Expression Signatures of Genes and Gene Networks Associated with Skin Aging

Abstract
Described herein are expression signatures of genes and coordinately expressed gene networks associated with skin aging, methods used to determine the physiological age of skin, and methods used to screen for compounds used to reduce the visible signs of aging of the skin.
Description
GOVERNMENT SPONSORSHIP

None


FIELD OF THE INVENTION

The invention relates to newly discovered expression signatures of coordinately expressed genes and gene networks associated with the physiological and pathological processes of skin aging and to methods for identifying and using compounds that regulate and in some cases recalibrate gene sets and gene pathways associated with skin ageing wherein such regulation and recalibration effectively reverses the effects of ageing of the skin to produce more youthful looking skin so that the skin is more supple, smooth and hydrated and has less wrinkles and fine lines typically associated with ageing.


BACKGROUND

Skin aging is natural process associated with a number of pathophysiologies that can reduce quality of life and longevity. The goal of this study is to gain new insights into how skin ages as a function of time. The working hypothesis for this study is that skin aging results from the dysregulation of key regulatory genes (i.e., gene signatures) that control thousands of genes in multiple, interacting and overlapping networks and pathways. Dysregulation of gene functions leads to physiological aging of tissues, cells and subcellular components. This dysregulation may be the result of damage to the products of key regulatory genes (i.e., oxidative damage to regulatory proteins) or to transcriptional silencing of these genes by mutagenic and/or epigenetic processes. This study is the first of its kind to examine, in a comprehensive fashion, the gene expression profiles in human skin (specifically adult females who self-identified themselves as white) of various age and to identify gene networks and gene signatures associated with the aging process. This information should yield a small number of robust and predictive genes/gene-network whose expression can be used to: (a) understand the relationship between chronological age and physiological age and (b) assess the ability of compounds (e.g., drugs, natural products and dietary factors) to regulate and/or dysregulate genes and gene networks. The present study provides information that will guide future research and suggest new therapies for preventing, mitigating or treating skin pathologies related to aging.


The skin is the largest human organ comprising about one sixth of total body weight. The skin performs a complex role in human physiology: serves as a barrier to the environment, and the sebum produced by some of its glands (sebaceous) have anti-infective properties. The skin acts as a channel for communication to the outside world, protects us from water loss, friction wounds, and impact wounds and uses specialized pigment cells to protect us from ultraviolet rays of the sun. Skin produces vitamin D in the epidermal layer, when it is exposed to the sun's rays. The skin helps regulate body temperature through sweat glands and helps regulate metabolism. The skin consists of three functional layers: Epidermis, the Dermis (or corium) and the Subcutis (or hypodermis).


Various cell types are present in the skin. Keratinocytes is the most abundant cell type in the epidermis. These cells produce keratin proteins. Fibroblasts differentiate into cells that form the dermis and produce collagen and elastin. Melanocytes produce the pigment melanin that accumulates around the nuclei of the keratinocytes absorbing harmful ultraviolet (UV) light. Langerhans cells (macrophages) reside in the dermis mediating humoral and cellular immune functions. Merkel's cells, which are present in small numbers but are more numerous in the skin of the palms and soles of the feet, are sensory mechanical receptors that respond to certain stimuli such as pressure or touch. The epidermis is the outermost skin layer. As skin cells migrate to the surface, farther away from their source of nourishment, they flatten and shrink. They lose their nuclei, move out of the basal layer to the horny layer (stratum corneum), and die. This process, called keratinization, takes about 4 weeks. About 10 percent of epidermal cells are melanocytes that pigment the skin. The epidermis is differentiated into five layers: horny layer (stratum corneum); clear layer (stratum lucidum); granular layer (stratum granulosum); prickle-cell layer (stratum spinosum); and the basal layer (stratum basale). The dermis is the layer just below the outer keratinized epidermal layer. The dermis contains cells, water, collagen fibers, glycosaminoglycans and fibronectins that form a hydrated gel and are responsible for the high elasticity and tensile strength of the dermis. Embedded in this layer are lymph channels, blood vessels, nerve fibers, muscle cells, hair follicles, sebaceous glands, and sweat glands.


Glycosaminoglycans are mucopolysaccharides present in the dermis that can bind large amounts of water. As the skin ages, the interweaving of the collagen fibers increases and the water-binding capacity diminishes and the skin tends to wrinkle. Glycosaminoglycans bind with the proteins in the connective tissue matrix to form proteoglycans. These proteoglycans form a gel-like material that can absorb and expel water like a sponge. Glycosaminoglycans are subject to a continuous turnover. In contrast, the collagen fibers are only renewed when necessary, such as when injury is sustained. The ability of the skin to store water and thereby remain soft and supple depends in part on the presence of lipids, arginine, and other “natural moisturizing factors” (NMF) that originate from the cornification (differentiation) of the keratinocytes, for example, pyrrolidine carboxylic acid, and secretions from the sweat and sebaceous glands including urea, salts, and organic acids.


The dermis also contains collagens. Type I collagen is the most abundant protein in skin connective tissue, which also contains other types of collagen (III, V, VII), elastin, proteoglycans, fibronectin, and other extracellular matrix proteins. Newly synthesized type I procollagen is secreted into the dermal extracellular space where it undergoes enzymatic-processing, arranging itself into a triple helix configuration. The triple helix complexes associate with other extracellular matrix proteins such as leucine-rich small proteoglycans, to form regularly arranged fibrillar structures. This process, called fibrillogenesis, results in formation of collagen bundles that are responsible for the strength and resiliency of the skin.


Skin aging is influenced by several factors, including genetics, environmental exposure (ultraviolet (UV) irradiation, xenobiotics, and mechanical stress), hormonal changes, and metabolic processes (generation of reactive chemical compounds such as activated oxygen species, sugars, and aldehydes). Taken together, these factors lead to cumulative alterations of skin structure, function, and appearance. The influence of the environment, especially solar UV irradiation, is of considerable importance for skin aging. Skin aging due to UV exposure (photoaging) is superimposed on chronological skin aging. Historically, scientists considered photoaging and chronological skin aging as two distinct entities. Although the typical appearance of photoaged and chronologically aged human skin can be readily distinguished, recent evidence indicates that chronologically aged and UV-irradiated skin share important molecular features including altered signal transduction pathways that promote matrix-metalloproteinase (MMP) expression, decreased procollagen synthesis, and connective tissue damage. This concordance of molecular mechanisms suggests that UV irradiation accelerates many key aspects of the chronological aging process in human skin. Based on this relationship between UV irradiation and chronological aging, acute UV irradiation of human skin may serve as a useful model to study molecular mechanism of skin chronological aging.


At the tissue level, chronologically aged skin shows general atrophy of the extracellular matrix reflected by decreased number of fibroblasts, and reduced levels of collagen and elastin. The organization of collagen fibrils and elastin fibers is also impaired. This impairment is thought to result from both decreased protein synthesis that particularly affects types I and III collagens in the dermis and increased breakdown of extracellular matrix proteins.


Photodamaged skin is associated with increased epidermal thickness and alterations of connective tissue organization. The hallmark of photoaged skin is accumulation of amorphous elastin-containing material that resides beneath the epidermal dermal junction. Impairment of the fibrillar organization of collagen and elastin is typically more severe in photoaged skin, compared to sun-protected chronologically aged skin. The severity of photoaging is proportional to accumulated sun exposure and inversely related to the degree of skin pigmentation. Individuals with fair skin are more susceptible to solar UV-induced skin damage than darker-skinned individuals.


At the cellular level, one of the earliest detectable responses of human skin cells to UV irradiation is activation of multiple cytokine and growth factor cell surface receptors, including epidermal growth factor receptor (EGF-R), tumor necrosis factor (TNF) alpha receptor, platelet activating factor (PAF) receptor, insulin receptor, interleukin (IL-1) receptor, and platelet-derived growth factor (PDGF) receptor.


Activation of cell surface cytokine and growth factor receptors results in recruitment in cytoplasm of adaptor proteins that mediate downstream signaling. Assembly of these signaling complexes results in activation of small GTP-binding protein family members which are key upstream regulators of the certain MAP kinases. The action of certain GTP-binding proteins results in an increased formation of superoxide anions. This increased production of ROS likely participates in amplification of the signal leading to the activation of the downstream enzyme complexes such as MAP kinase. ROS are necessary participants in multiple MAP kinase pathways.


Increased intracellular ceramide content may also contribute to activation of the MAP kinase pathways by UV irradiation. UV-induced ceramide generation seems to be dependent on increased ROS production, since ceramide and ROS levels rise in parallel, and UV-induced ceramide production is inhibited by the free radical scavenger Vitamin E. MAP kinase activation results in induction of transcription factor AP-1 that is a major effector of the MAP kinase pathways. AP-1 regulates expression of many genes involved in the regulation of cellular growth and differentiation. Transcription of several MMP (matrix-metalloproteinase) family members is strongly regulated by AP-1. Several MMPs are upregulated by AP-1. These include MMP-1 (interstitial collagenase or collagenase 1) which initiates degradation of types I and III fibrillar collagens, MMP-9 (gelatinase B), which further degrades collagen fragments generated by collagenases, and MMP-3 (stromelysin 1), which degrades type IV collagen of the basement membrane and activates pro-MMP-1. MMP induction is, in part, responsible for UV-induced damage to skin connective tissue. Together, MMP-1, MMP-3, and MMP-9 have the capacity to completely degrade mature fibrillar collagen in skin. Consistent with this, increased collagen breakdown has been demonstrated within 24 h after UV irradiation in human skin in vivo. Thus, UV irradiation of human skin causes extracellular matrix degradation via induction of transcription factor AP-1 and subsequent increased MMP production.


In addition to causing collagen breakdown, UV irradiation impairs new type I collagen synthesis. UV irradiation has been shown to decrease collagen production and impair organization of collagen fibrils in skin in vivo. In addition, increased breakdown of extracellular matrix proteins is also observed in UV-irradiated fibroblasts in vitro and in human skin in vivo. Down-regulation of type I collagen is mediated in part by UV-induced AP-1, which negatively regulates transcription of both genes that encode for type I procollagen (COL1A1 and COL1A2).


UV-induced down-regulation of collagen synthesis also occurs via paracrine mechanisms involving transforming growth factor-beta (TGF-beta) and other cytokines. TGF-beta is a major profibrotic cytokine, which regulates multiple cellular functions including differentiation, proliferation, and induction of synthesis of extracellular matrix proteins. The biological effects of TGF-beta are diverse and strongly dependent on its expression pattern and cell type. In human skin, TGF-beta inhibits growth of epidermal keratinocytes and stimulates growth of dermal fibroblasts. Moreover, TGF-beta induces synthesis and secretion of the major extracellular matrix proteins collagen and elastin. TGF-beta also inhibits expression of certain specific enzymes involved in the breakdown of collagen, including MMP-1 and MMP-3. TGF-beta also has the ability to affect gene expression by epigenetic modification of DNA. Exogenous TGF-beta was shown to induce and maintain expression of Foxp3 in regulatory T cells by demethylating a highly conserved region of the Foxp3 gene called Treg-specific demethylation region (TSDR) [J. K. Polansky et al., 2008. Eur. J. Immunol. 38: 1654-1663]. Both aging and UV irradiation induce molecular alterations that create skin aging. A major feature of aged skin is the reduction of types I and III procollagen synthesis. This reduction results in skin thinning and increased fragility. Both types I and III procollagen mRNA and protein expression are reduced in aged skin.


In addition to impaired collagen synthesis, increased production of several MMP family members, including MMP-1, MMP-2 (gelatinase A), MMP-3, and MMP-9 occurs in chronologically aged skin. With the exception of MMP-2, these MMPs are regulated by AP-1 and induced by UV irradiation. Interestingly. AP-1 expression is increased in aged human skin in vivo and aged skin fibroblasts in vitro. Oxidative stress is thought to be of primary importance in driving the aging process. The free radical theory of aging, first proposed several decades ago, envisions that the molecular basis of aging derives from accumulation, over a lifetime, of oxidative damage to cells resulting from excess ROS, which are produced as a consequence of aerobic metabolism. Although skin possesses extremely efficient anti-oxidant activities, it has been demonstrated that during aging, ROS levels rise and anti-oxidant defenses decline. ROS are necessary participants in multiple MAP kinase pathways. MAPK activation results in induction of AP-1, which in turn, upregulates expression of MMPs. This scenario provides a plausible mechanism for the observed increased collagen degradation in aged human skin.


In spite of existing differences, many critical molecular features of aged and UV-irradiated human skin bear striking similarities. It could be stated that these similarities reflect the central role that oxidative stress plays in UV irradiation-induced responses and aging in human skin. Viewed in this light, it is not surprising that UV irradiation and aging evoke similar molecular responses, since both are responding to oxidative stress. Nor is it surprising that the consequences of UV irradiation and aging have similar damaging impact on skin connective tissue.


SHORT DESCRIPTION OF THE INVENTION

The invention relates to expression signatures of genes and to coordinately expressed gene networks associated with skin aging. Additionally the invention relates to methods used to determine the physiological age of skin, and methods used to screen for compounds used to reduce the visible signs of aging of the skin.


The inventors have used high throughput expression screening and SAGE (Serial Analysis of Gene Expression) analysis to compare sets of skin tissue from two cohorts of individuals of substantially different ages. The inventors have discovered a large number of previously unknown expression signatures that are related to age. Additionally they have discovered a large and complex network of coordinately expressed genes and pathways that are associated with the physiological and pathological process of skin aging. These expression signatures are used to (i) determine the physiological age of skin, (ii) screen for compounds and compositions that are used to reduce the visible signs of aging of the skin, particularly to the prevention and reduction of skin wrinkles and to the production and maintenance of youthful looking skin.


Additionally, using the methods of the invention, compounds may be identified by the methods of the invention which compounds affect the expression of various genes within the skin that are involved in chronological-induced and UV-induced skin damage. The invention relates to methods for recalibrating the expression of genes, genetic networks, and cellular pathways in the human skin, primarily in the dermis, that have changed as a result of the chronological aging process. The invention also relates to combinations of natural compounds that produce synergistic effects on the expression of genes relevant to the reversal of skin aging and skin cancer risk reduction.





DESCRIPTION OF THE FIGURES AND TABLES


FIG. 1. A regulatory module responsible for a single gene signature in one aging-related network. White=up-regulated, grey=down-regulated). This network which created using only top 100 up & down regulated genes illustrates the complexity of the aging process. This network is connected to other networks involved in skin aging as well as to aging in other tissues. It is the gene signatures in different but connected and interacting networks that determine the aging process. It is the genetic regulatory module (e.g., IL-8, IFNG) that will serve as targets for drugs and natural compounds to reverse skin aging. It is believed that the loss of connections between networks reduces the ability of the cell to make coordinated responses to external stimuli and thus the cause of disease and aging.



FIG. 2. Master regulators correlate with the differential gene expression signatures between old and young cohorts. The X axis represents age from older (on the left) to younger (on the right). For each regulator (acronym boxed on the left hand side) two rows are shown, one of up-regulated genes and one of downregulated genes. It is very clear from this figure that certain genes and gene stets are upregulated in older skin samples and certain genes and gene sets are upregulated in younger skin samples. Low expression level in old cohorts is at the left of the bottom row which shows expression levels gradually increased to the right. The regulator gene symbols are listed at left side of the graph inside boxes. Each regulator has two rows of up and down regulated genes that are positioned according to their gene expression levels in the data sets. The P-value of the correlations between the gene expression signature of overall datasets (bottom row) and individual regulation patterns are listed right below each gene symbol. The lower the P-value, the high possibility the regulator has to be responsible for the signature changes. STAT1=a member of the Signal Transducers and Activators of Transcription family of transcription factors. CEBPD=a CCAAT/enhancer-binding protein delta is a protein that in humans is encoded by the CEBPD gene. The protein encoded by this intronless gene is a bZIP transcription factor which can bind as a homodimer to certain DNA regulatory regions. MAF=a transcription factor that in humans is encoded by the MAF gene. RXRA=Retinoid X receptor alpha (RXR-alpha), also known as NR2B1 (nuclear receptor subfamily 2, group B, member 1) is a nuclear receptor. NR1H3=Liver X receptor alpha (LXR-alpha) is a nuclear receptor protein. TFE3=Transcription factor E3. NFATC1=Nuclear factor of activated T-cells, cytoplasmic 1. RBL2=Retinoblastoma-like protein 2. SMAD3=Mothers against decapentaplegic homolog 3. NR2F1=Nuclear Receptor subfamily 2, group F, member 1 is member of nuclear hormone receptor family of steroid hormone receptors.





Table 1. This table lists genes of interest with names and symbol and HGNC ID. Table 1 is used to look up the identity of genes listed on Table 4, which shows the degree of up or down-regulation for these genes.


Table 2. This is a list of cellular pathways and other functional categories based on the up- and down-regulated genes in Table 1 showing the degree of enrichment based on the ˜2000 up and down regulated genes. A conservative cut-off with FDR of <=0.1 has been used to identify important pathways.


Table 3. This table shows regulatory genes. This table shows a list of gene signatures and regulatory factors controlling the expression of skin-aging-related genes in various pathways and/or gene networks. Note that the gene described in italics at the end of the table are not part of Table 1 (which only includes the top 2000 up and down regulated genes); these italicized genes are part of the gene network regulators.


Table 4. This table shows the 2000 genes showing the greatest degree of up- or down-regulation and differential expression between the two age cohorts. This table shows the degree of differential expression for the top 2000 up and down regulated genes selected out of over 24000 human genes. ‘Fe’ means Fold Change represented in log 2 scale (these are relative numbers in comparison to expression of other genes so no units are appropriate). The fold-changes in gene expression are all relative to the young subjects. Thus a positive (+) value mean up-regulated in older subject, down-regulated in younger subjects. Negative (−) values means down-regulated in older subjects, up-regulated in younger subjects. HGNC is the standard identification number designated by HUGO Gene Nomenclature Committee. This data was gathered from a total of 32 subjects including 15 samples from the older group (age 59-75 year), and 17 samples from younger group (age 19-21 years). All samples were collected from healthy volunteer white females from an area of the body unexposed to sun (the buttock cheeks). Rest of the procedure are as described herein.


Table 5. This table shows a list of the top 35 genes/regulators controlling the expression of skin-aging-related genes in various genetic networks. This set of genes is selected from the larger list disclosed herein with the intention of supporting specific claims. The italicized genes were discovered during gene network analysis and are not part of Table 1. The inventors explicitly are not restricting the scope of the invention to these 35 genes.


Table 6. This table is a reduced list of the top 23 gene signatures controlling the expression of skin-aging-related genes in genetic networks.


GENERAL REPRESENTATIONS CONCERNING THE DISCLOSURE

In this specification where reference is made to particular features of the invention it is to be understood that the disclosure of the invention in this specification includes all appropriate combinations of such particular features. The embodiments disclosed in this specification are exemplary and do not limit the invention. As used in this specification, the singular forms “a”, “an”, and “the” include plural reference unless the context clearly dictates otherwise. The term “comprises” and grammatical equivalents thereof are used in this specification to mean that, in addition to the features specifically identified, other features are optionally present. The term “at least” followed by a number is used herein to denote the start of a range beginning with that number. Where reference is made in this specification to a method comprising two or more defined steps, the defined steps can be carried out in any order or simultaneously.


This specification incorporates by reference all documents referred to herein and all documents filed concurrently with this specification or filed previously in connection with this application, including but not limited to such documents which are open to public inspection with this specification. Additionally this application incorporates by reference US provisional application No. 61,198,235 filed Nov. 3, 2008, and also to PCT/US09/063137, international filing date Nov. 3, 2009, and also to the following patents and patent publications: U.S. Pat. No. 6,569,624 US 2004/0142335 US 2006/0275294 US 2003/0152947 US 2005/0089914 US 2007/0059711 US 2005/0250137 US 2005/0250137 US 2005/0053637 U.S. Pat. No. 7,105,292 US 2007/0161022 U.S. Pat. No. 6,692,916 US 2006/0134663 and US 2007/0148106. The specification also incorporates by reference the following: Anuurad, E., Yamasaki, M., Shachter, N., Pearson, T A. and Berglund, L. (2009). ApoE and ApoC-I polymorphisms: association of genotype with cardiovascular disease phenotype in African Americans. J Lipid Res 50(7): 1472-8. Deo, R. C., D. Reich, Tandon, A., Akylbekova, E., Patterson, N., Waliszewska, A., Kathiresan, S., Sarpong, D., Taylor, H A. Jr. and Wilson, J. G. (2009). Genetic differences between the determinants of lipid profile phenotypes in African and European Americans: the Jackson Heart Study. PLoS Genet 5(1): e1000342. Van Dyke, A. L., M. L. Cote, Wenzlaff, A S., Land, S. and Schwartz, AG. (2009). Cytokine SNPs: Comparison of allele frequencies by race and implications for future studies. Cytokine 46(2): 236-44.


DEFINITIONS

The term “signs of skin aging” refers to any anatomical visible indication that is generally associated with skin as a person gets older, including wrinkles, sagging, discoloration and reduced suppleness.


The term “recalibrating” when applied to the expression of genes, genetic networks, and cellular pathways refers to a change of adjustment of expression of one or more genes to produce a verisimilitude of a former state, such as the adjustment of expression of one or more genes listed in Table 1 so as to increase the production of glycosaminoglycans, proteoglycans, collagen etc.


The term “genetic network” or “genetic pathway” refers to two or more genes the expression of which is coordinated or related to a single physiological function such as the production of a particular protein or glycosaminoglycan.


The term “variant or derivative” when used in conjunction with a species such as a drug or other chemical entity is used to mean said drug or other chemical entity comprising at least one chemical modification, such as, but not limited to, a moiety, a radical group, a reactive group, a charged group, an uncharged group, an ion, or the like. The chemical modification can be either addition or removal of such moiety, group, ion, or the like.


The term “drug” is used to mean any molecule that alters the physiology of an organism.


The term “protein” includes peptides.


The term “environmental stimulus” is used to mean any stimulus that in some way affects the physiology of an organism and that has its origins outside of the organism.


The term “a therapeutic amount” is used to mean an amount (of a substance) that produces a measurable effect related to the health of an organism.


The term “gene expression” is used to refer to the transcription of a gene or a part of a gene and is independent from translation. The expression of the gene or part thereof can be increased or it can be decreased. Translation of the expressed gene or part thereof can be increased or it can be decreased.


The term “gene regulatory network” (GRN) refers to a collection of genes or DNA segments in a cell which interact with each other directly or indirectly through their RNA and protein products. Genes may also interact with other constituents in the cell, thereby governing the rates at which genes in the network are transcribed into mRNA. Some proteins serve only to activate other genes, and these transcription factors that are the main players in regulatory networks or cascades. By binding to the promoter region at the start of other genes they turn them on, initiating the production of another protein, and so on. Some transcription factors are inhibitory.


The term “genetic regulatory module(s)” refers to a gene or group of genes whose action sets the transcription levels for other genes belonging to a network, which satisfy a certain arbitrary threshold criteria, such as 1.5 fold change with a significance p<0.01.


“HGNC” is the standard identification number designated by HUGO Gene Nomenclature Committee (http://www.genenames.org/). The HUGO Gene Nomenclature Committee is responsible for providing human gene naming guidelines and approving new, unique human gene names and symbols (short form abbreviations of full gene name). In addition to species-specific databases, approved gene names and symbols for human can be located in the National Center for Biotechnology Information's Entrez Gene database (http://www.ncbi.nlm.nih.gov/sites/entrez?db=gene). See: Genetic nomenclature guide (1995). Trends Genet and The Trends In Genetics Nomenclature Guide (1998). Elsevier, Cambridge.


DETAILED DESCRIPTION OF THE INVENTION

The invention relates to expression signatures of genes and to coordinately expressed gene networks associated with skin aging. Additionally the invention relates to methods used to determine the physiological age of skin, and methods used to screen for compounds used to reduce the visible signs of aging of the skin.


The inventors have used high throughput expression screening and SAGE (Serial Analysis of Gene Expression) analysis to compare sets of skin tissue from two cohorts of individuals of substantially different ages. The inventors have discovered a large number of previously unknown expression signatures that are related to age. Additionally they have discovered a large and complex network of coordinately expressed genes and pathways that are associated with he physiological and pathological process of skin aging. The results have identified coordinated gene expression networks and coordination between metabolic pathways that were previously not known to be related to skin ageing. The results have identified a number of transcriptional activators and expression regulators that appear to play key roles in regulation of genes and pathways involved in skin ageing. For example, cholesterol biosynthesis and peroxisome lipid metabolism are both downregulated in the older population, but IL-6 synthesis is upregulated.


The newly discovered expression signatures may be used to (i) determine the physiological age of skin, (ii) screen for compounds and compositions that are used to reduce the visible signs of aging of the skin. Information determined from SAGE analysis includes (1) a categorization of up- and down regulated genes in the younger and older subjects; (2) categorization of physiological and signal transduction pathways in which these genes are over-represented and (3) categorization of gene networks and genes that constitute hubs within the networks.


This disclosure further describes a method for reversing signs of skin aging and risk of skin cancer by recalibrating the expression of genes, genetic networks, and cellular pathways in the human skin, primarily in the dermis, that have changed as a result of the chronological aging process. Gene expression patterns, and the pathways they participate in, are restored to levels characteristic of a younger chronological age by treating the skin with specific combinations of natural compounds (e.g., phyto-chemicals, nutrients, minerals, vitamins, etc). Specific combinations of natural compounds are determined using informatic algorithms and high throughput screening. Natural compounds are delivered to the dermis topically with dermo-cosmetics and internally with oral supplements. Combinations of natural compounds are claimed that produce synergistic effects on the expression of genes relevant to the reversal of skin aging and skin cancer risk reduction. Natural compounds can affect gene expression directly (e.g., transcription factor agonists or antagonist) or indirectly (e.g., non-coding RNAs, epigenetic modifications, signalling receptor agonists or antagonist). The invention includes those natural compounds that produce synergistic effects on gene expression when administered both orally and topically. Also disclosed are those genes, gene networks, non-coding RNAs and epigenetic modifications associated with chronologically younger or older skin.


The invention includes various specific embodiments such as, for example:


A method for delaying, ceasing or reversing signs of skin aging and risk of skin cancer by recalibrating the expression of genes, genetic networks, and cellular pathways in the human skin, primarily in the dermis, that have changed as a result of the chronological aging process wherein the genes are selected from the group consisting of specific genes are listed in Table 1, cellular pathways, and other functional categories are listed in Table 7, and gene signatures controlling the expression of aging-related genes in gene networks in Table 3.


The method above wherein the genes recalibrated comprise one or more genes from Table 1 or genes selected from the group consisting of the genes of the functional categories listed in Table 7 and Table 3.


The method above wherein the genetic networks or cellular pathways recalibrated comprise one or more selected from the groups consisting of the genetic networks or cellular pathways listed in Table 7 and Table 3.


A method for reducing the signs of aging of the skin the method comprising applying to the skin a compound that was identified as having recalibrating potency with the method above.


A method for reducing the signs of aging of the skin the method comprising topically applying to the skin a compound “A” having anti-aging properties and further comprising orally administering a compound “B” having anti-aging properties.


The method above wherein compounds A and B, when administered contemporaneously, provide a synergistic effects on expression of genes of Table 1 or groups of Table 7 and Table 3.


A composition for reducing the signs of aging of the skin, the composition comprising one or more substances that alter the expression of genes involved in the biosynthesis or degradation of a substance selected from the 16 groups listed in Table 7.


A composition for reducing the signs of aging of the skin, the composition comprising one or more substances that increase the expression of genes involved in the biosynthesis of type I or type II collagen.


A composition for reducing the signs of aging of the skin, the composition comprising one or more substances that recalibrate the genes for enzymes listed in Table 1.


A composition for reducing the signs of aging of the skin, the composition comprising one or more substances that decrease production of MMPs.


A composition for reducing the signs of aging of the skin, the composition comprising one or more substances that reduce the rate of degradation of the extracellular matrix proteins in the dermis.


A composition for reducing the signs of aging of the skin, the composition comprising one or more substances that maintain or increase the number of fibroblasts present in the dermis.


A composition for reducing the signs of aging of the skin, the composition comprising one or more substances that maintain or increase the number of collagen fibrils or elastin fibers in the dermis.


A composition for reducing the signs of aging of the skin, the composition comprising one or more substances that maintain or increase the number of collagen fibrils or elastin fibers in the dermis.


A composition for reducing the signs of aging of the skin, the composition comprising one or more substances that maintain or increase the 3-dimensional extracellular matrix structure of collagen, elastin, and other extracellular matrix proteins in the dermis,


A composition for reducing the signs of aging of the skin the composition comprising combinations of natural compounds including phytochemicals, nutrients, minerals, vitamins, etc.


The invention also encompasses compositions of natural compounds, for external application to the skin, that reduce, delay, and/or reverse the signs of aging of the skin; composition of natural compounds, for internal application that reduce, delay, and/or reverse the signs of aging of the skin; compositions of natural compounds that produce synergistic effects on the expression of genes and/or gene products relevant to the reversal of skin aging and skin cancer risk reduction; compositions of natural compounds that affect and/or recalibrate the expression of various sets of genes, genetic networks, and/or cellular pathways in the human skin with the effect of reducing, delaying, and/or reversing the signs of aging of the skin; methods for reducing, delaying, and/or reversing the signs of aging of the skin by the external application and internal administration of claimed compounds; and methods for making above compounds and formulations; and methods for evaluating the efficacy of claimed compounds and formulations.


The present work also includes the identification of genetic regulatory modules responsible for gene signatures in aging-related networks. FIG. 1 shows a graphically displayed network (where white=up-regulated, grey=down-regulated genes) showing the complexity of the aging process. This network is connected to other networks involved in skin aging as well as to general aging in other tissues. Key to this and future work is the identification of nodes (genes) that connect networks together. It is the gene signatures in different but connected and interacting networks that determine the aging process. The genetic regulatory module (e.g. IL-6, IL-8, IFNG, CSF3) will serve as targets for drugs and natural compounds to reverse skin aging. The inventors believe that the lose of connections between networks reduces the ability of the cell to make coordinated responses to external stimuli and thus accelerates disease and aging.


The present work also includes the identification of genetic regulatory modules responsible for gene signatures in aging-related networks. FIG. 1 shows a graphically displayed network (where white=up-regulated, grey=down-regulated genes) showing the complexity of the aging process. This network is connected to other networks involved in skin aging as well as to general aging in other tissues. Key to this work is the identification of nodes (genes) that connect networks together. It is the gene signatures in different but connected and interacting networks that determine the aging process. The genetic regulatory module (e.g., IL-6, IL-8, IFNG, CSF3) provide targets for drugs and natural compounds to reverse skin aging. The inventors believe that the loss of connections between networks reduces the ability of the cell to make coordinated responses to external stimuli and thus accelerates disease and aging.


