HAT 7
  3
CRNKL1, SART3, XAB2


SM00386: HAT
  3
CRNKL1, SART3, XAB2


IPR003107: RNA-processing protein,
  3
CRNKL1, SART3, XAB2


HAT helix




Enrichment Score:




0.8053738526498081




GO: 0005655~nucleolar ribonuclease
  4
RPP38, POP4, POPS, POP7


P complex




GO: 0004526~ribonuclease P activity
  4
RPP38, POP4, POPS, POP7


GO: 0001682-tRNA 5′-leader
  4
RPP38, POP4, POPS, POP7


removal




hsa03008: Ribosome biogenesis in
 10
RPP38, REX01, GNL3L, NATIO, POP4, POPS, SPATA5, RBM28, POP7, PWP2


eukaryotes




Enrichment Score:




0.8035933138094512




GO: 0004722~protein serine/threonine
 12
MTMR14, RPAP2, PPP2CB, PPP3CB, DUSP23, PPM1A, MTMR6, PPP1R15B,


phosphatase activity

UBL CP1, P IEN, PPP1CB, PPP2R2D


Protein phosphatase
 20
PTPN7, PTPRE, PTPRA, STYX, DUSP23, PPM1A, DUSP22, PTPN22,




DUSP12, PPP1CB, PTEN, DUSP4, DUSP28, PGP, RPAP2, PPP2CB, DUSP16,




PPP3CB, CTD SP1, UBL CP1


GO: 0006470~protein
 16
PTPN7, PTPRE, STYX, PPM1A, DUSP22, PTPN22, PPP1CB, PIEN, SBF1,


dephosphmylation

BCL2, PPP2CB, PPP3CB, CTDSP1, UBLCP1, MTMR6, FBXW11


Enrichment Score:




0.8010857129206969




GO: 0034450~ubiquitin-ubiquitin
  5
PRPF19, PELI1, UBE4A, AMFR, STUB1


ligase activity




SM00504: Ubox
  3
PRPF19, UBE4A, STUB1


IPR003613: U box domain
  3
PRPF19, UBE4A, STUB1


Enrichment Score:




0.7901368844841442




GO: 0005868-cytoplasmic
  8
DYNC1LI2, DYNLT3, SNX4, DYNLT1, DYNC1H1, DYNLRB1, BCL2L11,


dynein complex

DYNC1I2


Dynein
  6
DYNC1LI2, DYNLT3, DYNLT1, DYNC1H1, DYNLRB1, DYNC1I2


GO: 0007018~microtubule-
  9
KIF3B, DYNC1LI2, SNX29, AP2A1, KLC1, DYNC1H1, DYNLRB1, DYNC1I2,


based movement

ACTR10


GO: 0003777~microtubule
  7
KIF3B, DYNC1LI2, SNX29, KLC1, DYNC1H1, DYNLRB1, DYNC1I2


motor activity




Motor protein
 11
DNM3, KIF3B, DYNC1LI2, KLC1, MY01G, DYNLT3, MY09B, DYNLT1,




DYNC1H1, DYNLRB1, DYNC1I2


Enrichment Score:




0.7810728163809908




domain: Leucine-zipper
 23
E2F3, BACH2, E2F4, CREBZF, CREB1, TSN, MED13L, FOXP3, SREBF2,




ATF6, ATF5, FOS, TSC22D3, TCF20, JUN, MLLT10, NFE2L2, MLLT6, MYB,




NFE2L3, TCF3, CHUK, API5


IPR004827: Basic-
 10
CREBRF, ATF6, ATF5, FOS, BACH2, CREBZF, JUN, CREB1, NFE2L2,


leucine zipper domain

NFE2L3


IPR008917: Eukaryotic
  4
BACH2, JUN, NFE2L2, NFE2L3


transcription factor,




Skn-l-like, DNA-binding




SM00338: BRLZ
  8
ATF6, ATF5, FOS, BACH2, JUN, CREB1, NFE2L2, NFE2L3


IPR004826: Basic leucine zipper
  3
BACH2, NFE2L2, NFE2L3


domain, Maf-type




DNA-binding
 16
BACH2, CREBZF, CREB1, MXI1, MXD4, SREBF2, ATF6, ATF5, FOS,


region: Basic motif

NCOA1, NCOA2, HES4, JUN, NFE2L2, NFE2L3, TCF3


Enrichment Score:




0.7790223053007594




IPR018503: Tetraspanin,
  6
CD37, TSPAN5, CD81, CD63, CD151, TSPAN17


conserved site




PIR5F002419: tetraspanin
  7
CD37, TSPAN31, TSPAN5, CD81, CD63, CD151, TSPAN17


IPR000301: Tetraspanin
  7
CD37, TSPAN31, TSPAN5, CD81, CD63, CD151, TSPAN17


IPR018499: Tetraspanin/Peripherin
  7
CD37, TSPAN31, TSPAN5, CD81, CD63, CD151, TSPAN17


IPR008952: Tetraspanin, EC2 domain
  6
CD37, TSPAN5, CD81, CD63, CD151, TSPAN17


73.Integrins_and_other_cell-
  4
CD37, CD81, CD63, CD151


surface_receptors




Enrichment Score:




0.7789647933825644




Steroid biosynthesis
  9
HSD17B11, EBP, MSMO1, MVD, HINT2, HMGCS1, PRKAA1, PMVK,




HSD17B8


Sterol biosynthesis
  6
EBP, MSMO1, MVD, HMGCS1, PRKAA1, PMVK


Cholesterol biosynthesis
  5
EBP, MVD, HMGCS1, PRKAA1, PMVK


Cholesterol
 10
SOAT1, EBP, APOL1, NPC2, INSIG2, MVD, HMGCS1, PRKAA1, PMVK,


metabolism

SREBF2


GO: 0006695~cholesterol biosynthetic
  8
EBP, MSMO1, G6PD, INSIG2, MVD, HMGCS1, PRKAA1, PMVK


process




Sterol metabolism
 11
SOAT1, EBP, APOL1, MSM01, NPC2, INSIG2, MVD, HMGCS1, PRKAA1,




PMVK, SREBF2


hsa00900: Terpenoid backbone
  5
NUS1, MVD, HMGCS1, PMVK, ACAT2


biosynthesis




Steroid metabolism
 11
SOAT1, EBP, APOL1, MSMO1, NPC2, INSIG2, MVD, HMGCS1, PRKAA1,




PMVK, SREBF2


GO: 0008203~cholesterol metabolic
  9
STARD3, SOAT1, APOL2, EBP, APOL1, NPC2, INSIG2, CLN6, SREBF2


process




Enrichment Score:




0.7599731845015745




zinc finger region: UBR-type
  3
UBR7, UBR2, FBXO11


SM00396: ZnF_UBR1
  3
UBR7, UBR2, FBXO11


IPR003126: Zinc finger, N-recognin
  3
UBR7, UBR2, FBX011


Enrichment Score:




0.7582256458667048




GO: 0008654~phospholipid biosynthetic
 11
CDIPT, CRLS1, PGS1, DGKE, LPGAT1, SERINC1, HEXB, MBOAT1,


process

PCYT1A, PIP5K1A, PTDSS1


Phospholipid
  9
CDIPT, CRLS1, PGS1, LPGAT1, SERINC1, MBOAT1, ABHD3, PCYT1A,


metabolism

PTDSS1


GO: 0016780~phosphotransferase
  3
CDIPT, CRLS1, PGS1


activity, for other substituted




phosphate groups




Phospholipid biosynthesis
  8
CDIPT, CRLS1, PGS1, LPGAT1, SERINC1, MBOAT1, PCYT1A, PTDSS1


GO: 0047144~2-acylglycerol-3-
  3
CRLS1, LPGAT1, MBOAT1


phosphate O-acyltransferase activity




hsa00564: Glycerophospholipid
 13
PLD3, CDIPT, CRLS1, PGS1, DGKE, LPGAT1, MBOAT1, DGKZ, GNPAT,


metabolism

DGKH, PCYT1A, PTDSS1, LPIN1


GO: 0003841~1-acylglycerol-3-
  3
CRL Sl, LPGAT1, MBOAT1


phosphate O-acyltransferase activity




Enrichment Score:




0.7529768935912621




GO: 0000123~histone acetyltransferase
  7
ING4, ELP2, EP300, KANSL1, WDR5, CREBBP, TRRAP


complex




GO: 0043984~histone H4-K16
  6
MSL2, ING4, KANSL1, KMT2A, MSL1, WDR5


acetylation




GO: 0043981~histone H4-K5
  3
ING4, KANSL1, WDR5


acetylation




GO: 0043982~histone H4-K8 acetylation
  3
ING4, KANSL1, WDR5


Enrichment Score:




0.7505920508733883




GO: 0000724~double-strand break
 14
RAD51C, HUS1, SMC5, INO80, SMC6, RAD50, ATM, WDR48, RPA1,


repair via homologous recombination

RECQL, NABP1, NSMCE1, RNF138, NSMCE2


GO: 0000722~telomere maintenance
  7
RPA1, RAD51C, RFC2, SMC5, NSMCE2, SMC6, RAD50


via recombination




DNA recombination
 11
RPA1, RAD51C, NSMCE1, SMC5, INO80, NSMCE2, SMC6, ACTL6A,




INO80D, INO80C, INO80B


Enrichment Score:




0.7363395749707299




GO: 0030422~production of siRNA
  3
PRKRA, DICER1, MRPL44


involved in RNA interference




GO: 0031054~pre-miRNA processing
  4
PRKRA, DICER1, AGO2, MRPL44


IPR014720: Double-stranded RNA-
  6
CDKN2AIP, PRKRA, DICER1, STAU2, STAU1, MRPL44


binding-like domain




Enrichment Score:




0.7343641660048325




repeat: HEAT 5
  8
BTAF1, EIF4G3, NIPBL, KIAA0368, CANDI, PSWIE4, TNPO2, TNPO1


repeat: HEAT 3
 10
HEATR6, BTAF1, EIF4G3, NIPBL, KIAA0368, TBCD, CANDI, PSME4,




TNPO2, TNPO1


repeat: HEAT 4
  9
HEATR6, BTAF1, EIF4G3, NIPBL, KIAA0368, CAND1, PSME4, TNPO2,




TNPO1


repeat: HEAT 2
 11
HEATR6, BTAF1, EIF4G3, NIPBL, KIAA0368, TBCD, CAND1, PSME4,




TNPO2, UTP20, TNPO1


repeat: HEAT 1
 11
HEATR6, BTAF1, EIF4G3, NIPBL, KIAA0368, TBCD, CAND1, PSME4,




TNPO2, UTP20, TNPO1


repeat: HEAT 8
  5
BTAF1, KIAA0368, CAND1, TNPO2, TNPO1


repeat: HEAT 6
  6
BTAF1, KIAA0368, CAND1, PSME4, TNPO2, TNPO1


repeat: HEAT 7
  5
BTAF1, KIAA0368, CAND1, TNPO2, TNPO1


repeat: HEAT 13
  3
KIAA0368, CAND1, TNPO2


repeat: HEAT 12
  3
KIAA0368, CAND1, TNPO2


repeat: HEAT 11
  3
KIAA0368, CAND1, TNPO2


repeat: HEAT 10
  3
KIAA0368, CAND1, TNPO2


repeat: HEAT 9
  3
KIAA0368, CAND1, TNPO2


Enrichment Score:




0.7306880194943396




GO: 0070555~response to interleukin-1
  8
IRAK1, RELA, IGBP1, CREBBP, ANXA1, PRKCI, RIPK2, LGALS9


GO: 0034134~toll-like receptor 2
  3
IRAK1, RIPK2, LGALS9


signaling pathway




GO: 0034142~toll-like receptor 4
  4
IRAK1, LY96, RIPK2, LGALS9


signaling pathway




Enrichment Score:




0.7265386581976017




domain: JmjC
  8
KDM2A, UTY, JMJD6, JMJD8, KDM4C, JMJD1C, KDM5B, KDM5C


IPR003347: JmjC domain
  8
KDM2A, UTY, JMJD6, JMJD8, KDM4C, JMJD1C, KDM5B, KDM5C


SM00558: JmjC
  7
KDM2A, UTY, JMJD6, KDM4C, JMJD1C, KDM5B, KDM5C


GO: 0032452~histone
  6
KDM2A, UTY, JMJD6, KDM4C, KDM5B, KDM5C


demethylase activity




domain: JmjN
  3
KDM4C, KDM5B, KDM5C


Dioxygenase
 12
ADI1, ALKBH7, KDM2A, UTY, JMJD6, ETHE1, KDM4C, EGLN1, JMJD1C,




KDM5B, ALKBH5, KDM5C


SM00545: JmjN
  3
KDM4C, KDM5B, KDM5C


IPR003349: Transcription
  3
KDM4C, KDM5B, KDM5C


factor jumonji, JmjN




GO: 0051213~dioxy genase activity
  4
ALKBH7, UTY, KDM4C, JMJD1C


metal ion-binding site: Iron; catalytic
  4
KDM2A, JMJD6, KDM4C, JMJD1C


Enrichment Score:




0.7246856105034599




zinc finger region: SP-RING-type
  3
PIAS4, NSMCE2, PIAS1


IPR004181: Zinc finger, MIZ-type
  3
PIAS4, NSMCE2, PIAS1


GO: 0019789~SUM O transferase
  4
PIAS4, NSMCE2, PIAS1, RANBP2


activity




Enrichment Score:




0.7213724303242848




GO: 0002223~stimulatory
 21
PSMB10, RELA, CREBBP, ICAM3, RAF1, MALT1, PRKCD, TAB3, NRAS,


C-type lectin receptor

PSMD13, PSMC5, EP300, KRAS, PSMD12, PSMC2, PSMD3, PRKACB,


signaling pathway

PSMD5, PSME4, FBXW11, CHUK


GO: 0022624~proteasome accessory
  6
PSMD13, PSMC5, PSMD12, PSMC2, PSMD3, PSMD5


complex




GO: 0033209~tumor necrosis factor-
 20
PSMB10, TRAF2, TNFRSF10A, TNFRSF1A, BAG4, TNFRSF9, PSMD13,


mediated signaling pathway

PSMC5, PSMD12, TNFSF13B, PSMC2, RIPK1, PYCARD, PSMD3, JAK2,




PSMD5, PSME4, MAP3K14, CD27, TRAF3


GO: 0051436~negative regulation of
 13
PSMB10, ANAPC4, CDC23, ANAPC10, CDC27, CDK2, PSMD13, PSMC5,


ubiquitin-protein ligase activity

PSMD12, PSMC2, PSMD3, PSMD5, UBE2E1


involved in mitotic cell cycle




GO: 0031145~anaphase-promoting
 14
PSMB10, ANAPC4, CDC23, ANAPC10, CDC27, CUL3, PSMD13, PSMC5,


complex-dependent catabolic process

PSMD12, PSMC2, PSMD3, PSMD5, PSME4, UBE2E1


GO: 0038061~NIK/NF-kappaB
 12
PSMB10, PSMD13, PSMC5, PSMD12, PSMC2, UBA3, PSMD3, PSME4,


signaling

PSMD5, MAP3K14, FBXW11, CHUK


GO: 0000502~proteasome complex
 11
PSMB10, PSMD13, PSMC5, PSMD12, KIAA0368, ZFAND2A, PSMC2,




HSPB1, PSMD3, PSME4, PSMD5


GO: 0051437~positive regulation of
 13
PSMB10, ANAPC4, CDC23, ANAPC10, CDC27, PSMD13, PSMC5, PSMD12,


ubiquitin-protein ligase activity

PSMC2, PSMD3, PSMD5, PSME4, UBE2E1


involved in regulation of mitotic




cell cycle transition




GO: 0008541~proteasome regulatory
  3
PSMD13, PSMD12, PSMD3


particle, lid subcomplex




GO: 0031595~nuclear proteasome
  3
PSMC5, PSMD12, PSMC2


complex




GO: 0006521~regulation of cellular
  9
PSMB10, PSMD13, PSMC5, PSMD12, PSMC2, PSMD3, AZIN1, PSME4,


amino acid metabolic process

PSMD5


hsa03050: Proteasome
  8
PSMB10, PSMD13, PSMC5, PSMD12, PSMC2, IFNG, PSMD3, PSME4


Proteasome
  8
PSMB10, PSMD13, PSMC5, PSMD12, KIAA0368, PSMC2, PSMD3, PSME4


GO: 0060071~Wnt
 13
PSMB10, PSMD13, PSMC5, PSMD12, TIAM1, AP2A1, PSMC2, RAC1,


signaling pathway,

PSMD3, SMURF2, PSME4, PSMD5, CLTC


planar cell polarity pathway




GO: 0008540~proteasome regulatory
  3
PSMC5, PSMC2, PSMD5


particle, base subcomplex




GO: 0090263~positive regulation of
 16
PSMB10, RNF220, XIAP, PSMD13, PSMC5, PSMD12, CSNK1D, CSNK1E,


canonical Wnt signaling pathway

PSMC2, ILK, PSMD3, SMURF2, PSMD5, PSME4, USP34, RNF146


GO: 0002479~antigen processing and
  8
PSMB10, PSMD13, PSMC5, PSMD12, PSMC2, PSMD3, PSME4, PSMD5


presentation of exogenous peptide




antigen via MHC class I, TAP-dependent




GO: 0090090~negative regulation of
 17
CSNK1A1, PSMB10, EGR1, RGS19, LATS1, CUL3, PSMD13, PSMC5,


canonical Wnt signaling pathway

PSMD12, GSK3B, PSMC2, KIAA0922, PSMD3, PSMD5, PSME4, RAPGEF1,




APC


Enrichment Score:




0.7193769298441833




domain: UBX
  4
UBXN2A, UBXN2B, FAF2, FAF1


IPR001012: UBX
  4
UBXN2A, UBXN2B, FAF2, FAF1


SM00166: UBX
  3
UBXN2A, UBXN2B, FAF1


Enrichment Score:




0.7013692853684937




GO: 0004843~thiol-dependent ubiquitin-
 15
STAMBP, OTUD5, USP3, USPS, USP4, BAP1, USP47, USP36, UCHL3, USP22,


specific protease activity

USP34, USP16, USP15, USP42, VCPIP1


Thiol protease
 23
CAPN7, OTUD5, USP40, USPL1, USP3, USPS, USP4, BAP1, CTSL, ATG4B,




CASP7, CASP8, USP47, USP36, CTSC, UCHL3, USP22, USP34, USP16,




USP24, USP15, USP42, VCPIP1


IPR018200: Peptidase C19, ubiquitin
 12
USP40, USP3, USPS, USP4, U5P47, U5P36, U5P22, USP16, U5P34, U5P24,


carboxyl-terminal hydrolase 2,

U5P42, USP15


conserved site




GO: 0016579~protein
 15
STAMBP, OTUD5, USP40, USP3, USP5, USP4, BAP1, WDR48, UCHL3,


deubiquitination

USP36, USP22, USP34, USP24, USP15, USP42


IPR001394: Peptidase C19, ubiquitin
 12
USP40, USP3, USP5, USP4, USP47, USP36, USP22, USP16, USP34, USP24,


carboxyl-terminal hydrolase 2

USP42, USP15


GO: 0036459~thiol-dependent
  9
USP40, USP3, USP4, USP36, USP22, USP34, USP24, USP42, USP15


ubiquitinyl hydrolase activity




Enrichment Score:




0.694228209931004




Glucose metabolism
  5
G6PD, PDK3, PGM1, DCXR, AKT2


Carbohydrate
 14
PHKA2, GNPDA2, PDK3, PPP1CB, GALM, PGP, G6PD, GSK3B, PGM1,


metabolism

POFUT1, DCXR, YDJC, AKT2, PYGB


GO: 0006006~glucose metabolic
 11
GALM, WDTC1, G6PD, GNPDA2, PDK3, PGM1, HECTD4, PRKAA1, OAS1,


process

DCXR, AKT2


Enrichment Score:




0.6913577368544611




zinc finger region: Phorbol-
  7
DGKE, DGKZ, PRKCH, DGKH, PRKCD, PRKD3, PRKCB


ester/DAG-type 2




zinc finger region: Phorbol-
  7
DGKE, DGKZ, PRKCH, DGKH, PRKCD, PRKD3, PRKCB


ester/DAG-type 1




SM00046: DAGKc
  4
DGKE, DGKZ, DGKH, CERK


domain: DAGKc
  4
DGKE, DGKZ, DGKH, CERK


IPR001206: Diacylglycerol
  4
DGKE, DGKZ, DGKH, CERK


kinase, catalytic domain




IPR016064: ATP-
  4
DGKE, DGKZ, DGKH, CERK


NAD kinase-like domain




SM00045: DAGKa
  3
DGKE, DGKZ, DGKH


IPR000756: Diacylglycerol
  3
DGKE, DGKZ, DGKH


kinase, accessory domain




hsa00561: Glycerolipid
  9
DGKE, GLA, AKR1B1, MBOAT1, DGKZ, DGKH, LPIN1, ALDH3A2,


metabolism

ALDH9A1


GO: 0004143~diacyl glycerol kinase
  3
DGKE, DGKZ, DGKH


activity




GO: 0046834~lipid phosphorylation
  3
DGKE, DGKZ, CERK


GO: 0007205~protein kinase C-
  5
DGKE, DGKZ, DGKH, PRKD3, IL2


activating G-protein coupled




receptor signaling pathway




Enrichment Score:




0.6727450347449508




domain: Exonuclease
  4
AEN, REXO1, ERI3, ISG20L2


Exonuclease
  9
DIS3, EXOSC10, RAD1, CNOT8, CNOT6L, AEN, REXO1, ERI3, ISG20L2


SM00479: EXOIII
  4
AEN, REXO1, ERI3, ISG20L2


IPR013520: Exonuclease,
  4
AEN, REXO1, ERI3, ISG20L2


RNase T/DNA polymerase III




IPR012337: Ribonuclease H-like
 12
EXOSC10, TEFM, CNOT8, KIAA1586, ZBED5, AEN, REXO1, AGO2,


domain

RNASEH1, ERI3, ISG20L2, REV3L


GO: 0004527~exonuclease activity
  3
AEN, REXO1, ERI3


Enrichment Score:




0.6697712403636995




domain: BRCT 2
  4
MDC1, TP53BP1, MCPH1, BARD1


domain: BRCT 1
  4
MDC1, TP53BP1, MCPH1, BARD1


SM00292: BRCT
  4
TP53BP1, MCPH1, PARP4, BARD1


IPR001357: BRCT domain
  5
MDC1, TP53BP1, MCPH1, PARP4, BARD1


Enrichment Score:




0.667787729765459




GO: 0031146~SCF-dependent
  6
FBXW7, FBXW5, FBXO6, FBXL5, FBXL15, FBXW11


proteasomal ubiquitin-dependent




protein catabolic process




GO: 0019005~SCF
  9
FBXW7, FBXW5, FBXO6, U5P47, FBXL5, FBXO25, FBXL15, FBXW11,


ubiquitin ligase complex

SPOP


SM00256: FBOX
  7
FBXW7, FBXW5, FBXO6, FBXL5, FBXW2, FBXW11, FBXO11


domain: F-box
 11
FBXW7, KDM2A, FBXW5, FBXO6, FBXL5, FBXO25, FBXW2, FBXO34,




FBXL15, FBXW11, FBXO11


IPR001810: F-box
 11
FBXW7, KDM2A, FBXW5, FBXO6, FBXL5, FBXO25, FBXW2, FBXO34,


domain, cyclin-like

FBXL15, FBXW11, FBXO11


Enrichment Score:




0.6636972705479839




GO: 1904354~negative regulation of
  3
TERF2, ATM, RAD50


telomere capping




Telomere
  8
NSMCE1, SMC5, NSMCE2, SMC6, TINF2, TERF2, RAD50, TERF1


GO: 0003691~double-stranded telomeric
  3
TERF2, RAD50, TERF1


DNA binding




GO: 0007004~telomere maintenance
  4
TERF2, ATM, RAD50, TERF1


via telomerase




GO: 0000723~telomere maintenance
  6
RPA1, HSPA1A, TERF2, ATM, RAD50, TERF1


Enrichment Score:




0.6493097279002905




domain: Deacetylase sirtuin-type
  3
SIRT6, SIRT7, SIRT2


IPR003000: Sirtuin family
  3
SIRT6, SIRT7, SIRT2


IPR026590: Sirtuin family, catalytic
  3
SIRT6, SIRT7, SIRT2


core domain




GO: 0070403~NAD + binding
  3
SIRT6, SIRT7, SIRT2


Enrichment Score:




0.633804002670718




domain: PI3K/PI4K
  5
PIK3C2A, PI4K2B, TRRAP, PI4KB, ATM


IPR000403: Phosphatidylinositol
  5
PIK3C2A, PI4K2B, TRRAP, PI4KB, ATM


3-/4-kinase, catalytic domain




SM00146: PI3Kc
  4
PIK3C2A, TRRAP, PI4KB, ATM


IPR018936: Phosphatidylinositol
  3
PIK3C2A, PI4KB, ATM


3/4-kinase, conserved site




Enrichment Score:




0.6336349362349432




SM00147: RasGEF
  7
SH2D3C, SH2D3A, SOS1, RAPGEF6, RGL4, RAPGEF1, RALGDS


IPR023578: Ras guanine nucleotide
  7
SH2D3C, SH2D3A, SOS1, RAPGEF6, RGL4, RAPGEF1, RALGDS


exchange factor, domain




IPR001895: Guanine-nucleotide
  7
SH2D3C, SH2D3A, SOS1, RAPGEF6, RGL4, RAPGEF1, RALGDS


dissociation stimulator CDC25




domain: Ras-GEF
  6
SH2D3C, SOS1, RAPGEF6, RGL4, RAPGEF1, RALGDS


SM00229: RasGEFN
  4
SOS1, RAPGEF6, RAPGEF1, RALGDS


domain.N-terminal Ras-GEF
  4
SOS1, RAPGEF6, RAPGEF1, RALGDS


IPR000651: Ras-like guanine
  4
SOS1, RAPGEF6, RAPGEF1, RALGDS


nucleotide exchange factor,




N-terminal




IPR019804: Ras guanine-nucleotide
  3
SOS1, RAPGEF1, RALGDS


exchange factor, conserved site




Enrichment Score:




0.6315415331478075




GO: 0005086~ARF guanyl-nucleotide
  6
NCK2, GBF1, ARF4, PSD4, CYTH2, ARFGEF2


exchange factor activity




h_arapPathway: ADP-Ribosylation
  6
COPA, GBF1, ASAP1, CYTH2, ARFGEF2, ARAP2


Factor




IPR023394: SEC7-like, alpha
  4
GBF1, PSD4, CYTH2, ARFGEF2


orthogonal bundle




SM00222: Sec7
  4
GBF1, PSD4, CYTH2, ARFGEF2


IPR000904: SEC7-like
  4
GBF1, PSD4, CYTH2, ARFGEF2


domain: SEC7
  4
GBF1, PSD4, CYTH2, ARFGEF2


GO: 0032012~regulation of ARF
  4
GBF1, PSD4, CYTH2, ARFGEF2


protein signal transduction




Enrichment Score:




0.6256109532042883




repeat: MBT 3
  3
MBTD1, L3MBTL2, L3MBTL3


repeat: MBT 2
  3
MBTD1, L3MBTL2, L3MBTL3


repeat: MBT 1
  3
MBTD1, L3MBTL2, L3MBTL3


SM00561: MBT
  3
MBTD1, L3MBTL2, L3MBTL3


IPR004092: Mbt repeat
  3
MBTD1, L3MBTL2, L3MBTL3


Enrichment Score:




0.6246957617788174




DNA-binding region: HMG box
  8
TOX, TCF7, HMGXB4, BBX, HMGXB3, HMG20B, HBP1, TOX4


SM00398: HMG
  9
TOX, TCF7, HMGXB4, KMT2C, BBX, HMGXB3, HMG20B, HBP1, TOX4


IPR009071: High mobility group
  9
TOX, TCF7, HMGXB4, KMT2C, BBX, HMGXB3, HMG20B, HBP1, TOX4


(HMG) box domain




Enrichment Score:




0.6234949961410196




GO: 0031588~nucleotide-activated
  5
PRKAR2A, PRKAG2, PRKAB1, PRKAA1, SESN2


protein kinase complex




hsa04710: Circadian rhythm
  8
CSNK1D, CSNK1E, CREB1, PRKAG2, PRKAB1, PRKAA1, RORA, FBXW11


GO: 0004679~AMP-activated protein
  3
PRKAG2, PRKAB1, PRKAA1


kinase activity




GO: 0006633~fatty
  9
ELOVL1, MSMO1, PRKAG2, PRKAB1, FASN, PRKAA1, ACSL3, PCCB,


acid biosynthetic process

HSD17B8


h_chrebpPathway: C
  5
PRKAR2A, PRKAG2, PRKAB1, PRKAA1, PRKACB


hREBP regulation by carbohydrates




and cAMP




h_leptinPathway: Reversal of Insulin
  3
PRKAG2, PRKAB1, PRKAA1


Resistance by Leptin




Fatty acid biosynthesis
  6
ELOVL1, PRKAG2, PRKAB1, FASN, PRKAA1, HSD17B8


hsa05410: Hypertrophic cardiomyopathy
  4
PRKAG2, PRKAB1, PRKAA1, ITGB1


(HCM)




Enrichment Score:




0.6150311927361685




Isomerase
 19
ECI1, FUOM, ECI2, EBP, FKBP5, TMX3, PDIA4, PIN4, PMM2, PUS7, NKTR




PPIF, GALM, PPIG, PGM1, PPIL4, TOP2B, FKBP11, TRUB2


Cyclosporin
  3
PPIF, PPIG, NKTR


GO: 0016018~cyclosporin A binding
  3
PPIF, PPIG, NKTR


Rotamase
  7
PPIF, PPIG, FKBP5, PPIL4, PIN4, FKBP11, NKTR


GO: 0000413~protein peptidyl-prolyl
  8
PPIF, PPIG, FKBP5, PPIL4, RANBP2, PIN4, FKBP11, NKTR


isomerization




domain: PPIase cyclophilin-type
  5
PPIF, PPIG, PPIL4, RANBP2, NKTR


IPR002130: Cyclophilin-like peptidyl-
  5
PPIF, PPIG, PPIL4, RANBP2, NKTR


prolyl cis-trans isomerase domain




GO: 0003755~peptidyl-prolyl cis-trans
  8
PPIF, PPIG, FKBP5, PPIL4, RANBP2, PIN4, FKBP11, NKTR


isomerase activity




IPR020892: Cyclophilin-type peptidyl-
  4
PPIF, PPIG, RANBP2, NKTR


prolyl cis-trans isomerase,




conserved site




IPR024936: Cyclophilin-type peptidyl-
  4
PPIF, PPIG, PPIL4, NKTR


prolyl cis-trans isomerase




Enrichment Score:




0.6145856221059713




SM00666: PB1
  4
MAP3K3, NBR1, PRKCI, TFG


IPR000270: Phox/Bem1p
  4
MAP3K3, NBR1, PRKCI, TFG


domain: OPR
  3
MAP3K3, NBR1, PRKCI


Enrichment Score:




0.6107555591477245




GO: 0000159~protein phosphatase type
  6
PPP2R5A, STRN3, PPP2CB, STRN, PPP2R5E, PPP2R2D


2A complex




GO: 0008601~protein phosphatase type
  4
PPP2R5A, IGBP1, PPP2R5E, PPP2R2D


2A regulator activity




GO: 0034047~regulation of protein
  4
PPP2R5A, IGBP1, PPP2R5E, PPP2R2D


phosphatase type 2A activity




Enrichment Score:




0.6081273857570164




domain: DRBM 3
  3
PRKRA, STAU2, STAU1


IPR014720: Double-stranded RNA-
  6
CDKN2AIP, PRKRA, DICER1, STAU2, STAU1, MRPL44


binding-like domain




SM00358: DSRM
  4
PRKRA, DICER1, STAU2, STAU1


domain: DRBM 2
  3
PRKRA, STAU2, STAU1


domain: DRBM 1
  3
PRKRA, STAU2, STAU1


Enrichment Score:




0.6034239543605878




GO: 0070412~R-SMAD binding
  6
FOS, TRIM33, JUN, PPM1A, SMAD3, LDLRAD4


GO: 1902895~positive regulation of
  5
FOS, RELA, JUN, SMAD3, SRF


pri-miRNA transcription from




RNA polymerase II promoter




GO: 0060395~SMAD protein signal
  6
LNPEP, FOS, JUN, HIPK2, NUP93, SMAD3


transduction




Enrichment Score:




0.5981131911799106




GO: 0008625~extrinsic apoptotic
 12
TNFRSF10A, TNFRSF9, TNFRSF1A, MOAP1, CASP8AP2, BCL2, FADD,


signaling pathway via death domain

BAD, DAXX, PIK3R1, DEDD2, CD27


receptors




SM00208: TNFR
  4
TNFRSF10A, TNFRSF9, TNFRSF1A, CD27


repeat: TNFR-Cys 3
  4
TNFRSF10A, TNFRSF9, TNFRSF1A, CD27


IPR001368: TNFR/NGFR
  4
TNFRSF10A, TNFRSF9, TNFRSF1A, CD27


cysteine-rich region




GO: 0005031~tumor necrosis factor-
  4
TNFRSF10A, TNFRSF9, TNFRSF1A, CD27


activated receptor activity




repeat: TNFR-Cys 2
  4
TNFRSF10A, TNFRSF9, TNFRSF1A, CD27


repeat: TNFR-Cys 1
  4
TNFRSF10A, TNFRSF9, TNFRSF1A, CD27


Enrichment Score:




0.5972512359197256




GO: 0006661~phosphatidylinositol
 12
CDIPT, SH3YL1, MTMR14, PIK3C2A, INPP5D, PI4K2B, PIP5K1A, PI4KB,


biosynthetic process

MTMR6, PIEN, PIK3R1, SACM1L


hsa04070: Phosphatidylinositol
 17
CDIPT, PIK3C2A, PPIP5K2, DGKH, PI4K2B, PIP5K1A, PI4KB, PTEN,


signaling system

TMEM55B, PRKCB, ITPR2, MTMR14, DGKE, DGKZ, INPP5D, MTMR6,




PIK3R1


hsa00562: Inositol
  9
CDIPT, MTMR14, PIK3C2A, INPP5D, PI4K2B, PIP5K1A, PI4KB, MTMR6,


phosphate metabolism

PTEN


GO: 0046854~phosphatidylinositol
  6
PIK3C2A, PI4K2B, PIP5K1A, PI4KB, VAV1, PIK3R1


phosphorylation




Enrichment Score:




0.5959966330149766




IPR011249: Metalloenzyme,
  3
UQCRC1, IDE, PITRM1


LuxS/M16 peptidase-like




IPR011237: Peptidase M16 domain
  3
UQCRC1, IDE, PITRM1


IPR011765: Peptidase M16, N-terminal
  3
UQCRC1, IDE, PITRM1


IPR007863: Peptidase M16, C-terminal
  3
UQCRC1, IDE, PITRM1


domain




GO: 0004222~metalloendopeptidase
  6
SPG7, UQCRC1, TRABD2A, IDE, PITRM1, NLN


activity




Enrichment Score:




0.5695312810104746




IPR003903: Ubiquitin
  6
STAM2, ZFAND2B, HGS, DNAJB2, STAM, UIMC1


interacting motif




SM00726: UIM
  4
STAM2, ZFAND2B, DNAJB2, UIMC1


repeat: UIM 2
  3
ZFAND2B, DNAJB2, UIMC1


repeat: UIM 1
  3
ZFAND2B, DNAJB2, UIMC1


Enrichment Score:




0.5600728887088808




Telomere
  8
NSMCE1, SMC5, NSMCE2, SMC6, TINF2, TERF2, RAD50, TERF1


GO: 0070187~telosome
  3
TINF2, TERF2, TERF1


GO: 0000783~nuclear telomere cap
  3
TINF2, TERF2, TERF1


complex




GO: 0016233~telomere capping
  4
HIST4H4, TINF2, TERF2, TERF1


GO: 0042162~telomeric DNA
  4
SMG5, TINF2, TERF2, TERF1


binding




Enrichment Score:




0.5582412750967661




2.Cytokine_Receptors
  5
MAPK1, SOS1, RAF1, VAV1, PIK3R1


h_il2rbPathway: IL-2
 12
MAPK1, FOS, IL2RB, CRKL, SOCS3, BCL2, SOS1, SOCS1, CBL, RAF1,


Receptor Beta Chain

BAD, PIK3R1


in T cell Activation




h_ptenPathway: PTEN dependent
  7
MAPK1, CDKN1B, SOS1, ILK, PTEN, ITGB1, PIK3R1


cell cycle arrest and apoptosis




h_cdmacPathway: Cadmium induces
  6
MAPK1, FOS, RELA, JUN, RAF1, PRKCB


DNA synthesis and proliferation




in macrophages




h_ghPathway: Growth Hormone
  8
MAPK1, SOS1, SOCS1, RAF1, JAK2, SRF, PIK3R1, PRKCB