METHODS OF THE INVENTION

Gene expression analysis was performed on skin samples from a total of 32 subjects including 15 samples from the older group (age 59-75 year), and 17 samples from younger group (age 19-21 years). All samples were collected from healthy volunteer white females from an area of the body unexposed to sun (the white unexposed buttock cheeks).


The following steps were performed:


1) Obtaining of healthy skin from adult female who self-identified themselves as white of different ages.


2) Isolating mRNA from skin tissues for gene expression analysis using microarray technology.


3) Isolating DNA from skin tissues to assess DNA methylation status of key aging-related genes identified in specific aims 6.


4) Performing bioinformatics analysis of the gene expression dataset using various bio-computational and statistical tools.


5) Identification of genes, pathways and networks associated with the skin aging.


6) Identified a small number of genes whose expression can serve as predictors (i.e., biomarkers) of skin aging.


7) Correlation of chronological age with physiological age by use of biomarker genes/gene-net-works.


For data analysis the following steps were carried out.


(1) DNA Sequence fragments from the sequencing experiments were mapped to rna.fa files for Homo Sapiens from NCBI (ftp://ftp.ncbi.nih.gov/genomes/H_sapiens/RNA/, rna.fa.gz, Size: 29793 KB, Last Modified: 11/22/10 7:40:00 PM).


(2) BWA and SAMtools were used to map to sequences in rna.fa file (see item 1) and to count number of fragments match the same sequences with no more than two nucleotide differences. BWA algorithm was published at Li H. and Durbin R. (2009) Fast and accurate short read alignment with Burrows-Wheeler Transform. Bioinformatics, 25:1754-60. (incorporated by reference) and SAMtools was published at Li H.*, Handsaker B.*, Wysoker A., Fennell T., Ruan J., Homer N., Marth G., Abecasis G., Durbin R. and 1000 Genome Project Data Processing Subgroup (2009) The Sequence alignment/map (SAM) format and SAMtools. Bioinformatics, 25, 2078-9. (incorporated by reference).


(3) R package DESeq 1.4.1 was used for statistics analysis. The DESeq algorithm was documented at Anders S. and Huber W. (2010) Differential expression analysis for sequence count data Genome Biology 11:R106 (incorporated by reference).


(4) Network analysis used STRING database. STRING database was published at von Mering C., Huynen M., Jaeggi D., Schmidt S., Bork P., Snel B., (2003), STRING: a database of predicted functional associations between proteins, Nucleic Acids Res. 2003 Jan. 1; 31(1):258-61 (incorporated by reference).


The dermis (inner most layer of the skin) and the epidermis (the outer most layer of the skin) were sampled together in this study. Volunteers, white women at least 18 years of age only, each provided a single, 4 mm deep biopsy of otherwise discarded skin tissue from the buttock.


Exclusion Criteria: Patients with the following criteria were excluded:


individuals with atopic dermatitis, psoriasis and other significant skin disorders


individuals with any serious medical condition


History of alcohol or drug abuse


Known hepatitis or HIV


Pregnant women


Significant allergic or adverse reaction to local anaesthetics


Blood clotting disorder


Faintness or vasovagal reaction with skin biopsies or procedures


Current smoker


The sex, race and health criteria were chosen to exclude as many variants as possible. A homogeneous population was chosen to reduce genetic variables.


Experimental Design


Identification of Genes Differentially Expressed in Healthy Skin from Subjects of Different Chronological Age


Each 4 mm buttock skin sample is immediately immersed into RNALater or snap frozen and stored at −80° C. until nucleic acid (RNA and DNA) extraction.


The samples undergo RNA and DNA extraction.


The extracted RNA is subjected to reverse transcription into cDNA, amplified, and processed for microarray analysis and also by Taqman qRT-PCR.


RNA sequenced are detected by using New Generation Sequencing (NGS), Illumna prpocedure, and data output and analysis is performed per standard analytical software.


Average-linkage hierarchal clustering of data is applied using Gene Cluster software and results are displayed with Java TreeView. Analyses for differential expression include use of appropriate statistical limits for identified gene sets and both paired and multivariate statistical treatment. Gene and pathway identification is assisted by application of interaction gene network analyses for processes such as immune response, inflammation, wound repair, cell growth, apoptosis, cell migration, etc.


This method has lead to pathway-specific hypothesis testing and aids in identification of regulated genes and gene network modules. This treatment of the microarray data enables us to compare gene expression profiles in skin by age.


2. DNA Methylation Status of Aging-Related Gene Signatures.


Based on the results of microarray data analysis, the DNA methylation status of candidate genes that are highly correlated with age (i.e., show the greatest change between young and old skin samples) were determined.


PureLink Genomic DNA Isolation kit (Invitrogen) was used to isolate DNA from half of the nucleic extraction samples.


This genomic DNA was subjected to bisulfite-specific PCR and sequencing of their 5′ promoter regions to determine their DNA methylation status. The DNA is subjected to bisulfite conversion (EZ DNA-Methylation-Direct, Zymo Research).


Bisulfite-converted genomic DNA is subjected to bisulfite-specific PCR (BSP) using primers specific to the 5′ end of the candidate genes. The BSP primers pairs that recognize methylated and unmethylated DNA are designed using Methyl-Primer Express v1.0 (Lifetechnologies).


PCR is carried out in a 25 ul reaction volume using a Taq PCR Kit (New England BioLabs) and PCR products are resolved in 1.5% agarose gels. PCR bands are excised and purified using a Gel Extraction Kit (Qiagen) before ligating to pCR4-TOPO vector (Invitrogen), and transformed into DH5-alpha E. coli. Insert-containing plasmids are verified by PCR and EcoRI digestion before DNA sequencing.


Correlations between DNA hypermethylation in the 5′-ends of aging-related gene signatures, gene expression levels and age are examined. DNA hypermethylation and low level expression of gene signatures in older skin samples are suggestive of epigenetic silencing of gene function, leading to aged skin.


3. Skin Aging Gene Expression (SAGE) Analysis


The initial experiment employed the following samples:


15 samples from the older group (age 59-75 years)


17 samples from younger group (age 19-21 years)


1 Sample has been rejected because of tissue inconsistency


1 Sample has been rejected because of the data quality


Transcript RNA from the samples was isolated and sequenced in 36 bp×36 bp Paired End Reads. This gave about 45M raw reads per sample. About 94% passed quality control. About 84.5% mapped to human transcripts.


Results


The study has discovered a large number of genes and pathways that are differentially expressed between the old and young cohorts.


Additionally the study reveals that many genes and pathways display coordinated expression. This suggests that the coordinated pathways are subject to regulation by means of expression regulators such as transcription regulators, translation regulators, siRNAs and other suppressors of protein expression. Such regulators appear to have pleitropic effects on numerous genes not necessarily linked in series but found at disparate locations in the genome.


The results of the data analysis is shown Tables 1, 2, 3, 4, 5 and 6.


For example, cholesterol biosynthesis and peroxisome lipid metabolism are both downregulated in the older population, but IL-6 synthesis is upregulated.


Another pathway whose regulation is clearly affected by ageing is the T Cell Receptor (TCR) signaling pathway (see Table 7). T Cell Receptor (TCR) activation promotes a number of signaling cascades that ultimately determine cell fate through regulating cytokine production, cell survival, proliferation, and differentiation. An early event in TCR activation is phosphorylation of immunoreceptor tyrosine-base activation motifs (ITAMs) on the cytosolic side of the TCR/CD3 complex by lymphocyte protein-tyrosine kinase (Lck). The CD45 receptor tyrosine phosphatase modulates the phosphorylation and activation of Lck and other Src family tyrosine kinases. z-chain associated protein kinase (Zap-70) is recruited to the TCR/CD3 complex where it becomes activated, promoting recruitment and phosphorylation of downstream adaptor or scaffold proteins. Phosphorylation of SLP-76 by Zap-70 promotes recruitment of Vav (a guanine nucleotide exchange factor), the adaptor proteins NCK and GADS, and an inducible T cell kinase (ITK). Phosphorylation of phospholipase Cγ1 (PLCγ1) by Itk results in the hydrolysis of phosphatidylinositol 4,5-bisphosphate (PIP2) to produce the second messengers diacylglycerol (DAG) and inositol trisphosphate (IP3). DAG activates PKCθ and the MAPK/Erk pathways, both promoting transcription factor NE-KB activation. IP3 triggers the release of Ca2+ from the ER, which promotes the entry of extracellular Ca2+ into cells through calcium release-activated Ca2+(CRAC) channels. Calcium-bound calmodulin (Ca2+/CaM) activates the phosphatase calcineurin, which promotes IL-2 gene transcription through the transcription factor NFAT. Feedback regulation at several points within these pathways allows for different outcomes, depending on the cell type and environment. The incorporation of signals from additional cell surface receptors (such as CD28 or LFA-1) further regulates cellular response.











TABLE 1





Symbol
Gene Name
HGNC ID







A2ML1
alpha-2-macroglobulin-like 1
HGNC:23336


AACS
acetoacetyl-CoA synthetase
HGNC:21298


AADACL3
arylacetamide deacetylase-like 3
HGNC:32037


AADACL4
arylacetamide deacetylase-like 4
HGNC:32038


ABCA13
ATP-binding cassette, sub-family A (ABC1), member 13
HGNC:14638


ABCA4
ATP-binding cassette, sub-family A (ABC1), member 4
HGNC:34


ABCA6
ATP-binding cassette, sub-family A (ABC1), member 6
HGNC:36


ABCA8
ATP-binding cassette, sub-family A (ABC1), member 8
HGNC:38


ABCA9
ATP-binding cassette, sub-family A (ABC1), member 9
HGNC:39


ABCB5
ATP-binding cassette, sub-family B (MDR/TAP), member
HGNC:46


ABCC11
ATP-binding cassette, sub-family C (CFTR/MRP), 11
HGNC:14639


ABCC4
ATP-binding cassette, sub-family C (CFTR/MRP), 4
HGNC:55


ABHD12B
abhydrolase domain containing 12B
HGNC:19837


ABHD3
abhydrolase domain containing 3
HGNC:18718


ABHD5
abhydrolase domain containing 5
HGNC:21396


ABLIM2
actin binding LIM protein family, member 2
HGNC:19195


ABLIM3
actin binding LIM protein family, member 3
HGNC:29132


ACAA1
acetyl-CoA acyltransferase 1
HGNC:82


ACAA2
acetyl-CoA acyltransferase 2
HGNC:83


ACAD8
acyl-CoA dehydrogenase family, member 8
HGNC:87


ACADM
acyl-CoA dehydrogenase, C-4 to C-12 straight chain
HGNC:89


ACADVL
acyl-CoA dehydrogenase, very long chain
HGNC:92


ACAP1
ArfGAP with coiled-coil, ankyrin repeat and PH domains1
HGNC:16467


ACAT2
acetyl-CoA acetyltransferase 2
HGNC:94


ACE
angiotensin I converting enzyme (peptidyl-dipeptidase A)1
HGNC:2707


ACE2
angiotensin I converting enzyme (peptidyl-dipeptidase A)1
HGNC:13557


ACLY
ATP citrate lyase
HGNC:115


ACO1
aconitase 1, soluble
HGNC:117


ACOT1
acyl-CoA thioesterase 1
HGNC:33128


ACOT2
acyl-CoA thioesterase 2
HGNC:18431


ACOT4
acyl-CoA thioesterase 4
HGNC:19748


ACOT7
acyl-CoA thioesterase 7
HGNC:24157


ACOX2
acyl-CoA oxidase 2, branched chain
HGNC:120


ACP6
acid phosphatase 6, lysophosphatidic
HGNC:29609


ACPP
acid phosphatase, prostate
HGNC:125


ACSBG1
acyl-CoA synthetase bubblegum family member 1
HGNC:29567


ACSL1
acyl-CoA synthetase long-chain family member 1
HGNC:3569


ACSL3
acyl-CoA synthetase long-chain family member 3
HGNC:3570


ACSL5
acyl-CoA synthetase long-chain family member 5
HGNC:16526


ACSM3
acyl-CoA synthetase medium-chain family member 3
HGNC:10522


ACSM5
acyl-CoA synthetase medium-chain family member 5
HGNC:26060


ACSS2
acyl-CoA synthetase short-chain family member 2
HGNC:15814


ACTA1
actin, alpha 1, skeletal muscle
HGNC:129


ACTA2
actin, alpha 2, smooth muscle, aorta
HGNC:130


ACTBL2
actin, beta-like 2
HGNC:17780


ACTC1
actin, alpha, cardiac muscle 1
HGNC:143


ACTG2
actin, gamma 2, smooth muscle, enteric
HGNC:145


ACTN1
actinin, alpha 1
HGNC:163


ACTR6
ARP6 actin-related protein 6 homolog (yeast)
HGNC:24025


ACVR1C
activin A receptor, type IC
HGNC:18123


ACVRL1
activin A receptor type II-like 1
HGNC:175


ACY1
aminoacylase 1
HGNC:177


ADAM33
ADAM metallopeptidase domain 33
HGNC:15478


ADAM8
ADAM metallopeptidase domain 8
HGNC:215


ADAMTS15
ADAM metallopeptidase with thrombospondin type 1 motif, 15
HGNC:16305


ADAMTS5
ADAM metallopeptidase with thrombospondin type 1 motif, 5
HGNC:221


ADAMTS7
ADAM metallopeptidase with thrombospondin type 1 motif, 7
HGNC:223


ADAMTSL1
ADAMTS-like 1
HGNC:14632


ADAMTSL3
ADAMTS-like 3
HGNC:14633


ADAMTSL5
ADAMTS-like 5
HGNC:27912


ADCK1
aarF domain containing kinase 1
HGNC:19038


ADCY5
adenylate cyclase 5
HGNC:236


ADH1A
alcohol dehydrogenase 1A (class I), alpha polypeptide
HGNC:249


ADH1B
alcohol dehydrogenase 1B (class I), beta polypeptide
HGNC:250


ADH1C
alcohol dehydrogenase 1C (class I), gamma polypeptide
HGNC:251


ADH6
alcohol dehydrogenase 6 (class V)
HGNC:255


ADHFE1
alcohol dehydrogenase, iron containing, 1
HGNC:16354


ADIPOQ
adiponectin, C1Q and collagen domain containing
HGNC:13633


ADRA2A
adrenergic, alpha-2A-, receptor
HGNC:281


AEBP1
AE binding protein 1
HGNC:303


AGPAT1
1-acylglycerol-3-phosphate O-acyltransferase 1 (lysophosphatidic acid
HGNC:324



acyltransferase, alpha)


AGPAT3
1-acylglycerol-3-phosphate O-acyltransferase 3
HGNC:326


AGPHD1
aminoglycoside phosphotransferase domain containing 1
HGNC:34403


AGR2
anterior gradient 2 homolog (Xenopus laevis)
HGNC:328


AGRN
Agrin
HGNC:329


AGTRAP
angiotensin II receptor-associated protein
HGNC:13539


AHSP
alpha hemoglobin stabilizing protein
HGNC:18075


AKAP12
A kinase (PRKA) anchor protein 12
HGNC:370


AKAP2
A kinase (PRKA) anchor protein 2
HGNC:372


AKNA
AT-hook transcription factor
HGNC:24108


AKR1A1
aldo-keto reductase family 1, member A1 (aldehyde reductase)
HGNC:380


ALAS1
aminolevulinate, delta-, synthase 1
HGNC:396


ALAS2
aminolevulinate, delta-, synthase 2
HGNC:397


ALCAM
activated leukocyte cell adhesion molecule
HGNC:400


ALDH1B1
aldehyde dehydrogenase 1 family, member B1
HGNC:407


ALDH1L1
aldehyde dehydrogenase 1 family, member L1
HGNC:3978


ALDH3A1
aldehyde dehydrogenase 3 family, member A1
HGNC:405


ALDH3B2
aldehyde dehydrogenase 3 family, member B2
HGNC:411


ALDH6A1
aldehyde dehydrogenase 6 family, member A1
HGNC:7179


ALDOB
aldolase B, fructose-bisphosphate
HGNC:417


ALDOC
aldolase C, fructose-bisphosphate
HGNC:418


ALG1L
asparagine-linked glycosylation 1-like
HGNC:33721


ALOX15B
arachidonate 15-lipoxygenase, type B
HGNC:434


ALPK2
alpha-kinase 2
HGNC:20565


AMACR
alpha-methylacyl-CoA racemase
HGNC:451


AMICA1
adhesion molecule, interacts with CXADR antigen 1
HGNC:19084


AMOT
angiomotin
HGNC:17810


AMOTL2
angiomotin like 2
HGNC:17812


AMPD1
adenosine monophosphate deaminase 1
HGNC:468


AMTN
amelotin
HGNC:33188


AMY1A
amylase, alpha 1A (salivary)
HGNC:474


AMY1B
amylase, alpha 1B (salivary)
HGNC:475


AMY1C
amylase, alpha 1C (salivary)
HGNC:476


ANGPT1
angiopoietin 1
HGNC:484


ANGPTL2
angiopoietin-like 2
HGNC:490


ANGPTL4
angiopoietin-like 4
HGNC:16039


ANGPTL5
angiopoietin-like 5
HGNC:19705


ANGPTL7
angiopoietin-like 7
HGNC:24078


ANKRD1
ankyrin repeat domain 1 (cardiac muscle)
HGNC:15819


ANKRD22
ankyrin repeat domain 22
HGNC:28321


ANKS6
ankyrin repeat and sterile alpha motif domain containing 6
HGNC:26724


ANPEP
alanyl (membrane) aminopeptidase
HGNC:500


ANTXR2
anthrax toxin receptor 2
HGNC:21732


ANXA3
annexin A3
HGNC:541


ANXA6
annexin A6
HGNC:544


AOC3
amine oxidase, copper containing 3 (vascular adhesion protein 1)
HGNC:550


AOX1
aldehyde oxidase 1
HGNC:553


APBB1IP
amyloid beta (A4) precursor protein-binding, family B, member 1 interacting
HGNC:17379



protein


APOBEC3G
apolipoprotein B mRNA editing enzyme, catalytic polypeptide-like 3G
HGNC:17357


APOC1
apolipoprotein C-I
HGNC:607


APOD
apolipoprotein D
HGNC:612


APOE
apolipoprotein E
HGNC:613


APOL1
apolipoprotein L, 1
HGNC:618


APOL3
apolipoprotein L, 3
HGNC:14868


APOL6
apolipoprotein L, 6
HGNC:14870


AQP4
aquaporin 4
HGNC:637


AQP5
aquaporin 5
HGNC:638


AQP7
aquaporin 7
HGNC:640


AREG
amphiregulin
HGNC:651


AREGB
amphiregulin B
HGNC:34509


ARHGAP20
Rho GTPase activating protein 20
HGNC:18357


ARHGAP29
Rho GTPase activating protein 29
HGNC:30207


ARHGAP30
Rho GTPase activating protein 30
HGNC:27414


ARHGAP6
Rho GTPase activating protein 6
HGNC:676


ARHGDIB
Rho GDP dissociation inhibitor (GDI) beta
HGNC:679


ARHGEF6
Rac/Cdc42 guanine nucleotide exchange factor (GEF) 6
HGNC:685


ARL6IP1
ADP-ribosylation factor-like 6 interacting protein 1
HGNC:697


ARR3
arrestin 3, retinal (X-arrestin)
HGNC:710


ARSH
arylsulfatase family, member H
HGNC:32488


ASIP
agouti signaling protein
HGNC:745


ASTN1
astrotactin 1
HGNC:773


ATOH1
atonal homolog 1 (Drosophila)
HGNC:797


ATOH8
atonal homolog 8 (Drosophila)
HGNC:24126


ATP12A
ATPase, H+/K+ transporting, nongastric, alpha polypeptide
HGNC:13816


ATP1A2
ATPase, Na+/K+ transporting, alpha 2 polypeptide
HGNC:800


ATP5C1
ATP synthase, H+ transporting, mitochondrial F1 complex, gamma
HGNC:833



polypeptide 1


ATP5G3
ATP synthase, H+ transporting, mitochondrial Fo complex, subunit C3
HGNC:843



(subunit 9)


ATP5I
ATP synthase, H+ transporting, mitochondrial Fo complex, subunit E
HGNC:846


ATP6V0A4
ATPase, H+ transporting, lysosomal V0 subunit a4
HGNC:866


ATP6V0B
ATPase, H+ transporting, lysosomal 21 kDa, V0 subunit b
HGNC:861


ATP6V0C
ATPase, H+ transporting, lysosomal 16 kDa, V0 subunit c
HGNC:855


ATP6V1C2
ATPase, H+ transporting, lysosomal 42 kDa, V1 subunit C2
HGNC:18264


AVIL
advillin
HGNC:14188


AWAT1
acyl-CoA wax alcohol acyltransferase 1
HGNC:23252


AWAT2
acyl-CoA wax alcohol acyltransferase 2
HGNC:23251


B3GNT3
UDP-GlcNAc:betaGal beta-1,3-N-acetylglucosaminyltransferase 3
HGNC:13528


B4GALNT2
beta-1,4-N-acetyl-galactosaminyl transferase 2
HGNC:24136


BAI1
brain-specific angiogenesis inhibitor 1
HGNC:943


BARX2
BARX homeobox 2
HGNC:956


BCAN
brevican
HGNC:23059


BCAP29
B-cell receptor-associated protein 29
HGNC:24131


BCAP31
B-cell receptor-associated protein 31
HGNC:16695


BCAT1
branched chain amino-acid transaminase 1, cytosolic
HGNC:976


BCAT2
branched chain amino-acid transaminase 2, mitochondrial
HGNC:977


BCKDHB
branched chain keto acid dehydrogenase E1, beta polypeptide
HGNC:987


BDH1
3-hydroxybutyrate dehydrogenase, type 1
HGNC:1027


BEAN1
brain expressed, associated with NEDD4, 1
HGNC:24160


BHMT2
betaine--homocysteine S-methyltransferase 2
HGNC:1048


BICC1
bicaudal C homolog 1 (Drosophila)
HGNC:19351


BIRC3
baculoviral IAP repeat containing 3
HGNC:591


BLNK
B-cell linker
HGNC:14211


BRI3BP
BRI3 binding protein
HGNC:14251


BRP44
brain protein 44
HGNC:24515


BRP44L
brain protein 44-like
HGNC:21606


BSG
basigin (Ok blood group)
HGNC:1116


BST1
bone marrow stromal cell antigen 1
HGNC:1118


BST2
bone marrow stromal cell antigen 2
HGNC:1119


BTN3A1
butyrophilin, subfamily 3, member A1
HGNC:1138


BTN3A2
butyrophilin, subfamily 3, member A2
HGNC:1139


BTN3A3
butyrophilin, subfamily 3, member A3
HGNC:1140


BZW1
basic leucine zipper and W2 domains 1
HGNC:18380


C10orf129
chromosome 10 open reading frame 129
HGNC:31665


C10orf57
chromosome 10 open reading frame 57
HGNC:25804


C11orf96
chromosome 11 open reading frame 96
HGNC:38675


C12orf39
chromosome 12 open reading frame 39
HGNC:28139


C14orf180
chromosome 14 open reading frame 180
HGNC:33795


C14orf2
chromosome 14 open reading frame 2
HGNC:1188


C14orf49
chromosome 14 open reading frame 49
HGNC:19861


C15orf23
chromosome 15 open reading frame 23
HGNC:30767


C15orf43
chromosome 15 open reading frame 43
HGNC:28520


C15orf48
chromosome 15 open reading frame 48
HGNC:29898


C16orf73
chromosome 16 open reading frame 73
HGNC:28569


C16orf74
chromosome 16 open reading frame 74
HGNC:23362


C16orf89
chromosome 16 open reading frame 89
HGNC:28687


C17orf97
chromosome 17 open reading frame 97
HGNC:33800


C19orf46
chromosome 19 open reading frame 46
HGNC:26703


C19orf71
chromosome 19 open reading frame 71
HGNC:34496


C1orf122
chromosome 1 open reading frame 122
HGNC:24789


C1orf158
chromosome 1 open reading frame 158
HGNC:28567


C1orf162
chromosome 1 open reading frame 162
HGNC:28344


C1orf51
chromosome 1 open reading frame 51
HGNC:25200


C1orf53
chromosome 1 open reading frame 53
HGNC:30003


C1orf68
chromosome 1 open reading frame 68
HGNC:29468


C1orf9
chromosome 1 open reading frame 9
HGNC:1240


C1QA
complement component 1, q subcomponent, A chain
HGNC:1241


C1QB
complement component 1, q subcomponent, B chain
HGNC:1242


C1QC
complement component 1, q subcomponent, C chain
HGNC:1245


C1QTNF5
C1q and tumor necrosis factor related protein 5
HGNC:14344


C1QTNF6
C1q and tumor necrosis factor related protein 6
HGNC:14343


C1R
complement component 1, r subcomponent
HGNC:1246


C1S
complement component 1, s subcomponent
HGNC:1247


C2
complement component 2
HGNC:1248


C20orf24
chromosome 20 open reading frame 24
HGNC:15870


C20orf3
chromosome 20 open reading frame 3
HGNC:13238


C21orf33
chromosome 21 open reading frame 33
HGNC:1273


C3
complement component 3
HGNC:1318


C3AR1
complement component 3a receptor 1
HGNC:1319


C5orf4
chromosome 5 open reading frame 4
HGNC:1334


C6orf106
chromosome 6 open reading frame 106
HGNC:21215


C7
complement component 7
HGNC:1346


C7orf58
chromosome 7 open reading frame 58
HGNC:26159


C9orf16
chromosome 9 open reading frame 16
HGNC:17823


CA14
carbonic anhydrase XIV
HGNC:1372


CA6
carbonic anhydrase VI
HGNC:1380


CALCB
calcitonin-related polypeptide beta
HGNC:1438


CALD1
caldesmon 1
HGNC:1441


CALML3
calmodulin-like 3
HGNC:1452


CAMK1G
calcium/calmodulin-dependent protein kinase IG
HGNC:14585


CAMP
cathelicidin antimicrobial peptide
HGNC:1472


CAPN13
calpain 13
HGNC:16663


CAPN3
calpain 3, (p94)
HGNC:1480


CAPN8
calpain 8
HGNC:1485


CARD11
caspase recruitment domain family, member 11
HGNC:16393


CARD18
caspase recruitment domain family, member 18
HGNC:28861


CASQ2
calsequestrin 2 (cardiac muscle)
HGNC:1513


CASS4
Cas scaffolding protein family member 4
HGNC:15878


CBLN1
cerebellin 1 precursor
HGNC:1543


CBLN2
cerebellin 2 precursor
HGNC:1544


CCBP2
chemokine binding protein 2
HGNC:1565


CCDC69
coiled-coil domain containing 69
HGNC:24487


CCDC85A
coiled-coil domain containing 85A
HGNC:29400


CCDC86
coiled-coil domain containing 86
HGNC:28359


CCK
cholecystokinin
HGNC:1569


CCKBR
cholecystokinin B receptor
HGNC:1571


CCL13
chemokine (C-C motif) ligand 13
HGNC:10611


CCL14
chemokine (C-C motif) ligand 14
HGNC:10612


CCL15
chemokine (C-C motif) ligand 15
HGNC:10613


CCL17
chemokine (C-C motif) ligand 17
HGNC:10615


CCL18
chemokine (C-C motif) ligand 18 (pulmonary and activation-regulated)
HGNC:10616


CCL19
chemokine (C-C motif) ligand 19
HGNC:10617


CCL27
chemokine (C-C motif) ligand 27
HGNC:10626


CCL4
chemokine (C-C motif) ligand 4
HGNC:10630


CCL4L2
chemokine (C-C motif) ligand 4-like 2
HGNC:24066


CCL5
chemokine (C-C motif) ligand 5
HGNC:10632


CCNC
cyclin C
HGNC:1581


CCND1
cyclin D1
HGNC:1582


CCNF
cyclin F
HGNC:1591


CCR1
chemokine (C-C motif) receptor 1
HGNC:1602


CCR2
chemokine (C-C motif) receptor 2
HGNC:1603


CCR4
chemokine (C-C motif) receptor 4
HGNC:1605


CCR5
chemokine (C-C motif) receptor 5 (gene/pseudogene)
HGNC:1606


CCR7
chemokine (C-C motif) receptor 7
HGNC:1608


CD163
CD163 molecule
HGNC:1631


CD1C
CD1c molecule
HGNC:1636


CD1E
CD1e molecule
HGNC:1638


CD2
CD2 molecule
HGNC:1639


CD207
CD207 molecule, langerin
HGNC:17935


CD209
CD209 molecule
HGNC:1641


CD226
CD226 molecule
HGNC:16961


CD24
CD24 molecule
HGNC:1645


CD247
CD247 molecule
HGNC:1677


CD248
CD248 molecule, endosialin
HGNC:18219


CD27
CD27 molecule
HGNC:11922


CD28
CD28 molecule
HGNC:1653


CD34
CD34 molecule
HGNC:1662


CD36
CD36 molecule (thrombospondin receptor)
HGNC:1663


CD37
CD37 molecule
HGNC:1666


CD38
CD38 molecule
HGNC:1667


CD3D
CD3d molecule, delta (CD3-TCR complex)
HGNC:1673


CD3E
CD3e molecule, epsilon (CD3-TCR complex)
HGNC:1674


CD40LG
CD40 ligand
HGNC:11935


CD48
CD48 molecule
HGNC:1683


CD5
CD5 molecule
HGNC:1685


CD52
CD52 molecule
HGNC:1804


CD53
CD53 molecule
HGNC:1686


CD6
CD6 molecule
HGNC:1691


CD68
CD68 molecule
HGNC:1693


CD74
CD74 molecule, major histocompatibility complex, class II invariant
HGNC:1697