Signaling Pathway




68.Mitogen_signaling_in_growth_con-
  4
MAPK1, SOS1, MAP3K1, RAF1


trol




h_igf1rPathway: Multiple antiapoptotic
  7
MAPK1, PRKAR2A, SOS1, RAF1, PRKACB, BAD, PIK3R1


pathways from IGF-1R signaling lead




to BAD phosphorylation




82.TCR_and_Cap_or_SMAC
  5
MAPK1, ZAP70, MAPK8, VAV1, WAS


h_ngfPathway: Nerve growth factor
  6
FOS, JUN, SOS1, RAF1, MAPK8, PIK3R1


pathway (NGF)




h_her2Pathway: Role of ERBB2 in
  6
MAPK1, EP300, IL6ST, SOS1, RAF1, PIK3R1


Signal Transduction and Oncology




54.T-cell_anergy
  6
MAPK1, SOS1, ZAP70, RAF1, MAPK8, IL2


h_spryPathway: Sprouty regulation
  5
MAPK1, SOS1, CBL, RAF1, RASA1


of tyrosine kinase signals




h_cxcr4Pathway: CX CR4 Signaling
  6
MAPK1, CXCR4, RELA, RAF1, PIK3R1, PRKCB


Pathway




107.mRNA_translation-
  5
MAPK1, EIF4E, RAF1, EIF2B 1, PIK3R1


protein_synthesis




63.LAT_couples_T-cell_receptor
  5
MAPK1, SOS1, ZAP70, VAV1, PIK3R1


h_ecmPathway: Erk and PI-3 Kinase
  5
MAPK1, ROCK1, RAF1, ITGB1, PIK3R1


Are Necessary for Collagen Binding




in Corneal Epithelia




106.Glycogen_synthase-synthesis
  3
MAPK1, RAF1, PIK3R1


h_tffPathway: Trefoil Factors Initiate
  5
MAPK1, SOS1, BAD, ITGB1, PIK3R1


Mucosal Healing




h_sppaPathway: Aspirin Blocks Sig-
  4
MAPK1, RAF1, ITGB1, PRKCB


naling Pathway Involved in Platelet




Activation




105.Signaling_glucose_uptake
  3
MAPK1, RAF1, PIK3R1


h_erkPathway: Erk1/Erk2 Mapk
  5
MAPK1, SOS1, MKNK2, RAF1, ITGB1


Signaling pathway




h_ccr3Pathway: CCR3 signaling in
  4
MAPK1, ROCK2, RAF1, PRKCB


Eosinophils




h_biopeptidesPathway: Bioactive
  6
MAPK1, SOS1, RAF1, MAPK8, JAK2, PRKCB


Peptide Induced Signaling Pathway




104.Insulin_signaling
  4
MAPK1, SOS1, RAF1, PIK3R1


GO: 0014066~regulation of
  5
MAPK1, C3ORF58, PIP5K1A, VAV1, PIK3R1


phosphatidylinositol 3-kinase signaling




Enrichment Score:




0.5573531878002459




zinc finger
  4
ARIH2, CUL9, MIB2, RNF216


region: RING-type 2




IPR002867: Zinc
  4
ARIH2, CUL9, RBCK1, RNF216


finger, C6HC-type




zinc finger region: IBR-type
  3
ARIH2, CUL9, RNF216


SM00647: IBR
  3
ARIH2, CUL9, RNF216


Enrichment Score:




0.5552661855962138




h_crebPathway: Transcription factor
  8
MAPK1, PRKAR2A, CREB1, SOS1, RAC1, PRKACB, PIK3R1, PRKCB


CREB and its extracellular signals




h_igf1rPathway: Multiple antiapoptotic
  7
MAPK1, PRKAR2A, SOS1, RAF1, PRKACB, BAD, PIK3R1


pathways from IGF-1R signaling




lead to BAD phosphorylation




h_badPathway: Regulation of
  6
MAPK1, PRKAR2A, BCL2, PRKACB, BAD, PIK3R1


BAD phosphorylation




h_mPRPathway: How Progesterone
  4
ARPC1A, MAPK1, PRKAR2A, PRKACB


Initiates the Oocyte Maturation




Enrichment Score:




0.5494432470362846




SM00568: GRAM
  4
SBF1, NSMAF, GRAMD1A, TBC1D9B


domain: GRAM
  4
TSC22D3, SBF1, NSMAF, GRAMD1A


IPR004182: GRAM
  4
SBF1, NSMAF, GRAMD1A, TBC1D9B


Enrichment Score:




0.547117417296358




GO: 1904885~beta-catenin destruction
  3
CSNK1A1, GSK3B, APC


complex assembly




GO: 0030877~beta-catenin destruction
  4
CSNK1A1, GSK3B, RGS19, APC


complex




h_wntPathway: WNT
  6
CSNK1A1, CTBP1, CSNK1D, GSK3B, CREBBP, APC


Signaling Pathway




GO: 1904886~beta-catenin destruction
  3
CSNK1A1, GSK3B, APC


complex disassembly




Enrichment Score:




0.5364694676464031




IPR013763: Cyclin-like
  9
CCNT2, BRF1, BRF2, CCNH, CCNT1, CCNG1, CCNG2, GTF2B, CASD1


GO: 0000079~regulation of cyclin-
  8
CCNT2, CDKN1B, CCNT1, HERC5, CNPPD1, CDK7, CCNG1, PTEN


dependent protein serine/threonine




kinase activity




SM00385: CYCLIN
  7
CCNT2, BRF1, CCNH, CCNT1, CCNG1, CCNG2, GTF2B


GO: 1901409~positive regulation of
  3
CCNT2, CCNH, CCNT1


phosphorylation of RNA polymerase II




C-terminal domain




Cyclin
  6
CCNT2, CDKN1B, CCNH, CCNT1, CCNG1, CCNG2


GO: 0016538~cyclin-dependent protein
  3
CCNT2, CCNH, CCNT1


serine/threonine kinase regulator




activity




IPR006671: Cyclin, N-terminal
  5
CCNT2, CCNH, CCNT1, CCNG1, CCNG2


GO: 0045737~positive regulation of
  4
CCNT2, CDKN1B, CCNH, CCNT1


cyclin-dependent protein




serine/threonine kinase activity




Enrichment Score:




0.5349369033767776




IPR016192: APOBEC/CMP deaminase,
  4
DCTD, APOBEC3G, APOBEC3C, APOBEC3D


zinc-binding




GO: 0010529~negative regulation
  3
APOBEC3G, APOBEC3C, APOBEC3D


of transposition




IPR016193: Cytidine 4

DCTD, APOBEC3G, APOBEC3C, APOBEC3D


deaminase-like




IPR002125: CMP/dCMP deaminase,
  4
DCTD, APOBEC3G, APOBEC3C, APOBEC3D


zinc-binding




GO: 0016814~hydrolase activity,
  3
APOBEC3G, APOBEC3C, APOBEC3D


acting on carbon-nitrogen (but not




peptide) bonds, in cyclic amidines




IPR013158: APOBE
  3
APOBEC3G, APOBEC3C, APOBEC3D


C-like, N-terminal




Enrichment Score:




0.5346599394830712




SM00233: PH
 34
OSBP, ASAP1, CYTH2, ARHGAP15, APBBlIP, TIAM1, SOS1, SNTB1,




RTKN2, IPCEF1, DOCK10, RASA1, RASA2, AKT2, DNM3, ARHGEF3,




OSBPL3, VAV3, ARHGEF1, ROCK1, ROCK2, PSD4, DGKH, VAV1,




PLEKHA3, PLEKHF2, SBF1, DEF6, ACAP1, ACAP2, OSBPL11, ARAP2,




PRKD3, PLEKHAl


IPR011993: Pleckstrin
 53
OSBP, ARHGAP15, TIAM1, NECAP2, SNTB1, NECAP1, MSN, RANBP2,


homology-like

NSMAF, DOCK10, AKT2, ARHGEF3, ANKS1A, ARHGEF1, ROCK1, ROCK2,


domain

PSD4, WAS, MTMR12, SBF1, DEF6, ACAP1, FRMD4B, ACAP2, OSBPL11,




WASL, PRKD3, RABGAP1, LRBA, ASAP1, RABGAP1L, CYTH2, APBBlIP,




SOS1, RTKN2, TBC1D4, IPCEF1, TBC1D1, MTMR6, RASA1, RASA2, DNM3,




OSBPL3, VAV3, EVL, DGKH, VAV1, PLEKHA3, PLEKHF2, DCP1A, JAK2,




ARAP2, PLEKHAl


domain: PH
 30
OSBP, ASAP1, CYTH2, ARHGAP15, APBBlIP, SOS1, RTKN2, IPCEF1,




DOCK10, RASA1, RASA2, AKT2, DNM3, ARHGEF3, OSBPL3, VAV3,




ARHGEF1, ROCK1, ROCK2, PSD4, DGKH, VAV1, PLEKHA3, PLEKHF2,




SBF1, DEF6, ACAP1, ACAP2, OSBPL11, PRKD3


IPR001849: Pleckstrin
 34
OSBP, ASAP1, CYTH2, ARHGAP15, APBBlIP, TIAM1, SOS1, SNTB1,


homology domain

RTKN2, IPCEF1, DOCK10, RASA1, RASA2, AKT2, DNM3, ARHGEF3,




OSBPL3, VAV3, ARHGEF1, ROCK1, ROCK2, PSD4, DGKH, VAV1,




PLEKHA3, PLEKHF2, SBF1, DEF6, ACAP1, ACAP2, OSBPL11, ARAP2,




PRKD3, PLEKHAl


Enrichment Score:




0.5310103373589384




domain.Ubiquitin-
  9
DDI2, HERPUD1, UHRF2, UBL4A, RBCK1, TMUB1, UBAC1, UBLCP1,


like

HERPUD2


IPR000626: Ubiquitin
  9
DDI2, HERPUD1, UHRF2, UBL4A, SACS, RBCK1, TMUB1, UBLCP1,




HERPUD2


SM00213: UBQ
  5
HERPUD1, UHRF2, UBL4A, UBLCP1, HERPUD2


Enrichment Score:




0.5255766583646028




GO: 0004386~helicase
 17
BTAF1, DICER1, ANXA1, HELZ, CHD9, MOV10, CHD7, DDX23, DDX19A,


activity

GTF2F2, DHX34, DDX50, DDX10, ERCC3, SMARCA2, DDX51, DDX42


IPR011545: DNA/RNA helicase,
 12
RECQL, DDX23, DHX29, DDX19A, DICER1, DHX34, DDX50, DHX16,


DEAD/DEAH box type, N-terminal

SKIV2L2, DDX10, DDX51, DDX42


IPR000629: RNA helicase, ATP-
  5
DDX23, CETN2, DDX10, DDX51, DDX42


dependent, DEAD-box, conserved site




GO: 0010501~RNA secondary
  7
DDX23, DDX19A, DDX50, AGO2, DDX10, DDX51, DDX42


structure unwinding




short sequence motif: Q motif
  6
DDX23, DDX19A, DDX50, DDX10, DDX51, DDX42


GO: 0004004~ATP-dependent RNA
  9
DDX23, DHX29, DDX19A, DHX34, DDX50, DHX16, DDX10, DDX51,


helicase activity

DDX42


short sequence motif: DEAD box
  5
DDX23, DDX19A, DDX10, DDX51, DDX42


IPR014014: RNA helicase, DEAD-box
  5
DDX23, DDX19A, DDX50, DDX10, DDX42


type, Q motif




Enrichment Score:




0.5235257150362578




IPR003959: ATPase,
 11
SPG7, LONP1, ATAD3A, PSMC5, RFC2, PSMC2, WRNIP1, ORC4, VPS4A,


AAA-type, core

SPATA5, SPAST


IPR003960: ATPase, AAA-type,
  5
PSMC5, PSMC2, VPS4A, SPATA5, SPAST


conserved site




SM00382: AAA
 15
ABCF3, SPG7, WRNIP1, ABCB7, TOR2A, ATAD3A, LONP1, PSMC5, RFC2,




PSMC2, ORC4, VPS4A, DYNC1H1, SPATA5, SPAST


IPR003593: AAA +
 15
ABCF3, SPG7, WRNIP1, ABCB7, TOR2A, ATAD3A, LONP1, PSMC5, RFC2,


ATPase domain

PSMC2, ORC4, VPS4A, DYNC1H1, SPATA5, SPAST


Enrichment Score:




0.5084367621409388




GO: 0002230~positive regulation of
 20
TMEM203, TNIK, CRNKL1, PML, PTPN22, MBD5, NUP93, APOBEC3G,


defense response to virus by host

PEX3, FXR2, ANXA5, MRPS2, FAM13B, SIN3A, CD93, DNAAF2, RBM18,




PYCARD, ALKBH5, MDH1


GO: 0098792~xenophagy
 16
TMEM203, TNIK, CRNKL1, MBD5, NUP93, OPTN, PEX3, ANXA5, FXR2,




FAM13B, MRPS2, CD93, DNAAF2, RBM18, ALKBH5, MDH1


GO: 0098779~mitophagy in response
 15
TMEM203, CRNKL1, MBD5, NUP93, LARP1B, PEX3, ANXA5, FAM13B,


to mitochondrial depolarization

MRPS2, CD93, DNAAF2, BLOC1S1, MEX3C, KRCC1, MDH1


Enrichment Score:




0.505808532604712




domain: BAH
  3
MTA2, ASH1L, RERE


SM00439: BAH
  3
MTA2, ASH1L, RERE


IPR001025: Bromo adjacent
  3
MTA2, ASH1L, RERE


homology (BAH) domain




Enrichment Score:




0.4971762083345744




GO: 0019706~protein-cysteine S-
  6
GOLGA7, ZDHHC16, ZDHHC3, ZDHHC8, ZDHHC12, YKT6


palmitoyltransfemse activity




zinc finger region: DHHC-type
  5
ZDHHC16, ZDHHC3, KMT2C, ZDHHC8, ZDHHC12


GO: 0016409~palmitoyltransferase
  4
ZDHHC16, ZDHHC3, ZDHHC8, ZDHHC12


activity




IPR001594: Zinc finger, DHHC-type,
  5
ZDHHC16, ZDHHC3, KMT2C, ZDHHC8, ZDHHC12


palmitoyltransferase




GO: 0018345~protein palmitoylation
  4
ZDHHC16, ZDHHC3, ZDHHC8, ZDHHC12


Enrichment Score:




0.48722466637005296




short sequence motif: TXY
  4
MAPK1, MAPK6, MAPK13, MAPK8


GO: 0004707~MAP
  4
MAPK1, MAPK6, MAPK13, MAPK8


kinase activity




IPR003527: Mitogen-activated protein
  3
MAPK1, MAPK13, MAPK8


(MAP) kinase, conserved site




hsa04723: Retrograde endocannabinoid
  7
MAPK1, ADCY7, MAPK13, MAPK8, PRKACB, PRKCB, ITPR2


signaling




Enrichment Score:




0.4869638417073476




h_cdmacPathway: Cadmium induces
  6
MAPK1, FOS, RELA, JUN, RAF1, PRKCB


DNA synthesis and proliferation in




macrophages




GO: 1902895~positive
  5
FOS, RELA, JUN, SMAD3, SRF


regulation of pri-miRNA transcription




from RNA polymerase II promoter




GO: 0035994~response to muscle
  4
FOS, RELA, JUN, RAF1


stretch




h_cardiacEGFPathway: Role of EGF
  4
FOS, RELA, JUN, PRKCB


Receptor Transactivation by GPCRs




in Cardiac Hypertrophy




GO: 0051591~response to cAMP
  5
FOS, BSG, RELA, JUN, CDK2


Enrichment Score:




0.48175618712662555




GO: 0016791~phosphatase
  9
DUSP4, DUSP28, DUSP16, DUSP23, CTDSP1, PTPN22, DUSP12, PPP1CB,


activity

SACM1L


Protein phosphatase
 20
PTPN7, PTPRE, PTPRA, STYX, DUSP23, PPM1A, DUSP22, PTPN22,




DUSP12, PPP1CB, PTEN, DUSP4, DUSP28, PGP, RPAP2, PPP2CB, DUSP16,




PPP3CB, CTDSP1, UBLCP1


SM00195: DSPc
  7
DUSP4, DUSP28, DUSP16, STYX, DUSP23, DUSP22, DUSP12


IPR000340: Dual specificity
  8
DUSP4, DUSP28, DUSP16, STYX, DUSP23, DUSP22, DUSP12, PTEN


phosphatase, catalytic domain




IPR020422: Dual specificity
  7
DUSP4, DUSP28, DUSP16, STYX, DUSP23, DUSP22, DUSP12


phosphatase, subgroup, catalytic




domain




GO: 0008138~protein tyrosine/serine/
  7
DUSP28, SBF1, STYX, DUSP23, DUSP22, DUSP12, PTEN


threonine phosphatase activity




IPR024950: Dual specificity
  6
DUSP4, DUSP28, DUSP16, STYX, DUSP22, DUSP12


phosphatase




active site: Phosphocysteine
 12
PTPN7, DUSP4, DUSP28, PTPRE, PTPRA, DUSP16, DUSP23, DUSP22,


intermediate

PTPN22, DUSP12, MTMR6, PEEN


domain: Tyrosine-
  9
PTPN7, DUSP4, DUSP28, DUSP16, STYX, DUSP23, DUSP22, PTPN22,


protein phosphatase

DUSP12


GO: 0035335~peptidyl-tyrosine
 14
PTPN7, PTPRE, PTPRA, DUSP23, PTPN22, DUSP22, DUSP12, PTEN, DUSP4,


dephosphorylation

MTMR14, PGP, DUSP28, DUSP16, MTMR6


GO: 0004725~protein tyrosine
 14
PTPN7, PTPRE, PTPRA, DUSP23, PTPN22, DUSP22, DUSP12, PTEN, DUSP4,


phosphatase activity

MTMR14, PGP, DUSP28, DUSP16, MTMR6


IPR000387: Protein-tyrosine/Dual
 11
PTPN7, DUSP4, DUSP28, PTPRE, PTPRA, DUSP16, STYX, DUSP23, DUSP22,


specificity phosphatase

PTPN22, DUSP12


IPR016130: Protein-tyrosine
 10
PTPN7, DUSP4, MTMR14, PTPRE, PTPRA, DUSP16, DUSP23, PTPN22,


phosphatase, active site

MTMR6, PEEN


SM00404: PTPc_motif
  8
PTPN7, DUSP4, PTPRE, PTPRA, DUSP23, PTPN22, MTMR6, PTEN


IPR003595: Protein-tyrosine
  8
PTPN7, DUSP4, PTPRE, PTPRA, DUSP23, PTPN22, MTMR6, PTEN


phosphatase, catalytic




GO: 0000188~inactivation of MAPK
  4
DUSP4, DUSP16, DUSP22, GPS2


activity




SM00194: PTPc
  4
PTPN7, PTPRE, PTPRA, PTPN22


IPR000242: Protein-tyrosine
  4
PTPN7, PTPRE, PTPRA, PTPN22


phosphatase, receptor/non-




receptor type




Enrichment Score:




0.480513926399985




IPR001715: Calponin
 14
PARVG, VAV3, ACTN4, CEP95, UTRN, IQGAP2, VAV1, FLNA, SYNE2,


homology domain

CAMSAP1, MAPRE2, CNN2, MAPRE1, PLEC


domain.CH 2
  6
PARVG, SYNE2, ACTN4, UTRN, FLNA, PLEC


domain.CH 1
  6
PARVG, SYNE2, ACTN4, UTRN, FLNA, PLEC


domain.Actin-binding
  5
SYNE2, ACTN4, UTRN, FLNA, PLEC


IPR001589: Actinin-type, actin-binding,
  5
SYNE2, ACTN4, UTRN, FLNA, PLEC


conserved site




SM00033: CH
 10
PARVG, VAV3, SYNE2, ACTN4, UTRN, IQGAP2, CNN2, VAV1, FLNA,




PLEC


repeat: Spectrin 4
  4
SYNE2, ACTN4, UTRN, PLEC


repeat: Spectrin 3
  4
SYNE2, ACTN4, UTRN, PLEC


domain: CH
  6
VAV3, IQGAP2, MAPRE2, CNN2, MAPRE1, VAV1


repeat: Spectrin 2
  4
SYNE2, ACTN4, UTRN, PLEC


repeat: Spectrin 1
  4
SYNE2, ACTN4, UTRN, PLEC


SM00150: SPEC
  4
SYNE2, ACTN4, UTRN, PLEC


IPR018159: Spectrin/alpha-actinin
  4
SYNE2, ACTN4, UTRN, PLEC


IPR002017: Spectrin repeat
  3
SYNE2, ACTN4, UTRN


Enrichment Score:




0.469203568351973




hsa04720: Long-term
 14
CREBBP, RAF1, PPP1CB, PRKCB, ITPR2, NRAS, MAPK1, RPS6KA3, EP300,


potentiation

KRAS, CAMK4, ARAF, PPP3CB, PRKACB


hsa05223: Non-small
 12
MAPK1, NRAS, E2F3, KRAS, RXRB, SOS1, ARAF, RAF1, BAD, PIK3R1,


cell lung cancer

PRKCB, AKT2


hsa05214: Glioma
 11
MAPK1, NRAS, E2F3, KRAS, SOS1, ARAF, RAF1, PTEN, PIK3R1, PRKCB,




AKT2


65.Integrin_affinity_modulation
  3
MAPK1, NRAS, KRAS


hsa04730: Long-term depression
  9
GNA13, MAPK1, NRAS, KRAS, PPP2CB, ARAF, RAF1, PRKCB, ITPR2


hsa05218: Melanoma
 10
MAPK1, NRAS, E2F3, KRAS, ARAF, RAF1, BAD, PTEN, PIK3R1, AKT2


hsa04540: Gap
 12
MAPK1, NRAS, KRAS, CSNK1D, ADCY7, SOS1, RAF1, PRKACB, TUBA1A,


junction

TUBA1C, PRKCB, ITPR2


hsa04921: Oxytocin
 20
ROCK1, ADCY7, ROCK2, PRKAG2, PRKAB1, RAF1, PPP1CB, PRKCB,


signaling pathway

ITPR2, FOS, NRAS, MAPK1, KRAS, CAMK4, JUN, PPP3CB, PRKAA1,




PRKACB, NFATC2, PIK3R1


hsa05219: Bladder cancer
  6
MAPK1, NRAS, E2F3, KRAS, ARAF, RAF1


hsa04725: Cholinergic
 14
ADCY7, CREB1, PRKCB, ITPR2, NRAS, MAPK1, FOS, KRAS, CAMK4,


synapse

BCL2, JAK2, PRKACB, PIK3R1, AKT2


hsa04916: Melanogenesis
 12
MAPK1, NRAS, TCF7, KRAS, EP300, ADCY7, CREB1, GSK3B, CREBBP,




RAF1, PRKACB, PRKCB


hsa04726: Serotonergic synapse
  8
MAPK1, NRAS, KRAS, ARAF, RAF1, PRKACB, PRKCB, ITPR2


hsa05034: Alcoholism
 12
MAPK1, NRAS, HIST4H4, KRAS, CAMK4, CREB1, SOS1, ARAF, RAF1,




H3F3A, PKIA, PPP1CB


Enrichment Score:




0.4584026793393616




domain: DHR-2
  3
DOCK2, DOCK8, DOCK10


domain: DHR-1
  3
DOCK2, DOCK8, DOCK10


IPR027357: DHR-2 domain
  3
DOCK2, DOCK8, DOCK10


IPR027007: DHR-1 domain
  3
DOCK2, DOCK8, DOCK10


IPR026791: Dedicator of cytokinesis
  3
DOCK2, DOCK8, DOCK10


IPR010703: Dedicator
  3
DOCK2, DOCK8, DOCK10


of cytokinesis C-terminal




Enrichment Score:




0.45728497291694326




Nucleotidyltransferase
 13
POLK, FICD, CMAS, POLE3, POLR1A, OAS1, POLB, PCYT1A, PAPD5,




OAS2, ZCCHC6, POLR2B, REV3L


DNA-directed DNA polymemse
  5
POLK, POLE3, POLB, PAPD5, REV3L


GO: 0003887~DNA-directed DNA
  5
POLK, POLE3, POLB, PAPD5, REV3L


polymerase activity




GO: 0071897~DNA
  3
POLE3, POLB, PAPD5


biosynthetic process




Enrichment Score:




0.44605748185239036




Signal transduction inhibitor
  9
RGS1, SOCS3, GSK3B, SOCS1, RGS19, SNX13, LDLRAD4, RGS14, SEC14L1


GO: 0001965~G-protein alpha-
  5
NUCB1, RGS1, IGF2R, RGS19, RGS14


subunit binding




IPR016137: Regulator of G protein
  6
ARHGEF1, RGS1, RGS19, AKAP10, SNX13, RGS14


signalling superfamily




SM00315: RGS
  5
RGS1, RGS19, AKAP10, SNX13, RGS14


domain: RGS
  4
RGS1, RGS19, SNX13, RGS14


IPR024066: Regulator of G-protein
  3
RGS1, RGS19, RGS14


signaling, domain 1




Enrichment Score:




0.4417241398856797




GO: 0000729~DNA double-strand
  4
KAT5, ATM, RAD50, BARD1


break processing




GO: 0000732~strand displacement
  5
RAD51C, KAT5, ATM, RAD50, BARD1


GO: 0000731~DNA
  6
RAD51C, WRNIP1, KAT5, ATM, RAD50, BARD1


synthesis involved in DNA repair




GO: 0007131~reciprocal meiotic
  5
RAD51C, MSH6, MSH2, ATM, RAD50


recombination




Enrichment Score:




0.4412701245717094




zinc finger region: CCHC-type 3
  3
ZCCHC3, ZCCHC6, ZCCHC7


zinc finger region: CCHC-type 2
  3
ZCCHC3, ZCCHC6, ZCCHC7


zinc finger region: CCHC-type 1
  3
ZCCHC3, ZCCHC6, ZCCHC7


SM00343: ZnF_C2HC
  4
ZCCHC3, CPSF4, ZCCHC6, ZCCHC7


IPR001878: Zinc finger, CCHC-type
  5
ZCCHC3, ZCCHC10, CPSF4, ZCCHC6, ZCCHC7


Enrichment Score:




0.42704739477485376




h_crebPathway: Transcription factor
  8
MAPK1, PRKAR2A, CREB1, SOS1, RAC1, PRKACB, PIK3R1, PRKCB


CREB and its extracellular signals




h_agpcrPathway: Attenuation of
  3
PRKAR2A, PRKACB, PRKCB


GPCR Signaling




h_nos1Pathway: Nitric Oxide Signaling
  4
PRKAR2A, PPP3CB, PRKACB, PRKCB


Pathway




Enrichment Score:




0.42570578914927665




h_gpcrPathway: Signaling Pathway
 10
FOS, PRKAR2A, RPS6KA3, JUN, CREB1, PPP3CB, RAF1, PRKACB,


from G-Protein Families

NFATC2, PRKCB


h_dreamPathway: Repression of Pain
  5
FOS, PRKAR2A, JUN, CREB1, PRKACB


Sensation by the Transcriptional




Regulator DREAM




hsa05031: Amphetamine addiction
  8
FOS, CAMK4, JUN, CREB1, PPP3CB, PRKACB, PPP1CB, PRKCB


hsa05030: Cocaine addiction
  4
RELA, JUN, CREB1, PRKACB


hsa04713: Circadian entrainment
  6
MAPK1, FOS, ADCY7, CREB1, PRKACB, PRKCB


Enrichment Score:




0.4211948096599511




GO: 0000132~establishment of mitotic
  6
NUMA1, NDE1, NDEL1, MCPH1, PAFAH1B1, DYNLT1


spindle orientation




GO: 2000574~regulation
  3
NDE1, NDEL1, PAFAH1B1


of microtubule motor activity




GO: 0047496~vesicle transport along
  3
NDE1, NDEL1, PAFAH1B1


microtubule




GO: 0001764~neuron migration
  9
NDE1, NDEL1, CXCR4, CCR4, GATA3, PAFAH1B1, TOP2B, SRF, MARK2


GO: 0005871~kinesin complex
  4
NDE1, NDEL1, KLC1, PAFAH1B1


Enrichment Score:




0.4188790271143383




domain: Ras-associating
  6
RASSF3, RAPGEF6, MYO9B, APBB1IP, ARAP2, RALGDS


SM00314: RA
  5
RASSF3, RAPGEF6, MYO9B, APBB1IP, RALGDS


IPR000159: Ras-association
  6
RASSF3, RAPGEF6, MYO9B, APBB1IP, ARAP2, RALGDS


Enrichment Score:




0.41763318415020556




GO: 0030148~sphingolipid
 10
ELOVL1, SPTLC2, CSNK1G2, VAPB, CERS2, CERS6, SPTSSA, KDSR,


biosynthetic process

CERS4, ALDH3A2


IPR016439: Longevity assurance,
  3
CERS2, CERS6, CERS4


LAG1/LAC1




PIR5F005225: longevity assurance
  3
CERS2, CERS6, CERS4


protein LAG1/LAC1




GO: 0046513~ceramide biosynthetic
  6
SAMD8, SPTLC2, CERS2, CERS6, SPTSSA, CERS4


process




GO: 0050291~sphingosine N-
  3
CERS2, CERS6, CERS4


acyltransferase activity




hsa00600: Sphingolipid metabolism
  8
SPTLC2, GLA, CERS2, CERS6, KDSR, CERS4, CERK, ASAH1


domain: TLC
  3
CERS2, CERS6, CERS4


SM00724: TLC
  3
CERS2, CERS6, CERS4


IPR006634: TRAM/LAG1/CLN8
  3
CERS2, CERS6, CERS4


homology domain




Homeobox
  8
HIPK1, CERS2, ZHX1, HIPK2, HOPX, CERS6, CERS4, ZEB1


DNA-binding region: Homeobox
  3
CERS2, CERS6, CERS4


IPR001356: Homeodomain
  6
CERS2, ZHX1, HOPX, CERS6, CERS4, ZEB1


SM00389: HOX
  3
ZHX1, HOPX, ZEB1


Enrichment Score:




0.41325609345633085




IPR023214: HAD-
 15
NT5C3A, CMAS, ATP11A, CECR5, LPIN1, PMM2, PGP, ATP13A1, ATP2B4,


like domain

ATP2C1, ATP8B2, CTDSP1, ENOPH1, UBLCP1, NT5C


active site: 4-
  6
ATP13A 1 , ATP2B4, ATP2C1, ATP11A, ATP8B2, CTDSP1


aspartylphosphate intermediate




IPR018303: P-type ATPase,
  5
ATP13A 1 , ATP2B4, ATP2C1, ATP11A, ATP8B2


phosphorylation site




IPR023299: P-type ATPase,
  5
ATP13A 1 , ATP2B4, ATP2C1, ATP11A, ATP8B2


cytoplasmic domain N




IPR008250: P-type
  5
ATP13A 1 , ATP2B4, ATP2C1, ATP11A, ATP8B2


ATPase, A domain




IPR001757: Cation-
  5
ATP13A 1 , ATP2B4, ATP2C1, ATP11A, ATP8B2


transporting P-type ATPase




Enrichment Score:




0.40955924999908333




IPR016181: Acyl-CoA N-
  8
NAT6, SAT2, MGEA5, NAT10, KAT6B, KAT5, NAT9, ATE1


acyltransferase




GO: 0008080~N-acetyltransferase
  5
ESCO1, NAT6, SAT2, NAT10, NAT9


activity




domain: N-acetyltransferase
  4
NAT6, SAT2, NAT10, NAT9


IPR000182: GNAT domain
  4
NAT6, SAT2, NAT10, NAT9


Enrichment Score:




0.4082289580528521




IPR001180: Citron-like
  4
TNIK, MAP4K1, VP539, WDR45


SM00036: CNH
  3
TNIK, MAP4K1, VPS39


domain: CNH
  3
TNIK, MAP4K1, VP539


Enrichment Score:




0.3922449877254785




repeat: ANK 25
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 24
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 22
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 23
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 20
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 21
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 7
  9
ANKRD52, ANKRD17, ANKRD44, NFKBIZ, EHMT1, MIB2, BCL3, FEM1B,




FEM1A


repeat: ANK 17
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 18
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 19
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 8
  7
ANKRD52, ANKRD17, ANKRD44, EHMT1, MIB2, FEM1B, FEM1A


repeat: ANK 16
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 13
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 14
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 15
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 12
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 9
  5
ANKRD52, ANKRD17, ANKRD44, MIB2, FEM1A


repeat: ANK 11
  3
ANKRD52, ANKRD17, ANKRD44


repeat: ANK 10
  3
ANKRD52, ANKRD17, ANKRD44


Enrichment Score:




0.38403808705196346




domain: CRIB
  4
CDC42SE1, WASL, CDC42EP3, WAS


IPR000095: PAK-box/P21-Rho-
  4
CDC42SE1, WASL, CDC42EP3, WAS


binding




SM00285: PBD
  3
WASL, CDC42EP3, WAS


Enrichment Score:




0.37683206426825694




Host cell receptor
  9
ICAM1, LAMP1, CD55, CXCR4, SLC20A2, IDE, HSPA1A, SLC52A2, ITGB1


for virus entry




GO: 0001618~virus
 10
ICAM1, LAMP1, CD55, CXCR4, SLC20A2, IDE, HSPA1A, SLC52A2, ITGB1,


receptor activity

DPP4


GO: 0046718~vira1
  11
ICAM1, LAMP1, CD55, SLC20A2, IDE, CD81, DYNLT1, HSPA1A, SLC52A2,


entry into host cell

ITGB1, DPP4


Enrichment Score:




0.37484614935515076




SM00461: WH1
  3
EVL, WASL, WAS


IPR000697: EVH1
  3
EVL, WASL, WAS


domain: WH1
  3
EVL, WASL, WAS


GO: 0008154~actin polymerization or
  3
EVL, WASL, WAS


depolymerization




GO: 0007015~actin filament
  9
NCK2, BCL2, PRKCI, BIN3, EVL, WASL, RHOF, WAS, WHAMM


organization




Enrichment Score:




0.3728731212996016




h_eif4Pathway: Regulation of
  6
MAPK1, EIF4G3, EIF4E, PTEN, PIK3R1, PRKCB


eIF4e and p70 S6 Kinase




h_igf1mtorPathway: Skeletal
  5
EIF4E, GSK3B, PEEN, PIK3R1, EIF2B5


muscle hypertrophy is regulated via




AKT/mTOR pathway




h_mtorPathway: mTOR Signaling
  5
EIF4G3, EIF4E, TSC1, PTEN, PIK3R1


Pathway




Enrichment Score:




0.3673728728107017




GO: 1902187~negative regulation of
  5
CHMP3, PML, TRIM27, TRIM26, TRIM25


viral release from host cell




GO: 0070206~protein trimerization
  3
TRIM4, TRIM27, TRIM22


SM00449: SPRY
 13
TRIM4, TRIM38, BTN3A1, ASH2L, RSPRY1, TRIM69, SPSB3, TRIM27,




TRIM14, TRIM26, TRIM25, TRIM22, SPRYD4


domain: B30.2/SPRY
 13
TRIM4, TRIM38, BTN3A1, ASH2L, RSPRY1, TRIM69, SPSB3, TRIM27,




TRIM14, TRIM26, TRIM25, TRIM22, SPRYD4


IPR003877: SPla/RY
 13
TRIM4, TRIM38, BTN3A1, ASH2L, RSPRY1, TRIM69, SPSB3, TRIM27,


anodine receptor SPRY

TRIM14, TRIM26, TRIM25, TRIM22, SPRYD4


IPR003879: Butyrophylin-like
 10
TRIM4, TRIM38, BTN3A1, TRIM69, TRIM14, TRIM27, TRIM26, TRIM25,




TRIM22, SPRYD4


SM00589: PRY
  7
TRIM38, BTN3A1, TRIM69, TRIM14, TRIM27, TRIM26, TRIM25


IPR001870: B30.2/SPRY domain
 13
TRIM4, TRIM38, BTN3A1, ASH2L, RSPRY1, TRIM69, SPSB3, TRIM27,




TRIM14, TRIM26, TRIM25, TRIM22, SPRYD4


IPR006574: SPRY-associated
  7
TRIM38, BTN3A1, TRIM69, TRIM14, TRIM27, TRIM26, TRIM25


zinc finger region: B box-type
  8
TRIM4, TRIM38, TRIM14, TRIM27, RBCK1, TRIM26, TRIM22, MYCBP2


SM00336: BBOX
  8
TRIM4, TRIM38, TRIM33, TRIM14, PML, TRIM27, TRIM26, TRIM22


IPRO00315: Zinc
  9
TRIM4, TRIM38, TRIM33, TRIM69, TRIM14, PML, TRIM27, TRIM26,


finger, B-box

TRIM22


IPR013320: Concanavalin A-like
 18
TSPEAR, SPSB3, NELL2, CLSTN1, TRIM27, LRBA, TRIM14, TRIM26,


lectin/glucanase, subgroup

TRIM25, TRIM22, SPRYD4, LGALS9, TRIM4, TRIM38, BTN3A1, ASH2L,




TRIM69, RSPRY1


Enrichment Score:




0.3661268358100964




hsa04611: Platelet
 18
GNA13, ORAI1, ARHGEF1, ROCK1, ADCY7, ROCK2, PRKCI, STIM1,


activation

APBB1IP, PPP1CB, ITGB1, ITPR2, MAPK1, MAPK13, SNAP23, PRKACB,




PIK3R1, AKT2


hsa05205: Proteoglycans in
 26
ITGB1, KRAS, TIAM1, SOS1, RAC1, NUDT16L1, PRKACB, MSN, PIK3R1,


cancer

AKT2, ARHGEF1, ROCK1, ROCK2, CBL, RAF1, CD63, PPP1CB, FLNA,




PRKCB, ITPR2, CTSL, NRAS, MAPK1, CBLB, MAPK13, ARAF


hsa04270: Vascular
 14
GNA13, ARHGEF1, ROCK1, ADCY7, ROCK2, PRKCH, RAF1, PPP1CB,


smooth muscle contraction

PRKCD, PRKCB, ITPR2, MAPK1, ARAF, PRKACB


Enrichment Score:




0.3655181734902265




IPR004088: K
  7
ANKRD17, FMR1, KHSRP, MEX3C, EXOSC3, QKI, FXR2


Homology domain, type 1




SM00322: KH
  6
ANKRD17, FMR1, KHSRP, MEX3C, QKI, FXR2


IPR004087: K Homology domain
  6
ANKRD17, FMR1, KHSRP, MEX3C, QKI, FXR2


domain: KH 2
  4
FMR1, KHSRP, MEX3C, FXR2


domain: KH 1
  4
FMR1, KHSRP, MEX3C, FXR2


Enrichment Score:




0.3643845176662146




Electron transport
 17
ENOX2, UQCRC1, NDUFB7, NDUFA9, TXN2, CYB5A, NDUFA10,




UQCRFS1, GLRX2, NDUFV3, SDHA, SDHC, NDUFV2, TXNRD1, NDUFS1,




ETFA, GLRX


hsa05016: Huntington′s
 27
UQCRC1, NDUFB7, TBP, CLTC, UQCRFS1, POLR2B, TBPL2, SIN3A,


disease

CASP8, ATP5H, NDUFS1, TBPL1, NDUFA9, CREB1, CREBBP, NDUFA10,




PPARGC1A, SDHA, PPIF, NDUFV3, NRF1, EP300, SP1, BBC3, AP2A1,




SDHC, NDUFV2


hsa05010: Alzheimer′s
 24
UQCRC1, APH1A, NDUFB7, NDUFA9, IDE, FADD, BAD, NDUFA10,


disease

UQCRFS1, NAE1, ITPR2, NDUFV3, ATF6, SDHA, TNFRSF1A, MAPK1,




CASP7, GSK3B, SDHC, CASP8, NDUFV2, PPP3CB, ATP5H, NDUFS1


GO: 0032981~mitochondrial respiratory
 10
NDUFAF4, NDUFV3, TIMMDC1, NDUFB7, AIFM1, NDUFA9, NDUFV2,


chain complex I assembly

ECSIT, NDUFA10, NDUFS1


Respiratory chain
  8
NDUFV3, UQCRC1, NDUFB7, NDUFA9, NDUFV2, UQCRFS1, NDUFA10,




NDUFS1


hsa00190: Oxidative
 16
COX11, UQCRC1, NDUFB7, NDUFA9, ATP6V1H, NDUFA10, UQCRFS1,


phosphorylation

ATP6V1F, NDUFV3, SDHA, SDHC, ATP6V1E1, NDUFV2, ATP6V0D1,




ATP5H, NDUFS1


GO: 0005747~mitochondrial
  6
NDUFV3, NDUFB7, NDUFA9, NDUFV2, NDUFA10, NDUFS1


respiratory chain complex I




GO: 0008137~NADH dehydrogenase
  6
NDUFV3, NDUFB7, NDUFA9, NDUFV2, NDUFA10, NDUFS1


(ubiquinone) activity




hsa05012: Parkinson′s
 16
UQCRC1, NDUFB7, NDUFA9, UBE2G1, UBE2J1, UBE2J2, NDUFA10,


disease

UQCRFS1, NDUFV3, PPIF, SDHA, SDHC, NDUFV2, PRKACB, ATP5H,




NDUFS1


GO: 0006120~mitochondrial electron
  6
NDUFV3, NDUFB7, NDUFA9, NDUFV2, NDUFA10, NDUFS1


transport, NADH to ubiquinone




Ubiquinone
  3
NDUFV2, NDUFA10, NDUFS1


Enrichment Score:




0.35390729447514874




IPR000209: Peptidase S8/S53 domain
  4
TPP1, TPP2, PCSK7, FURIN


IPR023828: Peptidase S8, subtilisin,
  3
TPP2, PCSK7, FURIN


Ser-active site




IPR022398: Peptidase S8, subtilisin,
  3
TPP2, PCSK7, FURIN


His-active site




IPR015500: Peptidase S8, subtilisin-
  3
TPP2, PCSK7, FURIN


related




IPR009020: Proteinase inhibitor,
  3
TPP1, PCSK7, FURIN


propeptide




Serine protease
  9
LONP1, PARL, TPP1, TPP2, GZMB, PCSK7, RHBDD1, FURIN, DPP4


active site: Charge
 11
APEH, CES2, ABHD17B, TPP1, TPP2, ABHD3, ABHD2, GZMB, PCSK7,


relay system

FURIN, DPP4


GO: 0004252~serine-type
 14
GZMB, RHBDD1, FURIN, RHBDD2, IMMP1L, CTSL, APEH, LONP1, PARL,


endopeptidase activity

TPP1, TPP2, CTSC, PCSK7, DPP4


Enrichment Score:




0.3488604922902843




SM00849: SM00849
  3
HAGH, ETHE1, CPSF3


IPR001279: Beta-lactamase-like
  4
HAGH, ELAC2, ETHE1, CPSF3


metal ion-binding site: Zinc 1
  8
HAGH, EHMT1, ETHE1, ARAF, PML, RAF1, USP16, CPSF3


Enrichment Score:




0.3388633674945358




GO: 0005851~eukaryotic translation
  3
EIF2B1, EIF2B4, EIF2B5


initiation factor 2B complex




GO: 0043434~response
  9
CD55, BSG, CDKN1B, BTG2, SOCS1, ANXA1, EIF2B1, EIF2B4, EIF2B5


to peptide hormone




h_vegfPathway: VEGF, Hypoxia,
  7
VHL, ELAVL1, EIF2B1, PIK3R1, EIF2B4, PRKCB, EIF2B5


and Angiogenesis




GO: 0014003~oligodendrocyte
  3
EIF2B1, EIF2B4, EIF2B5


development




Leukodystrophy
  3
EIF2B1, EIF2B4, EIF2B5


GO: 0009408~response to heat
  6
SOC53, HSPA1A, MAP2K7, EIF2B1, EIF2B4, EIF2B5


Enrichment Score:




0.3332483915134039




IPR020103: Pseudo-uridine synthase,
  3
RPUSD3, TRUB2, PUS7


catalytic domain




GO: 0009982~pseudo-uridine synthase
  3
RPUSD3, TRUB2, PUS7


activity




GO: 0001522~pseudo-uridine synthesis
  3
RPUSD3, TRUB2, PUS7


Enrichment Score:




0.3283640348823858




SM00312: PX
  7
SNX19, SNX29, PIK3C2A, SNX2, SNX4, SNX13, SNX11


GO: 0035091~phosphatidylinositol
 12
SNX19, SH3YL1, SNX29, ING2, PIK3C2A, PASK, SNX2, SNX4, PITPNC1,


binding

SNX13, SNX11, ITPR2


domain: PX
  7
SNX19, SNX29, PIK3C2A, SNX2, SNX4, SNX13, SNX11


IPR001683: Phox
  7
SNX19, SNX29, PIK3C2A, SNX2, SNX4, SNX13, SNX11


homologous domain




GO: 0016050~vesicle organization
  4
SNX2, SNX4, WASL, SNX11


Enrichment Score:




0.3248740734594386




72JAP_inter-
  5
TNFRSF1A, XIAP, CASP7, CASP8, FADD


action_with_cell_death_pathways




h_mitochondriaPathway: Role of
  5
XIAP, AIFM1, CASP7, BCL2, CASP8


Mitochondria in Apoptotic Signaling




h_caspasePathway:
  5
XIAP, LMNB2, CASP7, CASP8, GZMB


Caspase Cascade in Apoptosis




Enrichment Score:




0.3159225008635777




GO: 0004859~phospholipase
  3
ANXA1, ANXA5, ANXA2


inhibitor activity




Annexin
  3
ANXA1, ANXA5, ANXA2


SM00335: ANX
  3
ANXA1, ANXA5, ANXA2


IPR018502: Annexin repeat
  3
ANXA1, ANXA5, ANXA2


IPR018252: Annexin repeat,
  3
ANXA1, ANXA5, ANXA2


conserved site




IPR001464: Annexin
  3
ANXA1, ANXA5, ANXA2


Calcium/phospholipid-binding
  3
ANXA1, ANXA5, ANXA2


repeat: Annexin 1
  3
ANXA1, ANXA5, ANXA2


repeat: Annexin 3
  3
ANXA1, ANXA5, ANXA2


repeat: Annexin 2
  3
ANXA1, ANXA5, ANXA2


repeat: Annexin 4
  3
ANXA1, ANXA5, ANXA2


GO: 0005544~calcium-dependent
  7
C2CD5, SYT11, ANXA1, CPNE1, SYTL3, ANXA5, ANXA2


phospholipid binding




Enrichment Score:




0.31228187414723185




h_cxcr4Pathway: CX CR4 Signaling
  6
MAPK1, CXCR4, RELA, RAF1, PIK3R1, PRKCB


Pathway




h_eif4Pathway: Regulation of eIF4e
  6
MAPK1, EIF4G3, EIF4E, PTEN, PIK3R1, PRKCB


and p70 S6 Kinase




h_edg1Pathway: Phospholipids as
  5
MAPK1, RAC1, PIK3R1, ASAH1, PRKCB


signalling intermediaries




hsa04960: Aldosterone-regulated
  4
MAPK1, KRAS, PIK3R1, PRKCB


sodium reabsorption




Enrichment Score:




0.3071399535752837




SM00323: RasGAP
  3
IQGAP2, RASA1, RASA2


IPR023152: Ras GTPase-activating
  3
IQGAP2, RASA1, RASA2


protein, conserved site




domain: Ras-GAP
  3
IQGAP2, RASA1, RASA2


IPR001936: Ras
  3
IQGAP2, RASA1, RASA2


GTPase-activating protein




Enrichment Score:




0.2948433234633509




IPR000225: Armadillo
  7
USO1, KPNA6, ARMCX3, ARMC6, KPNA1, ARMC1, APC


repeat: ARM 3
  6
USO1, KPNA6, ARMCX3, ARMC6, KPNA1, APC


repeat: ARM 2
  6
USO1, KPNA6, ARMCX3, ARMC6, KPNA1, APC


repeat: ARM 4
  5
USO1, KPNA6, ARMC6, KPNA1, APC


repeat: ARM 7
  4
USO1, KPNA6, KPNA1, APC


repeat: ARM 6
  4
USO1, KPNA6, KPNA1, APC


repeat: ARM 9
  3
USO1, KPNA6, KPNA1


repeat: ARM 5
  4
USO1, KPNA6, KPNA1, APC


SM00185: ARM
  5
USO1, KPNA6, ARMC6, KPNA1, APC


repeat: ARM 1
  4
USO1, ARMCX3, ARMC6, APC


repeat: ARM 8
  3
USO1, KPNA6, KPNA1


Enrichment Score:




0.29256414347139453




IPR010920: Like-Sm (LSM) domain
  5
LSM14A, LSM14B, LSM3, LSM10, LSM1


SM00651: Sm
  3
LSM3, LSM10, LSM1


IPR001163: Ribonucleoprotein
  3
LSM3, LSM10, LSM1


LSM domain




Enrichment Score:




0.28416826259197325




SM00450: RHOD
  4
DUSP4, DUSP16, TSTD1, MPST


IPR001763: Rhodanese-like domain
  4
DUSP4, DUSP16, TSTD1, MPST


domain: Rhodanese
  3
DUSP4, DUSP16, TSTD1


Enrichment Score:




0.2825610876287823




hsa00061: Fatty acid biosynthesis
  4
FASN, ACSL4, ACSL3, ACSL5


GO: 0102391~decanoate--CoA
  3
ACSL4, ACSL3, ACSL5


ligase activity




hsa00071: Fatty acid
  8
ECI1, ECI2, ACSL4, ACAT2, ACSL3, ALDH3A2, ALDH9A1, ACSL5


degradation




GO: 0004467~long-chain fatty acid-
  3
ACSL4, ACSL3, ACSL5


CoA ligase activity




GO: 0035338~long-chain fatty-acyl-
  6
ELOVL1, ACOT9, FASN, ACSL4, ACSL3, ACSL5


CoA biosynthetic process




GO: 0001676~long-
  3
ACSL4, ACSL3, ACSL5


chain fatty acid metabolic process




hsa03320: PPAR signaling pathway
  7
RXRB, ILK, ACSL4, PCK2, ACSL3, SCP2, ACSL5


IPR020845: AMP-binding, conserved
  3
ACSL4, ACSL3, ACSL5


site




hsa01212: Fatty acid metabolism
  5
FASN, ACSL4, ACAT2, ACSL3, ACSL5


Fatty acid
  11
ECI1, ELOVL1, PRKAG2, PRKAB1, FASN, PRKAA1, ACSL4, LPIN1, ACSL3,


metabolism

ACSL5, HSD17B8


IPR000873: AMP-dependent
  3
ACSL4, ACSL3, ACSL5


synthetase/ligase




Enrichment Score:




0.2825385029515912




GO: 0051056~regulation of small
 19
ARHGEF3, VAV3, RALBP1, RALGAPB, ARHGAP17, MYO9B, ARHGAP15,


GTPase mediated

VAV1, FAM13B, ARHGAP30, RALGAPA1, TIAM1, SOS1, SIPA1L1, RAC1,


signal transduction

RHOT1, RHOT2, ARAP2, RHOF


SM00324: RhoGAP
  8
ARHGAP30, RALBP1, MYO9B, ARHGAP17, ARHGAP15, ARAP2, PIK3R1,




FAM13B


IPR008936: Rho
 11
ARHGAP30, RALBP1, IQGAP2, MYO9B, ARHGAP17, ARHGAP15, ARAP2,


GTPase activation protein

PIK3R1, RASA1, FAM13B, RASA2


domain: Rho-GAP
  8
ARHGAP30, RALBP1, MYO9B, ARHGAP17, ARHGAP15, ARAP2, PIK3R1,




FAM13B


IPR000198: Rho
  8
ARHGAP30, RALBP1, MYO9B, ARHGAP17, ARHGAP15, ARAP2, PIK3R1,


GTPase-activating protein domain

FAM13B


Enrichment Score:




0.27812245787260176




repeat: ANK 7
  9
ANKRD52, ANKRD17, ANKRD44, NFKBIZ, EHMT1, MD32, BCL3, FEM1B,




FEM1A


repeat: ANK 3
 25
CAMTA2, OSTF1, NFKBID, NFKB113, FEM1B, FEM1A, RFXANK,




ANKRD36, ANKRD52, ANKRD17, GABPB1, ILK, ANKRD37, BCL3,




HECTD1, IBTK, NFKBIZ, ANKS1A, EHMT1, ANKRD44, ACAP1, KRIT1,




MIB2, ACAP2, BARD1


repeat: ANK 1
 29
CAMTA2, OSTF1, NFKBID, NFKBIB, ASAP1, FEM1B, FEM1A, RFXANK,




ANKRD36, ANKRD52, ANKRD17, GABPB1, ILK, ANKRD37, BCL3,




HECTD1, IBTK, NFKBIZ, ANKS1A, EHMT1, GPANK1, ANKRD40,




ANKRD44, ACAP1, MIB2, KRIT1, ACAP2, DGKZ, BARD1


repeat: ANK 2
 29
CAMTA2, OSTF1, NFKBID, NFKBIB, ASAP1, FEM1B, FEM1A, RFXANK,




ANKRD36, ANKRD52, ANKRD17, GABPB1, ILK, ANKRD37, BCL3,




HECTD1, IBTK, NFKBIZ, ANKS1A, EHMT1, GPANK1, ANKRD40,




ANKRD44, ACAP1, MIB2, KRIT1, ACAP2, DGKZ, BARD1


repeat: ANK 6
 12
ANKRD52, ANKRD17, ANKRD44, NFKBIZ, ANKS1A, EHMT1, NFKBID,




MIB2, NFKBIB, BCL3, FEM1B, FEM1A


ANK repeat
 29
CAMTA2, OSTF1, NFKBID, NFKBIB, ASAP1, FEM1B, FEM1A, RFXANK,




ANKRD36, ANKRD52, ANKRD17, GABPB1, ILK, ANKRD37, BCL3,




HECTD1, IBTK, NFKBIZ, ANKS1A, EHMT1, GPANK1, ANKRD40,




ANKRD44, ACAP1, MIB2, KRIT1, ACAP2, DGKZ, BARD1


SM00248: ANK
 27
OSTF1, NFKBID, NFKBIB, ASAP1, FEM1B, FEM1A, RFXANK, ANKRD36,




ANKRD52, ANKRD17, GABPB1, ILK, ANKRD37, BCL3, HECTD1, IBTK,




NFKBIZ, ANKS1A, EHMT1, ANKRD40, ANKRD44, ACAP1, MIB2, KRIT1,




ACAP2, DGKZ, BARD1


IPR020683: Ankyrin
 29
CAMTA2, OSTF1, NFKBID, NFKBIB, ASAP1, FEM1B, FEM1A, RFXANK,


repeat-containing

ANKRD36, ANKRD52, ANKRD17, GABPB1, ILK, ANKRD37, BCL3,


domain

HECTD1, IBTK, NFKBIZ, ANKS1A, EHMT1, GPANK1, ANKRD40,




ANKRD44, ACAP1, MIB2, KRIT1, ACAP2, DGKZ, BARD1


repeat: ANK 4
 18
NFKBIZ, ANKS1A, EHMT1, NFKBID, NFKBIB, FEM1B, FEM1A, RFXANK,




ANKRD36, ANKRD52, ANKRD17, GABPB1, ANKRD44, MIB2, KRIT1, ILK,




BCL3, HECTD1


repeat: ANK 5
 15
NFKBIZ, ANKS1A, EHMT1, NFKBID, NFKBIB, FEM1B, RFXANK, FEM1A,




ANKRD52, ANKRD17, ANKRD44, GABPB1, MIB2, ILK, BCL3


IPR002110: Ankyrin
 27
OSTF1, NFKBID, NFKBIB, ASAP1, FEM1B, FEM1A, RFXANK, ANKRD36,


repeat

ANKRD52, ANKRD17, GABPB1, ILK, ANKRD37, BCL3, HECTD1, IBTK,




NFKBIZ, ANKS1A, EHMT1, ANKRD40, ANKRD44, ACAP1, MIB2, KRIT1,




ACAP2, DGKZ, BARD1


Enrichment Score:




0.2668097961653456




GO: 0042276~error-prone translesion
  4
RPA1, POLK, RFC2, REV3L


synthesis




DNA replication
 12
RPA1, POLK, RBBP4, RFC2, WRNIP1, FAM111A, RRM1, CINP, ORC4,




POLB, MCM6, REV3L


GO: 0006297~nucleotide-excision
  4
RPA1, POLK, RFC2, POLB


repair, DNA gap filling




GO: 0019985~translesion synthesis
  5
RPA1, POLK, RFC2, TRIM25, REV3L


hsa03460: Fanconi anemia pathway
  5
WDR48, RPA1, RAD51C, POLK, REV3L


Enrichment Score:




0.25720288166374317




GO: 0004114~3′,5′-cyclic-nucleotide
  5
PDE6D, PDE7A, PDE4B, PDE4D, RUNX1


phosphodiesterase activity




IPR002073: 3′,5′-cyclic nucleotide
  4
PDE7A, PDE4B, PDE4D, RUNX1


phosphodiesterase, catalytic domain




cAMP
  5
PRKAR2A, PDE7A, PDE4B, PDE4D, PRKACB


GO: 0004115-3′,5′-cyclic-
  3
PDE7A, PDE4B, PDE4D


AMP phosphodiesterase activity




GO: 0006198~cAMP catabolic process
  3
PDE7A, PDE4B, PDE4D


metal ion-binding
  4
PTER, PDE7A, PDE4B, PDE4D


site: Divalent metal cation 1




metal ion-binding
  4
PTER, PDE7A, PDE4B, PDE4D


site: Divalent metal cation 2




IPR023088: 3′,5′-
  3
PDE7A, PDE4B, PDE4D


cyclic nucleotide phosphodiesterase




IPRO23174: 3′,5′-cyclic nucleotide
  3
PDE7A, PDE4B, PDE4D


phosphodiesterase, conserved site




hsa05032: Morphine addiction
  6
ADCY7, PDE7A, PDE4B, PDE4D, PRKACB, PRKCB


Enrichment Score:




0.24930966068454638




SM00326: SH3
 24
FYB, DBNL, OSTF1, VAV3, STAM2, MPP6, ASAP1, VAV1, NCK2, DOCK2,




SH3YL1, CRKL, SH3GLB2, LASP1, PSTPIP1, STAM, UBASH3A, GRAP2,




BIN1, ABL2, RASA1, SASH3, PIK3R1, MATK


SH3 domain
 24
FYB, DBNL, OSTF1, VAV3, STAM2, MPP6, ASAP1, VAV1, NCK2, DOCK2,




SH3YL1, CRKL, SH3GLB2, LASP1, PSTPIP1, STAM, UBASH3A, GRAP2,




BIN1, ABL2, RASA1, SASH3, PIK3R1, MATK


domain.SH3
 19
FYB, DBNL, OSTF1, STAM2, MPP6, ASAP1, DOCK2, SH3YL1, SH3GLB2,




LASP1, PSTPIP1, UBASH3A, STAM, BIN1, ABL2, RASA1, SASH3, PIK3R1,




MATK


IPR001452: Src
 24
FYB, DBNL, OSTF1, VAV3, STAM2, MPP6, ASAP1, VAV1, NCK2, DOCK2,


homology-3 domain

SH3YL1, CRKL, SH3GLB2, LASP1, PSTPIP1, STAM, UBASH3A, GRAP2,




BIN1, ABL2, RASA1, SASH3, PIK3R1, MATK


Enrichment Score:




0.24872976470051114




GO: 0004004~ATP-
  9
DDX23, DHX29, DDX19A, DHX34, DDX50, DHX16, DDX10, DDX51,


dependent RNA helicase activity

DDX42


IPR011709: Domain
  3
DHX29, DHX34, DHX16


of unknown function DUF1605




SM00847: SM00847
  3
DHX29, DHX34, DHX16


IPR007502: Helicase-associated domain
  3
DHX29, DHX34, DHX16


Enrichment Score:




0.23256970544677066




binding site: NADP
  5
G6PD, AKR7A2, IDH2, GRHPR, DCXR


nucleotide phosphate-binding
  9
HSD17B11, HTATIP2, G6PD, AKR1B1, AKR7A2, IDH2, KDSR, GRHPR,


region: NADP

DCXR


NADP
 15
HSD17B11, HTATIP2, GLUD2, PYROXD1, GRHPR, FAR1, G6PD, AKR1B1,




AKR7A2, FASN, IDH2, KDSR, TXNRD1, DCXR, CRYZL1


Enrichment Score:




0.23055832452848027




GO: 0070125~mitochondrial
 14
MRPL42, MRPS14, MRPS23, MRPS25, MRPS11, GFM2, MRPS9, TSFM,


translational elongation

GFM1, MRPL16, MRPL55, MRPL34, MRPL44, MRPL35


GO: 0070126~mitochondrial
 13
MRPL42, MRPS23, MRPS14, MRPS25, MRPS11, MRRF, GFM2, MRPS9,


translational termination

MRPL16, MRPL55, MRPL34, MRPL44, MRPL35


GO: 0005763~mitochondrial small
  5
MRPL42, MRPS9, MRPS14, MRPS11, MRPS2


ribosomal subunit




Ribonucleoprotein
 31
RALY, RPL17, MRPL42, MRPS14, MRPS11, LARP1B, HNRNPLL, LSM14A,




LSM14B, MRPL16, MRPL55, AGO2, LSM3, L SM1, MRPL34, MRPL35,




MRPS23, RXRB, MRPS25, EFTUD2, FMR1, MRPS2, RPS6KA3, HNRNPH2,




MRPS9, LSM10, PARP4, CPSF3, METTL17, MVP, MRPL44


GO: 0006412~translation
 25
RPL17, MRPL42, MRPS14, MRPS11, HBS1L, EIF4EBP2, MRPL16, AGO2,




MRPL55, SLC25A28, MRPL34, MRPL35, MRPS23, EFTUD2, GTF2H3,




MRRF, MRPS2, SLC25A32, MRPS9, SLC25A38, FARSB, YARS2, SLC25A16,




SLC25A53, METTL17


Ribosomal protein
 16
RPL17, MRPL42, MRPS14, MRPS23, RXRB, MRPS25, MRPS11, MRPS2,




RPS6KA3, MRPS9, MRPL16, MRPL55, MRPL34, METTL17, MRPL44,




MRPL35


GO: 0005840~ribosome
 15
MRPL42, MRPS14, MRPS23, RXRB, MRPS25, MRPS11, MRPS2, RPS6KA3,




MRPS9, MRPL16, MRPL55, MRPL34, METTL17, MRPL44, MRPL35


GO: 0003735~structural constituent
 17
RPL17, MRPL42, MRPS14, MRPS23, MRPS25, MRPS11, MRPS2, SLC25A32,


of ribosome

MRPS9, MRPL16, SLC25A38, SLC25A28, MRPL55, SLC25A16, MRPL34,




SLC25A53, MRPL35


hsa03010: Ribosome
  8
RPL17, MRPS9, MRPS14, MRPL16, MRPS11, MRPL34, MRPS2, MRPL35


Enrichment Score:




0.23040649502848873




repeat: WD 8
  9
WDR48, PHIP, TBL1XR1, EML3, ELP2, WDR6, TBL1X, PWP2, GEMIN5


repeat: WD 13
  3
ELP2, PWP2, GEMIN5


repeat: WD 11
  4
ELP2, WDR6, PWP2, GEMIN5


repeat: WD 10
  4
ELP2, WDR6, PWP2, GEMIN5


repeat: WD 12
  3
ELP2, PWP2, GEMIN5


repeat: WD 9
  5
EML3, ELP2, WDR6, PWP2, GEMIN5


Enrichment Score:




0.2297546707824956




GO: 0033572~transferrin transport
  7
SLC11A2, ATP6V1E1, RAB11B, ATP6V1H, CLTC, ATP6V0D1, ATP6V1F


GO: 0016241~regulation of
  7
CAPNS1, EXOC7, ATP6V1E1, ATP6V1H, MAPK8, ATP6V0D1, VPS26A


macroautophagy




hsa04721: Synaptic
  9
DNM3, AP2A1, ATP6V1E1, ATP6V1H, NAPA, VAMP2, CLTC, ATP6V0D1,


vesicle cycle

ATP6V1F


GO: 0046961~proton-transporting
  4
ATP6V1E1, ATP6V1H, ATP6V0D1, ATP6V1F


ATPase activity, rotational mechanism




hsa05110: Vibriocholerae infection
  7
ATP6V1E1, ATP6V1H, PRKACB, PDIA4, ATP6V0D1, ATP6V1F, PRKCB


GO: 0090383-phagosome acidification
  4
ATP6V1E1, ATP6V1H, ATP6V0D1, ATP6V1F


GO: 0015991-ATP hydrolysis coupled
  4
ATP6V1E1, ATP6V1H, ATP6V0D1, ATP6V1F


proton transport




GO: 0015078~hydrogen ion
  4
SLC11A2, ATP6V0D1, ATP5H, ATP6V1F


transmembrane transporter activity




Hydrogen ion transport
  5
ATP6V1E1, ATP6V1H, ATP6V0D1, ATP5H, ATP6V1F


hsa04966: Collecting duct acid secretion
  3
ATP6V1E1, ATP6V0D1, ATP6V1F


GO: 0015992~proton transport
  4
ATP6V1E1, HVCN1, ATP6V0D1, ATP6V1F


Enrichment Score:




0.22901571749480087




SM00156: PP2Ac
  3
PPP2CB, PPP3CB, PPP1CB


IPR006186: Serine/threonine-specific
  3
PPP2CB, PPP3CB, PPP1CB


protein phosphatase/bis(5-




nucleosyl)-tetraphosphatase




IPR004843: Metallophosphoesterase
  4
PPP2CB, PPP3CB, DBR1, PPP1CB


domain




GO: 0004721~phosphoprotein
  6
PGP, PPP2CB, DUSP16, PPP3CB, PTEN, PPP1CB


phosphatase activity




metal ion-binding site: Iron
  4
PPP2CB, PPP3CB, EGLN1, PPP1CB


Enrichment Score:




0.219815162312881




domain.G-patch
  4
CHERP, SUGP1, GPANK1, RBM10


SM00443: G_patch
  4
CHERP, SUGP1, GPANK1, RBM10


IPR000467: G-patch domain
  4
CHERP, SUGP1, GPANK1, RBM10


Enrichment Score:




0.21462490830549383




SM00516: SEC14
  4
TTPAL, GDAP2, BNIP2, SEC14L1


domain.CRAL-TRIO
  4
TTPAL, GDAP2, BNIP2, SEC14L1


IPR001251: CRAL-TRIO domain
  4
TTPAL, GDAP2, BNIP2, SEC14L1


Enrichment Score:




0.21380660245611388




GO: 0005385~zinc ion transmembrane
  4
SLC11A2, SLC30A5, SLC39A6, SLC39A3


transporter activity




GO: 0071577~zinc II
  3
SLC30A5, SLC39A6, SLC39A3


ion transmembrane transport




Zinc transport
  3
SLC30A5, SLC39A6, SLC39A3


Enrichment Score:




0.2125851179351233




domain: BTB
 18
BACH2, ZBTB10, ZBTB11, ZNF131, ZBTB40, KCTD20, KEAP1, KCTD2,




IVNS1ABP, KCTD6, ZBTB38, SHKBP1, KBTBD2, KLHL9, KCTD18, ZBTB2,




KLHL24, SPOP


SM00225: BTB
 19
IBTK, BACH2, ZBTB10, ZBTB11, ZNF131, BTBD7, ZBTB40, KCTD20,




KEAP1, KCTD2, IVNS1ABP, KCTD6, ZBTB38, SHKBP1, KBTBD2, KLHL9,




ZBTB2, KLHL24, SPOP


GO: 0031463~Cul3-
  8
CUL3, KBTBD2, BACH2, KLHL9, KEAP1, KLHL24, KCTD2, SPOP


RING ubiquitin ligase complex




IPR000210: BTB/POZ-like
 19
IBTK, BACH2, ZBTB10, ZBTB11, ZNF131, BTBD7, ZBTB40, KCTD20,




KEAP1, KCTD2, IVNS1ABP, KCTD6, ZBTB38, SHKBP1, KBTBD2, KLHL9,




ZBTB2, KLHL24, SPOP


IPR011333: BTB/POZ fold
 20
IBTK, BACH2, ZBTB10, ZBTB11, ZNF131, BTBD7, ZBTB40, KCTD20,




KEAP1, KCTD2, IVNS1ABP, ZBTB38, KCTD6, SHKBP1, KBTBD2, KLHL9,




KCTD18, ZBTB2, KLHL24, SPOP


Enrichment Score:




0.20376403779805952




Aminopeptidase
  5
LNPEP, TPP2, ERAP1, DPP4, DNPEP


GO: 0004177~amino peptidase activity
  4
LNPEP, TPP2, ERAP1, DNPEP


GO: 0070006~metalloaminopeptidase
  3
LNPEP, ERAP1, DNPEP


activity




GO: 0008237~metallopeptidase
  7
STAMBP, LNPEP, CHMP1A, CNDP2, STAMBPL1, ERAP1, DNPEP


activity




Enrichment Score:




0.195467663648754




h_cdc42racPathway: Role of PI3K
  4
ARPC1A, RAC1, WASL, PIK3R1


subunit p85 in regulation of Actin




Organization and Cell Migration




h_salmonellaPathway:
  3
ARPC1A, RAC1, WASL


How does salmonella hijack a cell




h_actinYPathway: Y branching of
  3
ARPC1A, RAC1, WASL


actin filaments




Enrichment Score:




0.19234790118499914




GO: 0030676~Rac guanyl-nucleotide
  4
DOCK2, VAV3, TIAM1, VAV1


exchange factor activity




IPR001331: Guanine-nucleotide
  4
ARHGEF3, VAV3, TIAM1, VAV1


dissociation stimulator, CDC24,




conserved site




GO: 0035023~regulation of
  8
ARHGEF3, VAV3, ARHGEF1, TIAM1, SOS1, RAF1, MYO9B, VAV1


Rho protein signal transduction




domain: DH
  6
ARHGEF3, VAV3, ARHGEF1, TIAM1, SOS1, VAV1


SM00325: RhoGEF
  6
ARHGEF3, VAV3, ARHGEF1, TIAM1, SOS1, VAV1


IPR000219: Dbl homology (DH)
  6
ARHGEF3, VAV3, ARHGEF1, TIAM1, SOS1, VAV1


domain




GO: 0005089~Rho guanyl-nucleotide
  6
ARHGEF3, VAV3, ARHGEF1, TIAM1, SOS1, VAV1


exchange factor activity




Enrichment Score:




0.1850282990952521




region of interest:
  5
NR1H2, RXRB, NR4A1, RORA, MR1


Ligand-binding




IPR013088: Zinc
  8
NR1H2, ESRRA, RXRB, GATA3, GATAD2A, NR4A1, RORA, RERE


finger, NHR/GATA-type




GO: 0030522~intracellular receptor
  6
ESRRA, NCOA1, NCOA2, NR4A1, RORA, BRD8


signaling pathway




GO: 0004879~RNA polymerase II
  5
NR1H2, ESRRA, RXRB, NR4A1, RORA


transcription factor activity, ligand-




activated sequence-specific DNA




binding




GO: 0003707~steroid
  7
NR1H2, ESRRA, RXRB, PGRMC2, NR4A1, ABHD2, RORA


hormone receptor activity




GO: 0043401~steroid
  7
NR1H2, ESRRA, RXRB, PGRMC2, NR4A1, ABHD2, RORA


hormone mediated signaling pathway




DNA-binding
  5
NR1H2, ESRRA, RXRB, NR4A1, RORA


region: Nuclear receptor




zinc finger region: NR C4-type
  5
NR1H2, ESRRA, RXRB, NR4A1, RORA


SM00399: ZnF_C4
  5
NR1H2, ESRRA, RXRB, NR4A1, RORA


IPR001628: Zinc finger, nuclear
  5
NR1H2, ESRRA, RXRB, NR4A1, RORA


hormone receptor-type




SM00430: HOLI
  5
NR1H2, ESRRA, RXRB, NR4A1, RORA


IPR001723: Steroid
  5
NR1H2, ESRRA, RXRB, NR4A1, RORA


hormone receptor




IPR000536: Nuclear hormone receptor,
  5
NR1H2, ESRRA, RXRB, NR4A1, RORA


ligand-binding, core




Enrichment Score:




0.18471285738684817




IPR008984: SMAD/FHA domain
  7
MDC1, SLMAP, FOXK2, APTX, TIFA, SMAD3, IRF3


IPR000253: Forkhead-
  5
MDC1, SLMAP, FOXK2, APTX, TIFA


associated (FHA) domain




SM00240: FHA
  3
MDC1, SLMAP, FOXK2


domain: FHA
  4
MDC1, SLMAP, FOXK2, TIFA


Enrichment Score:




0.18296343468740298




GO: 2000503~positive regulation of
  3
CCL3, XCL1, CCL4


natural killer cell chemotaxis




GO: 0030593~neutrophil
 11
CCL3, VAV3, GBF1, PDE4B, CKLF, IFNG, PDE4D, XCL1, VAV1, CCL4,


chemotaxis

XCL2


Chemotaxis
 11
CCL3, IL16, CKLF, CMTM7, PLGRKT, CXCR3, XCL1, CMTM3, CCL4,




XCL2, LGALS9


GO: 0002548~monocyte chemotaxis
  5
CCL3, ANXA1, XCL1, CCL4, XCL2


GO: 0050729~positive regulation of
  8
TNFRSF1A, CCL3, MAPK13, JAK2, XCL1, CCL4, XCL2, IL2


inflammatory response




GO: 0071346~cellular response to
  6
CCL3, HLA-DPA1, XCL1, CCL4, XCL2, LGALS9


interferon-gamma




GO: 0008009~chemokine activity
  5
CCL3, CKLF, XCL1, CCL4, XCL2


GO: 0070098~chemokine-mediated
  7
CCL3, CXCR4, CCR4, CXCR3, XCL1, CCL4, XCL2


signaling pathway




GO: 0071347~cellular response to
  8
ICAM1, CCL3, RELA, PYCARD, RORA, XCL1, CCL4, XCL2


interleukin-1




SM00199: SCY
  4
CCL3, XCL1, CCL4, XCL2


IPR001811: Chemokine
  4
CCL3, XCL1, CCL4, XCL2


interleukin-8-like domain




GO: 0070374~positive regulation of
 13
ICAM1, FBXW7, CCL3, JUN, PYCARD, RIPK2, DSTYK, PTPN22, XCL1,


ERK1 and ERK2 cascade

PTEN, CCL4, XCL2, LGALS9


Enrichment Score:




0.17552852657218571




Pharmaceutical
  9
LIF, CSF2, GLA, SOCS3, IFNG, MS4A1, ANXA1, CTLA4, IL2


h_stemPathway: Regulation of
  4
CSF2, CD8A, CSF1, IL2


hematopoiesis by cytokines




88.Alternatively_Activated_APC
  3
CSF2, CSF1, IFNG


h_inflamPathway: Cytokines and
  4
CSF2, CSF1, IFNG, IL2


Inflammatory Response




IPR009079: Four-
  5
LIF, CSF2, CSF1, IFNG, IL2


helical cytokine-like, core




IPR012351: Four-
  4
LIF, CSF2, IFNG, IL2


helical cytokine, core




Growth factor
  7
LIF, GMFB, CSF2, CD320, CSF1, GFER, IL2


GO: 0005125~cytokine
 11
LIF, CSF2, IL16, TNFSF13B, FAM3C, CSF1, IFNG, CMTM7, CMTM3, CCL4,


activity

IL2


GO: 0008083~growth factor activity
  8
LIF, GMFB, CSF2, CD320, CSF1, GFER, NENF, IL2


Enrichment Score:




0.1745910687704443




domain: LIM zinc-binding 4
  3
ABLIM1, LPXN, LIMS1


domain: LIM zinc-binding 3
  4
ABLIM1, LPXN, LIMS1, ZYX


LIM domain
  7
ABLIM1, LIMA1, LPXN, LIMS1, LASP1, CSRP1, ZYX


domain: LIM zinc-binding 1
  5
ABLIM1, LPXN, LIMS1, CSRP1, ZYX


domain: LIM zinc-binding 2
  5
ABLIM1, LPXN, LIMS1, CSRP1, ZYX


SM00132: LIM
  7
ABLIM1, LIMA1, LPXN, LIMS1, LASP1, CSRP1, ZYX


IPR001781: Zinc finger, LIM-type
  7
ABLIM1, LIMA1, LPXN, LIMS1, LASP1, CSRP1, ZYX


Enrichment Score:




0.16053907483471863




GO: 0051603~proteolysis involved in
  7
PSMB10, CTSL, LONP1, CASP8, IDE, CTSA, CTSC


cellular protein catabolic process




GO: 0008234~cysteine-type
  5
CTSL, ATG4B, CASP7, CASP8, CTSC


peptidase activity




Zymogen
 11
PSMB10, CTSL, TPP1, CASP7, CASP8, HEXB, CTSA, CTSC, GZMB, PCSK7,




FURIN


Enrichment Score:




0.15875242349997273




domain: EF-hand 5
  5
PEF1, CAPNS1, NIN, SDF4, RCN2


calcium-binding
 13
NUCB1, EFHD2, PEF1, CAPNS1, ACTN4, MCFD2, NUCB2, RHOT1, RHOT2,


region: 2

CETN2, CHP1, SDF4, RCN2


domain: EF-hand 4
  7
PEF1, CAPNS1, NIN, CETN2, CHP1, SDF4, RCN2


IPR011992: EF-
 30
S100A4, MCL1, REPS1, SPOCK2, UTRN, CETN2, ZZEF1, EFHD2, STAT6,


hand-like domain

PEF1, EHD1, SDF4, EHD4, TBC1D9B, SYNRG, CAPNS1, ACTN4, NIN, CBL,




S100A11, S100A10, CHP1, NUCB1, CBLB, DEF6, NUCB2, MCFD2, RHOT1,




RHOT2, RCN2


calcium-binding
 13
NUCB1, EFHD2, PEF1, CAPNS1, ACTN4, MCFD2, NUCB2, RHOT1, RHOT2,


region: 1

CETN2, CHP1, SDF4, RCN2


IPR018247: EF-
 17
S100A4, CAPNS1, ACTN4, REPS1, S100A11, CETN2, NUCB1, PEF1,


Hand 1, calcium-binding site

GNPTAB, NUCB2, MCFD2, RHOT1, RHOT2, EHD1, SDF4, RCN2, EHD4


IPR002048: EF-hand
 22
S100A4, CAPNS1, ACTN4, NIN, REPS1, S100A11, CHP1, CETN2, ZZEF1,


domain

EFHD2, NUCB1, PEF1, GNPTAB, NUCB2, MCFD2, RHOT1, RHOT2, EHD1,




SDF4, RCN2, TBC1D9B, EHD4


domain: EF-hand 2
 16
S100A4, CAPNS1, NIN, ACTN4, S100A11, CHP1, CETN2, EFHD2, NUCB1,




PEF1, MCFD2, NUCB2, RHOT1, RHOT2, SDF4, RCN2


SM00054: EFh
 12
S100A4, EFHD2, PEF1, ACTN4, NUCB2, RHOT1, S100A11, CETN2, CHP1,




ZZEF1, SDF4, RCN2


domain: EF-hand 1
 15
S100A4, NIN, ACTN4, S100A11, CHP1, CETN2, EFHD2, NUCB1, PEF1,




MCFD2, NUCB2, RHOT1, RHOT2, SDF4, RCN2


domain: EF-hand 3
  7
PEF1, CAPNS1, NIN, CETN2, CHP1, SDF4, RCN2


GO: 0005509-calcium
 46
S100A4, PGS1, ME2, SPOCK2, REPS1, MGMT, CLSTN1, NELL2, CETN2,


ion binding

ZZEF1, EFHD2, PEF1, CD93, GNPTAB, PPP3CB, RUNX1, EHD1, SDF4,




EHD4, TBC1D9B, CAPNS1, NIN, ACTN4, C2CD5, SYT11, CBL, ANXA1,




S100A11, S100A10, CHP1, STIM1, ANXA5, ANXA2, ITPR2, NUCB1,




PLSCR1, CBLB, BNIP2, ATP2C1, MCFD2, NUCB2, RHOT1, CPNE1, RHOT2,




SYTL3, RCN2


Calcium
 49
S100A4, ORAIl, SPOCK2, REPS1, ITGAE, CLSTN1, NELL2, UTRN,




TMEM63A, CETN2, OGDH, ITGB1, EFHD2, PEF1, ATP2B4, GNPTAB, TPP1,




SNTB1, ENTPD6, CERK, EHD1, SDF4, EHD4, CAPNS1, ACTN4, C2CD5,




SYT11, CBL, ANXA1, S100A11, CHP1, STIM1, ANXA5, FURIN, ANXA2,




PRKCB, ITPR2, NUCB1, PLSCR1, CBLB, HSPB11, CAMK4, ATP2C1,




MCFD2, NUCB2, RHOT1, RHOT2, TMCO1, RCN2


Enrichment Score:




0.1459899659776129




GO: 1904355~positive regulation of
  3
MAPK1, MAPKAPK5, MAP2K7


telomere capping




GO: 0032212~positive regulation of
  4
MAPK1, MAPKAPK5, MAP2K7, ATM


telomere maintenance via telomerase




GO: 0051973~positive regulation of
  3
MAPK1, MAPKAPK5, MAP2K7


telomerase activity




Enrichment Score:




0.14095903672022314




hsa05332: Graft-versus-host disease
  5
IFNG, GZMB, HLA-DPA1, HLA-DPB1, IL2


hsa05330: Allograft rejection
  5
IFNG, GZMB, HLA-DPA1, HLA-DPB1, IL2


hsa04672: Intestinal immune network
  6
TNFSF13B, CXCR4, HLA-DPA1, HLA-DPB1, MAP3K14, IL2


for IgA production




hsa04940: Type I diabetes mellitus
  5
IFNG, GZMB, HLA-DPA1, HLA-DPB1, IL2


hsa05320: Autoimmune thyroid disease
  5
CTLA4, GZMB, HLA-DPA1, HLA-DPB1, IL2


hsa05322: Systemic lupus erythematosus
  6
HIST4H4, ACTN4, IFNG, H3F3A, HLA-DPA1, HLA-DPB1


Enrichment Score:




0.1385599701644631




hsa00330: Arginine and proline
  6
CNDP2, SAT2, AGMAT, SMS, ALDH3A2, ALDH9A1


metabolism




hsa00410: beta-Alanine metabolism
  4
CNDP2, SMS, ALDH3A2, ALDH9A1


hsa00340: Histidine metabolism
  3
CNDP2, ALDH3A2, ALDH9A1


Enrichment Score:




0.13496059793813844




15.T-cell_polarization-
  5
CXCR4, CCR4, IFNG, CXCR3, TSN


chemokine_receptors




IPR000355: Chemokine receptor family
  3
CXCR4, CCR4, CXCR3


14.chemokine_receptor-ligand
  3
CXCR4, CCR4, CXCR3


GO: 0070098~chemokine-mediated
  7
CCL3, CXCR4, CCR4, CXCR3, XCL1, CCL4, XCL2


signaling pathway




IPR000276: G protein-coupled
  9
P2RY8, P2RY10, RABGAP1, HRH2, CXCR4, LPAR6, CCR4, LHCGR, CXCR3


receptor, rhodopsin-like




IPR017452: GPCR,
  9
P2RY8, P2RY10, RABGAP1, HRH2, CXCR4, LPAR6, CCR4, LHCGR, CXCR3


rhodopsin-like, 7TM




Enrichment Score:




0.12648159925240066




domain: SAM
  9
SAMD8, L3MBTL3, SAMD9, STIM1, SAMHD1, DGKH, ARAP2, SAMD9L,




SASH3


SM00454: SAM
  9
SAMD8, ANKS1A, L3MBTL3, SAMD9, STIM1, SAMHD1, DGKH, ARAP2,




SASH3


IPR001660: Sterile
 10
SAMD8, ANKS1A, L3MBTL3, SAMD9, STIM1, SAMHD1, DGKH, ARAP2,


alpha motif domain

SAMD9L, SASH3


IPR013761: Sterile
 11
SAMD8, ETV7, ANKS1A, L3MBTL3, SAMD9, STIM1, SAMHD1, DGKH,


alpha motif/pointed domain

ARAP2, SAMD9L, SASH3


Enrichment Score:




0.12568460664505718




SM00513: SAP
  3
PIAS4, PIAS1, SAFB2


domain.SAP
  3
PIAS4, PIAS1, SAFB2


IPR003034: SAP
  3
PIAS4, PIAS1, SAFB2


domain




Enrichment Score:




0.12346097305495686




domain: C2
  9
C2CD5, PIK3C2A, PKN2, PRKCH, WWC2, SMURF2, PRKCD, RASA1,




PRKCB


IPR000008: C2
 17
CEP120, C2CD5, PIK3C2A, SYT11, PKN2, WWC2, PRKCH, PTEN, PRKCD,


calcium-dependent

PRKCB, GAK, UNC13D, CPNE1, SMURF2, SYTL3, RASA1, RASA2


membrane targeting




SM00239: C2
 12
UNC13D, C2CD5, PIK3C2A, SYT11, PKN2, CPNE1, PRKCH, SMURF2,




SYTL3, RASA1, RASA2, PRKCB


Enrichment Score:




0.1227848794008889




repeat: 2-1
  4
HNRNPH2, PRRC2A, CSTF2T, COIL


repeat: 2-2
  4
HNRNPH2, PRRC2A, CSTF2T, COIL


repeat: 1-1
  4
HNRNPH2, PRRC2A, CSTF2T, COIL


repeat: 1-2
  3
HNRNPH2, PRRC2A, COIL


Enrichment Score:




0.1141619803729114




SM00253: SOCS
  3
WSB1, SOCS3, SOCS1


domain.SOCS box
  4
WSB1, SOCS3, SPSB3, SOCS1


SM00969: SM00969
  4
WSB1, SOCS3, SPSB3, SOCS1


IPR001496: SOCS
  4
WSB1, SOCS3, SPSB3, SOCS1


protein, C-terminal




Enrichment Score:




0.1035300297726019




GO: 0050660~flavin
  8
SDHA, IVD, AIFM1, GFER, TXNRD1, DUS1L, ETFA, DUS3L


adenine dinucleotide binding




Flavoprotein
 12
SDHA, SQRDL, IVD, AlFM1, NDUFA9, PYROXD1, GFER, TXNRD1,




NDUFA10, DUS1L, ETFA, DUS3L


nucleotide phosphate-binding
  6
SDHA, TXNDC12, IVD, AIFM1, TXNRD1, ETFA


region: FAD




FAD
 10
SDHA, SQRDL, IVD, AlFM1, NDUFA9, PYROXD1, GFER, TXNRD1,




NDUFA10, ETFA


IPR023753: Pyridine nucleotide-
  5
SDHA, SQRDL, AIFM1, PYROXD1, TXNRD1


disulphide oxidoreductase, FAD/




NAD(P)-binding domain




Enrichment Score:




0.09911308677931861




IPR001202: WW domain
  6
UTRN, FNBP4, WWC2, IQGAP2, SMURF2, CEP164


SM00456: WW
  5
UTRN, FNBP4, WWC2, SMURF2, CEP164


domain: WW 2
  3
FNBP4, WWC2, SMURF2


domain: WW 1
  3
FNBP4, WWC2, SMURF2


Enrichment Score:




0.09869704499668493




IPR014352: FERM/acyl-CoA-binding
  6
ECI2, FRMD8, KRIT1, FRMD4B, MSN, ACBD5


protein, 3-helical bundle




domain: FERM
  5
FRMD8, KRIT1, FRMD4B, JAK2, MSN


SM00295: B41
  5
FRMD8, KRIT1, FRMD4B, JAK2, MSN


IPR000299: FERM domain
  5
FRMD8, KRIT1, FRMD4B, JAK2, MSN


IPR019749: Band 4.1 domain
  5
FRMD8, KRIT1, FRMD4B, JAK2, MSN


IPR019748: FERM central domain
  5
FRMD8, KRIT1, FRMD4B, JAK2, MSN


Enrichment Score:




0.09404515348769645




GO: 0004623~phospholipase A2 activity
  5
RARRES3, PNPLA8, ABHD3, PAFAH1B1, PAFAH1B2


GO: 0016042~lipid catabolic process
  7
PLD3, RARRES3, TBL1XR1, DDHD1, PAFAH1B1, PAFAH1B2, IAH1


Lipid degradation
  8
PLD3, RARRES3, PNPLA8, DDHD1, ABHD2, PAFAH1B1, PAFAH1B2, IAH1


hsa00565: Ether lipid metabolism
  3
PLD3, PAFAH1B1, PAFAH1B2


Enrichment Score:




0.09224012967461757




GO: 0006418~tRNA
  5
EEF1E1, FARS2, FARSB, WARS2, YARS2


aminoacylation for protein translation




Aminoacyl-tRNA synthetase
  4
FARS2, FARSB, WARS2, YARS2


hsa00970: Aminoacy
  5
FARS2, FARSB, WARS2, YARS2, MTFMT


1-tRNA biosynthesis




Enrichment Score:




0.09104106578512094




domain: BACK
  4
KLHL9, KEAP1, KLHL24, IVNS1ABP


IPR015916: Galactose
  4
KLHL9, KEAP1, KLHL24, IVNS1ABP


oxidase, beta-propeller




GO: 0031463~Cul3-
  8
CUL3, KBTBD2, BACH2, KLHL9, KEAP1, KLHL24, KCTD2, SPOP


RING ubiquitin ligase complex




IPR017096: Kelch-like protein,
  5
KBTBD2, KLHL9, KEAP1, KLHL24, IVNS1ABP


gigaxonin




PIR5F037037: kelch-like protein,
  5
KBTBD2, KLHL9, KEAP1, KLHL24, IVNS1ABP


gigaxonin type




SM00875: SM00875
  6
KBTBD2, KLHL9, BTBD7, KEAP1, KLHL24, IVNS1ABP


IPR011705: BTB/Kelch-associated
  6
KBTBD2, KLHL9, BTBD7, KEAP1, KLHL24, IVNS1ABP


repeat: Kelch 6
  5
MKLN1, KLHL9, KEAP1, KLHL24, IVNS1ABP


repeat: Kelch 5
  6
MKLN1, KBTBD, KLHL9, KEAP1, KLHL24, IVNS1ABP


IPR006652: Kelch repeat type 1
  6
MKLN1, KBTBD2, KLHL9, KEAP1, KLHL24, IVNS1ABP


repeat: Kelch 4
  6
MKLN1, KBTBD2, KLHL9, KEAP1, KLHL24, IVNS1ABP


SM00612: Kelch
  5
KBTBD2, KLHL9, KEAP1, KLHL24, IVNS1ABP


Kelch repeat
  6
MKLN1, KBTBD2, KLHL9, KEAP1, KLHL24, IVNS1ABP


repeat: Kelch 2
  6
MKLN1, KBTBD2, KLHL9, KEAP1, KLHL24, IVNS1ABP


repeat: Kelch 3
  6
MKLN1, KBTBD2, KLHL9, KEAP1, KLHL24, IVNS1ABP


repeat: Kelch 1
  6
MKLN1, KBTBD2, KLHL9, KEAP1, KLHL24, IVNS1ABP


IPR015915: Kelch-type beta propeller
  3
MKLN1, KBTBD2, KEAP1


Enrichment Score:




0.09096561156622553




GO: 0008037~cell recognition
  4
TIGIT, CD5, CD200, CD226


GO: 0050839~cell adhesion
  5
TIGIT, MSN, CD200, ITGB1, CD226


molecule binding




GO: 0007157~heterophilic cell-cell
  4
TIGIT, ICAM1, CD200, CD226


adhesion via plasma membrane




cell adhesion molecules




GO: 0007156~homophilic cell
  7
CD84, TIGIT, ME2, CLSTN1, CD200, ITGB1, CD226


adhesion via plasma membrane




adhesion molecules




Enrichment Score:




0.08637800045583548




GO: 0005544~calcium-dependent
  7
C2CD5, SYT11, ANXA1, CPNE1, SYTL3, ANXA5, ANXA2


phospholipid binding




SM00239: C2
 12
UNC13D, C2CD5, PIK3C2A, SYT11, PKN2, CPNE1, PRKCH, SMURF2,




SYTL3, RASA1, RASA2, PRKCB


domain.C2 2
  5
UNC13D, SYT11, CPNE1, SYTL3, RASA2


domain.C2 1
  5
UNC13D, SYT11, CPNE1, SYTL3, RASA2


Enrichment Score:




0.08611979646447755




IPR001751: S100/
  3
S100A4, S100A11, S100A10


Calbindin-D9k, conserved site




SM01394: SM01394
  3
S100A4, S100A11, S100A10


IPR013787: S100/CaBP-9k-type,
  3
S100A4, S100A11, S100A10


calcium binding, subdomain




Enrichment Score:




0.08562305074820027




GO: 0034199~activation of protein
  3
PRKAR2A, ADCY7, PRKACB


kinase A activity




GO: 0003091~renal water homeostasis
  3
PRKAR2A, ADCY7, PRKACB


GO: 0071377~cellular response to
  3
PRKAR2A, ADCY7, PRKACB


glucagon stimulus




Enrichment Score:




0.0850459219054058




DNA-binding region: ETS
  3
ETV7, ELF2, ELK3


SM00413: ETS
  3
ETV7, ELF2, ELK3


IPR000418: Ets domain
  3
ETV7, ELF2, ELK3


Enrichment Score:




0.08339481617003926




GO: 0004715~non-membrane spanning
  7
DYRK1A, ZAP70, RIPK2, JAK2, ABL2, PRKCD, MATK


protein tyrosine kinase activity




IPR001245: Serine-
 15
IRAK1, RYK, DSTYK, RAF1, GAK, IRAK4, RIPK1, ARAF, ILK, ZAP70,


threonine/tyrosine-protein kinase

RIPK2, JAK2, ABL2, MAP3K13, MATK


catalytic domain




Tyrosine-protein
 11
CLK2, RYK, DYRK1A, CLK4, MAP2K4, ZAP70, DSTYK, JAK2, MAP2K7,


kinase

ABL2, MATK


GO: 0031234~extrinsic component of
  7
KRAS, RGS1, TIAM1, ZAP70, JAK2, ABL2, MATK


cytoplasmic side of plasma membrane




GO: 0038083~peptid
  4
ZAP70, JAK2, ABL2, MATK


yl-tyrosine autophosphorylation




GO: 0004713~protein
 13
CSF2, ZMYM2, CLK2, RYK, DYRK1A, CLK4, MAP2K4, ZAP70, DSTYK,


tyrosine kinase activity

JAK2, MAP2K7, ABL2, MATK


GO: 0018108~peptid
 15
CSF2, ZMYM2, RYK, MAP2K4, TRIM27, DSTYK, PRKCD, CLK2, CLK4,


yl-tyrosine phosphorylation

DYRK1A, ZAP70, RIPK2, JAK2, MAP2K7, ABL2


GO: 0007169~transmembrane
  7
CD8A, CD8B, CSF1, ZAP70, RAPGEF1, ABL2, MATK


receptor protein tyrosine kinase




signaling pathway




SM00219: TyrKc
  5
RYK, ZAP70, JAK2, ABL2, MATK


IPR020635: Tyrosine-protein kinase,
  5
RYK, ZAP70, JAK2, ABL2, MATK


catalytic domain




IPR008266: Tyrosine-protein kinase,
  5
RYK, ZAP70, JAK2, ABL2, MATK


active site




Enrichment Score:




0.07308177427976495




GO: 0004553~hydrolase activity,
  4
CHID1, GLA, HEXB, HEXDC


hydrolyzing O-glycosyl compounds




IPR017853: Glycoside hydrolase,
  5
CHID1, GLA, HEXB, MGEA5, HEXDC


superfamily




Glycosidase
  7
GLA, NEIL2, HEXB, MGEA5, MOGS, OGG1, HEXDC


IPR013781: Glycoside hydrolase,
  3
CHID1, HEXB, HEXDC


catalytic domain




Enrichment Score:




0.07228030757809481




repeat: Solcar 3
  5
SLC25A32, SLC25A38, SLC25A28, SLC25A16, SLC25A53


repeat: Solcar 1
  5
SLC25A32, SLC25A38, SLC25A28, SLC25A16, SLC25A53


repeat: Solcar 2
  5
SLC25A32, SLC25A38, SLC25A28, SLC25A16, SLC25A53


IPR023395: Mitochondrial
  5
SLC25A32, SLC25A38, SLC25A28, SLC25A16, SLC25A53


carrier domain




IPR018108: Mitochondrial
  5
SLC25A32, SLC25A38, SLC25A28, SLC25A16, SLC25A53


substrate/solute carrier




Enrichment Score:




0.07048632895684756




Viral nucleoprotein
  3
EFTUD2, LARP1B, HNRNPLL


GO: 0019013~viral nucleocapsid
  3
EFTUD2, LARP1B, HNRNPLL


Virion
  4
ERVK13-1, EFTUD2, LARP1B, HNRNPLL


Enrichment Score:




0.07022853299749594




zinc finger region: FYVE-type
  4
PLEKHF2, HGS, EEA1, RFFL


SM00064: FYVE
  3
PLEKHF2, HGS, EEA1


IPR000306: Zinc
  3
PLEKHF2, HGS, EEA1


finger, FYVE-type




IPR017455: Zinc
  3
PLEKHF2, HGS, EEA1


finger, FYVE-related




Enrichment Score:




0.06811532390904307




zinc finger region:
 11
ZNF43, ZNF529, ZNF44, ZNF28, ZNF121, ZNF675, ZNF766, ATMIN, ZNF586,


C2H2-type 2; degenerate

ZBTB38, ZNF37A


zinc finger region:
  5
ZNF43, ZNF28, ZNF131, ZNF675, ZNF493


C2H2-type 4; degenerate




zinc finger region:
  4
ZNF43, ZNF721, ZNF268, ZNF493


C2H2-type 22




zinc finger
  4
ZNF43, ZNF268, ZNF780B, ZNF493


region: C2H2-type 21




GO: 0003676~nucleic
112
RALY, ZNF583, CNOT8, RNASEH1, ZNF638, SART3, DDX23, ZFP90, TIA1,


acid binding

TARDBP, DHX34, RBM10, ZNF101, ZNF43, R3HCC1, ZNF44, ZNF644,




ZNF814, ZNF7, DHX29, ZNF587, ZNF586, ZNF430, SETD1A, ZNF131, RAC1,




PPIL4, DDX42, ZNF529, IKZF2, KIAA1586, KLF13, SREK1, ZNF121,




ZBTB40, MTHFSD, ENDOD1, SAFB2, JAZFL PPRC1, HIVEP1, RNPC3,




POP?




HNRNPLL, ZEB1, ZBTB38, ZNF148, AEN, RBAK-RBAKDN, ZNF721,




ZNF720, TSEN2, ZCCHC6, ZNF493, ZCCHC7, ZCCHC10, RBM42, ZFX,




SPEN, TTF2, RECQL, POGK, RBMX2, ZNF746, CPSF4, ZNF740, ZNF276,




ZNF275, ZNF274, RBM33, ZBTB10, ZBTB11, CBLL1, ERI3, ZNF780B,




ZNF780A, SF3B4, SF3B3, CHD1L, DDX19A, REX01, AGO2, DHX16,




ZSCAN25, MSI2, THAP1, ZNF268, RBM28, EHD4, TTC14, RBM23, ZNF28,




ALYREF, TRIM27, RAF1, GPANK1, SAMHD1, SF3A2, ZNF664, ZNF672,




POLDIP3, RBM19, ZNF764, ZNF766, RBM15


zinc finger region:
  4
ZNF43, ZNF268, ZNF780B, ZNF493


C2H2-type 20




zinc finger region:
 12
ZNF529, ZNF44, ZNF28, ZNF121, ZNF800, ZNF675, ZNF746, ZNF721,


C2H2-type 1; degenerate

ZNF766, ZNF493, ZNF586, ZNF37A


zinc finger
  8
ZNF43, ZNF44, ZNF28, ZNF721, ZNF268, ZNF780B, ZNF780A, ZNF493


region: C2H2-type 17




zinc finger region:
  6
ZNF43, ZNF28, ZNF721, ZNF268, ZNF780B, ZNF493


C2H2-type 18




zinc finger region:
  5
ZNF43, ZNF721, ZNF268, ZNF780B, ZNF493


C2H2-type 19




zinc finger region:
 11
ZNF43, ZNF44, ZNF534, ZNF28, ZNF675, ZNF7, ZNF721, ZNF268, ZNF780B,


C2H2-type 15

ZNF780A, ZNF493


zinc finger region:
  8
ZNF43, ZNF44, ZNF28, ZNF721, ZNF268, ZNF780B, ZNF780A, ZNF493


C2H2-type 16




zinc finger region:
 12
ZNF43, ZNF44, ZNF672, ZNF534, ZNF28, ZNF675, ZNF7, ZNF721, ZNF268,


C2H2-type 14

ZNF780B, ZNF780A, ZNF493


zinc finger
 49
ZNF276, ZNF275, ZNF430, ZNF274, ZNF292, ZNF534, ZNF583, ZBTB10,


region: C2H2-type 1

ZBTB11, ZNF131, ZNF511, CTCF, ZKSCAN1, ZEB1, ZNF780B, ZNF780A,




ZBTB38, ZNF148, ZFP90, ZSCAN25, ZNF394, ZNF268, ZNF101, PLAGL2,




IKZF5, ZNF43, EGR1, IKZF2, ZNF644, KLF13, KLF10, ZHX1, ZFX, ZBTB40,




ZNF7, ATMIN, TRERF1, ZNF664, ZNF672, SP1, ZNF277, JAZFL HIVEP2,




PRDM2, ZBTB2, HIVEP1, ZNF764, ZNF587, ZNF740


zinc finger
 28
ZNF275, ZNF430, ZNF583, ZNF534, ZBTB11, ZNF675, CTCF, ZNF780B,


region: C2H2-type

ZNF780A, ZBTB38, ZFP90, ZNF721, ZNF268, ZNF493, ZNF101, ZNF43,


10

ZNF529, ZNF44, ZNF28, ZNF121, ZFX, ZBTB40, ZNF7, ZNF37A, ZNF672,




ZNF587, ZNF766, ZNF586


zinc finger
 31
ZNF275, ZNF292, ZNF430, ZNF583, ZNF534, ZBTB11, ZNF675, CTCF,


region: C2H2-type 9

ZNF780B, ZNF780A, ZBTB38, ZFP90, ZNF721, ZNF268, ZNF493, ZNF101,




ZNF43, ZNF529, ZNF44, ZNF28, POGZ, ZNF121, ZFX, ZBTB40, ZNF7,




ZNF37A, ZNF664, ZNF672, ZNF587, ZNF766, ZNF586


zinc finger
 23
ZNF43, ZNF275, ZNF529, ZNF430, ZNF44, ZNF583, ZNF534, ZNF28,


region: C2H2-type

ZNF121, ZBTB11, ZFX, ZNF675, ZNF7, ZNF780B, ZNF780A, ZNF37A,


11

ZNF672, ZFP90, ZNF721, ZNF268, ZNF587, ZNF493, ZNF586


zinc finger
 19
ZNF43, ZNF44, ZNF583, ZNF534, ZNF28, ZBTB11, ZFX, ZBTB40, ZNF675,


region: C2H2-type

ZNF7, ZNF780B, ZNF780A, ZNF37A, ZNF672, ZFP90, ZNF721, ZNF268,


12

ZNF587, ZNF493


zinc finger
 52
ZNF292, ZNF583, ZNF534, ZKSCAN1, CTCF, ZEB1, ZNF148, ZFP90,


region: C2H2-type 2

ZNF394, ZNF721, ZNF493, ZNF101, EGR1, ZNF44, ZNF644, POGZ, ZHX1,




ZFX, ZNF7, TRERF1, ZNF277, PRDM2, ZNF746, ZNF587, ZNF740, ZNF276,




ZNF275, ZNF274, ZNF430, ZBTB10, ZBTB11, ZNF131, ZNF800, ZNF511,




ZNF780B, ZNF780A, ZSCAN25, ZNF268, PLAGL2, IKZF5, IKZF2, KLF13,




KLF10, ZBTB40, ZNF664, ZNF672, SP1, JAZFL HIVEP2, HIVEP1, ZBTB2,




ZNF764


zinc finger
 41
ZNF275, ZNF430, ZNF292, ZNF583, ZNF534, ZBTB11, ZNF131, ZNF800,


region: C2H2-type 6

ZNF675, ZKSCAN1, CTCF, ZEB1, ZNF780B, ZNF780A, ZBTB38, ZFP90,




ZSCAN25, ZNF721, ZNF394, ZNF268, ZNF101, PLAGL2, ZNF43, ZNF529,




ZNF44, IKZF2, ZNF644, ZNF28, POGZ, ZNF121, ZFX, ZBTB40, ZNF7,




ZNF664, ZNF37A, ZNF672, PRDM2, ZNF764, ZNF587, ZNF766, ZNF586


IPRO07087: Zinc
 72
ZNF292, ZNF534, ZNF583, ZNF675, CTCF, ZKSCAN1, ZEB1, ZNF638,


finger, C2H2

ZBTB38, BRPF1, ZNF148, ZFP90, ZNF106, ZNF721, ZNF394, RBM10,




ZNF493, ZNF101, ZNF43, EGR1, ZNF44, ZNF644, POGZ, ZFX, ZHX1,




ZNF814, APTX, ZNF7, TRERF1, ZNF37A, ZNF277, PRDM2, ZNF746,




ZNF587, ZNF740, ZNF586, ZNF276, DPF2, ZNF275, ZNF430, ZNF274,




ZBTB10, ZBTB11, ZNF131, ZNF800, ZNF511, DUSP12, EEA1, ZNF780B,




ZNF780A, ZSCAN25, ZNF268, PLAGL2, IKZF5, ZNF529, IKZF2, ZNF28,




KLF13, ZNF121, KLF10, ZBTB40, FOXP3, ATMIN, ZNF664, ZNF672, SP1,




JAZFL, HIVEP2, HIVEP1, ZBTB2, ZNF764, ZNF766


SM00355: ZnF_C2H
 66
ZNF292, ZNF534, ZNF583, ZNF675, CTCF, ZKSCAN1, ZEB1, ZNF638,


2

ZBTB38, ZNF148, ZFP90, ZNF106, ZNF721, ZNF394, ZN1F493, ZNF101,




ZNF43, EGR1, ZNF44, ZNF644, POGZ, ZFX, ZHX1, ZNF814, ZNF7, TRERF1,




ZNF37A, ZNF277, PRDM2, ZNF746, ZNF587, ZNF740, ZNF586, ZNF276,




DPF2, ZNF275, ZNF430, ZNF274, ZBTB10, ZBTB11, ZNF131, ZNF800,




ZNF511, ZNF780B, ZNF780A, ZSCAN25, ZNF268, PLAGL2, IKZF5, ZNF529,




IKZF2, ZNF28, KLF13, ZNF121, KLF10, ZBTB40, ATMIN, ZNF664, ZNF672,




SP1, JAZFL HIVEP2, HIVEP1, ZBTB2, ZNF764, ZNF766


zinc finger
 14
ZNF43, ZNF44, ZNF534, ZNF28, ZFX, ZNF675, ZNF7, ZNF780B, ZNF780A,


region: C2H2-type 13

ZNF672, ZFP90, ZNF268, ZNF587, ZNF493


zinc finger
 44
ZNF276, ZNF275, ZNF430, ZNF274, ZNF292, ZNF583, ZNF534, ZBTB11,


region: C2H2-type 5

ZNF131, ZNF800, ZNF675, ZKSCAN1, CTCF, ZEB1, ZNF780B, ZNF780A,




ZBTB38, ZFP90, ZSCAN25, ZNF394, ZNF268, ZNF493, ZNF101, PLAGL2,




IKZF5, ZNF43, ZNF529, ZNF44, IKZF2, ZNF644, ZNF28, POGZ, ZNF121,




ZFX, ZBTB40, ZNF7, ZNF664, ZNF37A, PRDM2, HIVEP1, ZNF764, ZNF587,




ZNF766, ZNF586


domain: KRAB
 25
ZNF275, ZNF430, ZNF534, ZNF583, ZNF675, ZKSCAN1, ZNF780B,




ZNF780A, ZFP90, ZNF394, ZNF268, ZNF720, ZNF101, ZNF43, ZNF529,




ZNF44, ZNF28, ZNF7, ZNF37A, POGK, ZNF764, ZNF746, ZNF587, ZNF766,




ZNF586


IPR015880: Zinc
 66
ZNF292, ZNF534, ZNF583, ZNF675, CTCF, ZKSCAN1, ZEB1, ZNF638,


finger, C2H2-like

ZBTB38, ZNF148, ZFP90, ZNF106, ZNF721, ZNF394, ZN1F493, ZNF101,




ZNF43, EGR1, ZNF44, ZNF644, POGZ, ZFX, ZHX1, ZNF814, ZNF7, TRERF1,




ZNF37A, ZNF277, PRDM2, ZNF746, ZNF587, ZNF740, ZNF586, ZNF276,




DPF2, ZNF275, ZNF430, ZNF274, ZBTB10, ZBTB11, ZNF131, ZNF800,




ZNF511, ZNF780B, ZNF780A, ZSCAN25, ZNF268, PLAGL2, IKZF5, ZNF529,




IKZF2, ZNF28, KLF13, ZNF121, KLF10, ZBTB40, ATMIN, ZNF664, ZNF672,




SP1, JAZFL HIVEP2, HIVEP1, ZBTB2, ZNF764, ZNF766


SM00349: KRAB
 29
ZNF274, ZNF430, ZNF583, ZNF534, ZNF675, ZKSCAN1, ZNF780B,




ZNF780A, ZFP90, RBAK-RBAKDN, ZNF394, ZNF721, ZNF268, ZNF720,




ZNF493, ZNF101, ZNF43, ZNF529, ZNF44, ZNF28, ZNF814, ZNF7, ZNF37A,




POGK, ZNF764, ZNF746, ZNF587, ZNF766, ZNF586


IPR013087: Zinc
 60
ZNF292, ZNF583, ZNF534, ZNF675, ZKSCAN1, CTCF, ZEB1, ZBTB38,


finger C2H2-

ZNF148, ZFP90, ZNF721, ZNF394, ZNF493, ZNF101, ZNF43, EGR1, ZNF44,


type/integrase DNA-

ZNF644, ZFX, ZNF814, ZNF7, ZNF37A, PRDM2, ZNF746, ZNF587, ZNF740,


binding domain

ZNF586, ZNF276, ZNF275, ZNF430, ZNF274, ZBTB10, ZBTB11, ZNF131,




ZNF800, ZNF511, CBLL1, ZNF780B, ZNF780A, ZSCAN25, ZNF268, PLAGL2,




IKZF5, ZNF529, IKZF2, ZNF28, KLF13, ZNF121, KLF10, ZBTB40, FOXP3,




ZNF664, ZNF672, SP1, JAZFL HIVEP2, HIVEP1, ZBTB2, ZNF764, ZNF766


zinc finger
 50
ZNF292, ZNF583, ZNF534, ZKSCAN1, CTCF, ZEB1, ZBTB38, ZNF148,


region: C2H2-type 3

ZFP90, ZNF394, ZNF493, EGR1, ZNF44, ZNF644, POGZ, ZFX, ZNF7,




TRERF1, ZNF37A, PRDM2, ZNF746, ZNF587, ZNF276, ZNF275, ZNF274,




ZNF430, ZBTB11, ZNF131, ZNF800, ZNF511, ZNF780B, ZNF780A,




ZSCAN25, ZNF268, PLAGL2, IKZF5, ZNF529, IKZF2, ZNF28, KLF13,




ZNF121, KLF10, ZBTB40, ZNF664, ZNF672, SP1, HIVEP2, HIVEP1, ZNF764,




ZNF766


IPR001909: Krueppe
 30
ZNF274, ZNF430, ZNF583, ZNF534, ZNF675, ZKSCAN1, ZNF780B,


1-associated box

ZNF780A, ZFP90, ZSCAN25, RBAK-RBAKDN, ZNF394, ZNF721, ZNF268,




ZNF720, ZNF493, ZNF101, ZNF43, ZNF529, ZNF44, ZNF28, ZNF814, ZNF7,




ZNF37A, POGK, ZNF746, ZNF764, ZNF587, ZNF766, ZN1F586


zinc finger
 34
ZNF275, ZNF430, ZNF292, ZNF583, ZNF534, ZBTB11, ZNF800, ZNF675,


region: C2H2-type 7

CTCF, ZNF780B, ZNF780A, ZBTB38, ZFP90, ZNF721, ZNF394, ZNF268,




ZNF101, ZNF43, ZNF529, ZNF44, ZNF644, ZNF28, POGZ, ZNF121, ZFX,




ZBTB40, ZNF7, ZNF37A, ZNF664, ZNF672, ZNF764, ZN1F587, ZNF766,




ZNF586


zinc finger
 30
ZNF275, ZNF292, ZNF430, ZNF583, ZNF534, ZBTB11, ZNF675, CTCF,


region: C2H2-type 8

ZNF780B, ZNF780A, ZBTB38, ZFP90, ZNF721, ZNF268, ZNF101, ZNF43,




ZNF529, ZNF44, ZNF28, POGZ, ZNF121, ZFX, ZBTB40, ZNF7, ZNF37A,




ZNF664, ZNF672, ZNF587, ZNF766, ZNF586


zinc finger
 43
ZNF276, ZNF275, ZNF430, ZNF274, ZNF292, ZNF583, ZNF534, ZBTB11,


region: C2H2-type 4

ZNF800, ZKSCAN1, CTCF, ZNF780B, ZNF780A, ZBTB38, ZNF148, ZFP90,




ZSCAN25, ZNF721, ZNF394, ZNF268, ZNF101, PLAGL2, IKZF5, ZNF529,




ZNF44, IKZF2, ZNF644, POGZ, ZNF121, ZFX, ZBTB40, ZNF7, ZNF37A,




ZNF664, ZNF672, HIVEP2, PRDM2, HIVEP1, ZNF746, ZNF764, ZNF587,




ZNF766, ZNF586


Enrichment Score:




0.06745858636176846




short sequence
  3
IL2RB, IL6ST, IL4R


motif: Box 1 motif




short sequence
  3
IL2RB, IL6ST, IL4R


motif: WSXWS motif




IPR003961: Fibronectin,
  9
ATF7IP, IFNAR2, IL2RB, IL6ST, IL4R, LRRN3, IFNGR2, ATF7IP2, IFNAR1


type III




Enrichment Score:




0.06738194626763314




domain: Ig-like C1-type
  4
HLA-DPA1, MR1, HLA-DPB1, TAPBPL


region of
  4
HLA-DPA1, MR1, HLA-DPB1, CRYBB2


interest: Connecting peptide




GO: 0042605~peptide antigen binding
  3
HLA-DPA1, MR1, HLA-DPB1


IPR003597: Immuno globulin C1-set
  6
HLA-DPA1, MR1, HLA-DPB1, TRDC, TAPBPL, IGHM