CD84
CD84 molecule
HGNC:1704


CD8A
CD8a molecule
HGNC:1706


CD96
CD96 molecule
HGNC:16892


CD97
CD97 molecule
HGNC:1711


CDA
cytidine deaminase
HGNC:1712


CDH5
cadherin 5, type 2 (vascular endothelium)
HGNC:1764


CDH7
cadherin 7, type 2
HGNC:1766


CDK5
cyclin-dependent kinase 5
HGNC:1774


CDKL2
cyclin-dependent kinase-like 2 (CDC2-related kinase)
HGNC:1782


CDKN1A
cyclin-dependent kinase inhibitor 1A (p21, Cip1)
HGNC:1784


CDO1
cysteine dioxygenase, type I
HGNC:1795


CEACAM1
carcinoembryonic antigen-related cell adhesion molecule 1
HGNC:1814


CEACAM6
carcinoembryonic antigen-related cell adhesion molecule 6
HGNC:1818


CECR2
cat eye syndrome chromosome region, candidate 2
HGNC:1840


CELF2
CUGBP, Elav-like family member 2
HGNC:2550


CES1
carboxylesterase 1
HGNC:1863


CFB
complement factor B
HGNC:1037


CFD
complement factor D (adipsin)
HGNC:2771


CFH
complement factor H
HGNC:4883


CFHR1
complement factor H-related 1
HGNC:4888


CFHR3
complement factor H-related 3
HGNC:16980


CGA
glycoprotein hormones, alpha polypeptide
HGNC:1885


CHCHD10
coiled-coil-helix-coiled-coil-helix domain containing 10
HGNC:15559


CHGA
chromogranin A (parathyroid secretory protein 1)
HGNC:1929


CHGB
chromogranin B (secretogranin 1)
HGNC:1930


CHI3L1
chitinase 3-like 1 (cartilage glycoprotein-39)
HGNC:1932


CHI3L2
chitinase 3-like 2
HGNC:1933


CHIT1
chitinase 1 (chitotriosidase)
HGNC:1936


CHL1
cell adhesion molecule with homology to L1CAM
HGNC:1939


CHRDL1
chordin-like 1
HGNC:29861


CHRDL2
chordin-like 2
HGNC:24168


CHRNA9
cholinergic receptor, nicotinic, alpha 9 (neuronal)
HGNC:14079


CHST2
carbohydrate (N-acetylglucosamine-6-O) sulfotransferase 2
HGNC:1970


CIDEA
cell death-inducing DFFA-like effector a
HGNC:1976


CIDEC
cell death-inducing DFFA-like effector c
HGNC:24229


CILP
cartilage intermediate layer protein, nucleotide pyrophosphohydrolase
HGNC:1980


CILP2
cartilage intermediate layer protein 2
HGNC:24213


CISH
cytokine inducible SH2-containing protein
HGNC:1984


CKB
creatine kinase, brain
HGNC:1991


CKMT1A
creatine kinase, mitochondrial 1A
HGNC:31736


CKMT1B
creatine kinase, mitochondrial 1B
HGNC:1995


CLC
Charcot-Leyden crystal protein
HGNC:2014


CLCA2
chloride channel accessory 2
HGNC:2016


CLDN10
claudin 10
HGNC:2033


CLDN11
claudin 11
HGNC:8514


CLDN5
claudin 5
HGNC:2047


CLEC10A
C-type lectin domain family 10, member A
HGNC:16916


CLEC12A
C-type lectin domain family 12, member A
HGNC:31713


CLEC2A
C-type lectin domain family 2, member A
HGNC:24191


CLEC3B
C-type lectin domain family 3, member B
HGNC:11891


CLEC4G
C-type lectin domain family 4, member G
HGNC:24591


CLIC2
chloride intracellular channel 2
HGNC:2063


CLIC3
chloride intracellular channel 3
HGNC:2064


CLIC6
chloride intracellular channel 6
HGNC:2065


CLIP2
CAP-GLY domain containing linker protein 2
HGNC:2586


CLIP3
CAP-GLY domain containing linker protein 3
HGNC:24314


CLSTN3
calsyntenin 3
HGNC:18371


CLU
clusterin
HGNC:2095


CMA1
chymase 1, mast cell
HGNC:2097


CMTM8
CKLF-like MARVEL transmembrane domain containing 8
HGNC:19179


CNDP1
carnosine dipeptidase 1 (metallopeptidase M20 family)
HGNC:20675


CNDP2
CNDP dipeptidase 2 (metallopeptidase M20 family)
HGNC:24437


CNIH4
cornichon homolog 4 (Drosophila)
HGNC:25013


CNKSR3
CNKSR family member 3
HGNC:23034


CNN1
calponin 1, basic, smooth muscle
HGNC:2155


CNPY1
canopy 1 homolog (zebrafish)
HGNC:27786


COCH
coagulation factor C homolog, cochlin (Limulus polyphemus)
HGNC:2180


COL11A1
collagen, type XI, alpha 1
HGNC:2186


COL12A1
collagen, type XII, alpha 1
HGNC:2188


COL16A1
collagen, type XVI, alpha 1
HGNC:2193


COL1A1
collagen, type I, alpha 1
HGNC:2197


COL1A2
collagen, type I, alpha 2
HGNC:2198


COL3A1
collagen, type III, alpha 1
HGNC:2201


COL4A1
collagen, type IV, alpha 1
HGNC:2202


COL4A2
collagen, type IV, alpha 2
HGNC:2203


COL4A6
collagen, type IV, alpha 6
HGNC:2208


COL5A1
collagen, type V, alpha 1
HGNC:2209


COL7A1
collagen, type VII, alpha 1
HGNC:2214


COL8A1
collagen, type VIII, alpha 1
HGNC:2215


COMP
cartilage oligomeric matrix protein
HGNC:2227


COQ4
coenzyme Q4 homolog (S. cerevisiae)
HGNC:19693


COQ9
coenzyme Q9 homolog (S. cerevisiae)
HGNC:25302


CORO1A
coronin, actin binding protein, 1A
HGNC:2252


COTL1
coactosin-like 1 (Dictyostelium)
HGNC:18304


COX5A
cytochrome c oxidase subunit Va
HGNC:2267


COX6C
cytochrome c oxidase subunit VIc
HGNC:2285


COX7A2
cytochrome c oxidase subunit VIIa polypeptide 2 (liver)
HGNC:2288


COX7B
cytochrome c oxidase subunit VIIb
HGNC:2291


COX7C
cytochrome c oxidase subunit VIIc
HGNC:2292


COX8A
cytochrome c oxidase subunit VIIIA (ubiquitous)
HGNC:2294


CP
ceruloplasmin (ferroxidase)
HGNC:2295


CPA3
carboxypeptidase A3 (mast cell)
HGNC:2298


CPA4
carboxypeptidase A4
HGNC:15740


CPB2
carboxypeptidase B2 (plasma)
HGNC:2300


CPD
carboxypeptidase D
HGNC:2301


CPE
carboxypeptidase E
HGNC:2303


CPEB4
cytoplasmic polyadenylation element binding protein 4
HGNC:21747


CPLX3
complexin 3
HGNC:27652


CPT2
carnitine palmitoyltransferase 2
HGNC:2330


CPVL
carboxypeptidase, vitellogenic-like
HGNC:14399


CPXM1
carboxypeptidase X (M14 family), member 1
HGNC:15771


CPZ
carboxypeptidase Z
HGNC:2333


CRABP1
cellular retinoic acid binding protein 1
HGNC:2338


CRAT
carnitine O-acetyltransferase
HGNC:2342


CREG1
cellular repressor of E1A-stimulated genes 1
HGNC:2351


CRISP3
cysteine-rich secretory protein 3
HGNC:16904


CRYAB
crystallin, alpha B
HGNC:2389


CRYBB2
crystallin, beta B2
HGNC:2398


CS
citrate synthase
HGNC:2422


CSAG3
CSAG family, member 3
HGNC:26237


CSF1
colony stimulating factor 1 (macrophage)
HGNC:2432


CSF1R
colony stimulating factor 1 receptor
HGNC:2433


CSN1S1
casein alpha s1
HGNC:2445


CSPG4
chondroitin sulfate proteoglycan 4
HGNC:2466


CSRP2
cysteine and glycine-rich protein 2
HGNC:2470


CST1
cystatin SN
HGNC:2473


CST6
cystatin E/M
HGNC:2478


CST7
cystatin F (leukocystatin)
HGNC:2479


CSTB
cystatin B (stefin B)
HGNC:2482


CTAG2
cancer/testis antigen 2
HGNC:2492


CTH
cystathionase (cystathionine gamma-lyase)
HGNC:2501


CTHRC1
collagen triple helix repeat containing 1
HGNC:18831


CTNND2
catenin (cadherin-associated protein), delta 2
HGNC:2516


CTSG
cathepsin G
HGNC:2532


CTSK
cathepsin K
HGNC:2536


CTSL2
cathepsin L2
HGNC:2538


CTSS
cathepsin S
HGNC:2545


CUBN
cubilin (intrinsic factor-cobalamin receptor)
HGNC:2548


CUX2
cut-like homeobox 2
HGNC:19347


CXCL10
chemokine (C—X—C motif) ligand 10
HGNC:10637


CXCL11
chemokine (C—X—C motif) ligand 11
HGNC:10638


CXCL9
chemokine (C—X—C motif) ligand 9
HGNC:7098


CXCR3
chemokine (C—X—C motif) receptor 3
HGNC:4540


CXCR7
chemokine (C—X—C motif) receptor 7
HGNC:23692


CYB5A
cytochrome b5 type A (microsomal)
HGNC:2570


CYBB
cytochrome b-245, beta polypeptide
HGNC:2578


CYBRD1
cytochrome b reductase 1
HGNC:20797


CYCS
cytochrome c, somatic
HGNC:19986


CYP19A1
cytochrome P450, family 19, subfamily A, polypeptide 1
HGNC:2594


CYP1A1
cytochrome P450, family 1, subfamily A, polypeptide 1
HGNC:2595


CYP1A2
cytochrome P450, family 1, subfamily A, polypeptide 2
HGNC:2596


CYP1B1
cytochrome P450, family 1, subfamily B, polypeptide 1
HGNC:2597


CYP26B1
cytochrome P450, family 26, subfamily B, polypeptide 1
HGNC:20581


CYP27A1
cytochrome P450, family 27, subfamily A, polypeptide 1
HGNC:2605


CYP27B1
cytochrome P450, family 27, subfamily B, polypeptide 1
HGNC:2606


CYP2R1
cytochrome P450, family 2, subfamily R, polypeptide 1
HGNC:20580


CYP3A4
cytochrome P450, family 3, subfamily A, polypeptide 4
HGNC:2637


CYP4B1
cytochrome P450, family 4, subfamily B, polypeptide 1
HGNC:2644


CYP4F2
cytochrome P450, family 4, subfamily F, polypeptide 2
HGNC:2645


CYP4F22
cytochrome P450, family 4, subfamily F, polypeptide 22
HGNC:26820


CYP4F3
cytochrome P450, family 4, subfamily F, polypeptide 3
HGNC:2646


CYP4F8
cytochrome P450, family 4, subfamily F, polypeptide 8
HGNC:2648


CYP51A1
cytochrome P450, family 51, subfamily A, polypeptide 1
HGNC:2649


CYTH4
cytohesin 4
HGNC:9505


DACH1
dachshund homolog 1 (Drosophila)
HGNC:2663


DAPK2
death-associated protein kinase 2
HGNC:2675


DBT
dihydrolipoamide branched chain transacylase E2
HGNC:2698


DCD
dermcidin
HGNC:14669


DCT
dopachrome tautomerase
HGNC:2709


DCXR
dicarbonyl/L-xylulose reductase
HGNC:18985


DDC
dopa decarboxylase (aromatic L-amino acid decarboxylase)
HGNC:2719


DDHD1
DDHD domain containing 1
HGNC:19714


DDIT4
DNA-damage-inducible transcript 4
HGNC:24944


DDO
D-aspartate oxidase
HGNC:2727


DDR2
discoidin domain receptor tyrosine kinase 2
HGNC:2731


DDX43
DEAD (Asp-Glu-Ala-Asp) box polypeptide 43
HGNC:18677


DDX60
DEAD (Asp-Glu-Ala-Asp) box polypeptide 60
HGNC:25942


DEFA6
defensin, alpha 6, Paneth cell-specific
HGNC:2765


DEFB132
defensin, beta 132
HGNC:33806


DENND3
DENN/MADD domain containing 3
HGNC:29134


DES
desmin
HGNC:2770


DGAT2
diacylglycerol O-acyltransferase 2
HGNC:16940


DGAT2L6
diacylglycerol O-acyltransferase 2-like 6
HGNC:23250


DHCR24
24-dehydrocholesterol reductase
HGNC:2859


DHCR7
7-dehydrocholesterol reductase
HGNC:2860


DHRS11
dehydrogenase/reductase (SDR family) member 11
HGNC:28639


DHRS2
dehydrogenase/reductase (SDR family) member 2
HGNC:18349


DHRS7B
dehydrogenase/reductase (SDR family) member 7B
HGNC:24547


DHRS9
dehydrogenase/reductase (SDR family) member 9
HGNC:16888


DIO2
deiodinase, iodothyronine, type II
HGNC:2884


DIRAS1
DIRAS family, GTP-binding RAS-like 1
HGNC:19127


DIRAS3
DIRAS family, GTP-binding RAS-like 3
HGNC:687


DKK1
dickkopf 1 homolog (Xenopus laevis)
HGNC:2891


DLD
dihydrolipoamide dehydrogenase
HGNC:2898


DLK1
delta-like 1 homolog (Drosophila)
HGNC:2907


DMBX1
diencephalon/mesencephalon homeobox 1
HGNC:19026


DMRTA1
DMRT-like family A1
HGNC:13826


DNAH17
dynein, axonemal, heavy chain 17
HGNC:2946


DNAH8
dynein, axonemal, heavy chain 8
HGNC:2952


DNASE1L2
deoxyribonuclease I-like 2
HGNC:2958


DOC2B
double C2-like domains, beta
HGNC:2986


DOCK11
dedicator of cytokinesis 11
HGNC:23483


DOCK2
dedicator of cytokinesis 2
HGNC:2988


DOK2
docking protein 2, 56 kDa
HGNC:2991


DOPEY2
dopey family member 2
HGNC:1291


DPEP1
dipeptidase 1 (renal)
HGNC:3002


DPP4
dipeptidyl-peptidase 4
HGNC:3009


DPT
dermatopontin
HGNC:3011


DPYD
dihydropyrimidine dehydrogenase
HGNC:3012


DRAM1
DNA-damage regulated autophagy modulator 1
HGNC:25645


DSC2
desmocollin 2
HGNC:3036


DSE
dermatan sulfate epimerase
HGNC:21144


DSG4
desmoglein 4
HGNC:21307


DTNA
dystrobrevin, alpha
HGNC:3057


DTX4
deltex homolog 4 (Drosophila)
HGNC:29151


DUSP1
dual specificity phosphatase 1
HGNC:3064


DUSP16
dual specificity phosphatase 16
HGNC:17909


DUSP4
dual specificity phosphatase 4
HGNC:3070


DUSP5
dual specificity phosphatase 5
HGNC:3071


DUSP6
dual specificity phosphatase 6
HGNC:3072


EBF1
early B-cell factor 1
HGNC:3126


EBI3
Epstein-Barr virus induced 3
HGNC:3129


EBP
emopamil binding protein (sterol isomerase)
HGNC:3133


ECH1
enoyl CoA hydratase 1, peroxisomal
HGNC:3149


ECHDC1
enoyl CoA hydratase domain containing 1
HGNC:21489


ECHDC2
enoyl CoA hydratase domain containing 2
HGNC:23408


ECM1
extracellular matrix protein 1
HGNC:3153


ECM2
extracellular matrix protein 2, female organ and adipocyte specific
HGNC:3154


EDA2R
ectodysplasin A2 receptor
HGNC:17756


EDDM3B
epididymal protein 3B
HGNC:19223


EFCAB4A
EF-hand calcium binding domain 4A
HGNC:28703


EFEMP1
EGF containing fibulin-like extracellular matrix protein 1
HGNC:3218


EFNB2
ephrin-B2
HGNC:3227


EGFL6
EGF-like-domain, multiple 6
HGNC:3235


EGLN3
egl nine homolog 3 (C. elegans)
HGNC:14661


EGR1
early growth response 1
HGNC:3238


EGR2
early growth response 2
HGNC:3239


EGR3
early growth response 3
HGNC:3240


EHD2
EH-domain containing 2
HGNC:3243


EHF
ets homologous factor
HGNC:3246


EI24
etoposide induced 2.4 mRNA
HGNC:13276


ELANE
elastase, neutrophil expressed
HGNC:3309


ELAVL2
ELAV (embryonic lethal, abnormal vision, Drosophila)-like 2
HGNC:3313


ELL2
elongation factor, RNA polymerase II, 2
HGNC:17064


ELOVL1
ELOVL fatty acid elongase 1
HGNC:14418


ELOVL3
ELOVL fatty acid elongase 3
HGNC:18047


ELOVL4
ELOVL fatty acid elongase 4
HGNC:14415


ELOVL5
ELOVL fatty acid elongase 5
HGNC:21308


EMID2
EMI domain containing 2
HGNC:18038


EMILIN1
elastin microfibril interfacer 1
HGNC:19880


EMILIN2
elastin microfibril interfacer 2
HGNC:19881


EMILIN3
elastin microfibril interfacer 3
HGNC:16123


EML6
echinoderm microtubule associated protein like 6
HGNC:35412


EN2
engrailed homeobox 2
HGNC:3343


ENC1
ectodermal-neural cortex 1 (with BTB-like domain)
HGNC:3345


ENDOU
endonuclease, polyU-specific
HGNC:14369


ENG
endoglin
HGNC:3349


ENO2
enolase 2 (gamma, neuronal)
HGNC:3353


EOMES
eomesodermin
HGNC:3372


EPB41L2
erythrocyte membrane protein band 4.1-like 2
HGNC:3379


EPPK1
epiplakin 1
HGNC:15577


ERAP1
endoplasmic reticulum aminopeptidase 1
HGNC:18173


ESRRA
estrogen-related receptor alpha
HGNC:3471


ETFDH
electron-transferring-flavoprotein dehydrogenase
HGNC:3483


ETHE1
ethylmalonic encephalopathy 1
HGNC:23287


ETV4
ets variant 4
HGNC:3493


EVI2B
ecotropic viral integration site 2B
HGNC:3500


EYA4
eyes absent homolog 4 (Drosophila)
HGNC:3522


F10
coagulation factor X
HGNC:3528


F13A1
coagulation factor XIII, A1 polypeptide
HGNC:3531


F3
coagulation factor III (thromboplastin, tissue factor)
HGNC:3541


F9
coagulation factor IX
HGNC:3551


FA2H
fatty acid 2-hydroxylase
HGNC:21197


FABP12
fatty acid binding protein 12
HGNC:34524


FABP4
fatty acid binding protein 4, adipocyte
HGNC:3559


FABP6
fatty acid binding protein 6, ileal
HGNC:3561


FABP7
fatty acid binding protein 7, brain
HGNC:3562


FABP9
fatty acid binding protein 9, testis
HGNC:3563


FADS1
fatty acid desaturase 1
HGNC:3574


FADS2
fatty acid desaturase 2
HGNC:3575


FADS6
fatty acid desaturase domain family, member 6
HGNC:30459


FAM108C1
family with sequence similarity 108, member C1
HGNC:26925


FAM126A
family with sequence similarity 126, member A
HGNC:24587


FAM129A
family with sequence similarity 129, member A
HGNC:16784


FAM132A
family with sequence similarity 132, member A
HGNC:32308


FAM150B
family with sequence similarity 150, member B
HGNC:27683


FAM176A
family with sequence similarity 176, member A
HGNC:25816


FAM181A
family with sequence similarity 181, member A
HGNC:20491


FAM196B
family with sequence similarity 196, member B
HGNC:37271


FAM19A2
family with sequence similarity 19 (chemokine (C-C motif)-like), member A2
HGNC:21589


FAM26D
family with sequence similarity 26, member D
HGNC:21094


FAM26E
family with sequence similarity 26, member E
HGNC:21568


FAM3C
family with sequence similarity 3, member C
HGNC:18664


FAM3D
family with sequence similarity 3, member D
HGNC:18665


FAM46C
family with sequence similarity 46, member C
HGNC:24712


FAM69C
family with sequence similarity 69, member C
HGNC:31729


FAM70A
family with sequence similarity 70, member A
HGNC:26086


FAM73B
family with sequence similarity 73, member B
HGNC:23621


FAM75D1
family with sequence similarity 75, member D1
HGNC:37283


FAM78A
family with sequence similarity 78, member A
HGNC:25465


FAM82A2
family with sequence similarity 82, member A2
HGNC:25550


FAM83A
family with sequence similarity 83, member A
HGNC:28210


FAM84A
family with sequence similarity 84, member A
HGNC:20743


FAM84B
family with sequence similarity 84, member B
HGNC:24166


FAR2
fatty acyl CoA reductase 2
HGNC:25531


FASN
fatty acid synthase
HGNC:3594


FASTKD1
FAST kinase domains 1
HGNC:26150


FBLN2
fibulin 2
HGNC:3601


FBLN5
fibulin 5
HGNC:3602


FBN1
fibrillin 1
HGNC:3603


FBP1
fructose-1,6-bisphosphatase 1
HGNC:3606


FBP2
fructose-1,6-bisphosphatase 2
HGNC:3607


FBXO9
F-box protein 9
HGNC:13588


FCER2
Fc fragment of IgE, low affinity II, receptor for (CD23)
HGNC:3612


FCGBP
Fc fragment of IgG binding protein
HGNC:13572


FCGR2A
Fc fragment of IgG, low affinity IIa, receptor (CD32)
HGNC:3616


FCGR2B
Fc fragment of IgG, low affinity IIb, receptor (CD32)
HGNC:3618


FCGR3A
Fc fragment of IgG, low affinity IIIa, receptor (CD16a)
HGNC:3619


FCGRT
Fc fragment of IgG, receptor, transporter, alpha
HGNC:3621


FCN1
ficolin (collagen/fibrinogen domain containing) 1
HGNC:3623


FDFT1
farnesyl-diphosphate farnesyltransferase 1
HGNC:3629


FDPS
farnesyl diphosphate synthase
HGNC:3631


FEN1
flap structure-specific endonuclease 1
HGNC:3650


FERMT2
fermitin family member 2
HGNC:15767


FERMT3
fermitin family member 3
HGNC:23151


FETUB
fetuin B
HGNC:3658


FGF16
fibroblast growth factor 16
HGNC:3672


FGF18
fibroblast growth factor 18
HGNC:3674


FGF9
fibroblast growth factor 9 (glia-activating factor)
HGNC:3687


FGFR1
fibroblast growth factor receptor 1
HGNC:3688


FGFR2
fibroblast growth factor receptor 2
HGNC:3689


FHL1
four and a half LIM domains 1
HGNC:3702


FIBIN
fin bud initiation factor homolog (zebrafish)
HGNC:33747


FIGF
c-fos induced growth factor (vascular endothelial growth factor D)
HGNC:3708


FILIP1
filamin A interacting protein 1
HGNC:21015


FITM2
fat storage-inducing transmembrane protein 2
HGNC:16135


FLNA
filamin A, alpha
HGNC:3754


FLNC
filamin C, gamma
HGNC:3756


FLRT2
fibronectin leucine rich transmembrane protein 2
HGNC:3761


FLT4
fms-related tyrosine kinase 4
HGNC:3767


FMNL1
formin-like 1
HGNC:1212


FMO2
flavin containing monooxygenase 2 (non-functional)
HGNC:3770


FMO3
flavin containing monooxygenase 3
HGNC:3771


FMOD
fibromodulin
HGNC:3774


FOS
FBJ murine osteosarcoma viral oncogene homolog
HGNC:3796


FOSB
FBJ murine osteosarcoma viral oncogene homolog B
HGNC:3797


FOSL1
FOS-like antigen 1
HGNC:13718


FOXC1
forkhead box C1
HGNC:3800


FOXQ1
forkhead box Q1
HGNC:20951


FPR2
formyl peptide receptor 2
HGNC:3827


FPR3
formyl peptide receptor 3
HGNC:3828


FREM1
FRAS1 related extracellular matrix 1
HGNC:23399


FRZB
frizzled-related protein
HGNC:3959


FSTL3
follistatin-like 3 (secreted glycoprotein)
HGNC:3973


FTL
ferritin, light polypeptide
HGNC:3999


FUT3
fucosyltransferase 3 (galactoside 3(4)-L-fucosyltransferase, Lewis blood group)
HGNC:4014


FXYD5
FXYD domain containing ion transport regulator 5
HGNC:4029


FYN
FYN oncogene related to SRC, FGR, YES
HGNC:4037


FZD4
frizzled family receptor 4
HGNC:4042


FZD5
frizzled family receptor 5
HGNC:4043


FZD7
frizzled family receptor 7
HGNC:4045


G0S2
G0/G1switch 2
HGNC:30229


G6PD
glucose-6-phosphate dehydrogenase
HGNC:4057


GABBR2
gamma-aminobutyric acid (GABA) B receptor, 2
HGNC:4507


GABRA4
gamma-aminobutyric acid (GABA) A receptor, alpha 4
HGNC:4078


GABRP
gamma-aminobutyric acid (GABA) A receptor, pi
HGNC:4089


GADD45G
growth arrest and DNA-damage-inducible, gamma
HGNC:4097


GAGE12D
G antigen 12D
HGNC:31904


GAGE12G
G antigen 12G
HGNC:31907


GAGE12I
G antigen 12I
HGNC:4105


GAGE2B
G antigen 2B
HGNC:31957


GAGE2C
G antigen 2C
HGNC:31958


GAGE2D
G antigen 2D
HGNC:31959


GAL
galanin prepropeptide
HGNC:4114


GALNTL1
UDP-N-acetyl-alpha-D-galactosamine:polypeptide N-
HGNC:23233



acetylgalactosaminyltransferase-like 1


GALNTL2
UDP-N-acetyl-alpha-D-galactosamine:polypeptide N-
HGNC:21531



acetylgalactosaminyltransferase-like 2


GALNTL5
UDP-N-acetyl-alpha-D-galactosamine:polypeptide N-
HGNC:21725



acetylgalactosaminyltransferase-like 5


GALNTL6
UDP-N-acetyl-alpha-D-galactosamine:polypeptide N-
HGNC:33844



acetylgalactosaminyltransferase-like 6


GAP43
growth associated protein 43
HGNC:4140


GAS1
growth arrest-specific 1
HGNC:4165


GATA2
GATA binding protein 2
HGNC:4171


GATA6
GATA binding protein 6
HGNC:4174


GBP3
guanylate binding protein 3
HGNC:4184


GBP4
guanylate binding protein 4
HGNC:20480


GBP6
guanylate binding protein family, member 6
HGNC:25395


GCLM
glutamate-cysteine ligase, modifier subunit
HGNC:4312


GCNT4
glucosaminyl (N-acetyl) transferase 4, core 2
HGNC:17973


GCSH
glycine cleavage system protein H (aminomethyl carrier)
HGNC:4208


GDA
guanine deaminase
HGNC:4212


GDF10
growth differentiation factor 10
HGNC:4215


GDPD2
glycerophosphodiester phosphodiesterase domain containing 2
HGNC:25974


GFM2
G elongation factor, mitochondrial 2
HGNC:29682


GFRA1
GDNF family receptor alpha 1
HGNC:4243


GGPS1
geranylgeranyl diphosphate synthase 1
HGNC:4249


GGT6
gamma-glutamyltransferase 6
HGNC:26891


GIMAP4
GTPase, IMAP family member 4
HGNC:21872


GJA3
gap junction protein, alpha 3, 46 kDa
HGNC:4277


GJB2
gap junction protein, beta 2, 26 kDa
HGNC:4284


GJB6
gap junction protein, beta 6, 30 kDa
HGNC:4288


GJC2
gap junction protein, gamma 2, 47 kDa
HGNC:17494


GK
glycerol kinase
HGNC:4289


GK5
glycerol kinase 5 (putative)
HGNC:28635


GLDC
glycine dehydrogenase (decarboxylating)
HGNC:4313


GLIPR1
GLI pathogenesis-related 1
HGNC:17001


GLRX
glutaredoxin (thioltransferase)
HGNC:4330


GLRX5
glutaredoxin 5
HGNC:20134


GLYAT
glycine-N-acyltransferase
HGNC:13734


GLYATL1
glycine-N-acyltransferase-like 1
HGNC:30519


GLYATL1P4
glycine-N-acyltransferase-like 1 pseudogene 4
HGNC:37864


GNLY
granulysin
HGNC:4414


GNPAT
glyceronephosphate O-acyltransferase
HGNC:4416


GOT1
glutamic-oxaloacetic transaminase 1, soluble (aspartate aminotransferase 1)
HGNC:4432


GPAM
glycerol-3-phosphate acyltransferase, mitochondrial
HGNC:24865


GPBAR1
G protein-coupled bile acid receptor 1
HGNC:19680


GPC3
glypican 3
HGNC:4451


GPER
G protein-coupled estrogen receptor 1
HGNC:4485


GPIHBP1
glycosylphosphatidylinositol anchored high density lipoprotein binding protein 1
HGNC:24945


GPR124
G protein-coupled receptor 124
HGNC:17849


GPR133
G protein-coupled receptor 133
HGNC:19893


GPR143
G protein-coupled receptor 143
HGNC:20145


GPR15
G protein-coupled receptor 15
HGNC:4469


GPR174
G protein-coupled receptor 174
HGNC:30245


GPR18
G protein-coupled receptor 18
HGNC:4472


GPR182
G protein-coupled receptor 182
HGNC:13708


GPR64
G protein-coupled receptor 64
HGNC:4516


GPR98
G protein-coupled receptor 98
HGNC:17416


GPRC5D
G protein-coupled receptor, family C, group 5, member D
HGNC:13310


GPRIN2
G protein regulated inducer of neurite outgrowth 2
HGNC:23730


GPSM3
G-protein signaling modulator 3
HGNC:13945


GPT
glutamic-pyruvate transaminase (alanine aminotransferase)
HGNC:4552


GPT2
glutamic pyruvate transaminase (alanine aminotransferase) 2
HGNC:18062


GRAP2
GRB2-related adaptor protein 2
HGNC:4563


GREB1
growth regulation by estrogen in breast cancer 1
HGNC:24885


GREM1
gremlin 1
HGNC:2001


GRIN2A
glutamate receptor, ionotropic, N-methyl D-aspartate 2A
HGNC:4585


GRIN3A
glutamate receptor, ionotropic, N-methyl-D-aspartate 3A
HGNC:16767


GRK5
G protein-coupled receptor kinase 5
HGNC:4544


GRM3
glutamate receptor, metabotropic 3
HGNC:4595


GRM7
glutamate receptor, metabotropic 7
HGNC:4599


GRP
gastrin-releasing peptide
HGNC:4605


GSDMA
gasdermin A
HGNC:13311


GTSF1
gametocyte specific factor 1
HGNC:26565


GUCY2C
guanylate cyclase 2C (heat stable enterotoxin receptor)
HGNC:4688


GYG2
glycogenin 2
HGNC:4700


GYPC
glycophorin C (Gerbich blood group)
HGNC:4704


GYS2
glycogen synthase 2 (liver)
HGNC:4707


GZMA
granzyme A (granzyme 1, cytotoxic T-lymphocyte-associated serine esterase 3)
HGNC:4708


GZMB
granzyme B (granzyme 2, cytotoxic T-lymphocyte-associated serine esterase 1)
HGNC:4709


GZMH
granzyme H (cathepsin G-like 2, protein h-CCPX)
HGNC:4710


GZMK
granzyme K (granzyme 3; tryptase II)
HGNC:4711


GZMM
granzyme M (lymphocyte met-ase 1)
HGNC:4712


HACL1
2-hydroxyacyl-CoA lyase 1
HGNC:17856


HADH
hydroxyacyl-CoA dehydrogenase
HGNC:4799


HAO2
hydroxyacid oxidase 2 (long chain)
HGNC:4810


HAPLN1
hyaluronan and proteoglycan link protein 1
HGNC:2380


HBA1
hemoglobin, alpha 1
HGNC:4823


HBA2
hemoglobin, alpha 2
HGNC:4824


HBB
hemoglobin, beta
HGNC:4827


HBD
hemoglobin, delta
HGNC:4829


HBEGF
heparin-binding EGF-like growth factor
HGNC:3059


HBG2
hemoglobin, gamma G
HGNC:4832


HCLS1
hematopoietic cell-specific Lyn substrate 1
HGNC:4844


HEATR4
HEAT repeat containing 4
HGNC:16761


HEPACAM
hepatic and glial cell adhesion molecule
HGNC:26361


HEPACAM2
HEPACAM family member 2
HGNC:27364


HEPHL1
hephaestin-like 1
HGNC:30477


HEPN1
hepatocellular carcinoma, down-regulated 1
HGNC:34400


HGD
homogentisate 1,2-dioxygenase
HGNC:4892


HHATL
hedgehog acyltransferase-like
HGNC:13242


HIBCH
3-hydroxyisobutyryl-CoA hydrolase
HGNC:4908


HIC1
hypermethylated in cancer 1
HGNC:4909


HINT1
histidine triad nucleotide binding protein 1
HGNC:4912


HIP1
huntingtin interacting protein 1
HGNC:4913


HIST1H1C
histone cluster 1, H1c
HGNC:4716


HIST1H1D
histone cluster 1, H1d
HGNC:4717


HIST1H2AE
histone cluster 1, H2ae
HGNC:4724


HIST1H2BC
histone cluster 1, H2bc
HGNC:4757


HIST1H2BK
histone cluster 1, H2bk
HGNC:13954


HIST3H2A
histone cluster 3, H2a
HGNC:20507


HK2
hexokinase 2
HGNC:4923


HLA-A
major histocompatibility complex, class I, A
HGNC:4931


HLA-B
major histocompatibility complex, class I, B
HGNC:4932


HLA-C
major histocompatibility complex, class I, C
HGNC:4933


HLA-DMB
major histocompatibility complex, class II, DM beta
HGNC:4935


HLA-DOA
major histocompatibility complex, class II, DO alpha
HGNC:4936


HLA-DPA1
major histocompatibility complex, class II, DP alpha 1
HGNC:4938


HLA-DQA1
major histocompatibility complex, class II, DQ alpha 1
HGNC:4942


HLA-DQA2
major histocompatibility complex, class II, DQ alpha 2
HGNC:4943


HLA-DRA
major histocompatibility complex, class II, DR alpha
HGNC:4947


HLA-DRB1
major histocompatibility complex, class II, DR beta 1
HGNC:4948


HLA-DRB5
major histocompatibility complex, class II, DR beta 5
HGNC:4953


HLA-E
major histocompatibility complex, class I, E
HGNC:4962


HLA-F
major histocompatibility complex, class I, F
HGNC:4963


HLCS
holocarboxylase synthetase (biotin-(proprionyl-CoA-carboxylase (ATP-
HGNC:4976



hydrolysing)) ligase)


HMCN2
hemicentin 2
HGNC:21293


HMGB3
high mobility group box 3
HGNC:5004


HMGCL
3-hydroxymethyl-3-methylglutaryl-CoA lyase
HGNC:5005


HMGCR
3-hydroxy-3-methylglutaryl-CoA reductase
HGNC:5006


HMGCS1
3-hydroxy-3-methylglutaryl-CoA synthase 1 (soluble)
HGNC:5007


HOMER1
homer homolog 1 (Drosophila)
HGNC:17512


HPGDS
hematopoietic prostaglandin D synthase
HGNC:17890


HPSE2
heparanase 2
HGNC:18374


HRASLS5
HRAS-like suppressor family, member 5
HGNC:24978


HRSP12
heat-responsive protein 12
HGNC:16897


HSD11B1
hydroxysteroid (11-beta) dehydrogenase 1
HGNC:5208


HSD11B2
hydroxysteroid (11-beta) dehydrogenase 2
HGNC:5209


HSD17B11
hydroxysteroid (17-beta) dehydrogenase 11
HGNC:22960


HSD17B13
hydroxysteroid (17-beta) dehydrogenase 13
HGNC:18685


HSD17B2
hydroxysteroid (17-beta) dehydrogenase 2
HGNC:5211


HSD3B1
hydroxy-delta-5-steroid dehydrogenase, 3 beta- and steroid delta-isomerase 1
HGNC:5217


HSD3B2
hydroxy-delta-5-steroid dehydrogenase, 3 beta- and steroid delta-isomerase 2
HGNC:5218


HSPA12A
heat shock 70 kDa protein 12A
HGNC:19022


HSPB6
heat shock protein, alpha-crystallin-related, B6
HGNC:26511


HSPB7
heat shock 27 kDa protein family, member 7 (cardiovascular)
HGNC:5249


HSPE1
heat shock 10 kDa protein 1 (chaperonin 10)
HGNC:5269


HSPG2
heparan sulfate proteoglycan 2
HGNC:5273


HTRA3
HtrA serine peptidase 3
HGNC:30406


HYAL1
hyaluronoglucosaminidase 1
HGNC:5320


ID2
inhibitor of DNA binding 2, dominant negative helix-loop-helix protein
HGNC:5361


ID3
inhibitor of DNA binding 3, dominant negative helix-loop-helix protein
HGNC:5362


IDH1
isocitrate dehydrogenase 1 (NADP+), soluble
HGNC:5382


IDH2
isocitrate dehydrogenase 2 (NADP+), mitochondrial
HGNC:5383


IDI1
isopentenyl-diphosphate delta isomerase 1
HGNC:5387


IER3
immediate early response 3
HGNC:5392


IFI27
interferon, alpha-inducible protein 27
HGNC:5397


IFI44L
interferon-induced protein 44-like
HGNC:17817


IFIT2
interferon-induced protein with tetratricopeptide repeats 2
HGNC:5409


IFIT3
interferon-induced protein with tetratricopeptide repeats 3
HGNC:5411


IFITM1
interferon induced transmembrane protein 1
HGNC:5412


IFITM3
interferon induced transmembrane protein 3
HGNC:5414


IFNG
interferon, gamma
HGNC:5438


IFRD1
interferon-related developmental regulator 1
HGNC:5456


IGF1
insulin-like growth factor 1 (somatomedin C)
HGNC:5464


IGF2
insulin-like growth factor 2 (somatomedin A)
HGNC:5466


IGFBP3
insulin-like growth factor binding protein 3
HGNC:5472


IGFL2
IGF-like family member 2
HGNC:32929


IGFL4
IGF-like family member 4
HGNC:32931


IGJ
immunoglobulin J polypeptide, linker protein for immunoglobulin alpha and mu
HGNC:5713



polypeptides


IGLL5
immunoglobulin lambda-like polypeptide 5
HGNC:38476


IGLON5
IgLON family member 5
HGNC:34550


IGSF10
immunoglobulin superfamily, member 10
HGNC:26384


IGSF6
immunoglobulin superfamily, member 6
HGNC:5953


IKZF1
IKAROS family zinc finger 1 (Ikaros)
HGNC:13176


IKZF3
IKAROS family zinc finger 3 (Aiolos)
HGNC:13178


IL10RA
interleukin 10 receptor, alpha
HGNC:5964


IL15RA
interleukin 15 receptor, alpha
HGNC:5978


IL17D
interleukin 17D
HGNC:5984


IL1B
interleukin 1, beta
HGNC:5992


IL2RG
interleukin 2 receptor, gamma
HGNC:6010


IL32
interleukin 32
HGNC:16830


IL33
interleukin 33
HGNC:16028


IL7R
interleukin 7 receptor
HGNC:6024


IL8
interleukin 8
HGNC:6025


ILDR1
immunoglobulin-like domain containing receptor 1
HGNC:28741


INHBB
inhibin, beta B
HGNC:6067


INMT
indolethylamine N-methyltransferase
HGNC:6069


INPPL1
inositol polyphosphate phosphatase-like 1
HGNC:6080


INSIG1
insulin induced gene 1
HGNC:6083


INSM1
insulinoma-associated 1
HGNC:6090


IQCJ
IQ motif containing J
HGNC:32406


IQSEC3
IQ motif and Sec7 domain 3
HGNC:29193


IRF1
interferon regulatory factor 1
HGNC:6116


IRF8
interferon regulatory factor 8
HGNC:5358


IRGM
immunity-related GTPase family, M
HGNC:29597


IRX6
iroquois homeobox 6
HGNC:14675


ISLR
immunoglobulin superfamily containing leucine-rich repeat
HGNC:6133


ISM1
isthmin 1 homolog (zebrafish)
HGNC:16213


ISOC1
isochorismatase domain containing 1
HGNC:24254


ITGA1
integrin, alpha 1
HGNC:6134


ITGA2
integrin, alpha 2 (CD49B, alpha 2 subunit of VLA-2 receptor)
HGNC:6137


ITGA7
integrin, alpha 7
HGNC:6143


ITGA8
integrin, alpha 8
HGNC:6144


ITGAL
integrin, alpha L (antigen CD11A (p180), lymphocyte function-associated
HGNC:6148



antigen 1; alpha polypeptide)


ITGAM
integrin, alpha M (complement component 3 receptor 3 subunit)
HGNC:6149


ITGB1BP1
integrin beta 1 binding protein 1
HGNC:23927


ITGB2
integrin, beta 2 (complement component 3 receptor 3 and 4 subunit)
HGNC:6155


ITIH5
inter-alpha-trypsin inhibitor heavy chain family, member 5
HGNC:21449


ITK
IL2-inducible T-cell kinase
HGNC:6171


ITSN1
intersectin 1 (SH3 domain protein)
HGNC:6183


IVD
isovaleryl-CoA dehydrogenase
HGNC:6186


IYD
iodotyrosine deiodinase
HGNC:21071


JAM3
junctional adhesion molecule 3
HGNC:15532


JPH2
junctophilin 2
HGNC:14202


KANK2
KN motif and ankyrin repeat domains 2
HGNC:29300


KCNA3
potassium voltage-gated channel, shaker-related subfamily, member 3
HGNC:6221


KCNA6
potassium voltage-gated channel, shaker-related subfamily, member 6
HGNC:6225


KCNB1
potassium voltage-gated channel, Shab-related subfamily, member 1
HGNC:6231


KCNH5
potassium voltage-gated channel, subfamily H (eag-related), member 5
HGNC:6254


KCNIP2
Kv channel interacting protein 2
HGNC:15522


KCNIP3
Kv channel interacting protein 3, calsenilin
HGNC:15523


KCNJ13
potassium inwardly-rectifying channel, subfamily J, member 13
HGNC:6259


KCNJ15
potassium inwardly-rectifying channel, subfamily J, member 15
HGNC:6261


KCNK2
potassium channel, subfamily K, member 2
HGNC:6277


KCNMA1
potassium large conductance calcium-activated channel, subfamily M, alpha
HGNC:6284



member 1


KCNMB1
potassium large conductance calcium-activated channel, subfamily M, beta
HGNC:6285



member 1


KDELC2
KDEL (Lys-Asp-Glu-Leu) containing 2
HGNC:28496


KIAA0513
KIAA0513
HGNC:29058


KIAA0754
KIAA0754
HGNC:29111


KIAA1191
KIAA1191
HGNC:29209


KIF1A
kinesin family member 1A
HGNC:888


KIF3C
kinesin family member 3C
HGNC:6321


KIRREL
kin of IRRE like (Drosophila)
HGNC:15734


KLHDC8B
kelch domain containing 8B
HGNC:28557


KLHL31
kelch-like 31 (Drosophila)
HGNC:21353


KLK10
kallikrein-related peptidase 10
HGNC:6358


KLK12
kallikrein-related peptidase 12
HGNC:6360


KLK13
kallikrein-related peptidase 13
HGNC:6361


KLK6
kallikrein-related peptidase 6
HGNC:6367


KLRF1
killer cell lectin-like receptor subfamily F, member 1
HGNC:13342


KPRP
keratinocyte proline-rich protein
HGNC:31823


KREMEN2
kringle containing transmembrane protein 2
HGNC:18797


KRT16
keratin 16
HGNC:6423


KRT17
keratin 17
HGNC:6427


KRT20
keratin 20
HGNC:20412


KRT25
keratin 25
HGNC:30839


KRT26
keratin 26
HGNC:30840


KRT27
keratin 27
HGNC:30841


KRT28
keratin 28
HGNC:30842


KRT31
keratin 31
HGNC:6448


KRT32
keratin 32
HGNC:6449


KRT33A
keratin 33A
HGNC:6450


KRT33B
keratin 33B
HGNC:6451


KRT34
keratin 34
HGNC:6452


KRT35
keratin 35
HGNC:6453


KRT36
keratin 36
HGNC:6454


KRT38
keratin 38
HGNC:6456


KRT39
keratin 39
HGNC:32971


KRT4
keratin 4
HGNC:6441


KRT40
keratin 40
HGNC:26707


KRT6A
keratin 6A
HGNC:6443


KRT6B
keratin 6B
HGNC:6444


KRT6C
keratin 6C
HGNC:20406


KRT71
keratin 71
HGNC:28927


KRT72
keratin 72
HGNC:28932


KRT73
keratin 73
HGNC:28928


KRT74
keratin 74
HGNC:28929


KRT75
keratin 75
HGNC:24431


KRT79
keratin 79
HGNC:28930


KRT81
keratin 81
HGNC:6458


KRT82
keratin 82
HGNC:6459


KRT83
keratin 83
HGNC:6460


KRT84
keratin 84
HGNC:6461


KRT85
keratin 85
HGNC:6462


KRT86
keratin 86
HGNC:6463


KRT9
keratin 9
HGNC:6447


KRTAP1-1
keratin associated protein 1-1
HGNC:16772


KRTAP1-3
keratin associated protein 1-3
HGNC:16771


KRTAP1-5
keratin associated protein 1-5
HGNC:16777


KRTAP10-1
keratin associated protein 10-1
HGNC:22966


KRTAP10-10
keratin associated protein 10-10
HGNC:22972


KRTAP10-11
keratin associated protein 10-11
HGNC:20528


KRTAP10-12
keratin associated protein 10-12
HGNC:20533


KRTAP10-2
keratin associated protein 10-2
HGNC:22967


KRTAP10-3
keratin associated protein 10-3
HGNC:22968


KRTAP10-4
keratin associated protein 10-4
HGNC:20521


KRTAP10-5
keratin associated protein 10-5
HGNC:22969


KRTAP10-6
keratin associated protein 10-6
HGNC:20523


KRTAP10-7
keratin associated protein 10-7
HGNC:22970


KRTAP10-8
keratin associated protein 10-8
HGNC:20525


KRTAP10-9
keratin associated protein 10-9
HGNC:22971


KRTAP11-1
keratin associated protein 11-1
HGNC:18922


KRTAP12-1
keratin associated protein 12-1
HGNC:20529


KRTAP12-2
keratin associated protein 12-2
HGNC:20530


KRTAP12-3
keratin associated protein 12-3
HGNC:20531


KRTAP13-1
keratin associated protein 13-1
HGNC:18924


KRTAP13-2
keratin associated protein 13-2
HGNC:18923


KRTAP17-1
keratin associated protein 17-1
HGNC:18917


KRTAP19-1
keratin associated protein 19-1
HGNC:18936


KRTAP19-3
keratin associated protein 19-3
HGNC:18938


KRTAP19-5
keratin associated protein 19-5
HGNC:18940


KRTAP19-7
keratin associated protein 19-7
HGNC:18942


KRTAP2-1
keratin associated protein 2-1
HGNC:16775


KRTAP2-2
keratin associated protein 2-2
HGNC:18905


KRTAP2-4
keratin associated protein 2-4
HGNC:18891


KRTAP20-1
keratin associated protein 20-1
HGNC:18943


KRTAP20-2
keratin associated protein 20-2
HGNC:18944


KRTAP21-2
keratin associated protein 21-2
HGNC:18946


KRTAP24-1
keratin associated protein 24-1
HGNC:33902


KRTAP26-1
keratin associated protein 26-1
HGNC:33760


KRTAP3-1
keratin associated protein 3-1
HGNC:16778


KRTAP3-2
keratin associated protein 3-2
HGNC:16779


KRTAP3-3
keratin associated protein 3-3
HGNC:18890


KRTAP4-1
keratin associated protein 4-1
HGNC:18907


KRTAP4-11
keratin associated protein 4-11
HGNC:18911


KRTAP4-12
keratin associated protein 4-12
HGNC:16776


KRTAP4-2
keratin associated protein 4-2
HGNC:18900


KRTAP4-3
keratin associated protein 4-3
HGNC:18908


KRTAP4-4
keratin associated protein 4-4
HGNC:16928


KRTAP4-5
keratin associated protein 4-5
HGNC:18899


KRTAP4-6
keratin associated protein 4-6
HGNC:18909


KRTAP4-7
keratin associated protein 4-7
HGNC:18898


KRTAP4-8
keratin associated protein 4-8
HGNC:17230


KRTAP4-9
keratin associated protein 4-9
HGNC:18910


KRTAP5-1
keratin associated protein 5-1
HGNC:23596


KRTAP5-10
keratin associated protein 5-10
HGNC:23605


KRTAP5-11
keratin associated protein 5-11
HGNC:23606


KRTAP5-2
keratin associated protein 5-2
HGNC:23597


KRTAP5-3
keratin associated protein 5-3
HGNC:23598


KRTAP5-4
keratin associated protein 5-4
HGNC:23599


KRTAP5-5
keratin associated protein 5-5
HGNC:23601


KRTAP5-6
keratin associated protein 5-6
HGNC:23600


KRTAP5-7
keratin associated protein 5-7
HGNC:23602


KRTAP5-8
keratin associated protein 5-8
HGNC:23603


KRTAP5-9
keratin associated protein 5-9
HGNC:23604


KRTAP7-1
keratin associated protein 7-1 (gene/pseudogene)
HGNC:18934


KRTAP8-1
keratin associated protein 8-1
HGNC:18935


KRTAP9-2
keratin associated protein 9-2
HGNC:16926


KRTAP9-3
keratin associated protein 9-3
HGNC:16927


KRTAP9-4
keratin associated protein 9-4
HGNC:18902


KRTAP9-8
keratin associated protein 9-8
HGNC:17231


KRTAP9-9
keratin associated protein 9-9
HGNC:16773


LAIR1
leukocyte-associated immunoglobulin-like receptor 1
HGNC:6477


LAMA2
laminin, alpha 2
HGNC:6482


LAMA4
laminin, alpha 4
HGNC:6484


LAMB4
laminin, beta 4
HGNC:6491


LAMC1
laminin, gamma 1 (formerly LAMB2)
HGNC:6492


LAPTM5
lysosomal protein transmembrane 5
HGNC:29612


LAT
linker for activation of T cells
HGNC:18874


LAX1
lymphocyte transmembrane adaptor 1
HGNC:26005


LBP
lipopolysaccharide binding protein
HGNC:6517


LCE1A
late cornified envelope 1A
HGNC:29459


LCE2A
late cornified envelope 2A
HGNC:29469


LCE2B
late cornified envelope 2B
HGNC:16610


LCE2C
late cornified envelope 2C
HGNC:29460


LCE5A
late cornified envelope 5A
HGNC:16614


LCK
lymphocyte-specific protein tyrosine kinase
HGNC:6524


LCN2
lipocalin 2
HGNC:6526


LCP1
lymphocyte cytosolic protein 1 (L-plastin)
HGNC:6528


LCP2
lymphocyte cytosolic protein 2 (SH2 domain containing leukocyte
HGNC:6529



protein of 76 kDa)


LCT
lactase
HGNC:6530


LDHB
lactate dehydrogenase B
HGNC:6541


LDHD
lactate dehydrogenase D
HGNC:19708


LDLR
low density lipoprotein receptor
HGNC:6547


LEP
leptin
HGNC:6553


LEPR
leptin receptor
HGNC:6554


LETM1
leucine zipper-EF-hand containing transmembrane protein 1
HGNC:6556


LGALS9
lectin, galactoside-binding, soluble, 9
HGNC:6570


LGI3
leucine-rich repeat LGI family, member 3
HGNC:18711


LGR5
leucine-rich repeat containing G protein-coupled receptor 5
HGNC:4504


LHFP
lipoma HMGIC fusion partner
HGNC:6586


LHFPL4
lipoma HMGIC fusion partner-like 4
HGNC:29568


LHX2
LIM homeobox 2
HGNC:6594


LHX3
LIM homeobox 3
HGNC:6595


LILRB5
leukocyte immunoglobulin-like receptor, subfamily B (with TM and
HGNC:6609



ITIM domains), member 5


LIMCH1
LIM and calponin homology domains 1
HGNC:29191


LIPE
lipase, hormone-sensitive
HGNC:6621


LIPG
lipase, endothelial
HGNC:6623


LIPH
lipase, member H
HGNC:18483


LIPK
lipase, family member K
HGNC:23444


LMO3
LIM domain only 3 (rhombotin-like 2)
HGNC:6643


LMOD1
leiomodin 1 (smooth muscle)
HGNC:6647


LOX
lysyl oxidase
HGNC:6664


LPCAT3
lysophosphatidylcholine acyltransferase 3
HGNC:30244


LPHN3
latrophilin 3
HGNC:20974


LPIN1
lipin 1
HGNC:13345


LPL
lipoprotein lipase
HGNC:6677


LPO
lactoperoxidase
HGNC:6678


LRG1
leucine-rich alpha-2-glycoprotein 1
HGNC:29480


LRIT2
leucine-rich repeat, immunoglobulin-like and transmembrane domains 2
HGNC:23443


LRP1
low density lipoprotein receptor-related protein 1
HGNC:6692


LRRC10B
leucine rich repeat containing 10B
HGNC:37215


LRRC31
leucine rich repeat containing 31
HGNC:26261


LRRC32
leucine rich repeat containing 32
HGNC:4161


LRRN4CL
LRRN4 C-terminal like
HGNC:33724


LTB
lymphotoxin beta (TNF superfamily, member 3)
HGNC:6711


LTBP2
latent transforming growth factor beta binding protein 2
HGNC:6715


LTBP3
latent transforming growth factor beta binding protein 3
HGNC:6716


LTF
lactotransferrin
HGNC:6720


LUM
lumican
HGNC:6724


LY6E
lymphocyte antigen 6 complex, locus E
HGNC:6727


LY6G6D
lymphocyte antigen 6 complex, locus G6D
HGNC:13935


LY9
lymphocyte antigen 9
HGNC:6730


LYG2
lysozyme G-like 2
HGNC:29615


LYRM5
LYR motif containing 5
HGNC:27052


LYZ
lysozyme
HGNC:6740


LZTS1
leucine zipper, putative tumor suppressor 1
HGNC:13861


MAF
v-maf musculoaponeurotic fibrosarcoma oncogene homolog (avian)
HGNC:6776


MAGEA11
melanoma antigen family A, 11
HGNC:6798


MAGEB2
melanoma antigen family B, 2
HGNC:6809


MAN1A1
mannosidase, alpha, class 1A, member 1
HGNC:6821


MAN2B2
mannosidase, alpha, class 2B, member 2
HGNC:29623


MANEAL
mannosidase, endo-alpha-like
HGNC:26452


MAOB
monoamine oxidase B
HGNC:6834


MAP1B
microtubule-associated protein 1B
HGNC:6836


MAPK8IP2
mitogen-activated protein kinase 8 interacting protein 2
HGNC:6883


MARCKSL1
MARCKS-like 1
HGNC:7142


MARCO
macrophage receptor with collagenous structure
HGNC:6895


MAT1A
methionine adenosyltransferase I, alpha
HGNC:6903


MBOAT2
membrane bound O-acyltransferase domain containing 2
HGNC:25193


MC5R
melanocortin 5 receptor
HGNC:6933


MCAM
melanoma cell adhesion molecule
HGNC:6934


MCCC1
methylcrotonoyl-CoA carboxylase 1 (alpha)
HGNC:6936


MCCC2
methylcrotonoyl-CoA carboxylase 2 (beta)
HGNC:6937


ME1
malic enzyme 1, NADP(+)-dependent, cytosolic
HGNC:6983


MECR
mitochondrial trans-2-enoyl-CoA reductase
HGNC:19691


MEF2A
myocyte enhancer factor 2A
HGNC:6993


MEGF11
multiple EGF-like-domains 11
HGNC:29635


MERTK
c-mer proto-oncogene tyrosine kinase
HGNC:7027


METTL7B
methyltransferase like 7B
HGNC:28276


MFAP3L
microfibrillar-associated protein 3-like
HGNC:29083


MFAP4
microfibrillar-associated protein 4
HGNC:7035


MFAP5
microfibrillar associated protein 5
HGNC:29673


MFGE8
milk fat globule-EGF factor 8 protein
HGNC:7036


MGLL
monoglyceride lipase
HGNC:17038


MGP
matrix Gla protein
HGNC:7060


MGST1
microsomal glutathione S-transferase 1
HGNC:7061


MKX
mohawk homeobox
HGNC:23729


MLANA
melan-A
HGNC:7124


MMD
monocyte to macrophage differentiation-associated
HGNC:7153


MME
membrane metallo-endopeptidase
HGNC:7154


MMP28
matrix metallopeptidase 28
HGNC:14366


MMP7
matrix metallopeptidase 7 (matrilysin, uterine)
HGNC:7174


MMP9
matrix metallopeptidase 9 (gelatinase B, 92 kDa gelatinase,
HGNC:7176



92 kDa type IV collagenase)


MMRN1
multimerin 1
HGNC:7178


MNDA
myeloid cell nuclear differentiation antigen
HGNC:7183


MOCOS
molybdenum cofactor sulfurase
HGNC:18234


MOGAT1
monoacylglycerol O-acyltransferase 1
HGNC:18210


MOGAT2
monoacylglycerol O-acyltransferase 2
HGNC:23248


MORN2
MORN repeat containing 2
HGNC:30166


MPEG1
macrophage expressed 1
HGNC:29619


MRC1
mannose receptor, C type 1
HGNC:7228


MRPL13
mitochondrial ribosomal protein L13
HGNC:14278


MRPL14
mitochondrial ribosomal protein L14
HGNC:14279


MRPS25
mitochondrial ribosomal protein S25
HGNC:14511


MRVI1
murine retrovirus integration site 1 homolog
HGNC:7237


MS4A1
membrane-spanning 4-domains, subfamily A, member 1
HGNC:7315


MS4A18
membrane-spanning 4-domains, subfamily A, member 18
HGNC:37636


MS4A4A
membrane-spanning 4-domains, subfamily A, member 4A
HGNC:13371


MS4A6A
membrane-spanning 4-domains, subfamily A, member 6A
HGNC:13375


MS4A7
membrane-spanning 4-domains, subfamily A, member 7
HGNC:13378


MSMB
microseminoprotein, beta-
HGNC:7372


MSR1
macrophage scavenger receptor 1
HGNC:7376


MTCH2
mitochondrial carrier 2
HGNC:17587


MTOR
mechanistic target of rapamycin (serine/threonine kinase)
HGNC:3942


MUC1
mucin 1, cell surface associated
HGNC:7508


MUC15
mucin 15, cell surface associated
HGNC:14956


MUC21
mucin 21, cell surface associated
HGNC:21661


MUC7
mucin 7, secreted
HGNC:7518


MUCL1
mucin-like 1
HGNC:30588


MUM1L1
melanoma associated antigen (mutated) 1-like 1
HGNC:26583


MVD
mevalonate (diphospho) decarboxylase
HGNC:7529


MVK
mevalonate kinase
HGNC:7530


MX1
myxovirus (influenza virus) resistance 1, interferon-inducible
HGNC:7532



protein p78 (mouse)


MX2
myxovirus (influenza virus) resistance 2 (mouse)
HGNC:7533


MXRA7
matrix-remodelling associated 7
HGNC:7541


MXRA8
matrix-remodelling associated 8
HGNC:7542


MYBPC1
myosin binding protein C, slow type
HGNC:7549


MYEOV
myeloma overexpressed (in a subset of t(11; 14) positive
HGNC:7563



multiple myelomas)


MYH11
myosin, heavy chain 11, smooth muscle
HGNC:7569


MYH3
myosin, heavy chain 3, skeletal muscle, embryonic
HGNC:7573


MYL4
myosin, light chain 4, alkali; atrial, embryonic
HGNC:7585


MYL9
myosin, light chain 9, regulatory
HGNC:15754


MYO1F
myosin IF
HGNC:7600


MYO1G
myosin IG
HGNC:13880


MYOCD
myocardin
HGNC:16067


MYOM2
myomesin (M-protein) 2, 165 kDa
HGNC:7614


MYOZ2
myozenin 2
HGNC:1330


NAALAD2
N-acetylated alpha-linked acidic dipeptidase 2
HGNC:14526


NADSYN1
NAD synthetase 1
HGNC:29832


NAMPT
nicotinamide phosphoribosyltransferase
HGNC:30092


NCKAP1L
NCK-associated protein 1-like
HGNC:4862


NDRG1
N-myc downstream regulated 1
HGNC:7679


NDUFA4
NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 4,
HGNC:7687



9 kDa


NDUFA4L2
NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 4-
HGNC:29836



like 2


NDUFC2
NADH dehydrogenase (ubiquinone) 1, subcomplex unknown,
HGNC:7706



2, 14.5 kDa


NDUFS5
NADH dehydrogenase (ubiquinone) Fe—S protein 5, 15 kDa
HGNC:7712



(NADH-coenzyme Q reductase)


NEFH
neurofilament, heavy polypeptide
HGNC:7737


NEFL
neurofilament, light polypeptide
HGNC:7739


NEGR1
neuronal growth regulator 1
HGNC:17302


NETO1
neuropilin (NRP) and tolloid (TLL)-like 1
HGNC:13823


NETO2
neuropilin (NRP) and tolloid (TLL)-like 2
HGNC:14644


NEXN
nexilin (F actin binding protein)
HGNC:29557


NFKBIZ
nuclear factor of kappa light polypeptide gene enhancer in B-
HGNC:29805



cells inhibitor, zeta


NID1
nidogen 1
HGNC:7821


NIT2
nitrilase family, member 2
HGNC:29878


NKG7
natural killer cell group 7 sequence
HGNC:7830


NLRP10
NLR family, pyrin domain containing 10
HGNC:21464


NOP16
NOP16 nucleolar protein homolog (yeast)
HGNC:26934


NOTCH1
notch 1
HGNC:7881


NOVA1
neuro-oncological ventral antigen 1
HGNC:7886


NOX4
NADPH oxidase 4
HGNC:7891


NPC1
Niemann-Pick disease, type C1
HGNC:7897


NPL
N-acetylneuraminate pyruvate lyase (dihydrodipicolinate
HGNC:16781



synthase)