IPR003006: Immuno globulin/major
  5
HLA-DPA1, MR1, HLA-DPB1, TAPBPL, IGHM


histocompatibility complex,




conserved site




SM00407: IGc 1
  5
HLA-DPA1, MR1, HLA-DPB1, TAPBPL, IGHM


IPR011162: MHC classes I/II-like
  3
HLA-DPA1, MR1, HLA-DPB1


antigen recognition protein




Enrichment Score:




0.0547491368027546




IPR023415: Low-density lipoprotein
  4
DGCR2, CD320, LRP10, LDLRAD4


(LDL) receptor class A, conserved site




SM00192: LDLa
  4
DGCR2, CD320, LRP10, LDLRAD4


IPR002172: Low-density lipoprotein
  4
DGCR2, CD320, LRP10, LDLRAD4


(LDL) receptor class A repeat




Enrichment Score:




0.05398774065645578




metal ion-binding
  3
SYT11, PMF1, PRKCB


site: Calcium 3




metal ion-binding
  5
ATP2C1, SYT11, PMF1, FURIN, PRKCB


site: Calcium 2




metal ion-binding
  4
SYT11, PMF1, FURIN, PRKCB


site: Calcium 1




Enrichment Score:




0.05304803073201943




Thiol protease inhibitor
  4
XIAP, CARD16, CSTB, BIRC6


GO: 0004869~cysteine-type
  3
CARD16, CSTB, BIRC6


endopeptidase inhibitor activity




GO: 0010951~negative regulation of
  8
SERPINB9, CARD16, SPOCK2, CSTB, SERPINB1, BIRC6, FURIN, APLP2


endopeptidase activity




Protease inhibitor
  7
SERPINB9, XIAP, CARD16, CSTB, SERPINB1, BIRC6, APLP2


Serine protease inhibitor
  3
SERPINB9, SERPINB1, APLP2


GO: 0004867~serine-type endopeptidase
  4
SERPINB9, SERPINB1, FURIN, APLP2


inhibitor activity




Enrichment Score:




0.04732472305636867




GO: 0046983~protein dimerization
 16
E2F3, E2F4, AIFM1, PEX3, MXI1, ATM, MXD4, SREBF2, PEF1, NCOA1,


activity

NCOA2, HES4, NUP210, GATA3, PPP3CB, FBXW11


DNA-binding
 16
BACH2, CREBZF, CREB1, MXI1, MXD4, SREBF2, ATF6, ATF5, FOS,


region: Basic motif

NCOA1, NCOA2, HES4, JUN, NFE2L2, NFE2L3, TCF3


SM00353: HLH
  7
NCOA1, NCOA2, HES4, MXI1, TCF3, MXD4, SREBF2


domain: Helix-loop-helix motif
  7
NCOA1, NCOA2, HES4, MXI1, TCF3, MXD4, SREBF2


IPR011598: Myc-type, basic helix-
  7
NCOA1, NCOA2, HES4, MXI1, TCF3, MXD4, SREBF2


loop-helix (bHLH) domain




Enrichment Score:




0.04017008442387107




hsa04918: Thyroid hormone synthesis
  9
GPX1, ADCY7, CREB1, PRKACB, PDIA4, GPX7, TTF2, PRKCB, ITPR2


hsa04925: Aldosterone synthesis and
  9
ORAIl, CAMK4, ADCY7, CREB1, NR4A1, PRKACB, PRKD3, PRKCB, ITPR2


secretion




hsa04750: Inflammatory mediator
 10
ADCY7, MAPK13, PRKCH, MAPK8, PRKACB, PRKCD, PPP1CB, PIK3R1,


regulation of TRP channels

PRKCB, ITPR2


hsa04971: Gastric acid secretion
  5
ADCY7, HRH2, PRKACB, PRKCB, ITPR2


hsa04970: Salivary secretion
  6
ATP2B4, ADCY7, PRKACB, VAMP2, PRKCB, ITPR2


hsa04723: Retrograde endocannabinoid
  7
MAPK1, ADCY7, MAPK13, MAPK8, PRKACB, PRKCB, ITPR2


signaling




hsa04724: Glutamate rgic synapse
  8
MAPK1, GRM4, GLUL, ADCY7, PPP3CB, PRKACB, PRKCB, ITPR2


hsa05032: Morphine addiction
  6
ADCY7, PDE7A, PDE4B, PDE4D, PRKACB, PRKCB


hsa04713: Circadian entminment
  6
MAPK1, FOS, ADCY7, CREB1, PRKACB, PRKCB


hsa04020: Calcium
 13
PHKA2, PPIF, ORAIl, ATP2B4, CAMK4, ADCY7, HRH2, LHCGR, PPP3CB,


signaling pathway

STIM1, PRKACB, PRKCB, ITPR2


hsa04911: Insulin secretion
  5
ADCY7, CREB1, PRKACB, VAMP2, PRKCB


hsa04727: GABAergic synapse
  5
GABARAPL2, GLUL, ADCY7, PRKACB, PRKCB


hsa04972: Pancreatic secretion
  5
ATP2B4, ADCY7, RAC1, PRKCB, ITPR2


Enrichment Score:




0.03512913972098621




domain: IQ 1
  3
CAMTA2, IQGAP2, MYO9B


domain: IQ 2
  3
CAMTA2, IQGAP2, MYO9B


IPR000048: IQ motif, EF-hand
  3
CAMTA2, IQGAP2, MYO9B


binding site




Enrichment Score:




0.03283703716156655




GO: 0035025~positive regulation of Rho
  4
P2RY8, P2RY10, LPAR6, RAC1


protein signal transduction




GO: 0051482~positive regulation of
  3
P2RY8, P2RY10, LPAR6


cytosolic calcium ion concentration




involved in phospholipase C-activating




G-protein coupled signaling pathway




hsa04080: Neuroactive ligand-receptor
  7
P2RY8, GRM4, TSPO, P2RY10, HRH2, LPAR6, LHCGR


interaction




IPR000276: G protein-coupled
  9
P2RY8, P2RY10, RABGAP1, HRH2, CXCR4, LPAR6, CCR4, LHCGR, CXCR3


receptor, rhodopsin-like




G-protein coupled receptor
 10
P2RY8, GRM4, P2RY10, RABGAP1, HRH2, CXCR4, LPAR6, CCR4, LHCGR,




CXCR3


IPR017452: GPCR,
  9
P2RY8, P2RY10, RABGAP1, HRH2, CXCR4, LPAR6, CCR4, LHCGR, CXCR3


rhodopsin-like, 7TM




GO: 0004930~G-protein coupled
  9
P2RY8, GRM4, P2RY10, RABGAP1, TM2D1, CXCR4, LPAR6, IGF2R, TPRA1


receptor activity




Transducer
 11
GNA13, P2RY8, GRM4, P2RY10, RABGAP1, HRH2, CXCR4, LPAR6, CCR4,




LHCGR, CXCR3


Enrichment Score:




0.015490657362452302




domain: Ig-like V-
 13
TIGIT, BTLA, BSG, CD8A, CD8B, CTLA4, CD79B, TAPBPL, CD200,


type

BTN3A2, LSR, LAG3, PDCD1


Immunoglobulin
 29
CD8A, CD8B, IL6ST, IGHM, LSR, PDCD1, EMB, MR1, LAG3, ICAM1,


domain

IL18R1, C100RF54, BSG, LRRN3, ICAM3, CTLA4, MALT1, SLAMF7, TIGIT,




BTLA, CD84, IGSF8, BTN3A1, CD79B, MFAP3, TAPBPL, BTN3A2, CD200,




CD226


SM00409: IG
 27
CD8A, CD8B, IGHM, LSR, PDCD1, EMB, LAG3, ICAM1, IL18R1, C10ORF54,




BSG, LRRN3, ICAM3, CTLA4, MALT1, TIGIT, BTLA, CD84, IGSF8,




BTN3A1, SP1, CD79B, MFAP3, TAPBPL, CD200, BTN3A2, CD226


IPR003599: Immuno
 27
CD8A, CD8B, IGHM, LSR, PDCD1, EMB, LAG3, ICAM1, IL18R1, C10ORF54,


globulin subtype

BSG, LRRN3, ICAM3, CTLA4, MALT1, TIGIT, BTLA, CD84, IGSF8,




BTN3A1, SP1, CD79B, MFAP3, TAPBPL, CD200, BTN3A2, CD226


SM00406: IGv
  8
BTN3A1, CD8A, CD8B, CTLA4, IGHM, BTN3A2, CD200, PDCD1


IPR013106: Immuno
 16
C100RF54, CD8A, CD8B, CTLA4, SLAMF7, IGHM, PDCD1, TIGIT, BTN3A1,


globulin V-set

IGSF8, SP1, CD79B, TAPBPL, CD200, CD226, BTN3A2


IPR007110: Immuno
 33
CD8A, IL6ST, CD8B, TRDC, IGHM, LSR, PDCD1, HLA-DPB1, EMB, MR1,


globulin-like domain

LAG3, ICAM1, IL18R1, C10ORF54, BSG, ICAM3, LRRN3, CTLA4, MALT1,




SLAMF7, TIGIT, BTLA, CD84, IGSF8, BTN3A1, SP1, CD79B, HLA-DPA1,




MFAP3, TAPBPL, BTN3A2, CD200, CD226


IPR013783: Immuno
 43
CD8A, IL6ST, CD8B, TRDC, IGHM, LSR, PDCD1, MYCBP2, IL4R, HLA-


globulin-like fold

DPB1, EMB, MR1, NFATC2, IFNGR2, LAG3, ATF7IP, ICAM1, C100RF54,




IL18R1, IL2RB, BSG, RELA, ICAM3, LRRN3, CTLA4, MALT1, SLAMF7,




FLNA, IFNAR1, CD84, TIGIT, BTLA, IFNAR2, BTN3A1, IGSF8, SP1, CD79B,




HLA-DPA1, MFAP3, TAPBPL, BTN3A2, CD200, CD226


Enrichment Score:




0.012624733221056823




SM00431: SCAN
  4
ZNF274, ZSCAN25, ZKSCAN1, ZNF394


domain SCAN box
  4
ZNF274, ZSCAN25, ZKSCAN1, ZNF394


IPR003309: Transcription regulator
  4
ZNF274, ZSCAN25, ZKSCAN1, ZNF394


SCAN




IPR008916: Retrovirus capsid, C-
  4
ZNF274, ZSCAN25, ZKSCAN1, ZNF394


terminal




Enrichment Score:




0.01039742026464367




domain.VWFA
  5
ITGAE, INTS6, CPNE1, PARP4, ITGB1


IPR002035: von
  5
ITGAE, INTS6, CPNE1, PARP4, ITGB1


Willebrand factor, type A




SM00327: VWA
  3
ITGAE, CPNE1, PARP4


Enrichment Score:




0.010098512996503222




SM00339: FH
  3
FOXK2, FOXJ3, FOXP3


DNA-binding region: Fork-head
  3
FOXK2, FOXJ3, FOXP3


IPR001766: Transcription factor,
  3
FOXK2, FOXJ3, FOXP3


fork head




Enrichment Score:




0.009453656970068324




GO: 0014069~postsynaptic density
 15
DBNL, LZTS3, DNM3, SYT11, FMR1, RGS19, STRN, DTNBP1, RGS14, PJA2,




NCOA2, SIPA1L1, SOS1, PDE4B, GOPC


Postsynaptic cell
 11
PJA2, PRR7, LZTS3, SIPA1L1, FMR1, UTRN, CL STN1, GOPC, TMUB1,


membrane

DTNBP1, RGS14


Cell junction
 51
LZTS3, LIMA1, UTRN, CL STN1, DSTYK, ARHGAP17, ZNRF1, MIT′,




CXCR4, TIAM1, GOPC, ILK, SNTB1, TMUB1, ZYX, DPP4, PARVG, SYMPK,




DBNL, ACTN4, FMR1, PKN2, VEZT, GAK, PJA2, SIPA1L1, KRIT1, TBCD,




ASH1L, TCHP, SDCBP, VAMP2, MPST, LIMS1, ARFGEF2, ITGB1, APBB lIP,




DTNBP1, PRR7, LPXN, RAB11B, SNAP23, EMB, PLEC, APC, FYB, ICA1,




SYT11, SNAPIN, RGS14, SYNE2


GO: 0045211~postsynaptic
 13
LZTS3, FMR1, CL STN1, UTRN, STRN, PIEN, DTNBP1, RGS14, PRR7, PJA2,


membrane

SIPA1L1, GOPC, TMUB1


Synapse
 23
LZTS3, DBNL, ICA1, SYT11, FMR1, UTRN, CL STN1, SNAPIN, ZNRF1,




ARFGEF2, DTNBP1, RGS14, PJA2, PRR7, MFF, SIPA1L1, GOPC, RAB11B,




TMUB1, VAMP2, SNAP23, EMB, MPST


GO: 0030054~cell
 32
LZTS3, OSBP, UTRN, CL STN1, DSTYK, ZNRF1, ARFGEF2, DTNBP1, PRR7,


junction

MFF, CXCR4, GOPC, ILK, RAB11B, TMUB1, EMB, FYB, ICA1, SYT11,




FMR1, PKN2, SMC5, SNAPIN, RGS14, NRIP1, PJA2, DCP2, GTF2F1,




SIPA1L1, DDB2, VAMP2, MPST


Enrichment Score:




0.004733778950614591




GO: 0005244~voltage-gated ion channel
  3
TMEM109, CLIC1, HVCN1


activity




GO: 0034765~regulation of ion
  3
TMEM109, CLIC1, HVCN1


transmembrane transport




Voltage-gated channel
  3
TMEM109, CLIC1, HVCN1


Enrichment Score:




0.0031554828769724845




domain: PDZ
  7
PDZD8, TIAM1, SIPA1L1, GOPC, RAPGEF6, SNTB1, MPP6


SM00228: PDZ
  9
PDZD8, IL16, TIAM1, SIPA1L1, GOPC, RAPGEF6, SNTB1, SDCBP, MPP6


IPR001478: PDZ domain
  9
PDZD8, IL16, TIAM1, SIPA1L1, GOPC, RAPGEF6, SNTB1, SDCBP, MPP6


Enrichment Score:




0.0017938227712904558




repeat: LRR 12
  6
NLRC5, SYNE2, LRRC8B, LRRN3, LRRC8D, SHOC2


repeat: LRR 11
  6
NLRC5, SYNE2, LRRC8B, LRRN3, LRRC8D, SHOC2


repeat: LRR 10
  7
NLRC5, SYNE2, PPP1R7, LRRC8B, LRRN3, LRRC8D, SHOC2


repeat: LRR 13
  4
NLRC5, SYNE2, LRRC8B, SHOC2


repeat: LRR 9
  7
NLRC5, SYNE2, PPP1R7, LRRC8B, LRRN3, LRRC8D, SHOC2


repeat: LRR 7
 10
NLRC5, RSUl, SYNE2, PPP1R7, LRRC8B, LRRC41, LRRN3, LRRC8D,




LHCGR, SHOC2


repeat: LRR 6
 12
NLRC5, RSUl, SYNE2, PPP1R7, LRRC8B, LRRC41, LRRN3, LRRC8D,




LHCGR, SHOC2, RANGAP1, XRRA1


repeat: LRR 8
  7
NLRC5, SYNE2, PPP1R7, LRRC8B, LRRN3, LRRC8D, SHOC2


repeat: LRR 5
 13
NLRC5, RSUl, SYNE2, PPP1R7, LRRC8B, LRRC41, LRRN3, LRRC8D,




LRRC59, LHCGR, SHOC2, RANGAP1, XRRA1


SM00369: LRR_TYP
  9
RSUl, PPP1R7, LRRC8B, CNOT6L, LRRN3, LRRC8D, LRRC59, SHOC2,




XRRA1


IPR003591: Leucine-rich repeat, typical
  9
RSUl, PPP1R7, LRRC8B, CNOT6L, LRRN3, LRRC8D, LRRC59, SHOC2,


subtype

XRRA1


repeat: LRR 4
 14
NLRC5, RSUl, SYNE2, PPP1R7, LRRC8B, LRRC41, LRRN3, LRRC8D,




LRRC59, LHCGR, FBXL5, SHOC2, RANGAP1, XRRA1


repeat: LRR 3
 16
RSUl, LRRC8B, LRRC41, LRRC8D, LHCGR, LRRN3, SHOC2, RANGAP1,




XRRA1, NLRC5, SYNE2, PPP1R7, KDM2A, CNOT6L, LRRC59, FBXL5


Leucine-rich repeat
 16
RSUl, LRRC8B, LRRC41, LRRC8D, LHCGR, LRRN3, SHOC2, RANGAP1,




XRRA1, NLRC5, PPP1R7, KDM2A, CNOT6L, LRRC59,1413XL5, FBXL15


repeat: LRR 1
 17
RSUl, LRRC8B, LRRC41, LRRC8D, LHCGR, LRRN3, SHOC2, RANGAP1,




XRRA1, NLRC5, SYNE2, KDM2A, PPP1R7, CNOT6L, LRRC59, FBXL5,




HECTD4


repeat: LRR 2
 17
RSUl, LRRC8B, LRRC41, LRRC8D, LHCGR, LRRN3, SHOC2, RANGAP1,




XRRA1, NLRC5, SYNE2, KDM2A, PPP1R7, CNOT6L, LRRC59, FBXL5,




HECTD4


IPR001611: Leucine-
 13
RSUl, LRRC8B, LRRN3, LRRC8D, SHOC2, RANGAP1, XRRA1, NLRC5,


rich repeat

PPP1R7, CNOT6L, LRRC59, FBXL5, FBXL15


Enrichment Score:




5.610490263279422E−4




GO: 0006814~sodium ion transport
  4
NDUFA9, COMMD3, SLC38A10, COMMD9


Sodium
  5
SLC20A2, COMMD3, SLC38A10, POLB, COMMD9


Sodium transport
  4
SLC20A2, COMMD3, SLC38A10, COMMD9


Enrichment Score:




2.1717103654966732E−4




domain: Ig-like C2-type 4
  3
ICAM1, IGSF8, ICAM3


domain: Ig-like C2-type 3
  5
ICAM1, IL18R1, IGSF8, ICAM3, LAG3


domain: Ig-like C2-type 1
  7
ICAM1, IL18R1, IGSF8, ICAM3, MALT1, CD226, LAG3


domain: Ig-like C2-type 2
  7
ICAM1, IL18R1, IGSF8, ICAM3, MALT1, CD226, LAG3


Enrichment Score:




1.8372944146090797E−4




domain.C-type lectin
  3
DGCR2, CD93, KLRD1


SM00034: CLECT
  3
DGCR2, CD93, KLRD1


IPR016186: C-type lectin-like
  4
DGCR2, CLECL1, CD93, KLRD1


IPR001304: C-type lectin
  3
DGCR2, CD93, KLRD1


IPR016187: C-type lectin fold
  4
DGCR2, CLECL1, CD93, KLRD1


Lectin
  7
GALNT2, BSG, DGCR2, CLECL1, CD93, KLRD1, LGALS9


Enrichment Score:




1.3260097487500437E−4




repeat: 1
 16
BRF1, BRF2, VHL, TBP, GTF2B, IWS1, GLTP, PEF1, CCDC6, IGF2R,




KHSRP, HIVEP2, PCYT1A, PIAS1, RANBP2, NFATC2


repeat: 2
 15
BRF1, BRF2, VHL, TBP, GTF2B, GLTP, IWS1, PEF1, CCDC6, IGF2R,




KHSRP, HIVEP2, RANBP2, PIAS1, NFATC2


repeat: 8
  4
PEF1, VHL, IGF2R, HIVEP2


repeat: 9
  3
PEF1, IGF2R, HIVEP2


repeat: 7
  4
PEF1, VHL, IGF2R, HIVEP2


repeat: 5
  5
PEF1, CCDC6, VHL, IGF2R, HIVEP2


repeat: 6
  4
PEF1, VHL, IGF2R, HIVEP2


repeat: 3
  7
PEF1, CCDC6, VHL, IGF2R, KHSRP, HIVEP2, PCYT1A


repeat: 4
  5
PEF1, VHL, IGF2R, KHSRP, HIVEP2


Enrichment Score:




3.460852670649958E−5




Vision
  4
UNC119, PDE6D, MKKS, CRYBB2


GO: 0007601~visual
  8
ABLIM1, ATF6, UNC119, DRAM2, PDE6D, MKKS, CLN6, CRYBB2


perception




Sensory transduction
  5
UNC119, PDE6D, MKKS, DTNBP1, CRYBB2


Enrichment Score:




8.483999996378984E−6




Membrane
712
CCZ1B, CDIPT, USE1, VPS53, STRN, MPV17, RANGAP1, SLC52A2, IGHM,




FAM210A, TESPA1, ACBD5, TMEM140, TMEM147, ILK, VPS4A, JAGN1,




TMEM14B, GOLGA8A, KLRD1, IBTK, TIMMDC1, BSG, ROCK1, ROCK2,




UBE2J1, VPS41, UBE2J2, PIK3IP1, ERGIC1, BCL2L11, MARK2, TMEM131,




UNC13D, CD320, TMEM138, SIPA1L1, HLA-DPA1, ARL8B, CD226, ORAI1,




KIAA1109, MOB4, C16ORF91, RER1, CCDC91, ARF6, ARFGEF2, SLC29A1,




TMEM50B, SYPL1, RAC1, CKLF, ZAP70, HLA-DPB1, CDC42EP3, MGAT4A,




LAPTM4A, ATP11A, SPTSSA, MPC1, MPC2, APOL2, TMEM115, SYNE2,




APOL1, RGS1, ERVK13-1, ARF4, HGS, SMURF2, SYTL3, TMEM41A,




TMEM41B, C19ORF12, CD200, RTN4, LZTS3, ENOX2, SLC20A2, TSG101,




BNIP3, AP3S1, FAM169A, RTN3, OFD1, LNPEP, AP1S3, FAM168B,




TMEM109, SMAP1, SLMAP, IL4R, SPG21, CLDND1, MYB, LAG3, DPP4,




BRD8, PARVG, SYMPK, FMNL3, ZDHHC3, ARHGEF1, RAP2C, PIK3C2A,




AIFM1, ZDHHC8, KCTD20, GLCCI1, CLIC1, PI4KB, PJA2, BNIP1, BNIP2,




RIPK1, RRM1, TCHP, LRMP, OSBPL11, CHSY1, EIF5A2, ARL4C,




GRAMD1A, TMCO1, WDR45, ARL4A, CLN6, SNAP29, MFSD6, RABGAP1,




EXOC7, REPS1, CSF1, MFSD5, PML, ABHD3, EEA1, ABHD2, APBB1IP,




DGKE, DDX19A, NUP210, MPDU1, RAB11B, ILVBL, ARMCX3, CERK,




SNAP23, PCSK7, ACSL4, TRIP11, ACSL3, C1GALT1, ACSL5, SOAT1,




NBPF10, VTA1, CTLA4, DGKH, TMEM5, TTC17, TMEM2, NAE1, SDHA,




PLSCR1, MPHOSPH9, NRAS, P2RY10, PLEKHF2, CSNK1D, GSK3B, SDHC,




BNIP3L, CMTM7, DGKZ, TAPBPL, YKT6, CMTM3, NCLN, GNA13, AP1G1,




ATP6AP2, UNC50, HBS1L, TSPAN5, IDE, SLC7A6, ELOVL1, ST3GAL1,




MFF, PRKAR2A, SMIM7, PGRMC1, AAK1, SMIM8, PGRMC2, LRRC59,




RALB, DNAJC5, RNF149, SAR1B, DDOST, MATK, TMEM205, TMEM203,




SPTLC2, FMR1, STIM1, PSD4, ZNF7, PDE4D, TMEM208, HCST, PNPLA8,




TMEM106B, RNF139, VAMPS, PCMTD1, VAMP2, MFAP3, SLFN12L,




DCUN1D5, PHKA2, ARFGAP2, LITAF, IFITM1, TMEM214, IFITM2, STK10,




STAM2, LRBA, CERS6, TMEM219, SLC38A10, CDC42SE1, CERS4, TRDC,




P2RY8, DOCK2, FICD, PDE6D, CERS2, PCYT1A, RNF167, FKRP, SDF4,




TMEM30A, LYSMD3, TMEM223, HERPUD1, B4GALT3, PHACTR2, PRAF2,




TMEM222, MSMO1, SYT11, MYO1G, NIPA2, SNAPIN, PLGRKT, WIPI2,




ABCB7, FURIN, HERPUD2, NDUFV3, ATF6, TIGIT, LAMP1, LAMP2, TSC1,




NDUFV2, TRAF3IP3, PTTGlIP, NDUFAF4, LRRC8B, ATL3, LRRC8D,




CLSTN1, TMEM237, MFSD2A, PEX3, PIP5K1A, MBP, PEX2, SNTB1, VPS16,




AP5M1, CCDC107, PTDSS1, RHOF, NDUFS1, EBAG9, TBL1XR1, SIT1,




AVL9, C17ORF62, PKN2, STXBP2, TMEM248, BANP, NUP85, LPIN1, M6PR,




TMEM245, TIMM22, TMEM243, ARL3, SH2D3C, TNFSF13B, DEF6, TBCD,




IGF2R, GINM1, SLC35E1, SLC41A1, MFSD10, EMC1, SNX13, SNX11,




SNX19, GALNT2, TAPT1, NUP98, APH1A, TPRA1, PPM1A, NUP93,




TMEM259, ALDH3A2, APLP2, RNF125, NDC1, AP3M2, AP3M1, HRH2,




TSPAN31, SHISA5, SLC35B4, TMED1, SEC22B, PAFAH1B1, CCS, INPP5D,




EHD1, CD5, VP539, EHD4, GTF3C3, EBP, VHL, ATRAID, CBL, ANXA1,




RAF1, DPYSL2, BAD, TSPAN17, TMEM55B, ADI1, CLPTM1, LMBR1L,




IFIT5, JAK2, FAF1, GGA1, GGA3, VP525, RARRES3, SEC31B, TMEM19,




MRPL42, CHMP3, SEC31A, B3GALT6, ADCY7, IL6ST, VAPB, CHMP6,




NELL2, LHCGR, UTRN, CNPPD1, TMEM11, ZNRF1, PSKH1, ATP2B4,




VPS13C, GBF1, INSIG2, RAPGEF6, ERAP1, TMUB1, STAM, C60RF136,




SAYSD1, TBC1D9B, PLD3, DBNL, GPR137, CRLS1, CAPNS1, STRN3,




TRABD2A, RINT1, PIM1, NKTR, MGAT1, MGAT2, CD37, BTN3A1, RAB18,




ATP2C1, CCR4, LPAR6, ACAP1, ACAP2, CDCA7L, AMFR, TMEM184C,




ADD3, BTN3A2, ADD1, SUCO, TMX2, GPATCH2L, GLG1, CLCN3, LMNB2,




TMX3, BROX, NPIPB4, ASAP1, SFXN4, AKAP10, RFFL, PPAT, FAM65B,




SERINC3, SLC11A2, KRAS, SERINC1, STX17, EMB, STX10, GPR155,




ST6GAL1, OSBPL3, TM2D1, S100A10, SLAMF7, CD63, CDC27, BTLA,




CD55, ATP13A1, RNF4, CD59, KIAA0922, CNIH4, BET1L, RIT1, SPG7,




COX11, RAB5B, RAB5C, VPS37B, HELZ, CD151, HVCN1, ATG2B, FAR1,




EFHD2, ATAD3A, DNAJC15, GOLGA7, DNAJC16, PARL, GNPAT,




ATP6V0D1, ATP5H, C10ORF54, ICAM1, LPGAT1, JKAMP, ICAM3, VEZT,




CYB5A, FAM76B, RHBDD1, METTL2B, MIEN1, RHBDD2, TNFRSF10A,




GRM4, TRAP1, CHMP1A, ZDHHC16, NUS1, ZDHHC12, RAB5A, CNEP1R1,




ORMDL3, MOSPD1, FKBP11, MAP3K13, LIMS1, BET1, DNAJC30, SFT2D2,




LPXN, STT3A, PEX19, GNPTAB, TYW1, BCL2, PEX16, IPCEF1, CD27,




IL18R1, IMMT, LRRN3, BIRC6, ITPR2, SAMD8, COG3, COGS, DRAM2,




RAB30, SLC16A7, AP2A1, EEF1E1, MTFP1, RAB35, MBOAT1, RBM15,




FAM126B, GOLGB1, TSPO, CHMP4A, DSTYK, PI4K2B, STARD3, GLT8D1,




TIAM1, CPDX, MS4A1, SLC25A28, PRKACB, LEPROT, MCOLN2, MX1,




SPN, TOR1AIP2, SCAMP3, SMIM15, MADD, C2CD5, TOR1AIP1, CHP1,




FAM118A, MOGS, TIMM8A, BCAP31, SLC25A32, IGSF8, LRP10, USO1,




SLC25A38, SDCBP, KDSR, SMIM20, VPS26A, GBP3, DERL1, MCL1, ITGAE,




CEP95, TMEM63A, UNC93B1, SNX2, RABGAP1L, NAPA, SNX4, MUM1,




ITGB1, CASD1, PRR7, PEF1, FIS1, SLC30A5, ENTPD6, HECTD4, B3GNT2,




RUNX1, YIPF6, RYK, RAB33A, SREBF2, RAB33B, REEP5, PLEKHA3,




TXNDC11, RHOT1, CPNE1, RHOT2, CD79B, AHCYL1, SLC25A16, IFI6,




DCXR, PLEKHAl, COPA, OSBP, UQCRC1, CD8A, CD8B, UTY, ECHDC1,




ARHGAP17, CXCR3, CLTC, UQCRFS1, ARHGAP15, LSR, WHAMM,




PDCD1, DGCR2, CD93, PIGF, CXCR4, GOPC, NECAP2, NECAP1, ATP8B2,




MKKS, RANBP2, MSN, TM9SF4, IFNGR2, AKT2, TM9SF2, CCDC88B,




SYNRG, RALBP1, ELP6, PRKCI, MPP6, PIGS, TMEM189, LDLRAD4,




PRKCD, PRKCB, SACM1L, IFNAR1, IMMP1L, CD84, FAM134B, NUCB1,




TNFRSF9, FAM134C, IFNAR2, C5ORF15, CLECL1, KRIT1, TMEM69, CD81,




NUCB2, UBE2W, COMMD1, C16ORF54, SPAST, PRKD3, C7ORF73, GPR108,




FAM173B, FAM173A, NDUFB7, CD247, RSAD2, CYTH2, DTNBP1,




TNFRSF1A, PSTPIP1, TMEM87A, SLC39A6, APMAP, MR1, CCZ1, SLC39A3,




APC, STAMBP, IL2RB, ICA1, PTPRE, GIMAP5, PTPRA, SUN2, RGS19,




TMBIM1, NUP155, SLC10A3, RGS14, SIRT2, CYSTM1, GIMAP1, MPG,




TMEM43, SLC6A6, SLC25A53, C9ORF69, COMTD1


Transmembrane
455
CDIPT, USE1, MPV17, SLC52A2, IGHM, FAM210A, ACBD5, TMEM140,




TMEM147, JAGN1, TMEM14B, KLRD1, TIMMDC1, BSG, UBE2J1, UBE2J2,




PIK3IP1, ERGIC1, TMEM131, CD320, TMEM138, HLA-DPA1, CD226,




ORAIl, KIAA1109, C16ORF91, RER1, SLC29A1, TMEM50B, SYPL1, CKLF,




HLA-DPB1, MGAT4A, LAPTM4A, ATP11A, MPC1, SPTSSA, MPC2, APOL2,




TMEM115, SYNE2, APOL1, ERVK13-1, ARF4, SMURF2, TMEM41A,




C19ORF12, TMEM41B, CD200, RTN4, SLC20A2, BNIP3, RTN3, FAM168B,




LNPEP, OFD1, TMEM109, IL4R, SLMAP, CLDND1, MYB, LAG3, DPP4,




BRD8, ZDHHC3, AIFM1, ZDHHC8, KCTD20, CLIC1, GLCCI1, BNIP1,




BNIP2, RRM1, LRMP, CHSY1, TMCO1, GRAMD1A, WDR45, CLN6, MFSD6,




RABGAP1, CSF1, MFSD5, ABHD3, ABHD2, DGKE, NUP210, MPDUL




ILVBL, ARMCX3, SNAP23, PCSK7, ACSL4, ACSL3, C1GALT1, ACSL5,




SOAT1, NBPF10, CTLA4, TMEM5, TMEM2, PLSCR1, P2RY10, SDHC,




BNIP3L, CMTM7, TAPBPL, CMTM3, NCLN, ATP6AP2, UNC50, TSPAN5,




HBS1L, SLC7A6, ST3GAL1, ELOVL1, MFF, SMIM7, PGRMC1, SMIM8,




LRRC59, PGRMC2, DNAJC5, RNF149, DDOST, TMEM205, TMEM203,




SPTLC2, STIM1, ZNF7, HCST, TMEM208, TMEM106B, PNPLA8, RNF139,




VAMPS, MFAP3, VAMP2, SLFN12L, DCUN1D5, TMEM214, IFITM1, LITAF,




IFITM2, LRBA, CERS6, TMEM219, SLC38A10, CERS4, TRDC, P2RY8, FICD,




CERS2, RNF167, FKRP, TMEM30A, LYSMD3, TMEM223, HERPUD1,




B4GALT3, PRAF2, MSMO1, TMEM222, SYT11, NIPA2, PLGRKT, ABCB7,




HERPUD2, FURIN, TIGIT, ATF6, LAMP1, LAMP2, TRAF3IP3, PTTGHP,




LRRC8B, ATL3, LRRC8D, CLSTN1, TMEM237, MFSD2A, PEX3, PEX2,




PTDSS1, CCDC107, EBAG9, TBL1XR1, SIT1, AVL9, C17ORF62, PKN2,




STXBP2, TMEM248, BANP, TMEM245, M6PR, TMEM243, TIMM22,




TNFSF13B, IGF2R, GINM1, SLC35E1, SLC41A1, MFSD10, EMC1, SNX13,




TAPT1, GALNT2, APH1A, TPRA1, PPM1A, TMEM259, APLP2, ALDH3A2,




NDC1, HRH2, TSPAN31, SLC35B4, SHISA5, TMED1, SEC22B, CCS, CD5,




GTF3C3, EBP, ATRAID, TSPAN17, TMEM55B, CLPTM1, LMBR1L, FAF1,




RARRES3, MRPL42, TMEM19, ADCY7, B3GALT6, IL6ST, VAPB, NELL2,




LHCGR, CNPPD1, TMEM11, ATP2B4, INSIG2, TMUB1, ERAP1, C6ORF136,




SAYSD1, TBC1D9B, PLD3, GPR137, CRLS1, TRABD2A, MGAT1, MGAT2,




CD37, BTN3A1, ATP2C1, LPAR6, CCR4, CDCA7L, AMFR, TMEM184C,




BTN3A2, SUCO, GPATCH2L, GLG1, TMX2, CLCN3, TMX3, NPIPB4,




ASAP1, SFXN4, PPAT, SERINC3, SLC11A2, STX17, SERINC1, EMB, STX10,




GPR155, ST6GAL1, TM2D1, S100A10, SLAMF7, CD63, CDC27, BTLA,




ATP13A1, RNF4, KIAA0922, CNIH4, BET1L, SPG7, COX11, HELZ, CD151,




HVCN1, FAR1, DNAJC15, ATAD3A, DNAJC16, PARL, C10ORF54, ICAM1,




JKAMP, LPGAT1, ICAM3, CYB5A, VEZT, FAM76B, METTL2B, RHBDD1,




RHBDD2, TNFRSF10A, GRM4, ZDHHC16, NUS1, ZDHHC12, CNEP1R1,




ORMDL3, MOSPD1, FKBP11, BET1, DNAJC30, SFT2D2, STT3A, GNPTAB,




BCL2, TYW1, PEX16, CD27, IL18R1, IMMT, LRRN3, ITPR2, SAMD8,




DRAM2, SLC16A7, MTFP1, EEF1E1, MBOAT1, GOLGB1, TSPO, STARD3,




GLT8D1, CPDX, MS4A1, SLC25A28, MCOLN2, LEPROT, SPN, TOR1AIP2,




SCAMP3, SMIM15, TOR1AIP1, FAM118A, MOGS, BCAP31, SLC25A32,




IGSF8, LRP10, SLC25A38, SDCBP, KDSR, SMIM20, DERL1, MCL1, CEP95,




ITGAE, TMEM63A, UNC93B1, RABGAP1L, MUM1, ITGB1, CASD1, PRR7,




FIS1, SLC30A5, ENTPD6, HECTD4, B3GNT2, RUNX1, YIPF6, RYK, SREBF2,




REEP5, TXNDC11, RHOT1, RHOT2, CD79B, SLC25A16, IF16, CD8A, CD8B,




UTY, ECHDC1, CXCR3, UQCRFS1, LSR, PDCD1, DGCR2, CD93, PIGF,




CXCR4, MKKS, ATP8B2, TM9SF4, IFNGR2, TM9SF2, ELP6, PIGS,




TMEM189, LDLRAD4, IFNAR1, SACM1L, FAM134B, CD84, IFNAR2,




FAM134C, C5ORF15, TNFRSF9, CLECL1, TMEM69, CD81, UBE2W,




C16ORF54, SPAST, C7ORF73, GPR108, FAM173B, FAM173A, CD247,




TNFRSF1A, TMEM87A, SLC39A6, MR1, APMAP, SLC39A3, IL2RB, ICA1,




PTPRE, GIMAP5, PTPRA, SUN2, TMBIM1, SLC10A3, CYSTM1, GIMAP1,




MPG, TMEM43, SLC6A6, C9ORF69, SLC25A53, COMTD1


Transmembrane
453
CDIPT, USE1, MPV17, SLC52A2, FAM210A, ACBD5, TMEM140, TMEM147,


helix

JAGN1, TMEM14B, KLRD1, TIMMDC1, BSG, UBE2J1, UBE2J2, PIK3IP1,




ERGIC1, TMEM131, CD320, TMEM138, HLA-DPA1, CD226, ORAIl,




KIAA1109, C16ORF91, RER1, SLC29A1, TMEM50B, SYPL1, CKLF, HLA-




DPB1, MGAT4A, LAPTM4A, ATP11A, MPC1, SPTSSA, MPC2, APOL2,




TMEM115, SYNE2, APOL1, ERVK13-1, ARF4, SMURF2, TMEM41A,




C19ORF12, TMEM41B, CD200, RTN4, SLC20A2, BNIP3, RTN3, FAM168B,




LNPEP, OFD1, TMEM109, IL4R, SLMAP, CLDND1, MYB, LAG3, DPP4,




BRD8, ZDHHC3, AIFM1, ZDHHC8, KCTD20, CLIC1, GLCCI1, BNIP1,




BNIP2, RRM1, LRMP, CHSY1, TMCO1, GRAMD1A, WDR45, CLN6, MFSD6,




RABGAP1, CSF1, MFSD5, ABHD3, ABHD2, DGKE, NUP210, MPDUL




ILVBL, ARMCX3, SNAP23, PCSK7, ACSL4, ACSL3, C1GALT1, ACSL5,




SOAT1, NBPF10, CTLA4, TMEM5, TMEM2, PLSCR1, P2RY10, SDHC,




BNIP3L, CMTM7, TAPBPL, CMTM3, NCLN, ATP6AP2, UNC50, TSPAN5,




HBS1L, SLC7A6, ST3GAL1, ELOVL1, MFF, SMIM7, PGRMC1, SMIM8,




LRRC59, PGRMC2, DNAJC5, RNF149, DDOST, TMEM205, TMEM203,




SPTLC2, STIM1, ZNF7, HCST, TMEM208, TMEM106B, PNPLA8, RNF139,




VAMPS, MFAP3, VAMP2, SLFN12L, DCUN1D5, TMEM214, IFITM1, LITAF,




IFITM2, LRBA, CERS6, TMEM219, SLC38A10, CERS4, TRDC, P2RY8, FICD,




CERS2, RNF167, FKRP, TMEM30A, LYSMD3, TMEM223, HERPUD1,




B4GALT3, PRAF2, MSM01, TMEM222, SYT11, NIPA2, PLGRKT, ABCB7,




HERPUD2, FURIN, TIGIT, ATF6, LAMP1, LAMP2, TRAF3IP3, PTTGHP,




LRRC8B, ATL3, LRRC8D, CLSTN1, TMEM237, MFSD2A, PEX3, PEX2,




PTDSS1, CCDC107, EBAG9, TBL1XR1, SIT1, AVL9, C17ORF62, PKN2,




STXBP2, TMEM248, BANP, TMEM245, M6PR, TMEM243, TIMM22,




TNFSF13B, IGF2R, GINM1, SLC35E1, SLC41A1, MFSD10, EMC1, SNX13,




TAPT1, GALNT2, APH1A, TPRA1, PPM1A, TMEM259, APLP2, ALDH3A2,




NDC1, HRH2, TSPAN31, SLC35B4, SHISA5, TMED1, SEC22B, CCS, CD5,




GTF3C3, EBP, ATRAID, TSPAN17, TMEM55B, CLPTM1, LMBR1L, FAF1,




RARRES3, MRPL42, TMEM19, ADCY7, B3GALT6, IL6ST, VAPB, NELL2,




LHCGR, CNPPD1, TMEM11, ATP2B4, INSIG2, TMUB1, ERAP1, C6ORF136,




SAYSD1, TBC1D9B, PLD3, GPR137, CRLS1, TRABD2A, MGAT1, MGAT2,




CD37, BTN3A1, ATP2C1, LPAR6, CCR4, CDCA7L, AMFR, TMEM184C,




BTN3A2, SUCO, GPATCH2L, GLG1, TMX2, CLCN3, TMX3, NPIPB4,




ASAP1, SFXN4, PPAT, SERINC3, SLC11A2, STX17, SERINCL EMB, STX10,




GPR155, ST6GAL1, TM2D1, S100A10, SLAMF7, CD63, CDC27, BTLA,




ATP13A1, RNF4, KIAA0922, CNIH4, BET1L, SPG7, COX11, HELZ, CD151,




HVCN1, FAR1, DNAJC15, ATAD3A, DNAJC16, PARL, C10ORF54, ICAM1,




JKAMP, LPGAT1, ICAM3, CYB5A, VEZT, FAM76B, METTL2B, RHBDD1,




RHBDD2, TNFRSF10A, GRM4, ZDHHC16, NUS1, ZDHHC12, CNEP1R1,




ORMDL3, MOSPD1, FKBP11, BET1, DNAJC30, SFT2D2, STT3A, GNPTAB,




BCL2, TYW1, PEX16, CD27, IL18R1, IMMT, LRRN3, ITPR2, SAMD8,




DRAM2, SLC16A7, MTFP1, EEF1E1, MBOAT1, GOLGB1, TSPO, STARD3,




GLT8D1, CPDX, MS4A1, SLC25A28, MCOLN2, LEPROT, SPN, TOR1AIP2,




SCAMP3, SMIM15, TOR1AIP1, FAM118A, MOGS, BCAP31, SLC25A32,




IGSF8, LRP10, SLC25A38, SDCBP, KDSR, SMIM20, DERL1, MCL1, CEP95,




ITGAE, TMEM63A, UNC93B1, RABGAP1L, MUM1, ITGB1, CASD1, PRR7,




FIS1, SLC30A5, ENTPD6, HECTD4, B3GNT2, YIPF6, RYK, SREBF2, REEP5,




TXNDC11, RHOT1, RHOT2, CD79B, SLC25A16, IF16, CD8A, CD8B, UTY,




ECHDC1, CXCR3, UQCRFS1, LSR, PDCD1, DGCR2, CD93, PIGF, CXCR4,




MKKS, ATP8B2, TM9SF4, IFNGR2, TM9SF2, ELP6, PIGS, TMEM189,




LDLRAD4, IFNAR1, SACM1L, FAM134B, CD84, IFNAR2, FAM134C,




C5ORF15, TNFRSF9, CLECL1, TMEM69, CD81, UBE2W, C160RF54, SPAST,




C7ORF73, GPR108, FAM173B, FAM173A, CD247, TNFRSF1A, TMEM87A,




SLC39A6, MR1, APMAP, SLC39A3, IL2RB, ICA1, PTPRE, GIMAP5, PTPRA,




SUN2, TMBIM1, SLC10A3, CYSTM1, GIMAP1, MPG, TMEM43, SLC6A6,




C9ORF69, SLC25A53, COMTD1


GO: 0016021~integral
431
CDIPT, USE1, MPV17, VPS51, IGHM, FAM210A, ACBD5, TMEM140,


component of

TMEM147, JAGN1, TMEM14B, KLRD1, TIMMDC1, BSG, UBE2J1, UBE2J2,


membrane

PIK3IP1, ERGIC1, TMEM131, CD320, TMEM138, HLA-DPA1, CD226,




ORAIl, KIAA1109, C16ORF91, RER1, TMEM50B, SYPL1, CKLF, HLA-




DPB1, MGAT4A, LAPTM4A, ATP11A, MPC1, SPTSSA, MPC2, APOL2,




TMEM115, SYNE2, APOL1, ERVK13-1, ARF4, SMURF2, TMEM41A,




C19ORF12, TMEM41B, CD200, RTN4, SLC20A2, BNIP3, RTN3, FAM168B,




OFD1, TMEM109, IL4R, SLMAP, CLDND1, MYB, LAG3, DPP4, BRD8,




ZDHHC3, AIFM1, ZDHHC8, KCTD20, GLCCI1, BNIP2, RRM1, LRMP,




CHSY1, TMCO1, GRAMD1A, WDR45, CLN6, MFSD6, RABGAP1, MFSD5,




CSF1, ABHD3, ABHD2, DGKE, NUP210, MPDU1, ILVBL, ARMCX3, PCSK7,




SNAP23, CERK, ACSL4, ACSL3, C1GALT1, ACSL5, SOAT1, NBPF10,




CTLA4, TMEM5, TMEM2, P2RY10, SDHC, BNIP3L, CMTM7, TAPBPL,




CMTM3, YKT6, NCLN, ATP6AP2, UNC50, TSPAN5, HBS1L, SLC7A6,




ST3GAL1, ELOVL1, MFF, SMIM7, PGRMC1, LRRC59, PGRMC2, SMIM8,




DNAJC5, RNF149, DDOST, TMEM205, TMEM203, SPTLC2, ZNF7, HCST,




TMEM208, TMEM106B, PNPLA8, RNF139, MFAP3, VAMP2, SLFN12L,




DCUN1D5, TMEM214, IFITM1, LITAF, IFITM2, LRBA, CERS6, TMEM219,




SLC38A10, CERS4, TRDC, P2RY8, FICD, CERS2, RNF167, FKRP,




TMEM30A, LYSMD3, TMEM223, HERPUD1, B4GALT3, PRAF2, MSMO1,




TMEM222, NIPA2, ABCB7, HERPUD2, FURIN, TIGIT, LAMP1, LAMP2,




TRAF3IP3, PTTGlIP, LRRC8B, ATL3, LRRC8D, CLSTN1, TMEM237,




MFSD2A, PEX2, PTDSS1, CCDC107, EBAG9, TBL1XR1, SIT1, AVL9,




C17ORF62, PKN2, STXBP2, TMEM248, BANP, TMEM245, M6PR,




TMEM243, TIMM22, TNFSF13B, IGF2R, GINM1, SLC35E1, MFSD10,




SLC41A1, EMC1, SNX13, TAPT1, GALNT2, APH1A, TPRA1, PPM1A,




TMEM259, APLP2, ALDH3A2, NDC1, TSPAN31, SLC35B4, SHISA5, TMED1,




SEC22B, CCS, CD5, GTF3C3, EBP, ATRAID, TSPAN17, TMED8, TMEM55B,




CLPTM1, LMBR1L, FAF1, RARRES3, MRPL42, TMEM19, ADCY7,




B3GALT6, IL6ST, VAPB, NELL2, LHCGR, CNPPD1, ATP2B4, INSIG2,




TMUB1, ERAP1, C6ORF136, SAYSD1, TBC1D9B, PLD3, GPR137, CRLS1,




MGAT1, MGAT2, BTN3A1, CD37, ATP2C1, LPAR6, CCR4, CDCA7L, AMFR,




TMEM184C, BTN3A2, SUCO, GPATCH2L, GLG1, TMX2, CLCN3, TMX3,




NPIPB4, SFXN4, ASAP1, PPAT, SERINC3, SLC11A2, STX17, SERINC1,




EMB, STX10, GPR155, ST6GAL1, TM2D1, S100A10, SLAMF7, CD63,




CDC27, BTLA, ATP13A1, RNF4, KIAA0922, CNIH4, BET1L, COX11, SPG7,




HELZ, CD151, HVCN1, FAR1, DNAJC15, ATAD3A, DNAJC16, PARL,




C10ORF54, ICAM1, JKAMP, LPGAT1, ICAM3, CYB5A, VEZT, FAM76B,




METTL2B, RHBDD1, RHBDD2, TNFRSF10A, GRM4, ZDHHC16, NUS1,




ZDHHC12, CNEP1R1, ORMDL3, MOSPD1, FKBP11, BET1, SEC14L1,




DNAJC30, SFT2D2, STT3A, GNPTAB, PEX19, BCL2, TYVV1, IL18R1, IMMT,




LRRN3, ITPR2, SAMD8, DRAM2, MTFP1, EEF1E1, MBOAT1, GOLGB1,




TSPO, STARD3, GLT8D1, CPDX, SLC25A28, MCOLN2, LEPROT, SPN,




TOR1AIP2, SCAMP3, SMIM15, MADD, TOR1AIP1, FAM118A, MOGS,




BCAP31, SLC25A32, IGSF8, LRP10, SLC25A38, SDCBP, KDSR, SMIM20,




DERL1, MCL1, CEP95, TMEM63A, UNC93B1, RABGAP1L, MUM1, CASD1,




PRR7, SLC30A5, ENTPD6, HECTD4, B3GNT2, RUNX1, YIPF6, RYK, REEP5,




TXNDC11, RHOT1, SLC25A16, IFI6, CD8A, CD8B, UTY, ECHDC1, CXCR3,




LSR, PDCD1, DGCR2, PIGF, CD93, CXCR4, MKKS, ATP8B2, TM9SF4,




IFNGR2, TM9SF2, ELP6, TMEM189, LDLRAD4, SACM1L, IFNAR2,




FAM134C, C5ORF15, TNFRSF9, CLECL1, SBF1, TMEM69, CD81, UBE2W,




C16ORF54, SPAST, C7ORF73, GPR108, FAM173B, FAM173A, CD247,




TNFRSF1A, TMEM87A, SLC39A6, MR1, APMAP, SLC39A3, ICA1, PTPRE,




GIMAP5, PTPRA, TMBIM1, SLC10A3, CYSTM1, GIMAP1, MPG, TMEM43,




SLC6A6, C9ORF69, SLC25A53, COMTD1


transmembrane
387
CDIPT, USE1, MPV17, SLC52A2, FAM210A, ACBD5, TMEM140, TMEM147,


region

JAGN1, TMEM14B, KLRD1, TIMMDC1, BSG, UBE2J1, UBE2J2, PIK3IP1,




ERGIC1, TMEM131, CD320, TMEM138, HLA-DPA1, CD226, ORAIl,




KIAA1109, C16ORF91, RER1, TMEM50B, SLC29A1, SYPL1, CKLF, HLA-




DPB1, MGAT4A, LAPTM4A, SPTSSA, ATP11A, TMEM115, SYNE2,




TMEM41A, C19ORF12, TMEM41B, CD200, RTN4, SLC20A2, BNIP3, RTN3,




LNPEP, TMEM109, IL4R, SLMAP, CLDND1, DPP4, LAG3, ZDHHC3,




ZDHHC8, CLIC1, BNIP1, LRMP, CHSY1, TMCO1, GRAMD1A, CLN6,




MFSD6, MFSD5, CSF1, ABHD3, ABHD2, DGKE, NUP210, MPDU1,




ARMCX3, ILVBL, PCSK7, ACSL4, ACSL3, C1GALT1, ACSL5, SOAT1,




CTLA4, TMEM5, TMEM2, PLSCR1, P2RY10, SDHC, BNIP3L, CMTM7,




TAPBPL, CMTM3, NCLN, ATP6AP2, TSPAN5, UNC50, SLC7A6, ST3GAL1,




ELOVL1, MFF, SMIM7, PGRMC1, LRRC59, PGRMC2, SMIM8, RNF149,




DDOST, TMEM205, TMEM203, SPTLC2, STIM1, HCST, TMEM208,




TMEM106B, PNPLA8, VAMPS, RNF139, MFAP3, VAMP2, TMEM214,




IFITM1, IFITM2, CERS6, LRBA, SLC38A10, TMEM219, CERS4, P2RY8,




FICD, CERS2, RNF167, TMEM30A, LYSMD3, TMEM223, HERPUD1, PRAF2,




B4GALT3, MSMO1, TMEM222, SYT11, NIPA2, PLGRKT, ABCB7,




HERPUD2, FURIN, TIGIT, ATF6, LAMP1, LAMP2, TRAF3IP3, PTTGlIP,




LRRC8B, CLSTN1, LRRC8D, ATL3, TMEM237, MFSD2A, PEX3, PEX2,




PTDSS1, CCDC107, EBAG9, SIT1, AVL9, C17ORF62, TMEM248, TMEM245,




M6PR, TMEM243, TIMM22, TNFSF13B, GINM1, IGF2R, SLC35E1, MFSD10,




SLC41A1, EMC1, TAPT1, GALNT2, APH1A, TPRA1, TMEM259, APLP2,




ALDH3A2, NDC1, TSC22D3, HRH2, TSPAN31, TMED1, SLC35B4, SHISA5,




SEC22B, CD5, EBP, ATRAID, TSPAN17, TMEM55B, CLPTM1, LMBR1L,




ALKBH5, TMEM19, CHMP3, ADCY7, B3GALT6, VAPB, IL6ST, LHCGR,




CNPPD1, TMEM11, ATP2B4, INSIG2, TMUB1, ERAP1, SAYSD1, TBC1D9B,




PLD3, GPR137, CRLS1, TRABD2A, MGAT1, MGAT2, BTN3A1, CD37,




LPAR6, CCR4, ATP2C1, TMEM184C, AMFR, BTN3A2, SUCO, GPATCH2L,




GLG1, TMX2, CLCN3, TMX3, SFXN4, SERINC3, SLC11A2, STX17,




SERINC1, EMB, STX10, GPR155, ST6GAL1, TM2D1, SLAMF7, CD63, BTLA,




ATP13A1, CNIH4, KIAA0922, BET1L, COX11, SPG7, HVCN1, CD151, FAR1,




DNAJC15, DNAJC16, PARL, ICAM1, C10ORF54, JKAMP, LPGAT1, ICAM3,




CYB5A, VEZT, RHBDD1, RHBDD2, TNFRSF10A, GRM4, ZDHHC16, NUS1,




ZDHHC12, CNEP1R1, MOSPD1, ORMDL3, FKBP11, BET1, SFT2D2, STT3A,




GNPTAB, BCL2, PEX16, CD27, IL18R1, EPB41L4A-AS1, IMMT, LRRN3,




ITPR2, SAMD8, DRAM2, MBOAT1, GOLGB1, TSPO, STARD3, GLT8D1,




MS4A1, SLC25A28, MCOLN2, LEPROT, SPN, TOR1AIP2, SCAMP3,




SMIM15, MADD, TOR1AIP1, FAM118A, MOGS, BCAP31, SLC25A32, IGSF8,




LRP10, SLC25A38, KDSR, SMIM20, GBP3, DERL1, MCL1, ITGAE,




UNC93B1, TMEM63A, ITGB1, CASD1, PRR7, FIS1, ENTPD6, SLC30A5,




HECTD4, B3GNT2, YIPF6, RYK, REEP5, SREBF2, TXNDC11, RHOT1,




RHOT2, CD79B, SLC25A16, IFI6, CD8A, CD8B, CXCR3, LSR, PDCD1,




DGCR2, PIGF, CD93, CXCR4, ATP8B2, TM9SF4, IFNGR2, TM9SF2, PIGS,




TMEM189, LDLRAD4, IFNAR1, SACM1L, FAM134B, CD84, IFNAR2,




FAM134C, C5ORF15, TNFRSF9, CLECL1, TMEM69, CD81, C160RF54,




SPAST, GPR108, FAM173B, FAM173A, CD247, TNFRSF1A, SLC39A6,




TMEM87A, MR1, APMAP, SLC39A3, IL2RB, GIMAP5, PTPRE, PTPRA,




SUN2, TMBIM1, SLC10A3, GIMAP1, RPAP2, TMEM43, SLC6A6, SLC25A53,




COMTD1


topological
213
B3GALT6, ADCY7, VAPB, IL6ST, LHCGR, USE1, TMEM140, ATP2B4,


domain: Cytoplasmic

ERAP1, JAGN1, KLRD1, PLD3, GPR137, BSG, TRABD2A, UBE2J1, UBE2J2,




PIK3IP1, ERGIC1, MGAT1, MGAT2, CD37, BTN3A1, CD320, ATP2C1, CCR4,




LPAR6, HLA-DPA1, AMFR, CD226, BTN3A2, GLG1, TMX2, ORAIl, CLCN3,




C16ORF91, TMX3, SLC11A2, SERINC3, SLC29A1, SYPL1, STX17, SERINC1,




HLA-DPB1, EMB, STX10, MGAT4A, ST6GAL1, SPTSSA, ATP11A, SLAMF7,




CD63, BTLA, ATP13A1, SYNE2, KIAA0922, BET1L, CD200, RTN4,




SLC20A2, CD151, HVCN1, LNPEP, DNAJC16, IL4R, SLMAP, LAG3, DPP4,




ICAM1, C10ORF54, ZDHHC3, JKAMP, ZDHHC8, ICAM3, TNFRSF10A,




GRM4, ZDHHC16, BNIP1, NUS1, LRMP, CHSY1, CSF1, BET1, SFT2D2,




STT3A, NUP210, PEX16, PCSK7, ACSL4, ACSL3, C1GALT1, CD27, ACSL5,




IL18R1, EPB41L4A-AS1, LRRN3, CTLA4, TMEM5, ITPR2, SAMD8, PLSCR1,




P2RY10, TAPBPL, NCLN, GOLGB1, ATP6AP2, UNC50, TSPAN5, SLC7A6,




ST3GAL1, GLT8D1, STARD3, MFF, SMIM7, LRRC59, MS4A1, DDOST, SPN,




SCAMP3, STIM1, MOGS, HCST, BCAP31, IGSF8, LRP10, VAMPS, KDSR,




VAMP2, MFAP3, DERL1, ITGAE, CERS6, ITGB1, PRR7, P2RY8, FIS1,




CERS2, ENTPD6, SLC30A5, B3GNT2, LYSMD3, PRAF2, B4GALT3,




TMEM222, RYK, SYT11, NIPA2, SREBF2, ATF6, TIGIT, LAMP1, LAMP2,




TRAF3IP3, PTTGlIP, RHOT1, RHOT2, CD79B, CD8A, CD8B, ATL3,




CLSTN1, PEX3, CXCR3, LSR, PDCD1, DGCR2, CD93, CXCR4, ATP8B2,




IFNGR2, EBAG9, TM9SF2, SIT1, PIGS, M6PR, LDLRAD4, IFNAR1, CD84,




TNFRSF9, C5ORF15, IFNAR2, TNFSF13B, CLECL1, GINM1, IGF2R, CD81,




EMC1, GALNT2, CD247, ALDH3A2, APLP2, NDC1, TNFRSF1A, HRH2,




TSPAN31, TMED1, SHISA5, SEC22B, SLC39A6, MR1, APMAP, SLC39A3,




CD5, IL2RB, PTPRE, GIMAP5, ATRAID, PTPRA, TSPAN17, GIMAP1,




CLPTM1, LMBR1L, SLC6A6


Enrichment Score:




6.831574760707297E−6




IPR003961: Fibronectin, type III
  9
ATF7IP, IFNAR2, IL2RB, IL6ST, IL4R, LRRN3, IFNGR2, ATF7IP2, IFNAR1


domain: Fibronectin type-III 2
  3
IL6ST, IFNGR2, IFNAR1


domain: Fibronectin type-III 1
  3
IL6ST, IFNGR2, IFNAR1


Enrichment Score:




1.9767078533785107E−10




IPR013032: EGF-like, conserved site
  3
CD93, ATRAID, NELL2


EGF-like domain
  3
CD93, ATRAID, NELL2


IPR000742: Epidermal
  3
CD93, ATRAID, NELL2


growth factor-like domain




Enrichment Score:




0.0




disulfide bond
121
IL6ST, LHCGR, NELL2, GEER, IGHM, ST3GAL1, MS4A1, KLRD1, BSG,




PMCH, PIK3IP1, TIMM8A, IGSF8, BTN3A1, NPC2, CD320, LRP10, LPAR6,




CCR4, HLA-DPA1, MFAP3, CD226, BTN3A2, CCL3, TXN2, ITGAE, TMX3,




CTSA, CCL4, ITGB1, LIF, BLOC1S5, ENTPD6, PCYT1A, HLA-DPB1, EMB,




ST6GAL1, B4GALT3, S100A11, MALT1, SLAMF7, PMF1, FURIN, TIGIT,




DNASE2, BTLA, TXNDC12, LAMP1, CD55, TXNDC11, LAMP2, CD59,




CD79B, XCL1, CD200, XCL2, CD8A, FAM3C, CD8B, HEXB, PDIA4, CXCR3,




UQCRFS1, LSR, PDCD1, DGCR2, CD93, CXCR4, IL4R, LAG3, DPP4, ICAM1,




C10ORF54, SIT1, AIFM1, LY96, ICAM3, GZMB, CLIC1, LDLRAD4, MIEN1,




IFNAR1, CD84, TNFRSF10A, TNFRSF9, IFNAR2, CTSL, TNFSF13B, IGF2R,




CD81, RRM1, MGEA5, TXNRD1, CTSC, CSF2, GALNT2, SPOCK2, CSF1,




CD247, APLP2, GLRX2, TNFRSF1A, GNPTAB, HRH2, PITRM1, CCS, MR1,




CD5, CD27, GLRX, IL18R1, CES2, IL2RB, ATRAID, LRRN3, CTLA4,




P2RY10, GLA, IRF3, TAPBPL, IL2


Disulfide bond
145
IL6ST, LHCGR, NELL2, PTPN22, GFER, IGHM, SLC7A6, ST3GAL1, MS4A1,




ERAP1, KLRD1, BSG, PMCH, PIK3IP1, TIMM8A, HCST, MGAT1, IGSF8,




BTN3A1, UHRF2, NPC2, CD320, LRP10, LPAR6, CCR4, HLA-DPA1, MFAP3,




CD226, BTN3A2, MPST, CCL3, TXN2, ITGAE, TMX3, CTSA, CHCHD4,




TRDC, HEXDC, CCL4, ITGB1, LIF, RAC1, ENTPD6, HLA-DPB1, EMB,




FKRP, ST6GAL1, B4GALT3, S100A11, MALT1, SLAMF7, FURIN, BTLA,




TIGIT, DNASE2, TXNDC12, LAMP1, LAMP2, CD55, TXNDC11, ERVK13-1,




CD59, CD79B, XCL1, CD200, XCL2, BACH2, CD8A, FAM3C, CD8B, HEXB,




CXCR3, PDIA4, UQCRFS1, LSR, PDCD1, DGCR2, CD93, TPP1, CXCR4,




IL4R, RANBP2, LAG3, DPP4, AKT2, ICAM1, C10ORF54, SIT1, LY96,




ICAM3, GZMB, CLIC1, LDLRAD4, MIEN1, IFNAR1, CD84, TNFRSF10A,




TNFRSF9, GRM4, CTSL, IFNAR2, TNFSF13B, IGF2R, CD81, RRM1,




TXNRD1, CTSC, CSF2, GALNT2, NDUFB7, SPOCK2, CSF1, USPS, CD247,




APLP2, GLRX2, MYCBP2, TNFRSF1A, GNPTAB, HRH2, PITRM1, CCS,




MR1, CD5, C1GALT1, CD27, GLRX, SOAT1, IL18R1, CES2, IL2RB,




ATRAID, LRRN3, ANXA1, CTLA4, RAF1, NUP155, P2RY10, GLA, IRF3,




TAPBPL, POFUT1,I,EZ2, GOLGB1, IL2


signal peptide
165
ATP6AP2, IL6ST, NELL2, LHCGR, SLC52A2, IGHM, SMIM7, IFNG, RNF149,




DDOST, IZUM04, SPN, GPR137, BSG, PMCH, TRABD2A, STIM1, PIK3IP1,




CECR5, HCST, IGSF8, ABHD17B, BTN3A1, CHID1, NPC2, LRP10, CD320,




HLA-DPA1, KDSR, MFAP3, AMFR, CD226, UGGT1, BTN3A2, SUCO,




HSD17B11, GLG1, TMX2, CCL3, C16ORF91, ITGAE, TMX3, CTSA, CCL4,




ITGB1, CASD1, LIF, BLOC1S5, C1ORF56, HLA-DPB1, RNF167, EMB, SDF4,




FKRP, SDF2, TM2D1, RYK, ENDOD1, SLAMF7, PMF1, FURIN, BTLA,




DNASE2, TIGIT, LAMP1, TXNDC12, LAMP2, CD55, APOL1, CD59,




KIAA0922, PTTGlIP, CD79B, TMEM41A, XCL1, CD200, XCL2, IFI6, CD8A,




CD8B, FAM3C, HEXB, CLSTN1, PDIA4, DHRSX, ASAH1, PDCD1,




TMEM109, DGCR2, DNAJC16, CD93, TPP1, RSPRY1, IL4R, GPX7, TM9SF4,




CCDC107, IFNGR2, LAG3, ICAM1, TM9SF2, C100RF54, SIT1, AIFM1, LY96,




ICAM3, GZMB, M6PR, DHRS7, IFNAR1, KIAA0100, CD84, TNFRSF10A,




NUCB1, TOR2A, TNFRSF9, GRM4, CTSL, IFNAR2, C5ORF15, NUS1,




GINM1, IGF2R, NUCB2, OXNAD1, EMC1, CTSC, FKBP11, CSF2, GPR108,




TSPEAR, SPOCK2, CSF1, CD247, COLGALT1, APLP2, TNFRSF1A,




C12ORF49, NUP210, TMED1, SHISA5, TMEM87A, SLC39A6, PCSK7, MR1,




NENF, CD5, CD27, IL18R1, ALKBH7, IL2RB, CES2, PTPRE, ATRAID,




PTPRA, LRRN3, CTLA4, C3ORF58, GLA, MCFD2, TAPBPL, POFUT1,




NCLN, IL2, RCN2


Enrichment Score: -




0.0




Glycoprotein
208
B3GALT6, ADCY7, IL6ST, LHCGR, NELL2, IGHM, TMEM140, IFNG,




ERAP1, KLRD1, IZUMO4, PLD3, GPR137, BSG, TRABD2A, PIK3IP1,




ERGIC1, TMEM131, MGAT2, CD37, BTN3A1, NPC2, CAMK4, CD320, CCR4,




TMEM138, LPAR6, HLA-DPA1, CD226, BTN3A2, SUCO, GLG1, ORAI1,




CLCN3, TMX3, OAS2, SLC11A2, SERINC3, LIF, SLC29A1, SYPL1,




SERINC1, RAC1, HLA-DPB1, EMB, MGAT4A, GPR155, ST6GAL1, TM2D1,




SLAMF7, CD63, BTLA, CD55, APOL1, ATP13A1, CD59, KIAA0922,




TMEM41A, CD200, ENOX2, SLC20A2, AP1AR, CD151, ASAH1, LNPEP,




DNAJC16, IL4R, CLDND1, DPP4, LAG3, ICAM1, C10ORF54, LY96, ICAM3,




GZMB, TNFRSF10A, GRM4, MTMR14, NUS1, CHSY1, CSF2, CSF1, ABHD2,




COLGALT1, NUP214, NUMA1, STT3A, GNPTAB, C12ORF49, NUP210,




PCSK7, CD27, IL18R1, CES2, LRRN3, CTLA4, TMEM2, P2RY10, GLA,




NCLN, IL2, TSPAN5, ST3GAL1, GLT8D1, RNF149, SPN, TOR1AIP2,




TOR1AIP1, STIM1, MOGS, HCST, PNPLA8, TMEM106B, IGSF8, LRP10,




MFAP3, UGGT1, TMEM214, ITGAE, CERS6, UNC93B1, TMEM219, CTSA,




TRDC, ITGB1, SRF, P2RY8, CERS2, ENTPD6, RNF167, B3GNT2, FKRP,




SDF4, TMEM30A, LYSMD3, B4GALT3, YIPF6, RYK, FURIN, ATF6,




DNASE2, TIGIT, LAMP1, LAMP2, PTTGlIP, CD79B, LRRC8B, CD8B,




HEXB, CLSTN1, MFSD2A, CXCR3, PDCD1, DGCR2, CD93, TPP1, RSPRY1,




CXCR4, IFNGR2, AKT2, SIT1, PFKL, PIGS, M6PR, TMEM245, MCM6,




IFNAR1, KIAA0100, CD84, NUCB1, TOR2A, TNFRSF9, C5ORF15, IFNAR2,




CTSL, TNFSF13B, CLECL1, GINM1, IGF2R, EMC1, CTSC, C16ORF54,




GPR108, FAM173A, TSPEAR, SPOCK2, TPRA1, TMEM259, APLP2,




TNFRSF1A, HRH2, TSPAN31, TMEM87A, SLC39A6, MR1, APMAP, CD5,




IL2RB, PTPRE, ATRAID, PTPRA, SUN2, NUP155, TSPAN17, CLPTM1, SP1,




SLC6A6, POFUT1


signal peptide
165
ATP6AP2, IL6ST, NELL2, LHCGR, SLC52A2, IGHM, SMIM7, IFNG, RNF149,




DDOST, IZUMO4, SPN, GPR137, BSG, PMCH, TRABD2A, STIM1, PIK3IP1,




CECR5, HCST, IGSF8, ABHD17B, BTN3A1, CHID1, NPC2, LRP10, CD320,




HLA-DPA1, KDSR, MFAP3, AMFR, CD226, UGGT1, BTN3A2, SUCO,




HSD17B11, GLG1, TMX2, CCL3, C16ORF91, ITGAE, TMX3, CTSA, CCL4,




ITGB1, CASD1, LIF, BL0C155, C1ORF56, HLA-DPB1, RNF167, EMB, SDF4,




FKRP, SDF2, TM2D1, RYK, ENDOD1, SLAMF7, PMF1, FURIN, BTLA,




DNASE2, TIGIT, LAMP1, TXNDC12, LAMP2, CD55, APOL1, CD59,




KIAA0922, PTTGlIP, CD79B, TMEM41A, XCL1, CD200, XCL2, IFI6, CD8A,




CD8B, FAM3C, HEXB, CLSTN1, PDIA4, DHRSX, ASAH1, PDCD1,




TMEM109, DGCR2, DNAJC16, CD93, TPP1, RSPRY1, IL4R, GPX7, TM9SF4,




CCDC107, IFNGR2, LAG3, ICAM1, TM9SF2, C10ORF54, SIT1, AIFM1, LY96,




ICAM3, GZMB, M6PR, DHRS7, IFNAR1, KIAA0100, CD84, TNFRSF10A,




NUCB1, TOR2A, TNFRSF9, GRM4, CTSL, IFNAR2, C5ORF15, NUS1,




GINM1, IGF2R, NUCB2, OXNAD1, EMC1, CTSC, FKBP11, CSF2, GPR108,




TSPEAR, SPOCK2, CSF1, CD247, COLGALT1, APLP2, TNFRSF1A,




C120RF49, NUP210, TMED1, SHISA5, TMEM87A, SLC39A6, PCSK7, MR1,




NENF, CD5, CD27, IL18R1, ALKBH7, IL2RB, CES2, PTPRE, ATRAID,




PTPRA, LRRN3, CTLA4, C3ORF58, GLA, MCFD2, TAPBPL, POFUT1,




NCLN, IL2, RCN2


glycosylation site: N-
189
ADCY7, B3GALT6, IL6ST, NELL2, TSPAN5, LHCGR, IGHM, TMEM140,


linked (GlcNAc . . . )