NPR1
natriuretic peptide receptor A/guanylate cyclase A
HGNC:7943



(atrionatriuretic peptide receptor A)


NPR2
natriuretic peptide receptor B/guanylate cyclase B
HGNC:7944



(atrionatriuretic peptide receptor B)


NQO2
NAD(P)H dehydrogenase, quinone 2
HGNC:7856


NR1H3
nuclear receptor subfamily 1, group H, member 3
HGNC:7966


NRN1
neuritin 1
HGNC:17972


NRP2
neuropilin 2
HGNC:8005


NSDHL
NAD(P) dependent steroid dehydrogenase-like
HGNC:13398


NTAN1
N-terminal asparagine amidase
HGNC:29909


NTM
neurotrimin
HGNC:17941


NTN1
netrin 1
HGNC:8029


NTRK2
neurotrophic tyrosine kinase, receptor, type 2
HGNC:8032


NUDT4
nudix (nucleoside diphosphate linked moiety X)-type motif 4
HGNC:8051


NUS1
nuclear undecaprenyl pyrophosphate synthase 1 homolog (S. cerevisiae)
HGNC:21042


NXF3
nuclear RNA export factor 3
HGNC:8073


NXPH4
neurexophilin 4
HGNC:8078


OAS1
2′-5′-oligoadenylate synthetase 1, 40/46 kDa
HGNC:8086


OAS2
2′-5′-oligoadenylate synthetase 2, 69/71 kDa
HGNC:8087


OASL
2′-5′-oligoadenylate synthetase-like
HGNC:8090


OC90
otoconin 90
HGNC:8100


OCA2
oculocutaneous albinism II
HGNC:8101


ODZ3
odz, odd Oz/ten-m homolog 3 (Drosophila)
HGNC:29944


OLAH
oleoyl-ACP hydrolase
HGNC:25625


OLFM4
olfactomedin 4
HGNC:17190


OLFML3
olfactomedin-like 3
HGNC:24956


OLIG3
oligodendrocyte transcription factor 3
HGNC:18003


OR52E8
olfactory receptor, family 52, subfamily E, member 8
HGNC:15217


OR7E24
olfactory receptor, family 7, subfamily E, member 24
HGNC:8396


OSGIN2
oxidative stress induced growth inhibitor family member 2
HGNC:1355


OTUB2
OTU domain, ubiquitin aldehyde binding 2
HGNC:20351


OXCT2
3-oxoacid CoA transferase 2
HGNC:18606


P2RY12
purinergic receptor P2Y, G-protein coupled, 12
HGNC:18124


P2RY4
pyrimidinergic receptor P2Y, G-protein coupled, 4
HGNC:8542


PADI3
peptidyl arginine deiminase, type III
HGNC:18337


PADI4
peptidyl arginine deiminase, type IV
HGNC:18368


PAFAH2
platelet-activating factor acetylhydrolase 2, 40 kDa
HGNC:8579


PALM2-
PALM2-AKAP2 readthrough
HGNC:33529


AKAP2


PAM
peptidylglycine alpha-amidating monooxygenase
HGNC:8596


PAMR1
peptidase domain containing associated with muscle regeneration 1
HGNC:24554


PANK1
pantothenate kinase 1
HGNC:8598


PAPLN
papilin, proteoglycan-like sulfated glycoprotein
HGNC:19262


PAQR3
progestin and adipoQ receptor family member III
HGNC:30130


PARP14
poly (ADP-ribose) polymerase family, member 14
HGNC:29232


PARVB
parvin, beta
HGNC:14653


PC
pyruvate carboxylase
HGNC:8636


PCCB
propionyl CoA carboxylase, beta polypeptide
HGNC:8654


PCDH12
protocadherin 12
HGNC:8657


PCDH18
protocadherin 18
HGNC:14268


PCDH9
protocadherin 9
HGNC:8661


PCK1
phosphoenolpyruvate carboxykinase 1 (soluble)
HGNC:8724


PCK2
phosphoenolpyruvate carboxykinase 2 (mitochondrial)
HGNC:8725


PCOLCE2
procollagen C-endopeptidase enhancer 2
HGNC:8739


PCP4
Purkinje cell protein 4
HGNC:8742


PCP4L1
Purkinje cell protein 4 like 1
HGNC:20448


PCSK2
proprotein convertase subtilisin/kexin type 2
HGNC:8744


PCSK6
proprotein convertase subtilisin/kexin type 6
HGNC:8569


PCTP
phosphatidylcholine transfer protein
HGNC:8752


PCYT2
phosphate cytidylyltransferase 2, ethanolamine
HGNC:8756


PDCD1
programmed cell death 1
HGNC:8760


PDCD1LG2
programmed cell death 1 ligand 2
HGNC:18731


PDE2A
phosphodiesterase 2A, cGMP-stimulated
HGNC:8777


PDE3B
phosphodiesterase 3B, cGMP-inhibited
HGNC:8779


PDE4DIP
phosphodiesterase 4D interacting protein
HGNC:15580


PDE6A
phosphodiesterase 6A, cGMP-specific, rod, alpha
HGNC:8785


PDGFC
platelet derived growth factor C
HGNC:8801


PDGFD
platelet derived growth factor D
HGNC:30620


PDGFRA
platelet-derived growth factor receptor, alpha polypeptide
HGNC:8803


PDGFRB
platelet-derived growth factor receptor, beta polypeptide
HGNC:8804


PDHA1
pyruvate dehydrogenase (lipoamide) alpha 1
HGNC:8806


PDHX
pyruvate dehydrogenase complex, component X
HGNC:21350


PDLIM3
PDZ and LIM domain 3
HGNC:20767


PDZD4
PDZ domain containing 4
HGNC:21167


PDZK1
PDZ domain containing 1
HGNC:8821


PDZRN4
PDZ domain containing ring finger 4
HGNC:30552


PEBP4
phosphatidylethanolamine-binding protein 4
HGNC:28319


PECR
peroxisomal trans-2-enoyl-CoA reductase
HGNC:18281


PENK
proenkephalin
HGNC:8831


PEX11A
peroxisomal biogenesis factor 11 alpha
HGNC:8852


PEX16
peroxisomal biogenesis factor 16
HGNC:8857


PEX3
peroxisomal biogenesis factor 3
HGNC:8858


PFKFB1
6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 1
HGNC:8872


PFKFB4
6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 4
HGNC:8875


PFN2
profilin 2
HGNC:8882


PGBD5
piggyBac transposable element derived 5
HGNC:19405


PGD
phosphogluconate dehydrogenase
HGNC:8891


PGM1
phosphoglucomutase 1
HGNC:8905


PGM5
phosphoglucomutase 5
HGNC:8908


PGRMC1
progesterone receptor membrane component 1
HGNC:16090


PHLDA2
pleckstrin homology-like domain, family A, member 2
HGNC:12385


PHLDB1
pleckstrin homology-like domain, family B, member 1
HGNC:23697


PHLDB2
pleckstrin homology-like domain, family B, member 2
HGNC:29573


PHYHIP
phytanoyl-CoA 2-hydroxylase interacting protein
HGNC:16865


PI15
peptidase inhibitor 15
HGNC:8946


PI16
peptidase inhibitor 16
HGNC:21245


PID1
phosphotyrosine interaction domain containing 1
HGNC:26084


PIP
prolactin-induced protein
HGNC:8993


PIRT
phosphoinositide-interacting regulator of transient receptor potential channels
HGNC:37239


PKDCC
protein kinase domain containing, cytoplasmic homolog (mouse)
HGNC:25123


PKIB
protein kinase (cAMP-dependent, catalytic) inhibitor beta
HGNC:9018


PKLR
pyruvate kinase, liver and RBC
HGNC:9020


PLA2G2A
phospholipase A2, group IIA (platelets, synovial fluid)
HGNC:9031


PLA2G2F
phospholipase A2, group IIF
HGNC:30040


PLA2G7
phospholipase A2, group VII (platelet-activating factor acetylhydrolase,
HGNC:9040



plasma)


PLA2R1
phospholipase A2 receptor 1, 180 kDa
HGNC:9042


PLAU
plasminogen activator, urokinase
HGNC:9052


PLCL2
phospholipase C-like 2
HGNC:9064


PLD5
phospholipase D family, member 5
HGNC:26879


PLEK
pleckstrin
HGNC:9070


PLEKHH1
pleckstrin homology domain containing, family H (with MyTH4 domain)
HGNC:17733



member 1


PLEKHO2
pleckstrin homology domain containing, family O member 2
HGNC:30026


PLIN1
perilipin 1
HGNC:9076


PLIN2
perilipin 2
HGNC:248


PLIN4
perilipin 4
HGNC:29393


PLIN5
perilipin 5
HGNC:33196


PLN
phospholamban
HGNC:9080


PLP1
proteolipid protein 1
HGNC:9086


PLXDC1
plexin domain containing 1
HGNC:20945


PLXNA4
plexin A4
HGNC:9102


PLXND1
plexin D1
HGNC:9107


PM20D1
peptidase M20 domain containing 1
HGNC:26518


PMEPA1
prostate transmembrane protein, androgen induced 1
HGNC:14107


PMFBP1
polyamine modulated factor 1 binding protein 1
HGNC:17728


PMM1
phosphomannomutase 1
HGNC:9114


PMVK
phosphomevalonate kinase
HGNC:9141


PNLDC1
poly(A)-specific ribonuclease (PARN)-like domain containing 1
HGNC:21185


PNLIPRP2
pancreatic lipase-related protein 2
HGNC:9157


PNLIPRP3
pancreatic lipase-related protein 3
HGNC:23492


PNMAL1
paraneoplastic Ma antigen family-like 1
HGNC:25578


PNPLA3
patatin-like phospholipase domain containing 3
HGNC:18590


PNPLA5
patatin-like phospholipase domain containing 5
HGNC:24888


PODN
podocan
HGNC:23174


PODXL2
podocalyxin-like 2
HGNC:17936


PON3
paraoxonase 3
HGNC:9206


POPDC2
popeye domain containing 2
HGNC:17648


POR
P450 (cytochrome) oxidoreductase
HGNC:9208


POSTN
periostin, osteoblast specific factor
HGNC:16953


POU3F1
POU class 3 homeobox 1
HGNC:9214


PPAP2B
phosphatidic acid phosphatase type 2B
HGNC:9229


PPARG
peroxisome proliferator-activated receptor gamma
HGNC:9236


PPARGC1A
peroxisome proliferator-activated receptor gamma, coactivator 1 alpha
HGNC:9237


PPBP
pro-platelet basic protein (chemokine (C—X—C motif) ligand 7)
HGNC:9240


PPIF
peptidylprolyl isomerase F
HGNC:9259


PPM1K
protein phosphatase, Mg2+/Mn2+ dependent, 1K
HGNC:25415


PPP1R12B
protein phosphatase 1, regulatory subunit 12B
HGNC:7619


PPP1R1A
protein phosphatase 1, regulatory (inhibitor) subunit 1A
HGNC:9286


PPP1R3G
protein phosphatase 1, regulatory subunit 3G
HGNC:14945


PPP2R2B
protein phosphatase 2, regulatory subunit B, beta
HGNC:9305


PPP2R2C
protein phosphatase 2, regulatory subunit B, gamma
HGNC:9306


PPP2R4
protein phosphatase 2A activator, regulatory subunit 4
HGNC:9308


PPP4R4
protein phosphatase 4, regulatory subunit 4
HGNC:23788


PPT2
palmitoyl-protein thioesterase 2
HGNC:9326


PRAME
preferentially expressed antigen in melanoma
HGNC:9336


PRB1
proline-rich protein BstNI subfamily 1
HGNC:9337


PRB2
proline-rich protein BstNI subfamily 2
HGNC:9338


PRB3
proline-rich protein BstNI subfamily 3
HGNC:9339


PRDX2
peroxiredoxin 2
HGNC:9353


PRELP
proline/arginine-rich end leucine-rich repeat protein
HGNC:9357


PRF1
perforin 1 (pore forming protein)
HGNC:9360


PRG4
proteoglycan 4
HGNC:9364


PRKAR2B
protein kinase, cAMP-dependent, regulatory, type II, beta
HGNC:9392


PRKCB
protein kinase C, beta
HGNC:9395


PRKCQ
protein kinase C, theta
HGNC:9410


PRR4
proline rich 4 (lacrimal)
HGNC:18020


PRR5L
proline rich 5 like
HGNC:25878


PRRT4
proline-rich transmembrane protein 4
HGNC:37280


PRSS22
protease, serine, 22
HGNC:14368


PRSS27
protease, serine 27
HGNC:15475


PRSS8
protease, serine, 8
HGNC:9491


PRUNE2
prune homolog 2 (Drosophila)
HGNC:25209


PSAPL1
prosaposin-like 1 (gene/pseudogene)
HGNC:33131


PSG4
pregnancy specific beta-1-glycoprotein 4
HGNC:9521


PSMA4
proteasome (prosome, macropain) subunit, alpha type, 4
HGNC:9533


PSMB9
proteasome (prosome, macropain) subunit, beta type, 9 (large multifunctional
HGNC:9546



peptidase 2)


PSME4
proteasome (prosome, macropain) activator subunit 4
HGNC:20635


PSPH
phosphoserine phosphatase
HGNC:9577


PTGDS
prostaglandin D2 synthase 21 kDa (brain)
HGNC:9592


PTGER3
prostaglandin E receptor 3 (subtype EP3)
HGNC:9595


PTGFR
prostaglandin F receptor (FP)
HGNC:9600


PTGIS
prostaglandin I2 (prostacyclin) synthase
HGNC:9603


PTHLH
parathyroid hormone-like hormone
HGNC:9607


PTN
pleiotrophin
HGNC:9630


PTPN7
protein tyrosine phosphatase, non-receptor type 7
HGNC:9659


PTPRC
protein tyrosine phosphatase, receptor type, C
HGNC:9666


PTPRCAP
protein tyrosine phosphatase, receptor type, C-associated protein
HGNC:9667


PTPRG
protein tyrosine phosphatase, receptor type, G
HGNC:9671


PTX3
pentraxin 3, long
HGNC:9692


PXDN
peroxidasin homolog (Drosophila)
HGNC:14966


PXMP2
peroxisomal membrane protein 2, 22 kDa
HGNC:9716


PXMP4
peroxisomal membrane protein 4, 24 kDa
HGNC:15920


PXN
paxillin
HGNC:9718


PYHIN1
pyrin and HIN domain family, member 1
HGNC:28894


RAB15
RAB15, member RAS oncogene family
HGNC:20150


RAC2
ras-related C3 botulinum toxin substrate 2 (rho family, small GTP binding
HGNC:9802



protein Rac2)


RAC3
ras-related C3 botulinum toxin substrate 3 (rho family, small GTP binding
HGNC:9803



protein Rac3)


RAMP2
receptor (G protein-coupled) activity modifying protein 2
HGNC:9844


RARRES1
retinoic acid receptor responder (tazarotene induced) 1
HGNC:9867


RARRES2
retinoic acid receptor responder (tazarotene induced) 2
HGNC:9868


RASA3
RAS p21 protein activator 3
HGNC:20331


RASAL1
RAS protein activator like 1 (GAP1 like)
HGNC:9873


RASEF
RAS and EF-hand domain containing
HGNC:26464


RASSF3
Ras association (RalGDS/AF-6) domain family member 3
HGNC:14271


RBM47
RNA binding motif protein 47
HGNC:30358


RBMS3
RNA binding motif, single stranded interacting protein 3
HGNC:13427


RBP1
retinol binding protein 1, cellular
HGNC:9919


RBP4
retinol binding protein 4, plasma
HGNC:9922


RBP5
retinol binding protein 5, cellular
HGNC:15847


RCL1
RNA terminal phosphate cyclase-like 1
HGNC:17687


RDH11
retinol dehydrogenase 11 (all-trans/9-cis/11-cis)
HGNC:17964


RDH5
retinol dehydrogenase 5 (11-cis/9-cis)
HGNC:9940


RECK
reversion-inducing-cysteine-rich protein with kazal motifs
HGNC:11345


REEP6
receptor accessory protein 6
HGNC:30078


REG3G
regenerating islet-derived 3 gamma
HGNC:29595


RETSAT
retinol saturase (all-trans-retinol 13,14-reductase)
HGNC:25991


RFTN1
raftlin, lipid raft linker 1
HGNC:30278


RGL1
ral guanine nucleotide dissociation stimulator-like 1
HGNC:30281


RGS9BP
regulator of G protein signaling 9 binding protein
HGNC:30304


RHCG
Rh family, C glycoprotein
HGNC:18140


RHOXF2
Rhox homeobox family, member 2
HGNC:30011


RIMBP2
RIMS binding protein 2
HGNC:30339


RIMS4
regulating synaptic membrane exocytosis 4
HGNC:16183


RNASE1
ribonuclease, RNase A family, 1 (pancreatic)
HGNC:10044


RND3
Rho family GTPase 3
HGNC:671


RNF133
ring finger protein 133
HGNC:21154


RNF157
ring finger protein 157
HGNC:29402


RNF17
ring finger protein 17
HGNC:10060


RNFT1
ring finger protein, transmembrane 1
HGNC:30206


ROBO3
roundabout, axon guidance receptor, homolog 3 (Drosophila)
HGNC:13433


ROBO4
roundabout, axon guidance receptor, homolog 4 (Drosophila)
HGNC:17985


ROS1
c-ros oncogene 1, receptor tyrosine kinase
HGNC:10261


RRAS
related RAS viral (r-ras) oncogene homolog
HGNC:10447


RSAD2
radical S-adenosyl methionine domain containing 2
HGNC:30908


RSPO3
R-spondin 3
HGNC:20866


RTN1
reticulon 1
HGNC:10467


S100A2
S100 calcium binding protein A2
HGNC:10492


S100A3
S100 calcium binding protein A3
HGNC:10493


S100A7
S100 calcium binding protein A7
HGNC:10497


S100A7A
S100 calcium binding protein A7A
HGNC:21657


S100A8
S100 calcium binding protein A8
HGNC:10498


S100A9
S100 calcium binding protein A9
HGNC:10499


S100P
S100 calcium binding protein P
HGNC:10504


S1PR4
sphingosine-1-phosphate receptor 4
HGNC:3170


SAA1
serum amyloid A1
HGNC:10513


SAMD3
sterile alpha motif domain containing 3
HGNC:21574


SAMD5
sterile alpha motif domain containing 5
HGNC:21180


SAMD9L
sterile alpha motif domain containing 9-like
HGNC:1349


SAMHD1
SAM domain and HD domain 1
HGNC:15925


SAMM50
sorting and assembly machinery component 50 homolog (S. cerevisiae)
HGNC:24276


SAMSN1
SAM domain, SH3 domain and nuclear localization signals 1
HGNC:10528


SASH3
SAM and SH3 domain containing 3
HGNC:15975


SATB2
SATB homeobox 2
HGNC:21637


SCSDL
sterol-C5-desaturase (ERG3 delta-5-desaturase homolog, S. cerevisiae)-like
HGNC:10547


SCAP
SREBF chaperone
HGNC:30634


SCARA5
scavenger receptor class A, member 5 (putative)
HGNC:28701


SCGB1D2
secretoglobin, family 1D, member 2
HGNC:18396


SCGB2A1
secretoglobin, family 2A, member 1
HGNC:7051


SCGB2A2
secretoglobin, family 2A, member 2
HGNC:7050


SCGB3A1
secretoglobin, family 3A, member 1
HGNC:18384


SCN2A
sodium channel, voltage-gated, type II, alpha subunit
HGNC:10588


SCN7A
sodium channel, voltage-gated, type VII, alpha subunit
HGNC:10594


SCUBE2
signal peptide, CUB domain, EGF-like 2
HGNC:30425


SDPR
serum deprivation response
HGNC:10690


SEC11C
SEC11 homolog C (S. cerevisiae)
HGNC:23400


SEC14L2
SEC14-like 2 (S. cerevisiae)
HGNC:10699


SEC14L4
SEC14-like 4 (S. cerevisiae)
HGNC:20627


SELPLG
selectin P ligand
HGNC:10722


SEMA3A
sema domain, immunoglobulin domain (Ig), short basic domain, secreted,
HGNC:10723



(semaphorin) 3A


SEMA5B
sema domain, seven thrombospondin repeats (type 1 and type 1-like),
HGNC:10737



transmembrane domain (TM) and short cytoplasmic domain, (semaphorin) 5B


SEMA6B
sema domain, transmembrane domain (TM), and cytoplasmic domain,
HGNC:10739



(semaphorin) 6B


SEMA7A
semaphorin 7A, GPI membrane anchor (John Milton Hagen blood group)
HGNC:10741


SERINC2
serine incorporator 2
HGNC:23231


SERPINA12
serpin peptidase inhibitor, clade A (alpha-1 antiproteinase, antitrypsin), member
HGNC:18359



12


SERPINA3
serpin peptidase inhibitor, clade A (alpha-1 antiproteinase, antitrypsin), member 3
HGNC:16


SERPINA4
serpin peptidase inhibitor, clade A (alpha-1 antiproteinase, antitrypsin), member 4
HGNC:8948


SERPINA9
serpin peptidase inhibitor, clade A (alpha-1 antiproteinase, antitrypsin), member 9
HGNC:15995


SERPINB13
serpin peptidase inhibitor, clade B (ovalbumin), member 13
HGNC:8944


SERPINB3
serpin peptidase inhibitor, clade B (ovalbumin), member 3
HGNC:10569


SERPINB7
serpin peptidase inhibitor, clade B (ovalbumin), member 7
HGNC:13902


SERPINE2
serpin peptidase inhibitor, clade E (nexin, plasminogen activator inhibitor type
HGNC:8951



1), member 2


SERPINF1
serpin peptidase inhibitor, clade F (alpha-2 antiplasmin, pigment epithelium
HGNC:8824



derived factor), member 1


SERPING1
serpin peptidase inhibitor, clade G (C1 inhibitor), member 1
HGNC:1228


SETBP1
SET binding protein 1
HGNC:15573


SFRP5
secreted frizzled-related protein 5
HGNC:10779


SGCD
sarcoglycan, delta (35 kDa dystrophin-associated glycoprotein)
HGNC:10807


SGCG
sarcoglycan, gamma (35 kDa dystrophin-associated glycoprotein)
HGNC:10809


SGK2
serum/glucocorticoid regulated kinase 2
HGNC:13900


SGPP2
sphingosine-1-phosphate phosphatase 2
HGNC:19953


SH2B3
SH2B adaptor protein 3
HGNC:29605


SH2D1A
SH2 domain containing 1A
HGNC:10820


SH3KBP1
SH3-domain kinase binding protein 1
HGNC:13867


SHF
Src homology 2 domain containing F
HGNC:25116


SHISA2
shisa homolog 2 (Xenopus laevis)
HGNC:20366


SHISA6
shisa homolog 6 (Xenopus laevis)
HGNC:34491


SIGLEC1
sialic acid binding Ig-like lectin 1, sialoadhesin
HGNC:11127


SIPA1L2
signal-induced proliferation-associated 1 like 2
HGNC:23800


SIT1
signaling threshold regulating transmembrane adaptor 1
HGNC:17710


SLA
Src-like-adaptor
HGNC:10902


SLAMF1
signaling lymphocytic activation molecule family member 1
HGNC:10903


SLAMF6
SLAM family member 6
HGNC:21392


SLAMF8
SLAM family member 8
HGNC:21391


SLC11A2
solute carrier family 11 (proton-coupled divalent metal ion transporters),
HGNC:10908



member 2


SLC12A8
solute carrier family 12 (potassium/chloride transporters), member 8
HGNC:15595


SLC13A4
solute carrier family 13 (sodium/sulfate symporters), member 4
HGNC:15827


SLC15A1
solute carrier family 15 (oligopeptide transporter), member 1
HGNC:10920


SLC15A2
solute carrier family 15 (H+/peptide transporter), member 2
HGNC:10921


SLC16A11
solute carrier family 16, member 11 (monocarboxylic acid transporter 11)
HGNC:23093


SLC16A6
solute carrier family 16, member 6 (monocarboxylic acid transporter 7)
HGNC:10927


SLC16A9
solute carrier family 16, member 9 (monocarboxylic acid transporter 9)
HGNC:23520


SLC24A5
solute carrier family 24, member 5
HGNC:20611


SLC25 A1
solute carrier family 25 (mitochondrial carrier; citrate transporter), member 1
HGNC:10979


SLC25 A11
solute carrier family 25 (mitochondrial carrier; oxoglutarate carrier), member 11
HGNC:10981


SLC25A17
solute carrier family 25 (mitochondrial carrier; peroxisomal membrane protein,
HGNC:10987



34 kDa), member 17


SLC25A18
solute carrier family 25 (glutamate carrier), member 18
HGNC:10988


SLC25A33
solute carrier family 25 (pyrimidine nucleotide carrier), member 33
HGNC:29681


SLC25A34
solute carrier family 25, member 34
HGNC:27653


SLC25A35
solute carrier family 25, member 35
HGNC:31921


SLC25A41
solute carrier family 25, member 41
HGNC:28533


SLC25A5
solute carrier family 25 (mitochondrial carrier; adenine nucleotide translocator),
HGNC:10991



member 5


SLC26A2
solute carrier family 26 (sulfate transporter), member 2
HGNC:10994


SLC26A3
solute carrier family 26, member 3
HGNC:3018


SLC26A6
solute carrier family 26, member 6
HGNC:14472


SLC26A9
solute carrier family 26, member 9
HGNC:14469


SLC27A2
solute carrier family 27 (fatty acid transporter), member 2
HGNC:10996


SLC27A4
solute carrier family 27 (fatty acid transporter), member 4
HGNC:10998


SLC27A6
solute carrier family 27 (fatty acid transporter), member 6
HGNC:11000


SLC2A1
solute carrier family 2 (facilitated glucose transporter), member 1
HGNC:11005


SLC2A14
solute carrier family 2 (facilitated glucose transporter), member 14
HGNC:18301


SLC2A9
solute carrier family 2 (facilitated glucose transporter), member 9
HGNC:13446


SLC30A1
solute carrier family 30 (zinc transporter), member 1
HGNC:11012


SLC30A10
solute carrier family 30, member 10
HGNC:25355


SLC31A1
solute carrier family 31 (copper transporters), member 1
HGNC:11016


SLC31A2
solute carrier family 31 (copper transporters), member 2
HGNC:11017


SLC35A2
solute carrier family 35 (UDP-galactose transporter), member A2
HGNC:11022


SLC35B1
solute carrier family 35, member B1
HGNC:20798


SLC39A8
solute carrier family 39 (zinc transporter), member 8
HGNC:20862


SLC3A1
solute carrier family 3 (cystine, dibasic and neutral amino acid transporters,
HGNC:11025



activator of cystine, dibasic and neutral amino acid transport), member 1


SLC40A1
solute carrier family 40 (iron-regulated transporter), member 1
HGNC:10909


SLC41A1
solute carrier family 41, member 1
HGNC:19429


SLC43A2
solute carrier family 43, member 2
HGNC:23087


SLC43A3
solute carrier family 43, member 3
HGNC:17466


SLC44A3
solute carrier family 44, member 3
HGNC:28689


SLC45A4
solute carrier family 45, member 4
HGNC:29196


SLC46A3
solute carrier family 46, member 3
HGNC:27501


SLC5A6
solute carrier family 5 (sodium-dependent vitamin transporter), member 6
HGNC:11041


SLC6A14
solute carrier family 6 (amino acid transporter), member 14
HGNC:11047


SLC6A17
solute carrier family 6, member 17
HGNC:31399


SLC7A4
solute carrier family 7 (orphan transporter), member 4
HGNC:11062


SLC7A5
solute carrier family 7 (amino acid transporter light chain, L system), member 5
HGNC:11063


SLC9A2
solute carrier family 9, subfamily A (NHE2, cation proton antiporter 2),
HGNC:11072



member 2


SLCO4C1
solute carrier organic anion transporter family, member 4C1
HGNC:23612


SLFN5
schlafen family member 5
HGNC:28286


SLIT2
slit homolog 2 (Drosophila)
HGNC:11086


SLIT3
slit homolog 3 (Drosophila)
HGNC:11087


SMAD3
SMAD family member 3
HGNC:6769


SMAD6
SMAD family member 6
HGNC:6772


SMOC1
SPARC related modular calcium binding 1
HGNC:20318


SMOC2
SPARC related modular calcium binding 2
HGNC:20323


SMOX
spermine oxidase
HGNC:15862


SMTN
smoothelin
HGNC:11126


SNCG
synuclein, gamma (breast cancer-specific protein 1)
HGNC:11141


SNED1
sushi, nidogen and EGF-like domains 1
HGNC:24696


SNX10
sorting nexin 10
HGNC:14974


SNX4
sorting nexin 4
HGNC:11175


SOAT1
sterol O-acyltransferase 1
HGNC:11177


SOD3
superoxide dismutase 3, extracellular
HGNC:11181


SORBS1
sorbin and SH3 domain containing 1
HGNC:14565


SORD
sorbitol dehydrogenase
HGNC:11184


SOST
sclerostin
HGNC:13771


SOSTDC1
sclerostin domain containing 1
HGNC:21748


SOX7
SRY (sex determining region Y)-box 7
HGNC:18196


SOX9
SRY (sex determining region Y)-box 9
HGNC:11204


SP5
Sp5 transcription factor
HGNC:14529


SP8
Sp8 transcription factor
HGNC:19196


SPARC
secreted protein, acidic, cysteine-rich (osteonectin)
HGNC:11219


SPEG
SPEG complex locus
HGNC:16901


SPI1
spleen focus forming virus (SFFV) proviral integration oncogene spi1
HGNC:11241


SPIRE2
spire homolog 2 (Drosophila)
HGNC:30623


SPNS2
spinster homolog 2 (Drosophila)
HGNC:26992


SPOCK1
sparc/osteonectin, cwcv and kazal-like domains proteoglycan (testican) 1
HGNC:11251


SPOCK2
sparc/osteonectin, cwcv and kazal-like domains proteoglycan (testican) 2
HGNC:13564


SPP1
secreted phosphoprotein 1
HGNC:11255


SPRR1A
small proline-rich protein 1A
HGNC:11259


SPRR1B
small proline-rich protein 1B
HGNC:11260


SPRR2A
small proline-rich protein 2A
HGNC:11261


SPRR2B
small proline-rich protein 2B
HGNC:11262


SPRR2D
small proline-rich protein 2D
HGNC:11264


SPRR4
small proline-rich protein 4
HGNC:23173


SPRY1
sprouty homolog 1, antagonist of FGF signaling (Drosophila)
HGNC:11269


SPTBN5
spectrin, beta, non-erythrocytic 5
HGNC:15680


SRD5A1
steroid-5-alpha-reductase, alpha polypeptide 1 (3-oxo-5 alpha-steroid delta 4-
HGNC:11284



dehydrogenase alpha 1)


SRD5A3
steroid 5 alpha-reductase 3
HGNC:25812


SREBF1
sterol regulatory element binding transcription factor 1
HGNC:11289


SRGN
serglycin
HGNC:9361


SRMS
src-related kinase lacking C-terminal regulatory tyrosine and N-terminal
HGNC:11298



myristylation sites


SRPRB
signal recognition particle receptor, B subunit
HGNC:24085


SRPX
sushi-repeat containing protein, X-linked
HGNC:11309


SRXN1
sulfiredoxin 1
HGNC:16132


SSPN
sarcospan
HGNC:11322


ST6GALNAC4
ST6 (alpha-N-acetyl-neuraminyl-2,3-beta-galactosyl-1,3)-N-
HGNC:17846



acetylgalactosaminide alpha-2,6-sialyltransferase 4


STAB2
stabilin 2
HGNC:18629


STAP2
signal transducing adaptor family member 2
HGNC:30430


STARD4
StAR-related lipid transfer (START) domain containing 4
HGNC:18058


STAT1
signal transducer and activator of transcription 1, 91 kDa
HGNC:11362


STAT5A
signal transducer and activator of transcription 5A
HGNC:11366


STEAP4
STEAP family member 4
HGNC:21923


STK17B
serine/threonine kinase 17b
HGNC:11396


STRBP
spermatid perinuclear RNA binding protein
HGNC:16462


STS
steroid sulfatase (microsomal), isozyme S
HGNC:11425


STXBP5L
syntaxin binding protein 5-like
HGNC:30757


SULT1C3
sulfotransferase family, cytosolic, 1C, member 3
HGNC:33543


SULT4A1
sulfotransferase family 4A, member 1
HGNC:14903


SUOX
sulfite oxidase
HGNC:11460


SUSD4
sushi domain containing 4
HGNC:25470


SVEP1
sushi, von Willebrand factor type A, EGF and pentraxin domain
HGNC:15985



containing 1


SYN2
synapsin II
HGNC:11495


SYNE1
spectrin repeat containing, nuclear envelope 1
HGNC:17089


SYNM
synemin, intermediate filament protein
HGNC:24466


SYNPO
synaptopodin
HGNC:30672


SYNPO2
synaptopodin 2
HGNC:17732


SYPL2
synaptophysin-like 2
HGNC:27638


SYT12
synaptotagmin XII
HGNC:18381


SYT4
synaptotagmin IV
HGNC:11512


SYT7
synaptotagmin VII
HGNC:11514


SYTL5
synaptotagmin-like 5
HGNC:15589


TAC1
tachykinin, precursor 1
HGNC:11517


TACC1
transforming, acidic coiled-coil containing protein 1
HGNC:11522


TACR2
tachykinin receptor 2
HGNC:11527


TAGLN
transgelin
HGNC:11553


TAGLN3
transgelin 3
HGNC:29868


TAP1
transporter 1, ATP-binding cassette, sub-family B (MDR/TAP)
HGNC:43


TAS1R3
taste receptor, type 1, member 3
HGNC:15661


TBX5
T-box 5
HGNC:11604


TCHH
trichohyalin
HGNC:11791


TCHHL1
trichohyalin-like 1
HGNC:31796


TDRD12
tudor domain containing 12
HGNC:25044


TDRD6
tudor domain containing 6
HGNC:21339


TECR
trans-2,3-enoyl-CoA reductase
HGNC:4551


TECRL
trans-2,3-enoyl-CoA reductase-like
HGNC:27365


TENC1
tensin like C1 domain containing phosphatase (tensin 2)
HGNC:19737


TEX264
testis expressed 264
HGNC:30247


TF
transferrin
HGNC:11740


TFF3
trefoil factor 3 (intestinal)
HGNC:11757


TFPI
tissue factor pathway inhibitor (lipoprotein-associated coagulation
HGNC:11760



inhibitor)


TFRC
transferrin receptor (p90, CD71)
HGNC:11763


TG
thyroglobulin
HGNC:11764


TGFB1
transforming growth factor, beta 1
HGNC:11766


TGFBR3
transforming growth factor, beta receptor III
HGNC:11774


TGM6
transglutaminase 6
HGNC:16255


TGM7
transglutaminase 7
HGNC:30790


THBS2
thrombospondin 2
HGNC:11786


THEMIS
thymocyte selection associated
HGNC:21569


THRSP
thyroid hormone responsive
HGNC:11800


TIGIT
T cell immunoreceptor with Ig and ITIM domains
HGNC:26838


TIMM8B
translocase of inner mitochondrial membrane 8 homolog B (yeast)
HGNC:11818


TIMP3
TIMP metallopeptidase inhibitor 3
HGNC:11822


TIMP4
TIMP metallopeptidase inhibitor 4
HGNC:11823


TKT
transketolase
HGNC:11834


TLCD1
TLC domain containing 1
HGNC:25177


TLCD2
TLC domain containing 2
HGNC:33522


TLE2
transducin-like enhancer of split 2 (E(sp1) homolog, Drosophila)
HGNC:11838


TLN1
talin 1
HGNC:11845


TLN2
talin 2
HGNC:15447


TM4SF1
transmembrane 4 L six family member 1
HGNC:11853


TM7SF2
transmembrane 7 superfamily member 2
HGNC:11863


TMC2
transmembrane channel-like 2
HGNC:16527


TMC5
transmembrane channel-like 5
HGNC:22999


TMC8
transmembrane channel-like 8
HGNC:20474


TMCC3
transmembrane and coiled-coil domain family 3
HGNC:29199


TMED3
transmembrane emp24 protein transport domain containing 3
HGNC:28889


TMED5
transmembrane emp24 protein transport domain containing 5
HGNC:24251


TMEM132C
transmembrane protein 132C
HGNC:25436


TMEM135
transmembrane protein 135
HGNC:26167


TMEM164
transmembrane protein 164
HGNC:26217


TMEM171
transmembrane protein 171
HGNC:27031


TMEM176A
transmembrane protein 176A
HGNC:24930


TMEM176B
transmembrane protein 176B
HGNC:29596


TMEM189
transmembrane protein 189
HGNC:16735


TMEM33
transmembrane protein 33
HGNC:25541


TMEM37
transmembrane protein 37
HGNC:18216


TMEM41A
transmembrane protein 41A
HGNC:30544


TMEM56
transmembrane protein 56
HGNC:26477


TMEM63C
transmembrane protein 63C
HGNC:23787


TMEM91
transmembrane protein 91
HGNC:32393


TMEM97
transmembrane protein 97
HGNC:28106


TMPRSS11E
transmembrane protease, serine 11E
HGNC:24465


TNFAIP2
tumor necrosis factor, alpha-induced protein 2
HGNC:11895


TNFRSF1B
tumor necrosis factor receptor superfamily, member 1B
HGNC:11917


TNMD
tenomodulin
HGNC:17757


TNNT1
troponin T type 1 (skeletal, slow)
HGNC:11948


TNNT2
troponin T type 2 (cardiac)
HGNC:11949


TNR
tenascin R (restrictin, janusin)
HGNC:11953


TNS1
tensin 1
HGNC:11973


TNS3
tensin 3
HGNC:21616


TNXB
tenascin XB
HGNC:11976


TP53INP2
tumor protein p53 inducible nuclear protein 2
HGNC:16104


TPD52L1
tumor protein D52-like 1
HGNC:12006


TPM2
tropomyosin 2 (beta)
HGNC:12011


TPSAB1
tryptase alpha/beta 1
HGNC:12019


TPSB2
tryptase beta 2 (gene/pseudogene)
HGNC:14120


TRANK1
tetratricopeptide repeat and ankyrin repeat containing 1
HGNC:29011


TRAT1
T cell receptor associated transmembrane adaptor 1
HGNC:30698


TRIL
TLR4 interactor with leucine-rich repeats
HGNC:22200


TRIM17
tripartite motif containing 17
HGNC:13430


TRIM2
tripartite motif containing 2
HGNC:15974


TRIM22
tripartite motif containing 22
HGNC:16379


TRIM48
tripartite motif containing 48
HGNC:19021


TRIM55
tripartite motif containing 55
HGNC:14215


TRIM58
tripartite motif containing 58
HGNC:24150


TRIM67
tripartite motif containing 67
HGNC:31859


TRIML2
tripartite motif family-like 2
HGNC:26378


TRIO
triple functional domain (PTPRF interacting)
HGNC:12303


TRPS1
trichorhinophalangeal syndrome I
HGNC:12340


TSHZ2
teashirt zinc finger homeobox 2
HGNC:13010


TSPAN2
tetraspanin 2
HGNC:20659


TSPAN6
tetraspanin 6
HGNC:11858


TST
thiosulfate sulfurtransferase (rhodanese)
HGNC:12388


TTC38
tetratricopeptide repeat domain 38
HGNC:26082


TTC39B
tetratricopeptide repeat domain 39B
HGNC:23704


TTLL4
tubulin tyrosine ligase-like family, member 4
HGNC:28976


TTYH3
tweety homolog 3 (Drosophila)
HGNC:22222


TUSC5
tumor suppressor candidate 5
HGNC:29592


TXN
thioredoxin
HGNC:12435


TXNDC9
thioredoxin domain containing 9
HGNC:24110


TYR
tyrosinase (oculocutaneous albinism IA)
HGNC:12442


TYRP1
tyrosinase-related protein 1
HGNC:12450


UBA7
ubiquitin-like modifier activating enzyme 7
HGNC:12471


UBASH3A
ubiquitin associated and SH3 domain containing A
HGNC:12462


UBD
ubiquitin D
HGNC:18795


UBE2L6
ubiquitin-conjugating enzyme E2L 6
HGNC:12490


UBE2QL1
ubiquitin-conjugating enzyme E2Q family-like 1
HGNC:37269


UBE2S
ubiquitin-conjugating enzyme E2S
HGNC:17895


UBIAD1
UbiA prenyltransferase domain containing 1
HGNC:30791


UBR4
ubiquitin protein ligase E3 component n-recognin 4
HGNC:30313


UGT1A4
UDP glucuronosyltransferase 1 family, polypeptide A4
HGNC:12536


UGT1A6
UDP glucuronosyltransferase 1 family, polypeptide A6
HGNC:12538


UGT2A1
UDP glucuronosyltransferase 2 family, polypeptide A1, complex
HGNC:12542



locus


UGT2A2
UDP glucuronosyltransferase 2 family, polypeptide A2
HGNC:28183


UGT3A2
UDP glycosyltransferase 3 family, polypeptide A2
HGNC:27266


ULK4
unc-51-like kinase 4 (C. elegans)
HGNC:15784


UNC5B
unc-5 homolog B (C. elegans)
HGNC:12568


UPB1
ureidopropionase, beta
HGNC:16297


UQCRC1
ubiquinol-cytochrome c reductase core protein I
HGNC:12585


UQCRH
ubiquinol-cytochrome c reductase hinge protein
HGNC:12590


UQCRQ
ubiquinol-cytochrome c reductase, complex III subunit VII, 9.5 kDa
HGNC:29594


USMG5
up-regulated during skeletal muscle growth 5 homolog (mouse)
HGNC:30889


VCAM1
vascular cell adhesion molecule 1
HGNC:12663


VGLL3
vestigial like 3 (Drosophila)
HGNC:24327


VIP
vasoactive intestinal peptide
HGNC:12693


VIT
vitrin
HGNC:12697


VLDLR
very low density lipoprotein receptor
HGNC:12698


VNN1
vanin 1
HGNC:12705


VNN2
vanin 2
HGNC:12706


VSIG4
V-set and immunoglobulin domain containing 4
HGNC:17032


VSNL1
visinin-like 1
HGNC:12722


VTCN1
V-set domain containing T cell activation inhibitor 1
HGNC:28873


VWF
von Willebrand factor
HGNC:12726


WASF3
WAS protein family, member 3
HGNC:12734


WDFY4
WDFY family member 4
HGNC:29323


WDR72
WD repeat domain 72
HGNC:26790


WFDC5
WAP four-disulfide core domain 5
HGNC:20477


WFDC6
WAP four-disulfide core domain 6
HGNC:16164


WIPF1
WAS/WASL interacting protein family, member 1
HGNC:12736


WNT3
wingless-type MMTV integration site family, member 3
HGNC:12782


WNT4
wingless-type MMTV integration site family, member 4
HGNC:12783


WNT7B
wingless-type MMTV integration site family, member 7B
HGNC:12787


WNT9B
wingless-type MMTV integration site family, member 9B
HGNC:12779


WSCD2
WSC domain containing 2
HGNC:29117


XAGE5
X antigen family, member 5
HGNC:30930


XBP1
X-box binding protein 1
HGNC:12801


XPNPEP2
X-prolyl aminopeptidase (aminopeptidase P) 2, membrane-bound
HGNC:12823


XYLB
xylulokinase homolog (H. influenzae)
HGNC:12839


ZBED2
zinc finger, BED-type containing 2
HGNC:20710


ZC3H12A
zinc finger CCCH-type containing 12A
HGNC:26259


ZCCHC24
zinc finger, CCHC domain containing 24
HGNC:26911


ZEB1
zinc finger E-box binding homeobox 1
HGNC:11642


ZFHX3
zinc finger homeobox 3
HGNC:777


ZFHX4
zinc finger homeobox 4
HGNC:30939


ZFPM2
zinc finger protein, multitype 2
HGNC:16700


ZG16B
zymogen granule protein 16 homolog B (rat)
HGNC:30456


ZIC1
Zic family member 1
HGNC:12872


ZIC4
Zic family member 4
HGNC:20393


ZNF117
zinc finger protein 117
HGNC:12897


ZNF254
zinc finger protein 254
HGNC:13047


ZNF385B
zinc finger protein 385B
HGNC:26332


ZNF43
zinc finger protein 43
HGNC:13109


ZNF493
zinc finger protein 493
HGNC:23708


ZNF703
zinc finger protein 703
HGNC:25883


ZNF80
zinc finger protein 80
HGNC:13155


ZNF831
zinc finger protein 831
HGNC:16167


ZP1
zona pellucida glycoprotein 1 (sperm receptor)
HGNC:13187


FAM213A
family with sequence similarity 213, member A
HGNC:28651


OTOGL
otogelin-like
HGNC:26901


SERTM1
serine-rich and transmembrane domain containing 1
HGNC:33792


MFSD12
major facilitator superfamily domain containing 12
HGNC:28299


RUSC1-AS1
RUSC1 antisense RNA 1 (non-protein coding)
HGNC:26680


SH3D21
SH3 domain containing 21
HGNC:26236


AXDND1
axonemal dynein light chain domain containing 1
HGNC:26564


LAMP5
lysosomal-associated membrane protein family, member 5
HGNC:16097


METTL19
methyltransferase like 19
HGNC:26653


NDNF
neuron-derived neurotrophic factor
HGNC:26256


ADTRP
androgen-dependent TFPI-regulating protein
HGNC:21214


CLPSL2
colipase-like 2
HGNC:21250


SAPCD1
suppressor APC domain containing 1
HGNC:13938


ZC2HC1B
zinc finger, C2HC-type containing 1B
HGNC:21174


HILPDA
hypoxia inducible lipid droplet-associated
HGNC:28859


SAPCD2
suppressor APC domain containing 2
HGNC:28055


CACFD1
calcium channel flower domain containing 1
HGNC:1365


ECI1
enoyl-CoA delta isomerase 1
HGNC:2703


MMRN2
multimerin 2
HGNC:19888


ERV3-1
endogenous retrovirus group 3, member 1
HGNC:3454


FMO4
flavin containing monooxygenase 4
HGNC:3772


IL36RN
interleukin 36 receptor antagonist
HGNC:15561


IL37
interleukin 37
HGNC:15563


KRT6A
keratin 6A
HGNC:6443


CERS4
ceramide synthase 4
HGNC:23747


LHFPL3
lipoma HMGIC fusion partner-like 3
HGNC:6589


LTBP3
latent transforming growth factor beta binding protein 3
HGNC:6716


LTBP2
latent transforming growth factor beta binding protein 2
HGNC:6715


LY6G6F
lymphocyte antigen 6 complex, locus G6F
HGNC:13933


MRC1
mannose receptor, C type 1
HGNC:7228


ODZ1
odz, odd Oz/ten-m homolog 1 (Drosophila)
HGNC:8117


SLC50A1
solute carrier family 50 (sugar transporter), member 1
HGNC:30657


CRABP1
cellular retinoic acid binding protein 1
HGNC:2338


MSMO1
methylsterol monooxygenase 1
HGNC:10545


SCGB2B2
secretoglobin, family 2B, member 2
HGNC:27616


MSRB1
methionine sulfoxide reductase B1
HGNC:14133


SGK3
serum/glucocorticoid regulated kinase family, member 3
HGNC:10812


PMEL
premelanosome protein
HGNC:10880


XBP1P1
X-box binding protein 1 pseudogene 1
HGNC:12802


SOAT2
sterol O-acyltransferase 2
HGNC:11178


CLMP
CXADR-like membrane protein
HGNC:24039


PARD3
par-3 partitioning defective 3 homolog (C. elegans)
HGNC:16051


PGAP1
post-GPI attachment to proteins 1
HGNC:25712


MFRP
membrane frizzled-related protein
HGNC:18121


CXCL10
chemokine (C—X—C motif) ligand 10
HGNC:10637


CHAMP1
chromosome alignment maintaining phosphoprotein 1
HGNC:20311


CCRL1
chemokine (C-C motif) receptor-like 1
HGNC:1611


CNOT6
CCR4-NOT transcription complex, subunit 6
HGNC:14099


CCRN4L
CCR4 carbon catabolite repression 4-like (S. cerevisiae)
HGNC:14254


CTLA4
cytotoxic T-lymphocyte-associated protein 4
HGNC:2505


CDH19
cadherin 19, type 2
HGNC:1758


CDH20
cadherin 20, type 2
HGNC:1760


DDX11
DEAD/H (Asp-Glu-Ala-Asp/His) box helicase 11
HGNC:2736


RHOV
ras homolog family member V
HGNC:18313


CLCF1
cardiotrophin-like cytokine factor 1
HGNC:17412


CPA4
carboxypeptidase A4
HGNC:15740


HOMER2
homer homolog 2 (Drosophila)
HGNC:17513


CSTB
cystatin B (stefin B)
HGNC:2482


VSIG2
V-set and immunoglobulin domain containing 2
HGNC:17149


DSC3
desmocollin 3
HGNC:3037


DUSP12
dual specificity phosphatase 12
HGNC:3067


SH3D19
SH3 domain containing 19
HGNC:30418


GLB1
galactosidase, beta 1
HGNC:4298


CNTN1
contactin 1
HGNC:2171


FADS1
fatty acid desaturase 1
HGNC:3574


KHSRP
KH-type splicing regulatory protein
HGNC:6316


HPLH1
hemophagocytic lymphohistiocytosis 1
HGNC:23824


CFH
complement factor H
HGNC:4883


SLC25A16
solute carrier family 25 (mitochondrial carrier; Graves disease
HGNC:10986



autoantigen), member 16


PAEP
progestagen-associated endometrial protein
HGNC:8573


GOLT1B
golgi transport 1B
HGNC:20175


GOLT1A
golgi transport 1A
HGNC:24766


DPAGT1
dolichyl-phosphate (UDP-N-acetylglucosamine) N-
HGNC:2995



acetylglucosaminephosphotransferase 1 (GlcNAc-1-P transferase)


LGALSL
lectin, galactoside-binding-like
HGNC:25012


KRT123P
keratin 123 pseudogene
HGNC:30196


KRT121P
keratin 121 pseudogene
HGNC:30198


HBB
hemoglobin, beta
HGNC:4827


KCNA5
potassium voltage-gated channel, shaker-related subfamily, member
HGNC:6224


HOOK2
hook homolog 2 (Drosophila)
HGNC:19885


KIF2A
kinesin heavy chain member 2A
HGNC:6318


CAPN5
calpain 5
HGNC:1482


KLK1
kallikrein 1
HGNC:6357


KRTAP5-9
keratin associated protein 5-9
HGNC:23604


KRTAP5-5
keratin associated protein 5-5
HGNC:23601


KRTAP5-8
keratin associated protein 5-8
HGNC:23603


KRTAP5-7
keratin associated protein 5-7
HGNC:23602


KRTAP5-11
keratin associated protein 5-11
HGNC:23606


KRTAP5-2
keratin associated protein 5-2
HGNC:23597


KRTAP5-3
keratin associated protein 5-3
HGNC:23598


SPNS1
spinster homolog 1 (Drosophila)
HGNC:30621


TOX4
TOX high mobility group box family member 4
HGNC:20161


C1D
C1D nuclear receptor corepressor
HGNC:29911


PCDHB16
protocadherin beta 16
HGNC:14546


MS4A2
membrane-spanning 4-domains, subfamily A, member 2
HGNC:7316


MS4A4A
membrane-spanning 4-domains, subfamily A, member 4A
HGNC:13371


NPRL2
nitrogen permease regulator-like 2 (S. cerevisiae)
HGNC:24969


NELL2
NEL-like 2 (chicken)
HGNC:7751


MYCBP2
MYC binding protein 2, E3 ubiquitin protein ligase
HGNC:23386


PODXL
podocalyxin-like
HGNC:9171


PORCN
porcupine homolog (Drosophila)
HGNC:17652


RBL1
retinoblastoma-like 1 (p107)
HGNC:9893


PVRL4
poliovirus receptor-related 4
HGNC:19688


PXDN
peroxidasin homolog (Drosophila)
HGNC:14966


NCOA3
nuclear receptor coactivator 3
HGNC:7670


ARID4A
AT rich interactive domain 4A (RBP1-like)
HGNC:9885


POLR2D
polymerase (RNA) II (DNA directed) polypeptide D
HGNC:9191


SEPSECS
Sep (O-phosphoserine) tRNA:Sec (selenocysteine) tRNA synthase
HGNC:30605


SLIT3
slit homolog 3 (Drosophila)
HGNC:11087


SLIT1
slit homolog 1 (Drosophila)
HGNC:11085


CXXC1
CXXC finger protein 1
HGNC:24343


DDR2
discoidin domain receptor tyrosine kinase 2
HGNC:2731


CPAMD8
C3 and PZP-like, alpha-2-macroglobulin domain
HGNC:23228
















TABLE 2







Pathway enriched based on the ~2000 up and down regulated genes.


The presentation of enriched pathways based on DAVID database along with the source


database where the pathways are from and have a enrichment calculation


algorithm. We used a conservative cut-off with FDR <= 0.1 to filter out important


pathways. In case, you need a different cut-off, we have also attached the excel


spread-sheet listing all the pathways pass the DAVID cut-off.











Database
PathwayName
Pvalue
Fold Enrichment
FDR





KEGG
Valine, leucine and isoleucine degradation
4.39E−09
4.17
5.40E−06


KEGG
PPAR signaling pathway
6.22E−09
3.38
7.64E−06


KEGG
Viral myocarditis
5.98E−08
3.17
7.35E−05


KEGG
Type I diabetes mellitus
4.40E−07
3.77
5.41E−04


KEGG
Allograft rejection
1.07E−06
3.94
1.32E−03


KEGG
Systemic lupus erythematosus
2.41E−06
2.53
2.96E−03


KEGG
Cell adhesion molecules (CAMs)
2.89E−06
2.27
3.55E−03


KEGG
Graft−versus−host disease
3.91E−06
3.63
4.80E−03


KEGG
Steroid biosynthesis
5.01E−06
5.39
6.15E−03


KEGG
Hematopoietic cell lineage
1.39E−05
2.52
1.71E−02


KEGG
ECM−receptor interaction
2.83E−05
2.48
3.48E−02


KEGG
Glycolysis/Gluconeogenesis
4.08E−05
2.78
5.01E−02


KEGG
Autoimmune thyroid disease
4.97E−05
2.94
6.10E−02


REACTOME
Metabolism of lipids and lipoproteins
2.31E−18
3.39
2.26E−15


REACTOME
Signaling in Immune system
1.20E−07
1.93
1.17E−04


REACTOME
Metabolism of carbohydrates
7.72E−07
2.70
7.57E−04


REACTOME
Biological oxidations
6.38E−05
2.19
6.25E−02


PANTHER
Cholesterol biosynthesis
4.79E−05
6.43
5.46E−02


BIOCARTA
T Cytotoxic Cell Surface Molecules
2.05E−05
5.79
2.59E−02
















TABLE 3







List of gene signatures/regulatory factors controlling the expression of skin aging-


related genes in various pathways and/or gene networks.









Symbol
Name
HGNC ID





IL6
interleukin 6 (interferon, beta 2)
HGNC: 6018


CSF3
colony stimulating factor 3 (granulocyte)
HGNC: 2438


IFNG
interferon, gamma
HGNC: 5438


IL8
interleukin 8
HGNC: 6025


CXCL2
chemokine (C-X-C motif) ligand 2
HGNC: 4603


CXCL9
chemokine (C-X-C motif) ligand 9
HGNC: 7098


CCKAR
cholecystokinin A receptor
HGNC: 1570


CSN1S1
casein alpha 1
HGNC: 2445


CXCL10
chemokine (C-X-C motif) ligand 10
HGNC: 10637


CXCL1
chemokine (C-X-C motif) ligand 1 (melanoma growth
HGNC: 4602



stimulating activity, alpha)



FOSB
FBJ murine osteosarcoma viral oncogene homolog B
HGNC: 3797


DEFA6
defensin, alpha 6, Paneth cell-specific
HGNC: 2765


NR4A2
nuclear receptor subfamily 4, group A, member 2
HGNC: 7981


EGFL6
EGF-like-domain, multiple 6
HGNC: 3235


NR4A1
nuclear receptor subfamily 4, group A, member 1
HGNC: 7980


CD38
CD38 molecule
HGNC: 1667


SOCS3
suppressor of cytokine signaling 3
HGNC: 19391


RGS1
regulator of G-protein signaling 1
HGNC: 9991


FOSL1
FOS-like antigen 1
HGNC: 13718


SAA4
serum amyloid A4, constitutive
HGNC: 10516


PCK1
phosphoenolpyruvate carboxykinase 1 (soluble)
HGNC: 8724


LIPE
lipase, hormone-sensitive
HGNC: 6621


MMP1
matrix metallopeptidase 1 (interstitial collagenase)
HGNC: 7155


LEP
leptin
HGNC: 6553


BPIL1
bactericidal/permeability-increasing protein-like 1
HGNC: 16177


TUSC5
tumor suppressor candidate 5
HGNC: 29592


FIGF
e-fos induced growth factor (vascular endothelial growth factor
HGNC: 3708



D)



GYS2
glycogen synthase 2 (liver)
HGNC: 4707


LHFPL3
lipoma HMGIC fusion partner-like 3
HGNC: 6589


CXCL11
chemokine (C-X-C motif) ligand 11
HGNC: 10638


ARHGDIG
Rho GDP dissociation inhibitor (GDI) gamma
HGNC: 680


CCL4L2
chemokine (C-C motif) ligand 4-like 2
HGNC: 24066


ACVRIC
activin A receptor, type IC
HGNC: 18123


NR4A3
nuclear receptor subfamily 4, group A, member 3
HGNC: 7982


PLIN1
perilipin 1
HGNC: 9076


OSM
oncostatin M
HGNC: 8506


FABP12
fatty acid binding protein 12
HGNC: 34524


SAA1
serum amyloid A1
HGNC: 10513


FABP4
fatty acid binding protein 4, adipocyte
HGNC: 3559


IL20
interleukin 20
HGNC: 6002


GZMB
granzyme B (granzyme 2, cytotoxic T-lymphocyte-associated
HGNC: 4709



serine esterase 1)



CD69
CD69 molecule
HGNC: 1694


SAA2
serum amyloid A2
HGNC: 10514


ATF3
activating transcription factor 3
HGNC: 785


PFKFB1
6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 1
HGNC: 8872


CYR61
cysteine-rich, angiogenic inducer, 61
HGNC: 2654


JAKMIP1
janus kinase and microtubule interacting protein 1
HGNC: 26460


PKLR1
pyruvate kinase, liver and RBC
HGNC: 9020


ALDOB
aldolase B, fructose-biphosphate
HGNC: 417


LDHC
lactate dehydrogenase C
HGNC: 6544


HSD3B2
hydroxy-delta-5-steroid dehydrogenase, 3 beta- and steroid
HGNC: 5218



delta-isomerase 2



HSD3B1
hydroxy-delta-5-steroid dehydrogenase, 3 beta- and steroid
HGNC: 3283



delta-isomerase 1



PDZK1
PDZ domain containing 1
HGNC: 5174


SLC26A3
solute carrier family 26, member 3
HGNC: 1811


FABP6
atty acid binding protein 6, ileal
HGNC: 2172


FABP7
fatty acid binding protein 7, brain
HGNC: 2173


FADS1
fatty acid desaturase 1
HGNC: 3992


FADS2
fatty acid desaturase 2
HGNC: 9415


CNDP1
carnosine dipeptidase 1 (metallopeptidase M20 family)
HGNC: 84735


UBP1
Ureidopropionase, beta (CN hydrolase family)
HGNC: 51733


ELOVL3
Elongation of very long chain fatty acids
HGNC: 83401


TREH
trehalase (brush-border membrane glycoprotein)
HGNC: 11181


AMY1A
Amylase, alpha 1A (salivary)
HGNC: 276


MUC7
mucin 7, secreted
HGNC: 4589


APOC1
apolipoprotein C-1
HGNC: 341


ACSBG1
acyl-CoA synthatase bubblegum family member 1
HGNC: 23205


MUC1
mucin 1, cell surface associated
HGNC: 4582



GSK3B


glycogen synthase kinase 3 beta


HGNC: 2932




EGFR


epidermal growth factor receptor


HGNC: 1956




ESR1


estrogen receptor 1


HGNC: 2099




ABL1


c-abl ocongene 1, non-receptor tyrosine kinase


HGNC: 25




CTNNB1


catenin (cadherin-associated protein), beta 1, 88 kDa


HGNC: 1499




GAGE2C G


antigen 2C


HGNC: 2574




OR52E8


alfactory receptor, family 52, subfamily E, member 8


HGNC: 390079




MAPK1


mitogen-activated protein kinase 1


HGNC: 5594




STAT3


signal transducer and activator of transcription 3 (acute-phase


HGNC: 6774





response factor)





NFKB1


nuclear factor of kappa light polypeptide gene enhancer in B-


HGNC: 4790





cells 1





JUN


an proto-oncogene


HGNC: 3725






HGNC: HUGO Gene Nomenclature Committee url: http://www.genenames.org/


Note


that the gene described in italics at the end of the table are not part of Table 1 (it only includes the top 2000 up and down regulated genes); these italicized genes are part of the gene network regulators.