ST3GAL1, GLT8D1, IFNG, ERAP1, RNF149, KLRD1, IZUM04, SPN,




TOR1AIP2, PLD3, GPR137, BSG, TRABD2A, TOR1AIP1, STIM1, MOGS,




ERGIC1, TMEM131, MGAT2, PNPLA8, TMEM106B, BTN3A1, CD37, IGSF8,




NPC2, LRP10, CD320, CCR4, LPAR6, TMEM138, HLA-DPA1, MFAP3,




AMFR, BTN3A2, CD226, UGGT1, SUCO, GLG1, ORAI1, CLCN3, TMEM214,




ITGAE, TMX3, TMEM63A, CERS6, UNC93B1, TMEM219, CTSA, ITGB1,




SLC29A1, SERINC3, SLC11A2, P2RY8, LIF, SYPL1, CERS2, SERINC1,




ENTPD6, HLA-DPB1, EMB, RNF167, B3GNT2, FKRP, SDF4, TMEM30A,




LYSMD3, MGAT4A, GPR155, ST6GAL1, B4GALT3, YIPF6, TM2D1, RYK,




SLAMF7, CD63, FURIN, BTLA, ATF6, DNASE2, TIGIT, LAMP 1, LAMP2,




CD55, APOL1, ATP13A1, CD59, KIAA0922, PTTGlIP, CD79B, TMEM41A,




CD200, LRRC8B, CD8B, SLC20A2, AP1AR, HEXB, LRRC8D, CLSTN1,




CXCR3, CD151, ASAH1, PDCD1, LNPEP, DGCR2, DNAJC16, CD93, TPP1,




RSPRY1, CXCR4, IL4R, CLDND1, IFNGR2, LAG3, DPP4, ICAM1,




C100RF54, SIT1, LY96, ICAM3, PIGS, GZMB, TMEM245, M6PR, IFNAR1,




KIAA0100, CD84, TNFRSF10A, TOR2A, TNFRSF9, GRM4, CTSL, IFNAR2,




C5ORF15, MTMR14, CLECL1, TNFSF13B, GINM1, IGF2R, EMC1, CHSY1,




CTSC, CSF2, GPR108, FAM173A, TSPEAR, SPOCK2, CSF1, TPRA1,




TMEM259, COLGALT1, TNFRSF1A, STT3A, GNPTAB, C120RF49, HRH2,




NUP210, TSPAN31, TMEM87A, SLC39A6, PCSK7, MR1, APMAP, CD5,




CD27, IL18R1, IL2RB, CES2, PTPRE, ATRAID, PTPRA, LRRN3, CTLA4,




SUN2, TSPAN17, TMEM2, CLPTM1, P2RY10, GLA, SLC6A6, POFUT1,




NCLN


Signal
235
CDIPT, TMEM19, SEC31A, IL6ST, LHCGR, NELL2, MPV17, SLC52A2,




HIBADH, SHKBP1, PGP, IFNG, ERAP1, IZUMO4, TIMMDC1, BSG, CAPNS1,




PMCH, TRABD2A, UBR2, PIK3IP1, TMEM131, BTN3A1, NPC2, CD320,




HLA-DPA1, FAM177A1, CD226, BTN3A2, SUCO, TMX2, HSD17B11, GLG1,




C16ORF91, TMX3, NPIPB4, AKAP10, LIF, C1ORF56, RAC1, HLA-DPB1,




EMB, GPR155, LAPTM4A, TM2D1, SLAMF7, BTLA, APOL3, CD55, APOL1,




ATP13A1, CD59, KIAA0922, TMEM41A, CD200, METTL17, FAM96A,




FAM3C, VPS37B, PDIA4, ASAH1, TMEM109, DNAJC16, IL4R, GPX7,




CLDND1, LAG3, ICAM1, C10ORF54, LY96, ICAM3, GZMB, ECSIT,




TNFRSF10A, GRM4, MTMR14, FKBP11, CSF2, EXOC7, USP3, CSF1,




COLGALT1, DNAJC30, STAU1, NUP214, C12ORF49, NUP210, PCSK7,




NENF, CD27, IL18R1, CES2, LRRN3, CTLA4, DNPEP, SDHA, FAM78A,




GLA, MCFD2, JMJD8, PHGDH, TAPBPL, OGG1, NCLN, GOLGB1, IL2,




RALY, TSPO, ATP6AP2, HBS1L, RGL4, SMIM7, RNF149, DDOST, SPN,




TMEM205, STIM1, CECR5, HCST, RALGAPA1, IGSF8, ABHD17B, CHID1,




LRP10, KDSR, MFAP3, SMARCA2, UGGT1, PCCB, CCL3, ITGAE,




TMEM219, MUM1, CTSA, ITGB1, CCL4, CASD1, FBXW7, C12ORF10,




RNF167, SDF4, SDF2, RYK, C21ORF33, ENDOD1, ABCB7, FURIN, DNASE2,




TIGIT, TXNDC12, LAMP1, LAMP2, TXNDC11, DNAJB9, PDE7A, PTTGlIP,




CD79B, XCL1, XCL2, IF16, CD8A, CD8B, YLPM1, HEXI3, CLSTN1, DHRSX,




LSR, ZZEF1, PDCD1, DGCR2, CD93, RSPRY1, TPP1, CCDC107, TM9SF4,




IFNGR2, EBAG9, TM9SF2, ELP2, CCDC88B, SIT1, DYNLT3, M6PR,




IFNAR1, DHRS7, KIAA0100, NUCB1, CD84, TOR2A, CTSL, C5ORF15,




TNFRSF9, IFNAR2, PANK2, HIPK1, GINM1, IGF2R, CD81, HIPK2, DDT,




NUCB2, OXNAD1, CTSC, EMC1, KPNA1, C7ORF73, GPR108, TSPEAR,




SPOCK2, CD247, APLP2, TNFRSF1A, NUDT9, TSPAN31, TMED1, SHISA5,




TMEM87A, SLC39A6, MR1, CD5, IL2RB, PTPRE, ATRAID, PTPRA, CBL,




RAF1, SLC10A3, GORAB, WSB1, ADI1, C3ORF58, TDP2, SLC6A6, POFUT1,




RCN2


topological
213
B3GALT6, ADCY7, VAPB, IL6ST, LHCGR, USE1, TMEM140, ATP2B4,


domain: Cytoplasmic

ERAP1, JAGN1, KLRD1, PLD3, GPR137, BSG, TRABD2A, UBE2J1, UBE2J2,




PIK3IP1, ERGIC1, MGAT1, MGAT2, CD37, BTN3A1, CD320, ATP2C1, CCR4,




LPAR6, HLA-DPA1, AMFR, CD226, BTN3A2, GLG1, TMX2, ORAIl, CLCN3,




C16ORF91, TMX3, SLC11A2, SERINC3, SLC29A1, SYPL1, STX17, SERINC1,




HLA-DPB1, EMB, STX10, MGAT4A, ST6GAL1, SPTSSA, ATP11A, SLAMF7,




CD63, BTLA, ATP13A1, SYNE2, KIAA0922, BET1L, CD200, RTN4,




SLC20A2, CD151, HVCN1, LNPEP, DNAJC16, IL4R, SLMAP, LAG3, DPP4,




ICAM1, C10ORF54, ZDHHC3, JKAMP, ZDHHC8, ICAM3, TNFRSF10A,




GRM4, ZDHHC16, BNIP1, NUS1, LRMP, CHSY1, CSF1, BET1, SFT2D2,




STT3A, NUP210, PEX16, PCSK7, ACSL4, ACSL3, C1GALT1, CD27, ACSL5,




IL18R1, EPB41L4A-AS1, LRRN3, CTLA4, TMEM5, ITPR2, SAMD8, PLSCR1,




P2RY10, TAPBPL, NCLN, GOLGB1, ATP6AP2, UNC50, TSPAN5, SLC7A6,




ST3GAL1, GLT8D1, STARD3, MFF, SMIM7, LRRC59, MS4A1, DDOST, SPN,




SCAMP3, STIM1, MOGS, HCST, BCAP31, IGSF8, LRP10, VAMPS, KDSR,




VAMP2, MFAP3, DERL1, ITGAE, CERS6, ITGB1, PRR7, P2RY8, FIS1,




CERS2, ENTPD6, SLC30A5, B3GNT2, LYSMD3, PRAF2, B4GALT3,




TMEM222, RYK, SYT11, NIPA2, SREBF2, ATF6, TIGIT, LAMP1, LAMP2,




TRAF3IP3, PTTGlIP, RHOT1, RHOT2, CD79B, CD8A, CD8B, ATL3,




CLSTN1, PEX3, CXCR3, LSR, PDCD1, DGCR2, CD93, CXCR4, ATP8B2,




IFNGR2, EBAG9, TM9SF2, SIT1, PIGS, M6PR, LDLRAD4, IFNAR1, CD84,




TNFRSF9, C5ORF15, IFNAR2, TNFSF13B, CLECL1, GINM1, IGF2R, CD81,




EMC1, GALNT2, CD247, ALDH3A2, APLP2, NDC1, TNFRSF1A, HRH2,




TSPAN31, TMED1, SHISA5, SEC22B, SLC39A6, MR1, APMAP, SLC39A3,




CD5, IL2RB, PTPRE, GIMAP5, ATRAID, PTPRA, TSPAN17, GIMAP1,




CLPTM1, LMBR1L, SLC6A6


topological
130
IL6ST, ATP6AP2, LHCGR, TSPAN5, SLC7A6, TMEM140, STARD3, ATP2B4,


domain: Extracellular

SMIM7, KLRD1, SPN, GPR137, BSG, TRABD2A, STIM1, PIK3IP1, HCST,




IGSF8, CD37, BTN3A1, CD320, LRP10, LPAR6, CCR4, HLA-DPA1, AMFR,




MFAP3, CD226, BTN3A2, GLG1, TMX2, ORAI1, C16ORF91, ITGAE, ITGB1,




P2RY8, SERINC3, SLC11A2, SLC29A1, PRR7, SERINC1, SLC30A5, HLA-




DPB1, EMB, LYSMD3, PRAF2, TMEM222, RYK, ATP11A, NIPA2, SLAMF7,




CD63, BTLA, TIGIT, ATP13A1, KIAA0922, TRAF3IP3, PTTGlIP, CD79B,




CD200, CD8A, SLC20A2, CD8B, CLSTN1, CXCR3, CD151, HVCN1, LSR,




PDCD1, LNPEP, DGCR2, DNAJC16, CD93, CXCR4, IL4R, SLMAP, ATP8B2,




IFNGR2, LAG3, DPP4, EBAG9, ICAM1, C100RF54, SIT1, ICAM3,




LDLRAD4, IFNAR1, CD84, TNFRSF10A, TNFRSF9, GRM4, C5ORF15,




IFNAR2, NUS1, TNFSF13B, CLECL1, GINM1, CD81, EMC1, CD247, APLP2,




TNFRSF1A, HRH2, TSPAN31, TMED1, SHISA5, SLC39A6, PCSK7, APMAP,




MR1, SLC39A3, CD5, CD27, IL18R1, IL2RB, PTPRE, GIMAP5, ATRAID,




PTPRA, LRRN3, CTLA4, TMEM5, TSPAN17, GIMAP1, ITPR2, CLPTM1,




LMBR1L, PLSCR1, P2RY10, SLC6A6









Example 2. Human-Derived Macrophages Infected with M. tuberculosis

Tuberculosis (TB) is an infectious disease caused by bacterium Mycobacterium tuberculosis (MTB). Currently, TB remains one of the most significant infectious disease worldwide, causing 1.8 million deaths annually (WHO. Global tuberculosis report 2016). MTB preferably infects macrophages in lungs, replicates within invaded macrophages, and induces cytokines that initiate inflammatory responses, resulting in granuloma in lungs (and potentially other organs). In MTB infected patients, infectious states and symptoms can vary greatly within the same organ or even tissues. In the same infected lobe, granuloma states can range from resolved to cavitary lesion and caseating.


The standard tests to detect active TB include detecting lung lesion with X-ray images and MTB specific antibody detection. Previous studies have identified biomarkers for diagnosis of active TB and to monitor TB therapy efficiency. However, these biomarkers rely on limited numbers of antigen recognition, or suffer from insensitivity under certain conditions (Friedrich S O et al., Lancet Respir Med. 2013 August; 1(6):462-70; Coppola et al., Tuberculosis 2017, 106: 25-32). A sensitive test that allows for diagnosis with easily obtainable specimens and one that responds to MTB load largely remains in need (Goletti et al., Infectious Disease Reports 2016; 8(2): 6568). More importantly, a comprehensive understanding of immune response and pathogenesis in different states of TB infection is still missing. Thus, it remains unclear whether intrinsic factors or extrinsic micro-environment, or both contribute to the different behavior of infected macrophages at these different states and how macrophage phenotype is related to the quantity of intracellular MTB (particularly, MTB multiplicity of infection, MOI).


Human monocytes derived macrophages are infected with an Mycobatcterium tuberculosis expressing RFP for ˜72 hours. Single cells are collected and sorted into 96 well plates using a tet-reporter system in the bacteria by flow cytometry. MTB infected cells indexed with fluorescence intensity of intracellular bacteria as well as uninfected bystanders were collected and single cell RNA-Sequencing was performed.


Based on single cell whole transcriptome amplification, genes whose expression are positively (Table 4) or negatively (Table 5) correlated with MTB infection have been identified. The correlated genes are clustered according to their function(s) (Tables 4 and 5). Further, genes and pathways that are correlated with low MOI (FIG. 8 E, top, FIGS. 9-10) and high MOI (FIG. 8E, bottom, FIGS. 9-10) are also identified. Particularly, the TNFR2 pathway, NOS1 pathway, ETS pathway, NTHI pathway, IL1R pathway, NFkB pathway, MAL pathway, ALK pathway, RAC1 pathway, CCR3 pathway, GCR pathway, PPAR signaling pathway, PPARA activation of gene expression, PPARA pathway, amyotrophic lateral sclerosis pathway, activation of BH3 proteins, SNARE interaction for vesicular transport, Golgi associated vesicle biogenesis, TGF beta signaling pathway, TGF beta receptor signaling activates SMADS, signaling by TGF beta receptor complex, Hematopietic cell lineage, leishmanial infection, glycosaminoglycan biosynthesis and chondroitin sulfate biosynthesis, metabolism of vitamins and cofactors, fatty Acyl CoA biosynthesis, synthesis, secretion, and inactivation of GLP1, incretin synthesis, secretion, and inactivation, fatty acid triacylglycerol and ketone body metabolism, glycosaminoglycan metabolism, triglyceride biosynthesis, cytokine receptor signaling, lamellipodium assembly, transcriptional repressors, negative regulation of receptor mediated endocytosis, and ubiquitin protein transfer activity, IFNB1, TREX1, CXCL10, IFNA17 in cytosolic DNA sensing pathway, HDAC9, CDKN2C, PPP2R2C, CCND1 in cicins and cell cycle regulation appear to correlate with high MTB MOI. The PARRXR pathway, transcription, RNA Pol I/III Transcription, PI3k Events in ERBB2 signaling, signaling by ERBB2, signaling by EGFR in cancer, chromosome maintenance, telomere maintenance, Acyl chain remodeling, N glycan biosynthesis and protein transfer, respiratory electron transport, chemiosmotic coupling, glycine, serine, and threonine metabolism, TCA cycle, glycolysis and gluconeogenesis, phenylalanine metabolism, purine metabolism, stress and heat shock, transcriptional regulation, linoleic acid metabolism, REGIP, CD69, CD22, SFTPA1, CD72 involved in sugar binding, IFNA1, IFNA13, DHX58, TRADD in RIG-I-like receptor singling pathway, FCER1A, SDC1, CD69, CD276, PCSK9, CD22, TP53I13, GPC1 in cell surface recognition, BAG4 in SODD/TNFR1 signaling pathway, IFNA1 and IFNA13 interferon alpha/beta receptor binding; IL36 G, ARG2, IL1F10, MAP4K4 in Il-10 signaling in appear to correlate with low MTB MOI (FIGS. 8-10).









TABLE 4







Genes Positively Correlated with TB









Term
Count
Genes










Enrichment Score: 1.6292421548153069









GO:0045806~negative regulation
3
RAC1, APOC1, NR1H3


of endocytosis




GO:0060627~regulation of vesicle-
4
RAB3C, RAC1, APOC1, NR1H3


mediated transport




GO:0045834~positive regulation of
3
RAC1, APOC1, NR1H3


lipid metabolic process




GO:0030100~regulation of
3
RAC1, APOC1, NR1H3


endocytosis




GO:0019216~regulation of lipid
3
RAC1, APOC1, NR1H3


metabolic process




GO:0051051~negative regulation of
3
RAC1, APOC1, NR1H3


transport




GO:0051129~negative regulation of
3
RAC1, APOC1, NR1H3


cellular component organization









Enrichment Score: 1.0362232095437491









GO:0065003~macromolecular
8
TARBP2, TSPYL2, MED27, RAC1, APOC1, H2AFY, NAP1L3,


complex assembly

ZW10


GO:0043933~macromolecular
8
TARBP2, TSPYL2, MED27, RAC1, APOC1, H2AFY, NAP1L3,


complex subunit organization

ZW10


GO:0034622~cellular
5
TARBP2, TSPYL2, RAC1, H2AFY, NAP1L3


macromolecular complex assembly




GO:0006334~nucleosome assembly
3
TSPYL2, H2AFY, NAP1L3


GO:0031497~chromatin assembly
3
TSPYL2, H2AFY, NAP1L3


GO:0065004-protein-DNA complex
3
TSPYL2, H2AFY, NAP1L3


assembly




GO:0034728-nucleosome
3
TSPYL2, H2AFY, NAP1L3


organization




GO:0034621-cellular
5
TARBP2, TSPYL2, RAC1, H2AFY, NAP1L3


macromolecular complex subunit




organization




GO:0006323~DNA packaging
3
TSPYL2, H2AFY, NAP1L3


GO:0006333~chromatin assembly
3
TSPYL2, H2AFY, NAP1L3


or disassembly




GO:0051276~chromosome
5
TSPYL2, H2AFY, NAP1L3, RNF20, ZW10


organization




chromatin regulator
3
TSPYL2, H2AFY, RNF20


GO:0006325~chromatin
4
TSPYL2, H2AFY, NAP1L3, RNF20


organization




GO:0016568~chromatin
3
TSPYL2, H2AFY, RNF20


modification




GO:0006461~protein complex
3
MED27, RAC1, ZW10


assembly




GO:0070271~protein complex
3
MED27, RAC1, ZW10


biogenesis









Enrichment Score: 0.9651359055052946









ubl conjugation pathway
6
HERC6, UCHL5, KLHL12, TRIM63, KLHL3, RNF20


GO:0006508~proteolysis
9
CAPN11, HERC6, UCHL5, KLHL12, MMP16, TRIM63,




KLHL3, RNF20, DHCR24


GO:0043632~modification-
6
HERC6, UCHL5, KLHL12, TRIM63, KLHL3, RNF20


dependent macromolecule catabolic




process




GO:0019941~modification-
6
HERC6, UCHL5, KLHL12, TRIM63, KLHL3, RNF20


dependent protein catabolic process




GO:0051603~proteolysis involved
6
HERC6, UCHL5, KLHL12, TRIM63, KLHL3, RNF20


in cellular protein catabolic




process




GO:0009057-macromolecule
7
HERC6, UCHL5, KLHL12, TRIM63, KLHL3, RNF20, DHCR24


catabolic process




ligase
4
HERC6, ACSL4, TRIM63, RNF20


GO:0044257~cellular protein
6
HERC6, UCHL5, KLHL12, TRIM63, KLHL3, RNF20


catabolic process




GO:0030163~protein catabolic
6
HERC6, UCHL5, KLHL12, TRIM63, KLHL3, RNF20


process




GO:0044265~cellular
6
HERC6, UCHL5, KLHL12, TRIM63, KLHL3, RNF20


macromolecule catabolic process




GO:0016881~acid-amino acid ligase
3
HERC6, TRIM63, RNF20


activity




GO:0016879~ligase activity,
3
HERC6, TRIM63, RNF20


forming carbon-nitrogen bonds




GO:0006511~ubiquitin-dependent
3
UCHL5, TRIM63, RNF20


protein catabolic process









Enrichment Score: 0.8195579938188856









hsa04010:MAPK signaling pathway
4
DUSP1, RAC1, PPP3R1, IL1A


GO:0006915~apoptosis
6
RAC1, PPP3R1, LGALS12, IL1A, DHCR24, FGD4


GO:0043065~positive regulation
5
DUSP1, RAC1, PPP3R1, LGALS12, FGD4


of apoptosis




GO:0043068~positive regulation of
5
DUSP1, RAC1, PPP3R1, LGALS12, FGD4


programmed cell death




GO:0010942~positive regulation of
5
DUSP1, RAC1, PPP3R1, LGALS12, FGD4


cell death




GO:0012501~programmed cell
6
RAC1, PPP3R1, LGALS12, IL1A, DHCR24, FGD4


death




GO:0042981~regulation of
7
DUSP1, RAC1, PPP3R1, LGALS12, IL1A, DHCR24, FGD4


apoptosis




GO:0043067~regulation of
7
DUSP1, RAC1, PPP3R1, LGALS12, IL1A, DHCR24, FGD4


programmed cell death




GO:0010941~regulation of cell
7
DUSP1, RAC1, PPP3R1, LGALS12, IL1A, DHCR24, FGD4


death




GO:0008219~cell death
6
RAC1, PPP3R1, LGALS12, IL1A, DHCR24, FGD4


GO:0016265~death
6
RAC1, PPP3R1, LGALS12, IL1A, DHCR24, FGD4


GO:0019899~enzyme binding
4
RAC1, RNF20, DHCR24, FGD4


GO:0006917~induction of
3
RAC1, LGALS12, FGD4


apoptosis




GO:0012502~induction of
3
RAC1, LGALS12, FGD4


programmed cell death




GO:0005829~cytosol
6
RAB3C, APLF, HERC6, RAC1, PPP3R1, FGD4







Enrichment Score: 0.7891679915209755









lipoprotein
7
RAB3C, RAPSN, RAC1, APOC1, PPP3R1, RHOD, IL1A


GO:0009898~internal side of
5
VEPH1, RAB3C, RAPSN, RAC1, RHOD


plasma membrane




short sequence motif:Effector region
3
RAB3C, RAC1, RHOD


lipid moiety-binding region:S-
3
RAB3C, RAC1, RHOD


geranylgeranyl cysteine




methylation
4
RAB3C, RAC1, H2AFY, RHOD


IPR013753:Ras
3
RAB3C, RAC1, RHOD


nucleotide phosphate-binding
4
RAB3C, RAC1, RHOD, RRAGD


region:GTP




IPR001806:Ras GTPase
3
RAB3C, RAC1, RHOD


prenylation
3
RAB3C, RAC1, RHOD


gtp-binding
4
RAB3C, RAC1, RHOD, RRAGD


GO:0007264~small GTPase
4
RAB3C, RAC1, RHOD, DHCR24


mediated signal transduction




IPR005225:Small GTP-binding
3
RAB3C, RAC1, RHOD


protein




GO:0005525~GTP binding
4
RAB3C, RAC1, RHOD, RRAGD


GO:0019001~guanyl nucleotide
4
RAB3C, RAC1, RHOD, RRAGD


binding




GO:0032561~guanyl ribonucleotide
4
RAB3C, RAC1, RHOD, RRAGD


binding




GO:0007242~intracellular signaling
7
RAB3C, DUSP1, RAC1, RHOD, DHCR24, MTNR1A, FGD4


cascade




nucleotide-binding
6
RAB3C, APLF, RAC1, RHOD, ACSL4, RRAGD


GO:0017076~purine nucleotide
7
RAB3C, RAC1, ZNF12, RHOD, ACSL4, RRAGD, DHCR24


binding




GO:0000166~nucleotide binding
8
RAB3C, APLF, RAC1, ZNF12, RHOD, ACSL4, RRAGD,




DHCR24


GO:0032553~ribonucleotide
6
RAB3C, RAC1, ZNF12, RHOD, ACSL4, RRAGD


binding




GO:0032555~purine ribonucleotide
6
RAB3C, RAC1, ZNF12, RHOD, ACSL4, RRAGD


binding









Enrichment Score: 0.7538123661108601









GO:0034622~cellular
5
TARBP2, TSPYL2, RAC1, H2AFY, NAP1L3


macromolecular complex assembly




GO:0034621~cellular
5
TARBP2, TSPYL2, RAC1, H2AFY, NAP1L3


macromolecular complex subunit




organization




GO:0043549~regulation of kinase
4
TARBP2, TSPYL2, RAC1, FGD4


activity




GO:0051338~regulation of
4
TARBP2, TSPYL2, RAC1, FGD4


transferase activity




GO:0042325~regulation of
4
TARBP2, TSPYL2, RAC1, FGD4


phosphorylation




GO:0019220~regulation of
4
TARBP2, TSPYL2, RAC1, FGD4


phosphate metabolic process




GO:0051174~regulation of
4
TARBP2, TSPYL2, RAC1, FGD4


phosphorus metabolic process




GO:0045859~regulation of protein
3
TARBP2, TSPYL2, FGD4


kinase activity









Enrichment Score: 0.7376548894910318









zinc-finger
14
PRDM8, ASXL3, SNAI3, APLF, RAPSN, ZDHHC7, GLIS1,




ZNF24, ZNF12, HNF4G, TRIM63, RNF20, FGD4, NR1H3


zinc
15
PRDM8, ASXL3, SNAI3, APLF, RAPSN, ZDHHC7, GLIS1,




ZNF24, ZNF12, MMP16, HNF4G, TRIM63, RNF20, FGD4,




NR1H3


GO:0008270~zinc ion binding
15
PRDM8, ASXL3, SNAI3, APLF, RAPSN, ZDHHC7, GLIS1,




ZNF24, ZNF12, MMP16, HNF4G, TRIM63, RNF20, FGD4,




NR1H3


repressor
5
ASXL3, SNAI3, GLIS1, ZNF24, MSC


nucleus
22
ASXL3, APLF, GLIS1, LGALS12, ZNF24, ZNF12, NAP1L3,




HNF4G, TRIM63, RRAGD, MSC, NOP10, PRDM8, TARBP2,




SNAI3, MEIS2, TSPYL2, DUSP26, MED27, H2AFY, RNF20,




NR1H3


GO:0043169~cation binding
22
ASXL3, PCDHGA10, APLF, CRTAC1, TRPV2, ZDHHC7,




GLIS1, APOC1, PPP3R1, ZNF24, ZNF12, MMP16, HNF4G,




TRIM63, PRDM8, SNAI3, CAPN11, RAPSN, ACSL4, RNF20,




NR1H3, FGD4


GO:0043167~ion binding
22
ASXL3, PCDHGA10, APLF, CRTAC1, TRPV2, ZDHHC7,




GLIS1, APOC1, PPP3R1, ZNF24, ZNF12, MMP16, HNF4G,




TRIM63, PRDM8, SNAI3, CAPN11, RAPSN, ACSL4, RNF20,




NR1H3, FGD4


metal-binding
15
PRDM8, ASXL3, SNAI3, APLF, RAPSN, ZDHHC7, GLIS1,




ZNF24, ZNF12, MMP16, HNF4G, TRIM63, RNF20, FGD4,




NR1H3


transcription regulation
11
PRDM8, ASXL3, SNAI3, TSPYL2, GLIS1, MED27, ZNF24,




ZNF12, HNF4G, MSC, NR1H3


zinc finger region:C2H2-type 3
5
PRDM8, SNAI3, GLIS1, ZNF24, ZNF12


GO:0046872~metal ion binding
21
ASXL3, PCDHGA10, APLF, CRTAC1, TRPV2, ZDHHC7,




GLIS1, PPP3R1, ZNF24, ZNF12, MMP16, HNF4G, TRIM63,




PRDM8, SNAI3, CAPN11, RAPSN, ACSL4, RNF20, NR1H3,




FGD4


Transcription
11
PRDM8, ASXL3, SNAI3, TSPYL2, GLIS1, MED27, ZNF24,




ZNF12, HNF4G, MSC, NR1H3


IPR007087:Zinc finger, C2H2-type
6
PRDM8, SNAI3, GLIS1, ZNF24, ZNF12, NR1H3


GO:0046914~transition metal ion
15
PRDM8, ASXL3, SNAI3, APLF, RAPSN, ZDHHC7, GLIS1,


binding

ZNF24, ZNF12, MMP16, HNF4G, TRIM63, RNF20, FGD4,




NR1H3


dna-binding
10
PRDM8, SNAI3, MEIS2, GLIS1, ZNF24, H2AFY, ZNF12,




HNF4G, MSC, NR1H3


GO:0045449~regulation of
14
ASXL3, GLIS1, ZNF24, ZNF12, HNF4G, MSC, PRDM8,


transcription

TARBP2, SNAI3, MEIS2, TSPYL2, MED27, RNF20, NR1H3


GO:0030528-transcription regulator
9
SNAI3, MEIS2, GLIS1, MED27, ZNF24, HNF4G, MSC,


activity

RNF20, NR1H3


GO:0006355~regulation of
10
TARBP2, SNAI3, MEIS2, GLIS1, MED27, ZNF24, ZNF12,


transcription, DNA-dependent

HNF4G, RNF20, NR1H3


zinc finger region:C2H2-type 1
4
SNAI3, GLIS1, ZNF24, ZNF12


GO:0051252~regulation of RNA
10
TARBP2, SNAI3, MEIS2, GLIS1, MED27, ZNF24, ZNF12,


metabolic process

HNF4G, RNF20, NR1H3


GO:0003677~DNA binding
12
PRDM8, SNAI3, MEIS2, TSPYL2, GLIS1, ZNF24, H2AFY,




ZNF12, HNF4G, MSC, ZW10, NR1H3


zinc finger region:C2H2-type 4
4
SNAI3, GLIS1, ZNF24, ZNF12


GO:0006350~transcription
11
PRDM8, ASXL3, SNAI3, TSPYL2, GLIS1, MED27, ZNF24,




ZNF12, HNF4G, MSC, NR1H3


GO:0003700~transcription factor
6
SNAI3, MEIS2, ZNF24, HNF4G, MSC, NR1H3


activity




zinc finger region:C2H2-type 2
4
PRDM8, SNAI3, ZNF24, ZNF12


IPR015880:Zinc finger, C2H2-like
5
PRDM8, SNAI3, GLIS1, ZNF24, ZNF12


IPR013087:Zinc finger, C2H2-
4
SNAI3, GLIS1, ZNF24, ZNF12


type/integrase, DNA-binding




SM00355:ZnF_C2H2
5
PRDM8, SNAI3, GLIS1, ZNF24, ZNF12







Enrichment Score: 0.695896167722095









GO:0007610~behavior
6
CCL3, SLC1A3, CCL3L3, RAC1, ACSL4, MTNR1A


hsa04062:Chemokine signaling
3
CCL3, CCL3L3, RAC1


pathway




cytokine
3
CCL3, CCL3L3, IL1A


GO:0006935~chemotaxis
3
CCL3, CCL3L3, RAC1


GO:0042330~taxis
3
CCL3, CCL3L3, RAC1


GO:0006954~inflammatory
4
CCL3, CCL3L3, RAC1, IL1A


response




GO:0009611~response to wounding
5
CCL3, SLC1A3, CCL3L3, RAC1, IL1A


GO:0005125~cytokine activity
3
CCL3, CCL3L3, IL1A


hsa04060:Cytokine-cytokine
3
CCL3, CCL3L3, IL1A


receptor interaction




GO:0006952~defense response
5
CCL3, IL27RA, CCL3L3, RAC1, IL1A


GO:0007626~locomotory behavior
3
CCL3, CCL3L3, RAC1


GO:0005615~extracellular space
4
CCL3, CCL3L3, APOC1, IL1A


GO:0006955~immune response
4
CCL3, IL27RA, CCL3L3, IL1A


GO:0042592~homeostatic process
3
CCL3, RAC1, IL1A







Enrichment Score: 0.6357971532121958









GO:0044421~extracellular region
9
CCL3, SLC1A3, HAPLN3, CRTAC1, CCL3L3, APOC1,


part

MMP16, COL11A1, IL1A


GO:0005578~proteinaceous
5
SLC1A3, HAPLN3, CRTAC1, MMP16, COL11A1


extracellular matrix




GO:0031012~extracellular matrix
5
SLC1A3, HAPLN3, CRTAC1, MMP16, COL11A1


extracellular matrix
4
HAPLN3, CRTAC1, MMP16, COL11A1


Secreted
9
CCL3, HAPLN3, CRTAC1, CCL3L3, APOC1, MMP16,




SERPINI1, COL11A1, IL1A


GO:0005576~extracellular region
10
CCL3, SLC1A3, HAPLN3, CRTAC1, CCL3L3, APOC1,




MMP16, SERPINI1, COL11A1, IL1A


signal
12
PCDHGA10, CCL3, HAPLN3, IL27RA, CRTAC1, CCL3L3,




APOC1, MMP16, SERPIN11, COL11A1, SDC2, DHCR24


signal peptide
12
PCDHGA10, CCL3, HAPLN3, IL27RA, CRTAC1, CCL3L3,




APOC1, MMP16, SERPINI1, COL11A1, SDC2, DHCR24


GO:0007186~G-protein coupled
3
CCL3, OR5K3, MTNR1A


receptor protein signaling pathway




disulfide bond
7
CCL3, HAPLN3, OR5K3, CRTAC1, CCL3L3, MMP16,




MTNR1A


disulfide bond
7
CCL3, HAPLN3, OR5K3, CRTAC1, CCL3L3, MMP16,




MTNR1A







Enrichment Score: 0.5695523811903586









GO:0005730~nucleolus
6
MEIS2, TSPYL2, GLIS1, HNF4G, NOP10, RNF20


GO:0051172~negative regulation of
5
MEIS2, TSPYL2, GLIS1, ZNF24, APOC1


nitrogen compound metabolic




process




GO:0031327~negative regulation of
5
MEIS2, TSPYL2, GLIS1, ZNF24, APOC1


cellular biosynthetic process




GO:0009890~negative regulation of
5
MEIS2, TSPYL2, GLIS1, ZNF24, APOC1


biosynthetic process




GO:0010629~negative regulation of
4
TARBP2, MEIS2, GLIS1, ZNF24


gene expression




GO:0045934~negative regulation of
4
MEIS2, TSPYL2, GLIS1, ZNF24


nucleobase, nucleoside, nucleotide




and nucleic acid metabolic process




GO:0010605~negative regulation of
5
TARBP2, MEIS2, TSPYL2, GLIS1, ZNF24


macromolecule metabolic process




GO:0010558~negative regulation of
4
MEIS2, TSPYL2, GLIS1, ZNF24


macromolecule biosynthetic process




GO:0016481~negative regulation of
3
MEIS2, GLIS1, ZNF24


transcription









Enrichment Score: 0.5511302619302495









zinc finger region:RING-type
3
RAPSN, TRIM63, RNF20


IPR018957:Zinc finger, C3HC4
3
RAPSN, TRIM63, RNF20


RING-type




IPR017907:Zinc finger, RING-type,
3
RAPSN, TRIM63, RNF20


conserved site




IPR001841:Zinc finger, RING-type
3
RAPSN, TRIM63, RNF20


SM00184:RING
3
RAPSN, TRIM63, RNF20







Enrichment Score: 0.5214545487219902









GO:0009628~response to abiotic
5
SLC1A3, DUSP1, TRPV2, RAC1, COL11A1


stimulus




GO:0050890~cognition
6
CNNM4, SLC1A3, OR5K3, TRPV2, ACSL4, COL11A1


GO:0050877~neurologica1 system
7
CNNM4, SLC1A3, OR5K3, RAPSN, TRPV2, ACSL4,


process

COL11A1


GO:0007600~sensory perception
5
CNNM4, SLC1A3, OR5K3, TRPV2, COL11A1


GO:0006811~ion transport
3
CNNM4, SLC1A3, TRPV2







Enrichment Score: 0.5182365429181518









GO:0006366~transcription from
3
MED27, HNF4G, MSC


RNA polymerase II promoter




GO:0006351~transcription, DNA-
3
MED27, HNF4G, MSC


dependent




GO:0032774~RNA biosynthetic
3
MED27, HNF4G, MSC


process









Enrichment Score: 0.5017372401227738









GO:0016337~cell-cell adhesion
3
PCDHGA10, CLDN6, COL11A1


GO:0007155~cell adhesion
5
PCDHGA10, HAPLN3, CLDN6, RAC1, COL11A1


GO:0022610~biological adhesion
5
PCDHGA10, HAPLN3, CLDN6, RAC1, COL11A1







Enrichment Score: 0.474737606246611









GO:0003712~transcription cofactor
5
MEIS2, MED27, MSC, RNF20, NR1H3


activity




GO:0005730-nucleolus
6
MEIS2, TSPYL2, GLIS1, HNF4G, NOP10, RNF20


GO:0008134~transcription factor
5
MEIS2, MED27, MSC, RNF20, NR1H3


binding




GO:0006357~regulation of
6
TARBP2, MEIS2, GLIS1, MED27, HNF4G, NR1H3


transcription from RNA polymerase




II promoter




GO:0003713~transcription
3
MED27, RNF20, NR1H3


coactivator activity




GO:0016563~transcription activator
4
MED27, HNF4G, RNF20, NR1H3


activity




GO:0045449~regulation of
14
ASXL3, GLIS1, ZNF24, ZNF12, HNF4G, MSC, PRDM8,


transcription

TARBP2, SNAI3, MEIS2, TSPYL2, MED27, RNF20, NR1H3


GO:0030528~transcription regulator
9
SNAI3, MEIS2, GLIS1, MED27, ZNF24, HNF4G, MSC,


activity

RNF20, NR1H3


GO:0010557~positive regulation of
5
MEIS2, GLIS1, RNF20, IL1A, NR1H3


macromolecule biosynthetic process




GO:0006355~regulation of
10
TARBP2, SNAI3, MEIS2, GLIS1, MED27, ZNF24, ZNF12,


transcription, DNA-dependent

HNF4G, RNF20, NR1H3


GO:0031328~positive regulation of
5
MEIS2, GLIS1, RNF20, IL1A, NR1H3


cellular biosynthetic process




GO:0009891~positive regulation of
5
MEIS2, GLIS1, RNF20, IL1A, NR1H3


biosynthetic process




GO:0051252-regulation of RNA
10
TARBP2, SNAI3, MEIS2, GLIS1, MED27, ZNF24, ZNF12,


metabolic process

HNF4G, RNF20, NR1H3


GO:0045941~positive regulation of
4
MEIS2, GLIS1, RNF20, NR1H3


transcription




GO:0010628~positive regulation of
4
MEIS2, GLIS1, RNF20, NR1H3


gene expression




GO:0043228~non-membrane-
12
MEIS2, TSPYL2, RAPSN, GLIS1, H2AFY, HNF4G, TRIM63,


bounded organelle

NOP10, KLHL3, RNF20, ZW10, FGD4


GO:0043232~intracellular non-
12
MEIS2, TSPYL2, RAPSN, GLIS1, H2AFY, HNF4G, TRIM63,


membrane-bounded organelle

NOP10, KLHL3, RNF20, ZW10, FGD4


GO:0045944~positive regulation of
3
MEIS2, GLIS1, NR1H3


transcription from RNA polymerase




II promoter




GO:0010604~positive regulation of
5
MEIS2, GLIS1, RNF20, IL1A, NR1H3


macromolecule metabolic process




GO:0045935~positive regulation of
4
MEIS2, GLIS1, RNF20, NR1H3


nucleobase, nucleoside, nucleotide




and nucleic acid metabolic process




GO:0051173~positive regulation of
4
MEIS2, GLIS1, RNF20, NR1H3


nitrogen compound metabolic




process




GO:0031981~nuclear lumen
7
SNAI3, MEIS2, TSPYL2, GLIS1, HNF4G, NOP10, RNF20


GO:0045893~positive regulation of
3
MEIS2, GLIS1, NR1H3


transcription, DNA-dependent




GO:0051254~positive regulation of
3
MEIS2, GLIS1, NR1H3


RNA metabolic process




GO:0070013~intracellular organelle
7
SNAI3, MEIS2, TSPYL2, GLIS1, HNF4G, NOP10, RNF20


lumen




GO:0043233~organelle lumen
7
SNAI3, MEIS2, TSPYL2, GLIS1, HNF4G, NOP10, RNF20


GO:0031974~membrane-enclosed
7
SNAI3, MEIS2, TSPYL2, GLIS1, HNF4G, NOP10, RNF20


lumen









Enrichment Score: 0.465581027382082









IPR001849:Pleckstrin homology
3
VEPH1, OSBPL9, FGD4


IPR011993:Pleckstrin homology-
3
VEPH1, OSBPL9, FGD4


type




SM00233:PH
3
VEPH1, OSBPL9, FGD4







Enrichment Score: 0.4066995149813719









GO:0007610~behavior
6
CCL3, SLC1A3, CCL3L3, RAC1, ACSL4, MTNR1A


GO:0000267~cell fraction
4
CCL3, SLC1A3, RAC1, ACSL4


GO:0005624~membrane fraction
3
SLC1A3, RAC1, ACSL4


GO:0005626~insoluble fraction
3
SLC1A3, RAC1, ACSL4







Enrichment Score: 0.3739835083948733









GO: 0016023~cytoplasmic
4
RAB3C, CAPN11, TRPV2, RAC1


membrane-bounded vesicle




GO:0031988~membrane-bounded
4
RAB3C, CAPN11, TRPV2, RAC1


vesicle




GO:0031410~cytoplasmic vesicle
4
RAB3C, CAPN11, TRPV2, RAC1


GO:0031982~vesicle
4
RAB3C, CAPN11, TRPV2, RAC1







Enrichment Score: 0.20190763005512594









cell membrane
12
VEPH1, PCDHGA10, CNNM4, RAB3C, OR5K3, RAPSN,




CLDN6, TRPV2, RAC1, MMP16, RHOD, MTNR1A


GO:0044459~plasma membrane
12
VEPH1, SLC1A3, RAB3C, IL27RA, RAPSN, CLDN6, TRPV2,


part

RAC1, MMP16, RHOD, SDC2, MTNR1A


GO:0005886~plasma membrane
16
PCDHGA10, CNNM4, RAB3C, IL27RA, OR5K3, CLDN6,




TRPV2, MMP16, SDC2, VEPH1, SLC1A3, RAPSN, RAC1,




RHOD, ACSL4, MTNR1A


topological domain:Extracellular
10
PCDHGA10, SLC1A3, IL27RA, OR5K3, CLDN6, TRPV2,