TABLE 4







up- and down- regulation of genes










Gene ID
log2FoldChange














A2ML1
5.232038252



AACS
4.080550359



AADACL3
3.725566743



AADACL4
3.705855774



ABCA13
3.33791816



ABCA4
3.202673123



ABCA6
2.961209119



ABCA8
2.812579577



ABCA9
2.760008088



ABCB5
2.568469326



ABCC11
2.501770187



ABCC4
2.413636014



ABHD12B
2.383847689



ABHD3
2.288932795



ABHD5
2.253846967



ABLIM2
2.214099057



ABLIM3
2.167263213



ACAA1
2.097514835



ACAA2
2.089701582



ACAD8
2.084597545



ACADM
2.019198644



ACADVL
1.980871868



ACAP1
1.902109447



ACAT2
1.852622907



ACE
1.852383074



ACE2
1.848437824



ACLY
1.843490132



ACO1
1.83798896



ACOT1
1.828371596



ACOT2
1.806970784



ACOT4
1.799871164



ACOT7
1.78933249



ACOX2
1.776943169



ACP6
1.765634945



ACPP
1.761788468



ACSBGI
1.761560397



ACSL1
1.760241809



ACSL3
1.757608676



ACSLS
1.741815779



ACSM3
1.741500471



ACSM5
1.737979248



ACSS2
1.733440435



ACTA1
1.731120615



ACTA2
1.691612489



ACTBL2
1.686446343



ACTC1
1.673273334



ACTG2
1.672073089



ACTN1
1.659898906



ACTR6
1.655515583



ACVR1C
1.634133301



ACVRL1
1.620276681



ACY1
1.610307087



ADAM33
1.58406277



ADAM8
1.575793381



ADAMTS15
1.574263825



ADAMTS5
1.574078143



ADAMTS7
1.550685556



ADAMTSL1
1.549161629



ADAMTSL3
1.547103771



ADAMTSLS
1.529584451



ADCK1
1.508070416



ADCY5
1.500080295



ADH1A
1.488934892



ADH1B
1.479869122



ADH1C
1.476996607



ADH6
1.467829493



ADHFL1
1.460316269



ADIPOQ
1.441750612



ADRA2A
1.434237726



AEBP1
1.433240506



AGPAT1
1.427009839



AGPAT3
1.426814356



AGPHD1
1.423607062



AGR2
1.422523795



AGRN
1.421273275



AGTRAP
1.418689497



AHSP
1.416074982



AKAP12
1.412103606



AKAP2
1.408745781



AKNA
1.405734349



AKR1A1
1.405058571



ALAS1
1.391295285



ALAS2
1.387922866



ALCAM
1.375534132



ALDH1B1
1.365090643



ALDH1L1
1.355041255



ALDH3A1
1.354717154



ALDH3B2
1.347098017



ALDH6A1
1.334078453



ALDOB
1.325953664



ALDOC
1.314987024



ALG1L
1.303849161



ALOX15B
1.300565313



ALPK2
1.290316723



AMACR
1.285915698



AMICAI
1.283991875



AMOT
1.283895871



AMOTL2
1.282276837



AMPD1
1.263993007



AMTN
1.259721834



AMY1A
1.254402487



AMY1B
1.253325064



AMY1C
1.248710176



ANGPTI
1.239085271



ANGPTL2
1.236238143



ANGPTL4
1.234793741



ANGPTL5
1.219705692



ANGPTL7
1.219381934



ANKRD1
1.211951612



ANKRD22
1.204764559



ANKS6
1.203042217



ANPEP
1.201433379



ANTXR2
1.200115748



ANXA3
1.197427942



ANXA6
1.197184453



AOC3
1.189948198



AOX1
1.188424407



APBB1IP
1.184874211



APOBEC3G
1.18093333



APOC1
1.175109861



APOD
1.167265269



APOE
1.165869476



APOL1
1.163700968



APOL3
1.163133343



APOL6
1.159161307



AQP4
1.154896716



AQP5
1.151012768



AQP7
1.144851374



AREG
1.144230495



AREGB
1.142744141



ARHGAP20
1.135201358



ARHGAP29
1.126299843



ARHGAP30
1.125005561



ARHGAP6
1.118435563



ARHGDIB
1.116034827



ARHGEF6
1.10244655



ARL6IP1
1.098174751



ARR3
1.097858046



ARSH
1.094469072



ASAM
1.091336285



ASIP
1.076112291



ASTN1
1.072358931



ATOH1
1.071959393



ATOH8
1.06171746



ATP12A
1.055952873



ATP1A2
1.054836184



ATP5C1
1.052303724



ATP5G3
1.048297241



ATP5I
1.048075539



ATP6VOA4
1.044224499



ATP6VOB
1.042247045



ATP6VOC
1.040727114



ATP6V1C2
1.039340118



AVIL
1.038198856



AWAT1
1.035847539



AWAT2
1.027746543



B3GNT3
1.026300251



B4GALNT2
1.021337432



BAH
1.017206262



BARX2
1.016925237



BCAN
1.012246448



BCAP29
1.011200565



BCAP31
1.0103578



BCAT1
1.004877622



BCAT2
1.002735372



BCKDHB
0.998635214



BDH1
0.996523706



BEAN1
0.99308757



BHMT2
0.990062406



BICC1
0.984397677



BIRC3
0.976297686



BLNK
0.975649143



BRI3BP
0.969430675



BRP44
0.96917848



BRP44L
0.961102823



BSG
0.960242752



BST1
0.959113336



BST2
0.958044351



BTN3A1
0.950424103



BTN3A2
0.947981912



BTN3A3
0.943516128



BZW1
0.942613394



Cl0orf129
0.940311238



Cl0orf57
0.931744078



C10orf58
0.931389357



C11orf96
0.930836216



C12orf39
0.929331896



C12orf64
0.927058692



C13orf36
0.920042594



Cl4orf180
0.914186227



C14orf2
0.91385926



C14orf49
0.904358065



C15orf23
0.90410343



C15orf43
0.902489928



C15orf48
0.899742683



Cl6orf73
0.897654572



C16orf74
0.897319749



C16orf89
0.891418909



C17orf97
0.88725701



C19orf28
0.884549425



C19orf46
0.883918413



C19orf71
0.88287833



Clorf104
0.877772162



Clorf113
0.876792387



Clorf122
0.869490471



Clorf125
0.868635503



C1orf158
0.866593789



Clorf162
0.856422456



Clorf5l
0.85361664



Clorf53
0.851849469



Clorf68
0.850683059



Clorf9
0.848017236



C1QA
0.842038447



C1QB
0.841688189



C1QC
0.840617385



C1QTNF5
0.83930445



C1QTNF6
0.835742329



C1R
0.835366478



C1S
0.82925104



C2
0.828081804



C20orf103
0.827752937



C20orf24
0.82673847



C20orf3
0.825665684



C21orf33
0.825016444



C3
0.82319498



C3AR1
0.821201653



C4orf23
0.813087813



C4orf31
0.812533891



C5orf4
0.812098722



C6orf105
0.811577891



C6orf106
0.808618456



C6orf126
0.807958993



C6orf26
0.807917972



C6orf94
0.806442564



C7
0.801725925



C7orf58
0.800896147



C7orf68
0.798953825



CCR4
0.748940725



C9orf16
0.795551973



C9orf7
0.793758218



CA14
0.793468014



CA6
0.792626914



CALCB
0.791137389



CALD1
0.786509848



CALML3
0.78380644



CAMK1G
0.782937966



CAMP
0.780273373



CAPN13
0.77814649



CAPN3
0.77638503



CAPN8
0.775634239



CARD11
0.772918944



CARD18
0.770869921



CASQ2
0.770769276



CASS4
0.770620159



CBLN1
0.765830306



CBLN2
0.765746887



CCBP2
0.764914593



CCDC69
0.764870382



CCDC85A
0.763278452



CCDC86
0.762945653



CCK
0.762709079



CCKBR
0.76267341



CCL13
0.762218024



CCL14
0.76179936



CCL15
0.761409502



CCL17
0.76094414



CCL18
0.758899798



CCL19
0.757671358



CCL27
0.755513617



CCL4
0.753719824



CCL4L2
0.753256985



CCL5
0.75171897



CCNC
0.751032062



CCND1
0.75100013



CCNF
0.750948895



CCR1
0.749275262



CCR2
0.74901499



C9orf140
0.797269786



CCR5
0.748840622



CCR7
0.747443487



CD163
0.746895014



CD1C
0.745484678



CD1E
0.744287962



CD2
0.744059612



CD207
0.743132085



CD209
0.739038868



CD226
0.736591855



CD24
0.736216427



CD247
0.735954286



CD248
0.734122479



CD27
0.733476618



CD28
0.733425584



CD34
0.733371965



CD36
0.733005039



CD37
0.731592379



CD38
0.730346031



CD3D
0.730323379



CD3E
0.728577927



CD4OLG
0.725829232



CD48
0.723778399



CD5
0.723184088



CD52
0.72168319



CD53
0.718476028



CD6
0.718229421



CD68
0.717801714



CD74
0.717400398



CD84
0.717372863



CD8A
0.717216953



CD96
0.71571822



CD97
0.712842251



CDA
0.710635861



CDH5
0.709367024



CDH7
0.708961348



CDK5
0.708420828



CDKL2
0.708341515



CDKN1A
0.708063289



CDO1
0.707175314



CEACAM1
0.705976589



CEACAM6
0.704684521



CECR2
0.70067378



CELF2
0.700594894



CES1
0.699640956



CFB
0.699438037



CFD
0.697056958



CFH
0.692238866



CFHR1
0.691912767



CFHR3
0.691771062



CGA
0.688193587



CHCHD10
0.686823982



CHGA
0.686256791



CHGB
0.6840037



CHI3L1
0.683256591



CHI3L2
0.681823307



CHIT1
0.681679494



CHL1
0.681431466



CHP
0.67660651



CHRDLI
0.675579307



CHRDL2
0.67553655



CHRNA9
0.675076329



CHST2
0.674405775



CIDEA
0.674304617



CIDEC
0.673569412



CILP
0.673553398



CILP2
0.673102173



CISH
0.67068239



CKB
0.66864368



CKMT1A
0.668581748



CKMT1B
0.667304308



CLC
0.667280993



CLCA2
0.666510809



CLDN10
0.663957279



CLDN11
0.662363671



CLDN5
0.661150212



CLEC10A
0.660670207



CLEC12A
0.66019268



CLEC2A
0.659533948



CLEC3B
0.659181375



CLEC4G
0.657807469



CLIC2
0.656902749



CLIC3
0.654887307



CLIC6
0.65439818



CLIP2
0.653848693



CLIP3
0.653639962



CLSTN3
0.652488207



CLU
0.651219801



CMA1
0.648360441



CMTM8
0.647054101



CNDP1
0.646608556



CNDP2
0.646165968



CNIH4
0.64556632



CNKSR3
0.642491771



CNN1
0.640289415



CNPY1
0.637826241



COCH
0.637181915



COL11A1
0.636839925



COL12A1
0.635940089



COL16A1
0.635281955



COL1Al
0.633662888



COL1A2
0.632689827



COL3A1
0.631890797



COL4A1
0.631579102



COL4A2
0.629278808



COL4A6
0.628472358



COL5A1
0.626403674



COL7A1
0.622171021



COL5A1
0.621627606



COMP
0.6213615



COQ4
0.620432773



COQ9
0.620139929



CORO1A
0.618806539



COTL1
0.617518298



COX5A
0.617426889



COX6C
0.616145976



COX7A2
0.615282691



COX7B
0.613751991



COX7C
0.612974235



COX8A
0.611463404



CP
0.610400505



CPA3
0.608812298



CPA4
0.608183636



CPB2
0.607393505



CPD
0.607164577



CPE
0.6071146



CPEB4
0.606576095



CPLX3
0.604875519



CPT2
0.6046887



CPVL
0.604269631



CPXM1
0.602189623



CPZ
0.600586734



CRABP1
0.597909379



CRAT
0.596720556



CREG1
0.595727948



CRISP3
0.59528462



CRYAB
0.594419199



CRYBB2
0.593911532



CS
0.592384522



CSAG3
0.591530447



CSF1
0.591527932



CSF1R
0.591023422



CSN1S1
0.590746098



CSPG4
0.590717207



CSRP2
0.58959508



CST1
0.588973383



CST6
0.588296267



CST7
0.588167494



CSTB
0.587950682



CTAG2
0.587238503



CTH
0.586221894



CTHRCI
0.586151017



CTNND2
0.585631706



CTSG
0.58554417



CTSK
0.585534422



CTSL2
0.584352618



CTSS
0.583898886



CUBN
0.583407172



CUX2
0.582747052



CXCL10
0.582537857



CXCL11
0.581158017



CXCL9
0.580570674



CXCR3
0.580561381



CXCR7
0.580068749



CYB5A
0.579131054



CYBB
0.577935074



CYBRD1
0.576732674



CYCS
0.575502733



CYP19A1
0.57529074



CYP1A1
0.57340909



CYP1A2
0.572169566



CYP1B1
0.571600726



CYP26B1
0.567724157



CYP27A1
0.567494882



CYP27B1
0.567192991



CYP2R1
0.564830904



CYP3A4
0.563584501



CYP4B1
0.560296992



CYP4F2
0.558822441



CYP4F22
0.558064138



CYP4F3
0.557536701



CYP4F8
0.557400907



CYP51A1
0.556847797



CYTH4
0.556541709



DACH1
0.556495194



DAPK2
0.55643176



DBT
0.556294248



DCD
0.555938734



DCI
0.555202823



DCT
0.554212398



DCXR
0.553250615



DDC
0.553206096



DDHD1
0.552844184



DDIT4
0.551724084



DDO
0.551158736



DDR2
0.550486387



DDX43
0.549939754



DDX60
0.549534157



DEFA6
0.548742699



DEFB132
0.547219123



DENND3
0.547156719



DES
0.546995716



DGAT2
0.546570087



DGAT2L6
0.545608075



DHCR24
0.544674381



DHCR7
0.544444263



DHRS11
0.54360883



DHRS2
0.540802501



DHRS7B
0.540744778



DHRS9
0.540429524



D102
0.539530158



DIRAS 1
0.539329212



DIRAS3
0.539258665



DKK1
0.538978494



DLD
0.538656747



DLK1
0.53703431



DMBX1
0.535852296



DMRTA1
0.534608355



DNAH17
0.532919317



DNAH8
0.532281963



DNASEIL2
0.531698368



DOC2B
0.529777062



DOCK11
0.527318535



DOCK2
0.52575



DOK2
0.5251



DOPEY2
0.524154558



DPEP1
0.524067295



DPP4
0.523670923



DPT
0.523544437



DPYD
0.523378009



DRAMI
0.522613629



DSC2
0.522349227



DSE
0.522319047



DSG4
0.521926513



DTNA
0.521581818



DTX4
0.521179582



DUSP1
0.520864957



DUSP16
0.519933255



DUSP4
0.517909682



DUSP5
0.517848658



DUSP6
0.517792586



EBF1
0.517730154



EBI3
0.517509195



EBP
0.516349706



ECH1
0.51518304



ECHDC1
0.514841211



ECHDC2
0.514547832



ECM1
0.514458624



ECM2
0.514343092



EDA2R
0.513861922



EDDM3B
0.513723775



EFCAB4A
0.513375304



EFEMP1
0.513258467



EFNB2
0.512917839



EGFL6
0.512838555



EGLN3
0.51225525



EGR1
0.51206884



EGR2
0.511003459



EGR3
0.510778993



EHD2
0.510692469



EHF
0.510492657



EI24
0.510489591



ELANE
0.510006127



ELAVL2
0.5093179



ELL2
0.50817644



ELOVL1
0.507689446



ELOVL3
0.507599462



ELOVL4
0.507260864



ELOVL5
0.506248238



EMID2
0.505320796



EMILIN1
0.504268622



EMILIN2
0.503644696



EMILIN3
0.50263856



EML6
0.501499895



EN2
0.500916685



ENC1
0.500012065



ENDOU
0.499665741



ENG
0.497713985



ENO2
0.496499653



EOMES
0.495395643



EPB41L2
0.494925743



EPPK1
0.49484724



ERAP1
0.494808452



ERV3
0.493329551



ESRRA
0.492028503



ETFDH
0.490659237



ETHE1
0.490296755



ETV4
0.490270215



EVI2B
0.489841762



EYA4
0.489352923



F10
0.488597264



F13A1
0.487259535



F3
0.48720793



F9
0.48673417



FA2H
0.486577314



FABP12
0.486303594



FABP4
0.485898265



FABP6
0.485222561



FABP7
0.48519999



FABP9
0.485179665



FADS1
0.484857177



FADS2
0.481183487



FADS6
0.480742796



FAM108C
10.479530823



FAM126A
0.479034379



FAM129A
0.478551739



FAM132A
0.477436416



FAM150B
0.477095654



FAM176A
0.476338419



FAM181A
0.474180788



FAM196B
0.473964863



FAM19A2
0.472973712



FAM26D
0.47129739



FAM26E
0.470000202



FAM3C
0.469482303



FAM3D
0.46928969



FAM46C
0.468636377



FAM69C
0.467246808



FAM70A
0.466978034



FAM73B
0.466642696



FAM75D1
0.463984346



FAM78A
0.463488642



FAM82A2
0.463327022



FAM83A
0.463322813



FAM84A
0.463074926



FAM84B
0.463025792



FAR2
0.462953519



FASN
0.461857874



FAS TKD1
0.461642503



FBLN2
0.461224657



FBLNS
0.461090095



FBN1
0.460820724



FBP 1
0.46071627



FBP2
0.46043014



FBXO9
0.460072274



FCER2
0.458826422



FCGBP
0.4578527



FCGBP
0.4578527



FCGR2A
0.45729655



FCGR2B
0.456578608



FCGR3A
0.45471022



FCGRT
0.454024904



FCN1
0.452955612



FDFT1
0.452776108



FDPS
0.452041731



FLN1
0.451447394



FERMT2
0.45079544



EERMT3
0.450095285



FETUB
0.447961211



FGF16
0.447692602



FGF18
0.446672685



FGF9
0.446560585



FGFR1
0.446465742



FGFR2
0.446452184



FHL1
0.446384972



FIBIN
0.44597033



FIGF
0.444818416



FTLIP1
0.444473374



FITM2
0.443436285



FLNA
0.443148116



FLNC
0.442931256



FLRT2
0.442875917



FLT4
0.442724546



FMNL1
0.441949503



FMO2
0.439383581



FMO3
0.438446633



FMOD
0.437783118



FOS
0.437656262



FOSB
0.436782135



FOSL1
0.435456258



FOXCl
0.435229184



FOXQ1
0.435068041



FPR2
0.434717067



FPR3
0.433481626



FREM1
0.432798735



FRZB
0.432584717



FSTL3
0.432445979



FTL
0.430814667



FUT3
0.428448779



FXYD5
0.427778053



FYN
0.426143223



FZD4
0.42596125



FZD5
0.42562054



FZD7
0.423642522



GOS2
0.422234972



G6PD
0.421332339



GABBR2
0.420294908



GABRA4
0.419568551



GABRP
0.41913361



GADD45G
0.419100444



GAGE12D
0.418585219



GAGE12G
0.418092899



GAGE12I
0.418026024



GAGE2B
0.417476314



GAGE2C
0.416885549



GAGE2D
0.416232315



GAL
0.41616708



GALNTL1
0.415241439



GALNTL2
0.414588797



GALNTL5
0.413987457



GALNTL6
0.413809399



GAP43
0.413082067



GAS1
0.412393081



GATA2
0.411699719



GATA6
0.409777155



GBP3
0.409161485



GBP4
0.40823574



GBP6
0.406675827



GCLM
0.406199678



GCNT4
0.405426509



GCSH
0.405328259



GDA
0.402905319



GDF10
0.401440696



GDPD2
0.400792296



GFM2
0.399650739



GFRA1
0.399277856



GGPS 1
0.398900983



GGT6
0.397232289



GIMAP4
0.397046987



GJA3
0.396442895



GJB2
0.396112709



GJB6
0.395989602



GJC2
0.394744395



GK
0.393439469



GK5
0.393287609



GLDC
0.393176377



GLIPR1
0.392739575



GLRX
0.392298676



GLRX5
0.391956567



GLYAT
0.391790273



GLYATL1
0.390655024



GLYATL1P4
0.389167164



GNLY
0.389113939



GNPAT
0.388519224



GOT1
0.387970871



GPAM
0.387509463



GPBAR1
0.387015245



GPC3
0.386701956



GPER
0.384885424



GPIHBP1
0.384362718



GPR124
0.383796053



GPR133
0.383202367



GPR143
0.381926676



GPR15
0.381908315



GPR174
0.381810225



GPR18
0.381390002



GPR182
0.380192444



GPR64
0.380024147



GPR98
0.379606532



GPRC5D
0.378717053



GPRIN2
0.378016339



GPSM3
0.376224592



GPT
0.375757779



GPT2
0.375349942



GRAP2
0.375167333



GREB1
0.374347763



GREM1
0.374001977



GRIN2A
0.373897381



GRIN3A
0.372221995



GRK5
0.371629768



GRM3
0.371205788



GRM7
0.370099769



GRP
0.368889749



GSDMA
0.368563892



GTSF1
0.368482596



GUCY2C
0.367768843



GYG2
0.367257476



GYPC
0.367155053



GYS2
0.366803828



GZMA
0.366594994



GZMB
0.365585394



GZMH
0.365326339



GZMK
0.364726135



GZMM
0.364148823



HACL1
0.363141825



HADH
0.362621929



HAO2
0.362609081



HAPLNI
0.362562741



HBA1
0.362532603



HBA2
0.361731395



HBB
0.360550859



HBD
0.360135475



HBEGF
0.360107409



HBG2
0.360077239



HCLS1
0.360000847



HEATR4
0.359508493



HEPACAM
0.358167932



HEPACAM2
0.357383769



HEPHL1
0.35679072



HEPN1
0.355941294



HGD
0.35563389



HHATL
0.355423622



HIBCH
0.35411249



HIC1
0.353743897



HINT1
0.353718189



HIP1
0.353451166



HIST1H1C
0.353159511



HIST1H1D
0.352543122



HIST1H2AE
0.352088356



HIST1H2BC
0.351533058



HIST1H2BK
0.351383587



HIST3H2A
0.351274488



HK2
0.349778086



HLA-A
0.349061207



HLA-B
0.347048285



HLA-C
0.346220033



HLA-DMB
0.346138368



HLA-DOA
0.346099359



HLA-DPA1
0.345283862



HLA-DQA1
0.344850808



HLA-DQA2
0.343963545



HLA-DRA
0.343793274



HLA-DRB1
0.341012381



HLA-DRB5
0.3410012



HLA-E
0.340269137



HLA-F
0.339653035



HLCS
0.339327294



HMCN2
0.338340285



HMGB3
0.338126355



HMGCL
0.338035254



HMGCR
0.336684476



HMGCS1
0.334634902



HOMER1
0.333365411



HPGDS
0.331206161



HPSE2
0.330593941



HRASLS5
0.330425547



HRSP12
0.330210898



HSD11B1
0.330077469



HSD11B2
0.328295015



HSD17B11
0.328286358



HSD17B13
0.328201223



HSD17B2
0.327136911



HSD3B1
0.32553856



HSD3B2
0.324191227



HSPA12A
0.324023642



HSPB6
0.323967547



HSPB7
0.323844248



HSPE1
0.323333539



HSPG2
0.322286825



HTRA3
0.322013216



HYAL1
0.321623895



ID2
0.321248741



ID3
0.32121773



IDH1
0.319935235



IDH2
0.318706745



IDI1
0.315251532



IER3
0.314342282



1F127
0.310739952



1F144L
0.308630452



IFIT2
0.306903229



IFIT3
0.306597217



IFITM1
0.288684024



IFITM3
−0.300679949



IFNG
−0.306736602



IFRD1
−0.309907523



IGF1
−0.31122826



IGF2
−0.311737198



IGFBP3
−0.313895641



IGFL2
−0.316021513



IGFL4
−0.316638145



IGJ
−0.319191271



IGLL5
−0.319294922



IGLONS
−0.321538601



IGSF10
−0.32374151



IGSF6
−0.32412571



IKZF1
−0.325523477



IKZF3
−0.327145557



ILI ORA
−0.32780564



IL15RA
−0.329459037



IL17D
−0.32959268



ILI B
−0.330397817



IL1F5
−0.331656538



IL1F7
−0.332343867



IL2RG
−0.333512614



IL32
−0.337044685



IL33
−0.337543924



IL7R
−0.3402628



IL8
−0.340327434



ILDR1
−0.344833085



INHBB
−0.345793364



INMT
−0.346780353



INPPL1
−0.347810097



INSIG1
−0.348758707



INSM1
−0.349648393



IQCJ
−0.350708871



IQSEC3
−0.351774633



IRF1
−0.352437557



IRF8
−0.354239737



IRGM
−0.354786194



IRX6
−0.354863011



ISLR
−0.356012151



ISM1
−0.356364283



ISOC1
−0.356612572



ITGA1
−0.357737902



ITGA2
−0.358686744



ITGA7
−0.35885742



ITGA8
−0.359303654



ITGAL
−0.359561236



ITGAM
−0.360274694



ITGB1BP1
−0.361124559



ITGB2
−0.362379255



ITIH5
−0.362861158



ITK
−0.364220441



ITSN1
−0.364603478



IVD
−0.364874994



IYD
−0.367247619



JAM3
−0.369137152



JPH2
−0.36915775



KANK2
−0.36939919



KCNA3
−0.369814629



KCNA6
−0.370700895



KCNB1
−0.372800404



KCNH5
−0.373558632



KCNIP2
−0.374188703



KCNIP3
−0.37554618



KCNJ13
−0.375904647



KCNJ15
−0.376715272



KCNK2
−0.377005302



KCNMA1
−0.377366219



KCNMB1
−0.378737683



KDELC2
−0.380063597



KIAA0513
−0.380251395



KIAA0754
−0.38043491



KIAA1191
−0.380825884



KIF1A
−0.381197718



KIF3C
−0.383830723



KIRREL
−0.383840228



KLHDC8B
−0.384186674



KLHL31
−0.384530502



KLK10
−0.386465555



KLK12
−0.386788535



KLK13
−0.38708881



KLK6
−0.389841088



KLRF1
−0.391717697



KPRP
−0.392960148



KREMEN2
−0.393129417



KRT16
−0.394071465



KRT17
−0.395471411



KRT20
−0.396530359



KRT25
−0.397452929



KRT26
−0.399757999



KRT27
−0.400126125



KRT28
−0.401030923



KRT31
−0.402427006



KRT32
−0.403200561



KRT33A
−0.403652835



KRT33B
−0.404109387



KRT34
−0.405025997



KRT35
−0.406442519



KRT36
−0.407149843



KRT38
−0.40718969



KRT39
−0.409800723



KRT4
−0.410615619



KRT40
−0.411781704



KRT6A
−0.413538794



KRT6B
−0.415093538



KRT6C
−0.415339343



KRT71
−0.415595423



KRT72
−0.415633737



KRT73
−0.417054693



KRT74
−0.417810039



KRT75
−0.418723877



KRT79
−0.418809139



KRT81
−0.418869716



KRT82
−0.41909923



KRT83
−0.420227024



KRT84
−0.420443314



KRT85
−0.420571265



KRT86
−0.421084266



KRT9
−0.421204889



KRTAP1-1
−0.422153235



KRTAP1-3
−0.422315859



KRTAP1-5
−0.422353098



KRTAP10-1
−0.423023706



KRTAP10-10
−0.424099277



KRTAP10-11
−0.424301257



KRTAP10-12
−0.424712177



KRTAP10-2
−0.427539756



KRTAP10-3
−0.427689941



KRTAP10-4
−0.427750966



KRTAP10-5
−0.430626916



KRTAP10-6
−0.430914189



KRTAP10-7
−0.433469035



KRTAP10-8
−0.434354078



KRTAP10-9
−0.434929572



KRTAP11-1
−0.435501701



KRTAP12-1
−0.435712912



KRTAP12-2
−0.43660115



KRTAP12-3
−0.439409414



KRTAP13-1
−0.440550728



KRTAP13-2
−0.440552465



KRTAP17-1
−0.442502314



KRTAP19-1
−0.443567733



KRTAP19-3
−0.444118895



KRTAP19-5
−0.444688563



KRTAP19-7
−0.445067557



KRTAP2-1
−0.44562324



KRTAP2-2
−0.445882534



KRTAP2-4
−0.446217959



KRTAP20-1
−0.447316938



KRTAP20-2
−0.448114149



KRTAP21-2
−0.449069292



KRTAP24-1
−0.449626039



KRTAP26-1
−0.451163592



KRTAP3-1
−0.45159612



KRTAP3-2
−0.451669157



KRTAP3-3
−0.452247925



KRTAP4-1
−0.453979991



KRTAP4-11
−0.454790804



KRTAP4-12
−0.456253068



KRTAP4-2
−0.458620363



KRTAP4-3
−0.459015958



KRTAP4-4
−0.459349895



KRTAP4-5
−0.462866769



KRTAP4-6
−0.464251992



KRTAP4-7
−0.466986043



KRTAP4-8
−0.468424448



KRTAP4-9
−0.468658451



KRTAP5-1
−0.471737002



KRTAP5-10
−0.471879909



KRTAP5-11
−0.473314254



KRTAP5-2
−0.474031573



KRTAP5-3
−0.474907372



KRTAP5-4
−0.475958446



KRTAP5-5
−0.47632523



KRTAP5-6
−0.477968056



KRTAP5-7
−0.47862366



KRTAP5-8
−0.478890592



KRTAP5-9
−0.47901515



KRTAP7-1
−0.479719477



KRTAP8-1
−0.481831618



KRTAP9-2
−0.484057735



KRTAP9-3
−0.484188477



KRTAP9-4
−0.484820257



KRTAP9-8
−0.485086719



KRTAP9-9
−0.486003575



LAIR1
−0.486475554



LAMA2
−0.486595848



LAMA4
−0.48707544



LAMB4
−0.487651046



LAMC1
−0.488390249



LAPTM5
−0.488636639



LASS4
−0.48991999



LAT
−0.490092018



LAX1
−0.490639187



LBP
−0.493496313



LCE1A
−0.494128776



LCE2A
−0.495219438



LCE2B
−0.49527651



LCE2C
−0.496493358



LCE5A
−0.496747849



LCK
−0.496927272



LCN2
−0.497751507



LCP1
−0.497755673



LCP2
−0.50379876



LCT
−0.504815734



LDHB
−0.50717027



LDHD
−0.50742416



LDLR
−0.509358508



LEP
−0.509546106



LEPR
−0.512238623



LETM1
−0.512551133



LGALS9
−0.513575251



LGI3
−0.514039127



LGR5
−0.514482089



LHFP
−0.515549919



LHFPL4
−0.515645851



LHX2
−0.517205628



LHX3
−0.51886187



LILRB5
−0.519507453



LIMCH1
−0.520351478



LIPE
−0.523394371



LIPG
−0.523716319



LIPH
−0.524508068



LIPK
−0.524701057



LMO3
−0.525923847



LMOD1
−0.527767234



LOX
−0.529750106



LPCAT3
−0.530850216



LPHN3
−0.532483446



LPIN1
−0.535930759



LPL
−0.535974399



LPO
−0.539960832



LRG1
−0.540227863



LRIT2
−0.540659866



LRP1
−0.541122408



LRRC1OB
−0.541382981



LRRC31
−0.541908609



LRRC32
−0.542449599



LRRN4CL