GGT2, MMP16, SDC2, MTNR1A


membrane
22
PCDHGA10, CNNM4, RAB3C, IL27RA, OR5K3, CLDN6,




TRPV2, ZDHHC7, GGT2, MMP16, SDC2, SVOPL, VEPH1,




SLC1A3, RAPSN, RAC1, FAM162A, RHOD, ACSL4,




MTNR1A, ZW10, DHCR24


GO:0005887~integral to plasma
5
IL27RA, TRPV2, MMP16, SDC2, MTNR1A


membrane




glycoprotein
15
PCDHGA10, CNNM4, HAPLN3, IL27RA, OR5K3, CRTAC1,




TRPV2, GGT2, MMP16, SERPINI1, SDC2, SLC1A3,




COL11A1, IL1A, MTNR1A


GO:0031226~intrinsic to plasma
5
IL27RA, TRPV2, MMP16, SDC2, MTNR1A


membrane




topological domain:Cytoplasmic
11
PCDHGA10, SLC1A3, IL27RA, OR5K3, CLDN6, TRPV2,




GGT2, MMP16, ACSL4, SDC2, MTNR1A


transmembrane region
16
PCDHGA10, CNNM4, IL27RA, OR5K3, CLDN6, TRPV2,




ZDHHC7, GGT2, MMP16, SDC2, SVOPL, SLC1A3,




FAM162A, ACSL4, DHCR24, MTNR1A


transmembrane
16
PCDHGA10, CNNM4, IL27RA, OR5K3, CLDN6, TRPV2,




ZDHHC7, GGT2, MMP16, SDC2, SVOPL, SLC1A3,




FAM162A, ACSL4, DHCR24, MTNR1A


glycosylation site:N-linked
11
PCDHGA10, CNNM4, IL27RA, OR5K3, TRPV2, GGT2,


(GlcNAc . . . )

MMP16, SERPINI1, COL11A1, IL1A, MTNR1A


GO:0016021~integral to membrane
16
PCDHGA10, CNNM4, IL27RA, OR5K3, CLDN6, TRPV2,




ZDHHC7, GGT2, MMP16, SDC2, SVOPL, SLC1A3,




FAM162A, ACSL4, DHCR24, MTNR1A


GO:0031224~intrinsic to membrane
16
PCDHGA10, CNNM4, IL27RA, OR5K3, CLDN6, TRPV2,




ZDHHC7, GGT2, MMP16, SDC2, SVOPL, SLC1A3,




FAM162A, ACSL4, DHCR24, MTNR1A







Enrichment Score: 0.1812991043816715









Protease
3
CAPN11, UCHL5, MMP16


GO:0070011~peptidase activity,
3
CAPN11, UCHL5, MMP16


acting on L-amino acid peptides




GO:0008233~peptidase activity
3
CAPN11, UCHL5, MMP16


hydrolase
5
DUSP26, DUSP1, CAPN11, UCHL5, MMP16







Enrichment Score: 0.03908551349344777









GO:0017076~purine nucleotide
7
RAB3C, RAC1, ZNF12, RHOD, ACSL4, RRAGD, DHCR24


binding




GO:0000166~nucleotide binding
8
RAB3C, APLF, RAC1, ZNF12, RHOD, ACSL4, RRAGD,




DHCR24


GO:0030554~adenyl nucleotide
3
ZNF12, ACSL4, DHCR24


binding




GO:0001883~purine nucleoside
3
ZNF12, ACSL4, DHCR24


binding




GO:0001882~nucleoside binding
3
ZNF12, ACSL4, DHCR24
















TABLE 5







Genes Negatively Correlated with TB









Term
Count
Genes










Enrichment Score: 1.2865881937081116









golgi apparatus
7
PGAP3, DPY30, PNPLA8, ARHGEF2, SCYL1, SVIP, RTN3


endoplasmic reticulum
7
PGAP3, PNPLA8, ELOVL3, UBE2V1P2, LMF1, SVIP, RTN3


GO:0005794~Golgi apparatus
7
PGAP3, PNPLA8, ARHGEF2, SCYL1, SNX17, SVIP, RTN3


GO:0005783~endoplasmic
7
PGAP3, PNPLA8, ELOVL3, UBE2V1P2, LMF1, SVIP, RTN3


reticulum









Enrichment Score: 1.193461933188953









cytoskeleton
7
ARHGEF2, SCYL1, DLGAP5, PPL, DMD, AKAP12,




CDC42SE1


GO:0043228~non-membrane-
14
TUBBP5, ARHGEF2, SCYL1, DLGAP5, PPL, DMD, AKAP12,


bounded organelle

CDC42SE1, TUBB8, MRPL45, CYB561, RPA4, TOP3B, RTN3


GO:0043232~intracellular non-
14
TUBBP5, ARHGEF2, SCYL1, DLGAP5, PPL, DMD, AKAP12,


membrane-bounded organelle

CDC42SE1, TUBB8, MRPL45, CYB561, RPA4, TOP3B, RTN3


GO:0005856~cytoskeleton
9
TUBBP5, ARHGEF2, SCYL1, DLGAP5, PPL, DMD, AKAP12,




CDC42SE1, TUBB8







Enrichment Score: 1.1139583061715095









GO:0065003~macromolecular
7
SNAPC5, TUBBP5, BCS1L, TUBB8, GTF2B, NAP1L4,


complex assembly

GCHFR


GO:0006461~protein complex
6
SNAPC5, TUBBP5, BCS1L, TUBB8, GTF2B, GCHFR


assembly




GO:0070271~protein complex
6
SNAPC5, TUBBP5, BCS1L, TUBB8, GTF2B, GCHFR


biogenesis




GO:0043933~macromolecular
7
SNAPC5, TUBBP5, BCS1L, TUBB8, GTF2B, NAP1L4,


complex subunit organization

GCHFR


GO:0034622~cellular
4
TUBBP5, BCS1L, TUBB8, NAP1L4


macromolecular complex assembly




GO:0043623~cellular protein
3
TUBBP5, BCS1L, TUBB8


complex assembly




GO:0034621~cellular
4
TUBBP5, BCS1L, TUBB8, NAP1L4


macromolecular complex subunit




organization









Enrichment Score: 0.9686068589505084









GO:0006886~intracellular protein
5
ARHGEF2, SNX17, MGEA5, AKAP12, MRPL45


transport




GO:0034613~cellular protein
5
ARHGEF2, SNX17, MGEA5, AKAP12, MRPL45


localization




GO:0070727~cellular
5
ARHGEF2, SNX17, MGEA5, AKAP12, MRPL45


macromolecule localization




GO:0046907~intracellular transport
6
ARHGEF2, SCYL1, SNX17, MGEA5, AKAP12, MRPL45


GO:0008104~protein localization
7
ARHGEF2, SNX17, DMD, LMF1, MGEA5, AKAP12, MRPL45


GO:0015031~protein transport
6
ARHGEF2, SNX17, LMF1, MGEA5, AKAP12, MRPL45


GO:0045184~establishment of
6
ARHGEF2, SNX17, LMF1, MGEA5, AKAP12, MRPL45


protein localization









Enrichment Score: 0.7602205187662866









GO:0005856~cytoskeleton
9
TUBBP5, ARHGEF2, SCYL1, DLGAP5, PPL, DMD, AKAP12,




CDC42SE1, TUBB8


GO:0015630~microtubule
5
TUBBP5, ARHGEF2, SCYL1, DLGAP5, TUBB8


cytoskeleton




GO:0005874~microtubule
3
TUBBP5, ARHGEF2, TUBB8


GO:0044430~cytoskeletal part
5
TUBBP5, ARHGEF2, SCYL1, DLGAP5, TUBB8







Enrichment Score: 0.6295977322358206









GO:0005525~GTP binding
5
TUBBP5, RABL3, RAB28, TUBB8, PCK2


GO:0032561~guanyl ribonucleotide
5
TUBBP5, RABL3, RAB28, TUBB8, PCK2


binding




GO:0019001~guanyl nucleotide
5
TUBBP5, RABL3, RAB28, TUBB8, PCK2


binding




nucleotide phosphate-binding
4
RABL3, RAB28, TUBB8, PCK2


region: GTP




gtp-binding
4
RABL3, RAB28, TUBB8, PCK2


GO:0032553~ribonucleotide
11
TUBBP5, PNPLA8, RABL3, SCYL1, RAB28, HSPA14,


binding

BCS1L, TUBB8, PCK2, CDKL2, TOP3B


GO:0032555~purine ribonucleotide
11
TUBBP5, PNPLA8, RABL3, SCYL1, RAB28, HSPA14,


binding

BCS1L, TUBB8, PCK2, CDKL2, TOP3B


GO:0017076~purine nucleotide
11
TUBBP5, PNPLA8, RABL3, SCYL1, RAB28, HSPA14,


binding

BCS1L, TUBB8, PCK2, CDKL2, TOP3B


GO:0003924~GTPase activity
3
TUBBP5, RAB28, TUBB8


GO:0000166~nucleotide binding
12
HNRNPL, TUBBP5, PNPLA8, RABL3, SCYL1, RAB28,




HSPA14, BCS1L, TUBB8, PCK2, CDKL2, TOP3B


nucleotide-binding
8
RABL3, RAB28, HSPA14, BCS1L, TUBB8, PCK2, CDKL2,




TOP3B


GO:0005524~ATP binding
6
PNPLA8, SCYL1, HSPA14, BCS1L, CDKL2, TOP3B


GO:0032559~adenyl ribonucleotide
6
PNPLA8, SCYL1, HSPA14, BCS1L, CDKL2, TOP3B


binding




GO:0030554~adenyl nucleotide
6
PNPLA8, SCYL1, HSPA14, BCS1L, CDKL2, TOP3B


binding




GO:0001883~purine nucleoside
6
PNPLA8, SCYL1, HSPA14, BCS1L, CDKL2, TOP3B


binding




GO:0001882~nucleoside binding
6
PNPLA8, SCYL1, HSPA14, BCS1L, CDKL2, TOP3B


atp-binding
4
HSPA14, BCS1L, CDKL2, TOP3B







Enrichment Score: 0.4766169112180347









GO:0031090~organelle membrane
7
IMMP1L, PGAP3, PNPLA8, SCYL1, BCS1L, MRPL45,




GCHFR


GO:0005743~mitochondrial inner
3
IMMP1L, BCS1L, MRPL45


membrane




GO:0005739~mitochondrion
6
IMMP1L, SIVA1, PPL, BCS1L, PCK2, MRPL45


GO:0019866-organelle inner
3
IMMP1L, BCS1L, MRPL45


membrane




GO:0031967~organelle envelope
4
IMMP1L, BCS1L, MRPL45, GCHFR


GO:0031975~envelope
4
IMMP1L, BCS1L, MRPL45, GCHFR


mitochondrion
5
IMMP1L, PPL, BCS1L, PCK2, MRPL45


GO:0031966~mitochondrial
3
IMMP1L, BCS1L, MRPL45


membrane




GO:0005740~mitochondrial
3
IMMP1L, BCS1L, MRPL45


envelope




GO:0044429~mitochondrial part
3
IMMP1L, BCS1L, MRPL45







Enrichment Score: 0.4269912862695477









GO:0008219~cell death
5
SIVA1, ARHGEF2, PDCD10, MGEA5, RTN3


GO:0016265~death
5
SIVA1, ARHGEF2, PDCD10, MGEA5, RTN3


Apoptosis
3
SIVA1, PDCD10, RTN3


GO:0006915~apoptosis
4
SIVA1, ARHGEF2, PDCD10, RTN3


GO: 0012501~programmed cell
4
SIVA1, ARHGEF2, PDCD10, RTN3


death









Enrichment Score: 0.3835607614553488









GO:0043065~positive regulation of
4
SIVA1, ARHGEF2, SSTR3, RARB


apoptosis




GO:0043068~positive regulation of
4
SIVA1, ARHGEF2, SSTR3, RARB


programmed cell death




GO:0010942~positive regulation of
4
SIVA1, ARHGEF2, SSTR3, RARB


cell death




GO:0006917~induction of apoptosis
3
SIVA1, ARHGEF2, SSTR3


GO:0012502~induction of
3
SIVA1, ARHGEF2, SSTR3


programmed cell death




GO:0042981~regulation of
4
SIVA1, ARHGEF2, SSTR3, RARB


apoptosis




GO:0043067~regulation of
4
SIVA1, ARHGEF2, SSTR3, RARB


programmed cell death




GO:0010941~regulation of cell
4
SIVA1, ARHGEF2, SSTR3, RARB


death




GO:0042127~regulation of cell
3
ARHGEF2, SSTR3, RARB


proliferation









Enrichment Score: 0.2971377682178453









GO:0046914~transition metal ion
14
SIVA1, ZNF831, ARHGEF2, ZNF92, PCK2, RNF181, CYB561,


binding

GTF2B, FAM90A24P, APOBEC3A, DMD, ZNF426, RARB, CP


GO:0008270~zinc ion binding
11
SIVA1, ZNF831, APOBEC3A, ARHGEF2, ZNF92, DMD,




ZNF426, RARB, RNF181, GTF2B, FAM90A24P


metal-binding
13
SIVA1, ZNF831, ARHGEF2, ZNF92, PCK2, RNF181, CYB561,




GTF2B, APOBEC3A, DMD, ZNF426, RARB, CP


zinc
10
SIVA1, ZNF831, APOBEC3A, ARHGEF2, ZNF92, DMD,




ZNF426, RARB, RNF181, GTF2B


zinc-finger
8
ZNF831, ARHGEF2, ZNF92, DMD, ZNF426, RARB, RNF181,




GTF2B


GO:0046872~metal ion binding
14
SIVA1, ZNF831, ARHGEF2, ZNF92, PCK2, RNF181, CYB561,




GTF2B, FAM90A24P, APOBEC3A, DMD, ZNF426, RARB, CP


GO:0043169~cation binding
14
SIVA1, ZNF831, ARHGEF2, ZNF92, PCK2, RNF181, CYB561,




GTF2B, FAM90A24P, APOBEC3A, DMD, ZNF426, RARB, CP


GO:0043167~ion binding
14
SIVA1, ZNF831, ARHGEF2, ZNF92, PCK2, RNF181, CYB561,




GTF2B, FAM90A24P, APOBEC3A, DMD, ZNF426, RARB, CP







Enrichment Score: 0.2186893313759546









G protein-coupled receptor
3
MCHR2, SSTR3, OPN1LW


PIRSF800006:rhodopsin-like G
4
MCHR2, OR51I2, SSTR3, OPN1LW


protein-coupled receptors




GO:0007186~G-protein coupled
6
MCHR2, OR51I2, SSTR3, OR2B3, OPN1LW, AKAP12


receptor protein signaling pathway




IPR017452:GPCR, rhodopsin-like
4
MCHR2, OR51I2, SSTR3, OPN1LW


superfamily




IPR000276:7TM GPCR, rhodopsin-
4
MCHR2, OR51I2, SSTR3, OPN1LW


like




GO:0050877~neurologica1 system
6
OR51I2, 0R2B3, OPN1LW, DMD, IL1RAPL1, GCHFR


process




receptor
7
MCHR2, OR51I2, SSTR3, OPN1LW, PLXNB2, RARB,




IL1RAPL1


g-protein coupled receptor
4
MCHR2, OR51I2, SSTR3, OPN1LW


GO:0031224~intrinsic to membrane
19
PGAP3, MCHR2, OR2B3, OPN1LW, PLXNB2, LMF1,




CDC42SE1, BCS1L, CYB561, RTN3, PNPLA8, SSTR3,




OR51I2, 5LC26A7, ELOVL3, UBE2V1P2, DNAJC4, CP,




IL1RAPL1


transducer
4
MCHR2, OR51I2, SSTR3, OPN1LW


membrane
23
PGAP3, MCHR2, OPN1LW, PLXNB2, LMF1, CDC42SE1,




BCS1L, CYB561, RTN3, IMMP1L, PNPLA8, SSTR3, OR51I2,




RAB28, SLC26A7, PPL, ELOVL3, DMD, UBE2V1P2, SVIP,




DNAJC4, IL1RAPL1, GCHFR


transmembrane protein
3
MCHR2, SSTR3, OPN1LW


GO:0050890~cognition
4
OR51I2, 0R2B3, OPN1LW, IL1RAPL1


GO:0016021~integral to membrane
17
PGAP3, MCHR2, OR2B3, OPN1LW, PLXNB2, LMF1, BCS1L,




CYB561, RTN3, PNPLA8, SSTR3, OR51I2, SLC26A7,




ELOVL3, UBE2V1P2, DNAJC4, IL1RAPL1


GO:0007600~sensory perception
3
OR5112, OR2B3, OPN1LW


transmembrane region
16
PGAP3, MCHR2, OPN1LW, PLXNB2, LMF1, BCS1L,




CYB561, RTN3, PNPLA8, SSTR3, OR51I2, SLC26A7,




ELOVL3, UBE2V1P2, DNAJC4, IL1RAPL1


transmembrane
16
PGAP3, MCHR2, OPN1LW, PLXNB2, LMF1, BCS1L,




CYB561, RTN3, PNPLA8, SSTR3, OR51I2, 5LC26A7,




ELOVL3, UBE2V1P2, DNAJC4, IL1RAPL1


GO:0007166~cell surface receptor
6
MCHR2, OR5112, SSTR3, OR2B3, OPN1LW, AKAP12


linked signal tmnsduction




topological domain:Cytoplasmic
9
PGAP3, MCHR2, OR51I2, SSTR3, OPN1LW, SLC26A7,




PLXNB2, CYB561, IL1RAPL1


topological domain:Extracellular
7
MCHR2, OR51I2, SSTR3, OPN1LW, SLC26A7, PLXNB2,




IL1RAPL1


glycosylation site:N-linked
9
PGAP3, PNPLA8, MCHR2, OR51I2, SSTR3, OPN1LW,


(GlcNAc . . . )

PLXNB2, CP, IL1RAPL1


glycoprotein
9
PGAP3, PNPLA8, MCHR2, OR51I2, SSTR3, OPN1LW,




PLXNB2, CP, IL1RAPL1







Enrichment Score: 0.1710474073325014









zinc-finger
8
ZNF831, ARHGEF2, ZNF92, DMD, ZNF426, RARB, RNF181,




GTF2B


IPR013087:Zinc finger, C2H2-
3
ZNF831, ZNF92, ZNF426


type/integrase, DNA-binding




SM00355:ZnF_C2H2
3
ZNF831, ZNF92, ZNF426


IPR007087:Zinc finger, C2H2-type
3
ZNF831, ZNF92, ZNF426


IPR015880:Zinc finger, C2H2-like
3
ZNF831, ZNF92, ZNF426







Enrichment Score: 0.16076605592743434









SM00349:KRAB
3
ZNF92, SSX6, ZNF426


IPR001909:Krueppel-associated
3
ZNF92, SSX6, ZNF426


box




transcription regulation
8
SNAPC5, DPY30, SCYL1, ZNF92, SSX6, ZNF426, RARB,




GTF2B


Transcription
8
SNAPC5, DPY30, SCYL1, ZNF92, SSX6, ZNF426, RARB,




GTF2B


GO:0045449~regulation of
10
SIVA1, SNAPC5, SCYL1, ZNF92, DMD, UBE2V1P2, SSX6,


transcription

ZNF426, RARB, GTF2B


GO:0003677~DNA binding
8
SNAPC5, SCYL1, ZNF92, ZNF426, RARB, GTF2B, RPA4,




TOP3B


GO:0030528~transcription regulator
5
SNAPC5, ZNF92, UBE2V1P2, RARB, GTF2B


activity




GO:0006355~regulation of
6
ZNF92, UBE2V1P2, SSX6, ZNF426, RARB, GTF2B


transcription, DNA-dependent




GO:0006350~transcription
7
SNAPC5, SCYL1, ZNF92, SSX6, ZNF426, RARB, GTF2B


GO:0051252~regulation of RNA
6
ZNF92, UBE2V1P2, SSX6, ZNF426, RARB, GTF2B


metabolic process




GO:0003700~transcription factor
3
SNAPC5, ZNF92, RARB


activity




dna-binding
5
SCYL1, ZNF92, ZNF426, RARB, TOP3B







Enrichment Score: 0.1572294185208537









host-virus interaction
3
SIVA1, GTF2B, RTN3


GO:0031981~nuclear lumen
5
HNRNPL, SIVA1, GTF2B, CYB561, RTN3


GO:0005654~nucleoplasm
3
HNRNPL, SIVA1, GTF2B


GO:0070013~intracellular organelle
5
HNRNPL, SIVA1, GTF2B, CYB561, RTN3


lumen




GO:0043233~organelle lumen
5
HNRNPL, SIVA1, GTF2B, CYB561, RTN3


GO:0031974~membrane-enclosed
5
HNRNPL, SIVA1, GTF2B, CYB561, RTN3


lumen









Enrichment Score: 0.12193299079639833









GO:0000267~cell fraction
4
PNPLA8, DMD, DNAJC4, GCHFR


GO:0005624~membrane fraction
3
PNPLA8, DMD, DNAJC4


GO:0005626~insoluble fmction
3
PNPLA8, DMD, DNAJC4







Enrichment Score: 0.031540863257107116









disulfide bond
9
AADACL2, OR51I2, RNASE11, SSTR3, OPN1LW, MGEA5,




CP, IGKC, IL1RAPL1


disulfide bond
9
AADACL2, OR51I2, RNASE11, SSTR3, OPN1LW, MGEA5,




CP, IGKC, IL1RAPL1


GO:0005576~extracellular region
5
AADACL2, RNASE11, CP, IGKC, RTN3


signal
7
AADACL2, PGAP3, RNASE11, PLXNB2, CP, IGKC,




IL1RAPL1


signal peptide
7
AADACL2, PGAP3, RNASE11, PLXNB2, CP, IGKC,




IL1RAPL1


Secreted
3
AADACL2, RNASE11, CP









Example 3. A Comprehensive Single Cell Atlas of Non-Human Primate Cell During Homeostasis and Pathogenic Infection

Immune systems play an essential role in ensuring our health. From decades of laboratory and clinical work, there has been a basic understanding of immune balance and its importance for a healthy immune system. For example, hyperactivity can lead to allergy, inflammation, tissue damage, autoimmune disease and excessive cellular death. On the other hand, immunodeficiency can lead to outgrowth of cancers and the inability to kill or suppress external invaders. The immune system has evolved multiple modalities and redundancies that balance the system, including but not limited to memory, exhaustion, anergy, and senescence.


As the gene-expression program of a given cell closely reflects both its identity and function (Heinz et al., 2015), a systematic atlas of single-cell RNA profiles can help address many questions about immune regulations, their networks and molecular processes, and the response to pathogenic stimuli. Given the importance of the immune system, a systematic understanding of immune regulations on cell, tissue, and organism levels is crucial for clinicians and researchers to efficiently diagnose and develop treatments for immune system related disease.


Here, using scRNA-seq, this study identified gene signatures involved in SHIV-infection and immune responses, characterized cellular heterogeneity within specific cell-types, and demonstrated how these cell types and states change dynamically at different states of infection. More importantly, this study provides a resourceful pan-tissue database of expression profiles of healthy non-human primate that serves as a detailed reference data set for follow up studies regarding HIV as well as more disease and pathogenic states. Given the resemblance between HIV and SHIV, and the kinship between human and non-human primates, the atlas disclosed by this study also allows for parallel comparison and identifications of specific sub cell types as well as differentially regulated genes involved in human HIV infection.


Four Rhesus Macaques were sacrificed with full necropsy. Single cells from 12 distinct tissues were collected and single cell RNA-Sequencing was performed on these cells. Three Rhesus Macaques were infected with SHIV for 6 months, initiated anti-retroviral therapy for 6 months, and then sacrificed with full necropsy. Eight distinct tissue per SHIV+ animal was collected for single cell RNA-Sequencing. Tissues were collected as population controls in multiple forms, including RNALater, paraffin embedded, live cells frozen, lysed post dissociation and saved for control experiments and validations.


Single cell sequencing data was partitioned and annotated with supervised clustering, the results of which were visualized using tSNE (Amir el et al., 2013; Shekhar et al., 2016; van der Maaten and Hinton, 2008a). Based on expression profiles, individual cells are clustered and defined by tissues and cell types (FIG. 12-13). Particularly, this study identifies tissue specific phenotypes and behaviors of T cells (CD3E+, CD3D+, and CD3G+ cells), neutrophils, microglia, B cells, glandular epithelia, enterocytes, fibroblasts, megakaryocytes, erythroid precursor, DC, NK, macrophages, pneumocytes, eosinophil, and basophil cells are differentiated by expression profiles in axillary lymph nodes, central nerve system, colon, ileum, liver, lung, mesenteric lymph nodes, blood, spleen, thymus, and tonsil tissues, as illustrated in FIGS. 14-24. Specifically, in macrophages from different tissues, gene expression (S100A8, HBB, MNP1A, CAMP, LOC710097, gene 24745, gene 18845, LOC703853, LOC706282, RTD1B, LOC106994075, PLAC8, CLEC9A, GZMB, IRF8, FCER1A, KNG1, IGFBP6, CCDC50, NCOA7, C1QB, SEPP1, FABP4, C1QC, GPNMB, APOE, ACP5, YMRM176B, ADAMDEC1, CCDC 152, S100A6, FCGR3, VCAN, FGR, LILRB1, FCN1, AHNAK, FN1, C5AR1, TIMP1) distinguishes individual cells by their tissue of origins (FIG. 16).


By comparing single cell profiles of healthy subjects with SHIV infected ones, this study identified subsets of cells in specific tissues differentially respond to SHIV infection (FIGS. 25, A and B). In lymphoid tissue, certain immune cells such as CD8 T cells and macrophages appear to be equally represented in both healthy and SHIV infected cells, while other cells such as CD4 T cells and B cells show marked difference between the two states. The comparison further identifies pathways and genes that are differentially expressed in healthy and SHIV infected cells. In CD4 T cells, genes involved in cyclin dependent signaling, chemokine signaling, RNA helicase, mRNA export from nucleus, DNA damage, spliceosome mRNA processing, and transcription regulation are identified as correlated with healthy cells, and genes involved in unfolded protein response, HTLV-1 infection, herpes simplex infection, interferon gamma signaling pathway, antigen processing and presentation via MEW class I, positive regulation of apoptotic process, T cell receptor signaling, virion assembly, and vial transcription are associated with HIV infection (FIGS. 25, C and D). More comprehensively, this study identified gene markers that are differentially expressed in SHIV infected cells. This study also validated the close relationship between SHIV and HIV infection in non-human primate and human cells, by comparing differentially expressed genes between HIV infected and healthy human lymph node cells with SHIV infected and healthy T cells in non-human primates. The significant overlap of the two sets of differentially expressed genes (FIG. 26) confirm that biomarkers identified in this study can further be used in diagnosis, monitoring, and treatment of human HIV related disease.


Applicants determined T cell phenotypes across tissue of origins (FIGS. 29 and 30). Applicants observed PBMCs across many tissues and determined gene expression profiles for the PBMCs (FIG. 31). Applicants determined cell-cell interactions based on an interaction score determined by expression of ligand-receptor pairs (FIGS. 32 and 33). Applicants identified genes differentially expressed between healthy and SHIV/ART+ animals (FIGS. 36 and 39). Applicants identified differential coexpression of genes in healthy and SHIV animals (FIG. 38). The diseased samples co-expressed genes related to MEW I antigen processing, Fos-mediated cytokine expression, and transcription factors (SATB1, TCF7, BCL9L, FOS, IKZF1, SFRP5. This cluster of genes was strongly co-expressed in SHIV single T cells and rarely co-expressed in healthy T cells. Applicants constructed a healthy “atlas” of lymphoid tissue.


Applicants developed a computer program called Transcriptomic Interaction Networks (TINDIR) to discover intercellular relationships (FIGS. 33, 41-43). TINDIR subsets down the transcriptome to receptor ligand pairs that enable communication. TINDIR is a novel tool to mine single cell data for possible cell-cell interactions, including novel interactions. TINDIR provides for experiential comparison in samples of health and samples of disease. TINDIR can weight these potentials, either on a single cell to single cell level or cell type to cell type level by looking for evidence of a reaction, or a meaningful change in related pathways as a result of both having some receptor, and having nearby cells with ligands to engage. For instance, two cells will have a productive interaction if they have high receptor ligand co-expression. TINDIR can re-classify single cells by their interaction potentials and identify differential properties associated with cell interaction changes (e.g. how do T cells behave when “interacting” with B cells compared to when interacting with Enterocytes)


TINDIR uses an R package, which specifically takes inputs as a data matrix, cell info, and an interaction database (e.g., DIP). TINDIR uses various functions that allow a user to mine for receptor ligand interactions, visualize these, and complete complex analyses on the interaction data


Various modifications and variations of the described methods, pharmaceutical compositions, and kits of the invention will be apparent to those skilled in the art without departing from the scope and spirit of the invention. Although the invention has been described in connection with specific embodiments, it will be understood that it is capable of further modifications and that the invention as claimed should not be unduly limited to such specific embodiments. Indeed, various modifications of the described modes for carrying out the invention that are obvious to those skilled in the art are intended to be within the scope of the invention. This application is intended to cover any variations, uses, or adaptations of the invention following, in general, the principles of the invention and including such departures from the present disclosure come within known customary practice within the art to which the invention pertains and may be applied to the essential features herein before set forth.

Claims
  • 1. A method of determining a physiological state of a first cell or tissue in a subject, the method comprising: measuring a physiological state of a second cell or tissue in the subject that is correlated with the physiological state of the first cell or tissue,wherein the correlation comprises a correlation between tissue types, cell types, or tissue types and cell types.
  • 2. The method of claim 1, further comprising contacting the first cell or tissue in the subject with a modulating agent; and measuring the effect of the modulating agent on a second cell or tissue in the subject, wherein the physiological state of the second cell or tissue is correlated with the effect of the modulating agent on the first cell or tissue,wherein the correlation comprises a correlation between tissue types, cell types, or tissue types and cell types,preferably, wherein the modulating agent is an immune modulating agent.
  • 3. The method of claim 1, wherein the composition and/or quantity of cell types in different tissues is correlated, or wherein the same cell types in different tissues are correlated, orwherein different cell types are correlated.
  • 4. The method of claim 1, wherein the second cell or tissue is correlated with the first cell or tissue in another organism, whereby the correlation is used as a proxy to determine the physiological state of the first cell or tissue in the subject, preferably, wherein the organism is a non-human primate, more preferably, wherein the non-human primate is a Rhesus macaque; and/orwherein the correlation is determined by measuring gene expression profiles in two or more cells or tissues obtained from the organism.
  • 5-7. (canceled)
  • 8. The method of claim 1, wherein the correlated physiological states of the first and second cells or tissues are the same physiological states; or wherein the correlated physiological states of the first and second cells or tissues are different physiological states; and/orwherein the physiological state of the second cell or tissue is measured by a gene expression profile comprising one or more genes, preferably, wherein the gene expression profile comprises single cell expression profiles; and/orwherein the physiological state of the second cell or tissue is measured by a gene expression profile comprising one or more gene clusters, preferably,wherein the gene clusters comprise one or more principle component genes, orwherein the one or more gene clusters comprise genes having similar function, orwherein the one or more gene clusters comprise genes that are co-regulated, orwherein the genes are co-regulated in the tissue or cell during disease, orwherein the one or more gene clusters comprise genes of a pathway.
  • 9-17. (canceled)
  • 18. The method of claim 1, wherein the cell type is an immune cell or the tissue type is an immune tissue type, preferably, wherein the cells comprise T cells from mesenteric lymph node, inguinal lymph node, CNS, jejunun, spleen, tonsil, or bone marrow; or wherein the cells comprise macrophages; orwherein the cells comprise pneumocytes or NK cells; orwherein the cells comprise cells of axillary lymph node, colon, ileum, liver, spleen, or thymus; orwherein the cell or tissue type is a diseased cell or tissue type.
  • 19-24. (canceled)
  • 25. The method of claim 1, wherein the physiological state comprises a disease state or an immunological state; or wherein the physiologic state indicates resistance or sensitivity to a therapy; orwherein the second cell is a circulating immune cell and the physiological state is an immune state in a tissue.
  • 26-27. (canceled)
  • 28. A method of identifying a biomarker as a proxy for a physiological state of a cell or tissue, the method comprising determining the expression profile of one or more genes in a test cell or tissue obtained from an organism, and identifying the expression profile in the test cell or tissue as a proxy for the physiological state of a second cell or tissue if the expression profile in the test cell or tissue is correlated with the expression profile in the second cell or tissue obtained from the organism; or determining an expression profile of one or more genes in a test cell or tissue obtained from an organism that correlates with the expression profile in a second cell or tissue obtained from the organism, preferably,wherein the expression profile comprises one or more single cell expression profiles and the single cell expression profiles in the test cell or tissue correlates to the single cell expression profiles in the second cell or tissue; and/orwherein the test cell or tissue is from the same species as the second cell or tissue, more preferably, wherein the test cell or tissue and the second cell or tissue are from a non-human primate, more preferably, wherein the test cell or tissue and the second cell or tissue are from a Rhesus macaque; and/orwherein the expression profile determined in the test cell or tissue is a proxy for the physiological state of the second cell in a different species, preferably a related species, more preferably wherein the test cell or tissue and the second cell or tissue are from different non-human primates, more preferably, wherein the test cell or tissue is from a human and the second cell or tissue is from a non-human primate.
  • 29-36. (canceled)
  • 37. The method of claim 28, wherein the biomarker identified in the non-human primate is used to determine the physiological state of a second cell or tissue in a human subject by detection or measuring the biomarker in the first cell or tissue in the human subject.
  • 38. The method of claim 28, wherein the physiological state comprises a disease state or an immunological state; orwherein the physiologic state indicates resistance or sensitivity to a therapy.
  • 39. (canceled)
  • 40. The method of claim 1, wherein the method is for diagnosing the physiological state of a cell or tissue in a subject, the method comprising measuring the expression of a biomarker in a test cell or tissue of the subject, wherein the biomarker was identified as a proxy for the physiological state of the diagnosed cell or tissue by determining the expression profile of the biomarker in a first cell or tissue, and identifying the expression profile in the first cell or tissue as a proxy for the physiological state of a second cell or tissue if the expression profile in the first cell or tissue is correlated with the expression profile in the second cell or tissue.
  • 41. The method of claim 40, wherein the first cell or tissue is from the same species as the second cell or tissue, preferably, wherein the first cell or tissue and the second cell or tissue are from a non-human primate, more preferably, wherein the first cell or tissue and the second cell or tissue are from a Rhesus macaque.
  • 42-43. (canceled)
  • 44. The method of claim 28, wherein the method is for identifying a biomarker as a proxy for determining the effect of a modulating agent on a cell or tissue in a subject, the method comprising determining an expression profile of one or more genes in a test cell or tissue obtained from an organism treated with the modulating agent that correlates with the expression profile in a second cell or tissue obtained from the treated organism.
  • 45. A method of identifying cell interactions comprising: providing single cell gene expression profiles obtained from sequencing single cells from one or more tissues from a subject;determining expression of receptor/ligand pairs on the single cells from the one or more tissues; anddetermining cells that express a receptor and cells that express the ligand for the receptor, preferably, wherein cell interactions are determined in a diseased non-human primate.
  • 46. (canceled)
  • 47. A method of identifying biomarkers of tissue homing comprising: generating single cell expression profiles of PBMC's obtained from two or more tissues of a non-human primate; andidentifying tissue specific markers expressed by the PBMCs, preferably,using the PBMCs originating from a tissue of interest as a proxy for the physiological state of the tissue of interest.
  • 48. A method of identifying the tissue of origin of macrophages comprising detecting in a population of cells comprising macrophages one or markers selected from one or more groups consisting of: a. S100A8, HBB, MNP1A, CAMP, LOC710097, gene 24745, gene 18845, LOC703853, LOC706282 and RTD1B;b. LOC106994075, PLAC8, CLEC9A, GZMB, IRF8, FCER1A, KNG1, IGFBP6, CCDC50 and NCOA7;c. C1QB, SEPP1, FABP4, C1QC, GPNMB, APOE, ACP5, YMRM176B, ADAMDEC1 and CCDC152; and/ord. S100A6, FCGR3, VCAN, FGR, LILRB1, FCN1, AHNAK, FN1, C5AR1, TIMP1.
  • 49. (canceled)
  • 50. A method of identifying tissues and cells that are reservoirs for HIV comprising determining expression of SHIV genes in tissues and/or single cells obtained from a non-human primate infected with SHIV and treated with antiretroviral therapy, preferably, wherein SHIV is reactivated in the tissues and/or single cells before determining expression; or determining expression of HIV genes in tissues and/or single cells obtained from a subject infected with HIV and treated with antiretroviral therapy, preferably,wherein HIV is reactivated in the tissues and/or single cells before determining expression; and/orwherein the tissues and/or single cells are obtained from lymph nodes.
  • 51-54. (canceled)
  • 55. The method of claim 18, wherein the diseased cell or tissue type is infected with HIV, preferably, wherein the physiological state comprises an immunological state associated with HIV infection.
  • 56. (canceled)
  • 57. The method of claim 18, wherein the diseased cell or tissue type is infected with MTB, preferably, wherein the physiological state comprises an immunological state associated with MTB infection.
  • 58. (canceled)
CROSS-REFERENCE TO RELATED APPLICATIONS

This application claims the benefit of U.S. Provisional Application No. 62/573,015, filed Oct. 16, 2017. The entire contents of the above-identified application are hereby fully incorporated herein by reference.

STATEMENT REGARDING FEDERALLY SPONSORED RESEARCH

This invention was made with government support under Grant No. HL095791 awarded by the National Institutes of Health. The government has certain rights in the invention.

PCT Information
Filing Document Filing Date Country Kind
PCT/US2018/056166 10/16/2018 WO 00
Provisional Applications (1)
Number Date Country
62573015 Oct 2017 US