−0.544401271



LTB
−0.545811456



LTBP2
−0.546255227



LTBP3
−0.546520759



LTF
−0.546576967



LUM
−0.547037791



LY6E
−0.547871644



LY6G6D
−0.548587941



LY9
−0.548592091



LYG2
−0.550622286



LYRM5
−0.553750184



LYZ
−0.553908798



LZTS1
−0.55470368



MAF
−0.555326479



MAGEAll
−0.560324601



MAGEB2
−0.561237931



MAN1A1
−0.564424533



MAN2B2
−0.564616419



MANEAL
−0.568102524



MAOB
−0.569761253



MAP1B
−0.57111945



MAPK8IP2
−0.573871012



MARCKSL1
−0.574963966



MARCO
−0.575413522



MAT1A
−0.576230552



MBOAT2
−0.578483541



MC5R
−0.578631006



MCAM
−0.578789415



MCCC1
−0.581881171



MCCC2
−0.581966797



ME1
−0.583729688



MECR
−0.584619372



MEF2A
−0.584700412



MEGF11
−0.584921065



MERTK
−0.586178861



METTL7B
−0.587425188



MFAP3L
−0.588407811



MFAP4
−0.588595975



MFAP5
−0.58896597



MFGE8
−0.589276627



MGLL
−0.590090765



MGP
−0.593019469



MGST1
−0.5931126



MKX
−0.594489105



MLANA
−0.598565645



MMD
−0.600014427



MME
−0.600332202



MMP28
−0.600345509



MMP7
−0.600647859



MMP9
−0.602399345



MMRN1
−0.603841554



MNDA
−0.603900561



MOCOS
−0.604251074



MOGAT1
−0.604699311



MOGAT2
−0.605613414



MORN2
−0.605797707



MPEG1
−0.606068102



MRC1
−0.606250609



MRC1L1
−0.60934354



MRPL13
−0.611878842



MRPL14
−0.613933735



MRPS25
−0.613995035



MRVI1
−0.614302775



MS4A1
−0.615988158



MS4A18
−0.617064793



MS4A4A
−0.623456154



MS4A6A
−0.623584643



MS4A7
−0.624896318



MSMB
−0.626182891



MSR1
−0.626658615



MTCH2
−0.62705467



MTOR
−0.628236911



MUC1
−0.629292281



MUC15
−0.629668792



MUC21
−0.630097959



MUC7
−0.630707817



MUCL1
−0.632281702



MUM1L1
−0.632890347



MVD
−0.63377999



MVK
−0.634350771



MX1
−0.637154959



MX2
−0.640063673



MXRA7
−0.641897514



MXRA8
−0.642027129



MYBPC1
−0.642289244



MYEOV
−0.643709762



MYH11
−0.6445285



MYH3
−0.645671444



MYL9
−0.64852348



MY01F
−0.653656081



MY01G
−0.655947427



MYOCD
−0.656003739



MYOM2
−0.656204738



MYOZ2
−0.657402926



NAALAD2
−0.658531502



NADSYN1
−0.65914615



NAMPT
−0.663321221



NCKAP1L
−0.66395007



NDRG1
−0.665366494



NDUFA4
−0.667554244



NDUFA4L2
−0.667734019



NDUFC2
−0.66933108



NDUFSS
−0.670809021



NEFH
−0.671330604



NEFL
−0.67286048



NEGR1
−0.673876365



NET01
−0.681627045



NETO2
−0.681765683



NEXN
−0.689608187



NFKBIZ
−0.690630636



NID1
−0.691279966



NIT2
−0.691320912



NKG7
−0.691603556



NLRP10
−0.694640544



NOP16
−0.696609698



NOTCH1
−0.700702492



NOVA1
−0.703190588



NOX4
−0.705313267



NPC1
−0.707841851



NPL
−0.709858759



NPR1
−0.710007842



NPR2
−0.711393968



NQO2
−0.714002827



NR1H3
−0.716413515



NRN1
−0.718708902



NRP2
−0.719576908



NSDHL
−0.72289418



MYL4
−0.64848487



NTM
−0.724714231



NTN1
−0.726146775



NTRK2
−0.72724064



NUDT4
−0.730602904



NUS1
−0.732682929



NXF3
−0.737566122



NXPH4
−0.741144139



OAS1
−0.74252223



OAS2
−0.744908106



OASL
−0.748125007



0C90
−0.748786894



OCA2
−0.749872404



ODZ3
−0.753954128



OLAH
−0.754127692



OLFM4
−0.756232771



OLFML3
−0.758876338



OLIG3
−0.761588941



OR52E8
−0.761733745



OR7E24
−0.763566491



OSGIN2
−0.768662816



OTUB2
−0.769525642



OXCT2
−0.770343029



P2RY12
−0.772886519



P2RY4
−0.774171979



PADI3
−0.775142684



PADI4
−0.776070731



PAFAH2
−0.776122957



PALM2-AKAP2
−0.777965777



PAM
−0.778145916



PAMR1
−0.778764169



PANK1
−0.783102787



PAPLN
−0.789506373



PAQR3
−0.789741862



PARP14
−0.789834158



PARVB
−0.792557647



PC
−0.792618446



PCCB
−0.793676467



PCDH12
−0.794838328



PCDH18
−0.795317977



PCDH9
−0.797143303



NTAN1
−0.724030746



PCK1
−0.798762701



PCK2
−0.80093061



PCOLCE2
−0.805749221



PCP4
−0.80660577



PCP4L1
−0.810182604



PCSK2
−0.812833431



PCSK6
−0.814519517



PCTP
−0.815880263



PCYT2
−0.815967921



PDCD1
−0.817628588



PDCD1LG2
−0.819107555



PDE2A
−0.819209688



PDE3B
−0.819462683



PDE4DIP
−0.823261269



PDE6A
−0.823388941



PDGFC
−0.824566198



PDGFD
−0.825600768



PDGFRA
−0.82681899



PDGFRB
−0.827548745



PDHA1
−0.827581041



PDHX
−0.830580639



PDLIM3
−0.831618564



PDZD4
−0.832261007



PDZK1
−0.833857225



PDZRN4
−0.835885008



PEB P4
−0.836770014



PECR
−0.841763001



PENK
−0.843364546



PEX11A
−0.844148412



PEX16
−0.845240619



PEX3
−0.845557198



PFKFB 1
−0.84580667



PFKFB4
−0.845949888



PFN2
−0.85097388



PGBD5
−0.852325721



PGD
−0.854690728



PGM1
−0.855162254



PGM5
−0.857334174



PGRMC1
−0.858260065



PHLDA2
−0.861203361



PHLDB1
−0.861641022



PHLDB2
−0.862718347



PHYHIP
−0.86487347



PI15
−0.865029734



PI16
−0.865665115



PID1
−0.866498848



PIP
−0.866519334



PIRT
−0.867397765



PKDCC
−0.867670074



PKIB
−0.869154885



PKLR
−0.869881586



PLA2G2A
−0.876605146



PLA2G2F
−0.879575732



PLA2G7
−0.881039596



PLA2R1
−0.883520743



PLAU
−0.886112091



PLCL2
−0.887857416



PLD5
−0.88833026



PLEK
−0.890588014



PLEKHH1
−0.892013042



PLEKHO2
−0.892759062



PLIN1
−0.897514794



PLIN2
−0.898322981



PLIN4
−0.900751318



PLIN5
−0.908571912



PLN
−0.913817925



PLP1
−0.91474431



PLXDC1
−0.915580511



PLXNA4
−0.917886802



PLXND1
−0.91906664



PM20D1
−0.921459907



PMEPAI
−0.931379152



PMFBP1
−0.932648545



PMM1
−0.935248795



PMVK
−0.935929055



PNLDC1
−0.937171756



PNLIPRP2
−0.937889074



PNLIPRP3
−0.940702839



PNMAL1
−0.946545491



PNPLA3
−0.949471247



PNPLA5
−0.949827267



PODN
−0.950509276



PODXL2
−0.950993074



PON3
−0.953720157



POPDC2
−0.958332824



POR
−0.962594839



POSTN
−0.962601556



POU3F1
−0.963636244



PPAP2B
−0.964939925



PPARG
−0.965940879



PPARGC1A
−0.966194123



PPBP
−0.966890036



PPIF
−0.969772394



PPM1K
−0.970342274



PPP1R12B
−0.97072505



PPP1R1A
−0.971418181



PPP1R3G
−0.972776135



PPP2R2B
−0.976401971



PPP2R2C
−0.977204221



PPP2R4
−0.977337731



PPP4R4
−0.979654264



PPT2
−0.981991149



PRAME
−0.982312375



PRB1
−0.994692811



PRB2
−0.994837623



PRB3
−0.996215922



PRDX2
−0.999361653



PRELP
−1.003532216



PRF1
−1.005068627



PRG4
−1.005650622



PRKAR2B
−1.008960821



PRKCB
−1.009564242



PRKCQ
−1.022108105



PRR4
−1.022122141



PRR5L
−1.027649291



PRRT4
−1.031008711



PRS S22
−1.032236383



PRS S27
−1.033034894



PRSS8
−1.033578955



PRUNE2
−1.033678655



PSAPL1
−1.036430499



PSG4
−1.042194601



PSMA4
−1.042727531



PSMB9
−1.044534141



PSME4
−1.046889284



PSPH
−1.048171908



PTGDS
−1.054223374



PTGER3
−1.054992441



PTGFR
−1.056299121



PTGIS
−1.05754987



PTHLH
−1.059510627



PTN
−1.06250376



PTPN7
−1.063104801



PTPRC
−1.063584427



PTPRCAP
−1.071850449



PTPRG
−1.073370158



PTX3
−1.074808622



PXDN
−1.074890432



PXMP2
−1.075601876



PXMP4
−1.077986692



PXN
−1.08034317



PYHIN1
−1.083848362



RAB 15
−1.084824209



RAC2
−1.086828971



RAC3
−1.090243631



RAG1AP1
−1.091339717



RAMP2
−1.096355468



RARRES 1
−1.098789796



RARRES 2
−1.100435776



RASA3
−1.102829903



RASAL1
−1.105642611



RASEF
−1.106833599



RASSF3
−1.107042294



RBM47
−1.111771937



RBMS3
−1.116827197



RBP1
−1.117753239



RBP4
−1.118375901



RBP5
−1.12276955



RCL1
−1.124403406



RDH11
−1.126509335



RDH5
−1.127828066



RECK
−1.128681054



REEP6
−1.135067016



REG3G
−1.13607941



RETS AT
−1.136196498



RFTN1
−1.141486756



RGL1
−1.144105792



RGS9BP
−1.145528397



RHCG
−1.15017106



RHOXF2
−1.151218004



RIMBP2
−1.15144067



RIMS4
−1.156038088



RNASE1
−1.161880853



RND3
−1.168535655



RNF133
−1.171186627



RNF157
−1.173390837



RNF17
−1.174078767



RNFT1
−1.176140661



ROBO3
−1.180703761



ROBO4
−1.185319691



ROS1
−1.185769523



RRAS
−1.187642266



RSAD2
−1.202381334



RSPO3
−1.202461536



RTN1
−1.202839214



S100A2
−1.204881512



S100A3
−1.210729144



S100A7
−1.211199562



S100A7A
−1.217930597



S100A8
−1.219924354



S100A9
−1.22153891



SlOOP
−1.228258867



S1PR4
−1.239866405



SAA1
−1.246475942



SAMD3
−1.248544948



S AMD5
−1.252026697



SAMD9L
−1.252631907



SAMHD1
−1.258847859



SAMM50
−1.264424403



SAMSN1
−1.27101594



SASH3
−1.273634382



SATB2
−1.275282037



SC4MOL
−1.28096868



SC5DL
−1.286463995



SCAP
−1.287456105



SCARA5
−1.291877483



SCGB1D2
−1.293284043



SCGB2A1
−1.294232926



SCGB2A2
−1.294899427



SCGB3A1
−1.296468343



SCGBL
−1.301208943



SCN2A
−1.301250876



SCN7A
−1.302020896



SCUBE2
−1.309935328



SDPR
−1.31280231



SEC11C
−1.320019492



SEC14L2
−1.322084576



SEC14L4
−1.324121885



SELPLG
−1.326107878



SEMA3A
−1.327980096



SEMA5B
−1.328788292



SEMA6B
−1.329815059



SEMA7A
−1.329854619



SEPX1
−1.330747335



SERINC2
−1.331710304



SERPINA12
−1.332317249



SERPINA3
−1.334147653



SERPINA4
−1.340571535



SERPINA9
−1.340758174



SERPINB13
−1.351490104



SERPINB3
−1.352269517



SERPINB7
−1.369123951



SERPINE2
−1.37556256



SERPINF1
−1.378089143



SERPING1
−1.378730149



SETBP1
−1.383530305



SFRP5
−1.383881515



SGCD
−1.389073384



SGCG
−1.389145348



SGK2
−1.396956168



SGPP2
−1.399191576



SH2B3
−1.400617189



SH2D1A
−1.400978601



SH3KBP1
−1.402700511



SHF
−1.40345822



SHISA2
−1.403579535



SHISA6
−1.404419786



SIGLECI
−1.413143194



SILV
−1.415567601



SIPA1L2
−1.416946804



SIT1
−1.420571252



SLA
−1.422758907



SLAMF1
−1.434051444



SLAMF6
−1.439359495



SLAMF8
−1.441764556



SLC11A2
−1.449195961



SLC12A8
−1.453723191



SLC13A4
−1.455480788



SLC15A1
−1.456321902



SLC15A2
−1.456330876



SLC16A11
−1.471379407



SLC16A6
−1.472478376



SLC16A9
−1.477438555



SLC24A5
−1.478304999



SLC25A1
−1.483078735



SLC25A11
−1.490907721



SLC25A17
−1.491233549



SLC25A18
−1.500692617



SLC25A33
−1.508439265



SLC25A34
−1.510180835



SLC25A35
−1.521499497



SLC25A41
−1.528579196



SLC25A5
−1.530879501



SLC26A2
−1.542114303



SLC26A3
−1.547375232



SLC26A6
−1.548584857



SLC26A9
−1.549961186



SLC27A2
−1.557902316



SLC27A4
−1.559401915



SLC27A6
−1.5654479



SLC2A1
−1.573091222



SLC2A14
−1.589765601



SLC2A9
−1.59010157



SLC30A1
−1.608266432



SLC30A10
−1.610688839



SLC31A1
−1.618876818



SLC31A2
−1.627863869



SLC35A2
−1.646355483



SLC35B1
−1.658205688



SLC39A8
−1.664362866



SLC3A1
−1.666990786



SLC40A1
−1.66745607



SLC41A1
−1.671905963



SLC43A2
−1.673561679



SLC43A3
−1.675409775



SLC44A3
−1.681463091



SLC45A4
−1.688290291



SLC46A3
−1.693262945



SLC5A6
−1.694868645



SLC6A14
−1.694980582



SLC6A17
−1.696211048



SLC7A4
−1.700004122



SLC7A5
−1.704302363



SLC9A2
−1.712239497



SLCO4C1
−1.721723356



SLFN5
−1.723054992



SLIT2
−1.727876643



SLIT3
−1.733374301



SMAD3
−1.734235574



SMAD6
−1.748938393



SMOC1
−1.754124909



SMOC2
−1.754436958



SMOX
−1.756787067



SMTN
−1.761983438



SNCG
−1.764621533



SNED1
−1.772625098



SNX10
−1.774826682



SNX4
−1.776375659



SOAT1
−1.792226627



SOD3
−1.792817995



SORBS1
−1.832013019



SORD
−1.835918336



SOST
−1.841448702



SOSTDC1
−1.841936647



SOX7
−1.863023833



SOX9
−1.870326656



SP5
−1.878132382



SP8
−1.895852716



SPARC
−1.922410453



SPEG
−1.929695412



SPI1
−1.930789372



SPIRE2
−1.932670971



SPNS2
−1.940225497



SPOCK1
−1.952454013



SPOCK2
−1.96017109



SPP1
−1.977911033



SPRR1A
−1.979883678



SPRR1B
−1.980951653



SPRR2A
−1.984424997



SPRR2B
−1.986219304



SPRR2D
−2.000266228



SPRR4
−2.001006227



SPRY1
−2.003800549



SPTBN5
−2.023808705



SRD5A1
−2.042190884



SRD5A3
−2.0486371



SREBF1
−2.049456335



SRGN
−2.051287523



SRMS
−2.058739041



SRPRB
−2.070288076



SRPX
−2.071574089



SRXN1
−2.081292197



SSPN
−2.088982204



ST6GALNAC4
−2.093052078



STAB2
−2.09531773



STAP2
−2.09877818



STARD4
−2.10081125



STAT1
−2.107321065



STAT5A
−2.111738883



STEAP4
−2.140314132



STK17B
−2.146015883



STRBP
−2.149553645



STS
−2.169730852



STXBP5L
−2.178055522



SULT1C3
−2.182767281



SULT4A1
−2.185137619



SUOX
−2.191531684



SUSD4
−2.196094944



SVEP1
−2.19690447



SYN2
−2.19910339



SYNE1
−2.203113551



SYNM
−2.206267688



SYNPO
−2.209830988



SYNPO2
−2.217753514



SYPL2
−2.233018178



SYT12
−2.237249742



SYT4
−2.240487205



SYT7
−2.246464548



SYTL5
−2.247408935



TAC1
−2.248448175



TACC1
−2.262090835



TACR2
−2.269897864



TAGLN
−2.282062492



TAGLN3
−2.287657256



TAP1
−2.289726386



TAS1R3
−2.294200626



TBX5
−2.296211382



TCHH
−2.297991423



TCHHLI
−2.300359116



TDRD12
−2.302104844



TDRD6
−2.303133347



TECR
−2.304168293



TECRL
−2.32737199



TENC1
−2.328788419



TEX264
−2.32931955



TF
−2.330864878



TFF3
−2.338234361



TFPI
−2.345658305



TFRC
−2.352048995



TG
−2.388666049



TGFB1
−2.39481561



TGFBR3
−2.432778299



TGM6
−2.447909311



TGM7
−2.455059154



THBS2
−2.462338256



THEMIS
−2.466821465



THRSP
−2.46803843



TIGIT
−2.469110549



TIMM8B
−2.471357542



TIMP3
−2.472940088



TIMP4
−2.48477281



TKT
−2.502497665



TLCD1
−2.507532929



TLCD2
−2.518026735



TLE2
−2.521998446



TLN1
−2.538296154



TLN2
−2.550059361



TM4SF1
−2.554078171



TM7SF2
−2.558357723



TMC2
−2.577931898



TMC5
−2.597892642



TMC8
−2.601271973



TMCC3
−2.612083339



TMED3
−2.613928335



TMED5
−2.62446575



TMEM132C
−2.631317468



TMEM135
−2.658803942



TMEM164
−2.66469741



TMEM171
−2.673694271



TMEM176A
−2.697627918



TMEM176B
−2.705925879



TMEM189
−2.709598019



TMEM33
−2.711755193



TMEM37
−2.743251825



TMEM41A
−2.749305206



TMEM56
−2.758633885



TMEM63C
−2.778244179



TMEM91
−2.794404326



TMEM97
−2.801713989



TMPRSS11E
−2.80608481



TNFAIP2
−2.826247307



TNFRSF1B
−2.860023569



TNMD
−2.8645123



TNNT1
−2.871825177



TNNT2
−2.896324562



TNR
−2.941774511



TNS1
−2.945317659



TNS3
−2.971814537



TNXB
−2.994004996



TP53INP2
−3.009811411



TPD52L1
−3.04022385



TPM2
−3.062897334



TPSAB1
−3.066487578



TPSB2
−3.07097506



TRANK1
−3.072990775



TRAT1
−3.094221481



TRIL
−3.112996059



TRIM17
−3.123494767



TRIM2
−3.124628905



TRIM22
−3.133403557



TRIM48
−3.138698017



TRIM55
−3.165011459



TRIM58
−3.181998773



TRIM67
−3.207252697



TRIML2
−3.271088667



TRIO
−3.29291105



TRPS1
−3.316145919



TSHZ2
−3.31819321



TSPAN2
−3.349420414



TSPAN6
−3.380391852



TST
−3.393068288



TTC38
−3.405295975



TTC39B
−3.40938693



TTLL4
−3.451027458



TTYH3
−3.453294497



TUSC5
−3.455257937



TXN
−3.479541946



TXNDC9
−3.480231662



TYR
−3.480735135



TYRP1
−3.500146676



UBA7
−3.507548799



UBASH3A
−3.521909062



UBD
−3.533653454



UBE2L6
−3.535852084



UBE2QL1
−3.558825001



UBE2S
−3.560413169



UBIAD1
−3.568701272



UBR4
−3.577711909



UGT1A4
−3.610729727



UGT1A6
−3.615822399



UGT2A1
−3.62388291



UGT2A2
−3.624037214



UGT3A2
−3.684967762



ULK4
−3.69391787



UNCSB
−3.706039835



UPB1
−3.733419079



UQCRC1
−3.756595137



UQCRH
−3.759996943



UQCRQ
−3.761985111



USMG5
−3.774235021



VCAM1
−3.77691507



VGLL3
−3.788116794



VIP
−3.79667408



VIT
−3.811544878



VLDLR
−3.815181583



VNN1
−3.834888027



VNN2
−3.859797541



VSIG4
−3.881799111



VSNL1
−3.883629969



VTCN1
−3.900191403



VWF
−3.917152093



WASF3
−3.92041248



WDFY4
−3.923083042



WDR72
−3.923108486



WFDC5
−3.935058036



WFDC6
−3.961114641



WIPF1
−3.992939617



WNT3
−4.014303311



WNT4
−4.020110524



WNT7B
−4.022985537



WNT9B
−4.022999702



WSCD2
−4.025740758



XAGE5
−4.025945984



XBP1
−4.048938908



XPNPEP2
−4.107938592



XYLB
−4.177052766



ZBED2
−4.205448209



ZC3H12A
−4.239150084



ZCCHC24
−4.392112936



ZEB1
−4.427362372



ZFHX3
−4.485302641



ZFHX4
−4.492516599



ZFPM2
−4.502949665



ZG16B
−4.554145212



ZIC1
−4.592714118



ZIC4
−4.833821498



ZNF117
−4.856367277



ZNF254
−4.971443263



ZNF385B
−5.057326146



ZNF43
−5.186763686



ZNF493
−5.587177539



ZNF703
−5.657126133



ZNF80
−5.722284476



ZNF831
−6.216622384



ZP1
−6.537478789

















TABLE 5







List of TOP 35 gene signatures/regulatory factors controlling the expression of


skin-aging-related genes in various genetic networks









Symbol
Name
HGNC ID





IL6
interleukin 6 (interferon, beta 2)
HGNC:6018


CSF3
colony stimulating factor 3 (granulocyte)
HGNC:2438


IFNG
interferon, gamma
HGNC:5438


IL8
interleukin 8
HGNC:6025


CXCL2
chemokine (C-X-C motif) ligand 2
HGNC:4603


CXCL9
chemokine (C-X-C motif) ligand 9
HGNC:7098


CXCL10
chemokine (C-X-C motif) ligand 10
HGNC:10637


CXCL1
chemokine (C-X-C motif) ligand 1 (melanoma growth
HGNC:4602



stimulating activity, alpha)



NR4A1
nuclear receptor subfamily 4, group A, member 1
HGNC:7980


SOCS3
suppressor of cytokine signaling 3
HGNC:19391


SAA4
serum amyloid A4, constitutive
HGNC:10516


PCK1
phosphoenolpyruvate carboxykinase 1 (soluble)
HGNC:8724


LIPE
lipase, hormone-sensitive
HGNC:6621


LEP
leptin
HGNC:6553


CXCL11
chemokine (C-X-C motif) ligand 11
HGNC:10638


CCL4L2
chemokine (C-C motif) ligand 4-like 2
HGNC:24066


OSM
oncostatin M
HGNC:8506


SAA1
serum amyloid A1
HGNC:10513


FABP4
fatty acid binding protein 4, adipocyte
HGNC:3559


IL20
interleukin 20
HGNC:6002


GZMB
granzyme B (granzyme 2, cytotoxic T-lymphocyte-
HGNC:4709



associated serine esterase 1)



CD69
CD69 molecule
HGNC:1694


SAA2
serum amyloid A2
HGNC:10514


LDHC
lactate dehydrogenase C
HGNC:6544


FABP6
atty acid binding protein 6, ileal
HGNC: 2172


FABP7
fatty acid binding protein 7, brain
HGNC: 2173


MUC7
mucin 7, secreted
HGNC:4589


MUC1
mucin 1, cell surface associated
HGNC: 4582


SOAT1
sterol O-acyltransferase 1
HGNC: 6646


CTNNB1
catenin (cadherin-associated protein), beta 1, 88 kDa
HGNC: 1499


GAGE2C G
antigen 2C
HGNC: 2574


OR52E8
olfactory receptor, family 52, subfamily E, mmber 8
HGNC: 390079


MAPK1
mitogen-activated protein kinase 1
HGNC:5594


STAT3
signal transducer and activator of transcription 3 (acute-
HGNC:6774



phase response factor)




nuclear factor of kappa light polypeptide gene enhancer in
HGNC: 4790


NFKB1
B-cells 1
















TABLE 6







A reduced List of Top 23 gene signatures controlling the expression of skin-


aging-related genes in genetic networks








Symbol
Name





IL-family
interleukin


CSF3
colony stimulating factor 3 (granulocyte)


IFNG
interferon, gamma


CXCL-family
chemokine (C-X-C motif) ligand


NR4A1
nuclear receptor subfamily 4, group A, member 1


SOCS3
suppressor of cytokine signaling 3


SAA4
serum amyloid A4, constitutive


PCK1
phosphoenolpyruvate carboxykinase 1 (soluble)


LIPE
lipase, hormone-sensitive


LEP
leptin


CCL4L2
chemokine (C-C motif) ligand 4-like 2


OSM
oncostatin M


SAA1
serum amyloid A1


FABP4
fatty acid binding protein 4, adipocyte


GZMB
granzyme B (granzyme 2, cytotoxic T-lymphocyte-



associated serine esterase 1)


CD69
CD69 molecule


SAA2
serum amyloid A2


LDHC
lactate dehydrogenase C


FABP6
atty acid binding protein 6, ileal


FABP7
fatty acid binding protein 7, brain


MUC7
mucin 7, secreted


MUC1
mucin 1, cell surface associated


SOAT1
sterol O-acyltransferase 1








Claims
  • 1. A method for reducing or reversing the visible signs of skin ageing, the method comprising up-regulating or down-regulating expression of two or more of the following regulators: STAT1, CEBPD, MAF, RXRA, NR2B1, NR1H3, TFE3, NFATC1, RBL, SMAD3, and NR2F1.
  • 2. (canceled)
  • 3. (canceled)
  • 4. The method of claim 1 further comprising recalibrating the expression of two or more pathways expressed in human skin tissue the expression of which has changed as a result of aging wherein the pathways are selected form the IL-6 pathway, cholesterol biosynthesis, and proximal lipid metabolism pathway.
  • 5. (canceled)
  • 6. (canceled)
  • 7. A method for identifying a compound that will up-regulate or down-regulate the activity of one or more metabolic pathways associated with ageing, the method comprising: (i) providing a skin tissue sample, (ii) measuring the expression of a selected plurality of aging-related genes selected from the group consisting of the genes of Table 4, (iii) exposing skin tissue to a test compound, (iv) re-measuring the expression of the genes, (v) identifying a compound that changes the expression of the selected plurality of genes wherein the change in expression is at least two-fold.
  • 8. The method of claim 7 wherein the plurality of aging-related genes comprise at least the genes encoding interleukin, colony stimulating factor 3, and interferon gamma.
  • 9. The method of claim 7 wherein the plurality of aging-related genes comprise at least the genes encoding IL6, BARX1, CFS3, IFNG, CSAG3, PRHOXNB, IP8, LPA, CXCL2, FOXD4L6, OR1L8, IGLL5, and CXCL9.
  • 10. The method of claim 7 wherein the plurality of aging-related genes comprise at least the genes encoding interleukin 6, colony stimulating factor 3, interferon gamma, interleukin 8, chemokine (C-X-C motif) ligand 2, chemokine (C-X-C motif) ligand 9, chemokine (C-X-C motif) ligand 10, and chemokine (C-X-C motif) ligand 1.
  • 11. The method of claim 7 wherein the plurality of aging-related genes are shown in table 4 to be differentially expressed by a factor of at least fc (log 2) of at least 4.
  • 12. The method of claim 8 wherein the plurality of aging-related genes are shown in table 4 to be differentially expressed by a factor of at least fc (log 2) of at least 4.
  • 13. The method of claim 9 wherein the plurality of aging-related genes are shown in table 4 to be differentially expressed by a factor of at least fc (log 2) of at least 4.
  • 14. The method of claim 10 wherein the plurality of aging-related genes are shown in table 4 to be differentially expressed by a factor of at least fc (log 2) of at least 4.
  • 15. A method for identifying new compounds that alter aging-related gene expression profiles and signatures, the method comprising: (i) providing a skin tissue sample, (ii) measuring the expression of a selected plurality of aging-related genes, networks or regulators, (iii) exposing skin tissue to a test compound, (iv) re-measuring the expression of the genes, (v) identifying a compound that changes the expression of the selected plurality of genes wherein the change in expression is at least two-fold.
  • 16. (canceled)
  • 17. (canceled)
  • 18. (canceled)
  • 19. (canceled)
  • 20. (canceled)
  • 21. (canceled)
  • 22. (canceled)
  • 23. (canceled)
  • 24. (canceled)
  • 25. (canceled)
  • 26. (canceled)
  • 27. (canceled)
  • 28. (canceled)
  • 29. (canceled)
  • 30. (canceled)
  • 31. (canceled)
  • 32. (canceled)
  • 33. (canceled)
  • 34. The method of claim 15 wherein said measuring the expression of a selected plurality of aging-related genes comprises measuring the expression of a genetic regulatory module selected from the group consisting of IL-6, IL-8, IFNG, and CSF3.
  • 35. The method of claim 43 wherein said measuring the expression of a selected plurality of aging-related genes comprises measuring the expression of a specie selected from the group consisting of: STAT1, CEBPD, MAF, RXRA (NR2B1), NR1H3 (LXR-alpha), TFE3, NFATC1, RBL2, SMAD3, and NR2F1.
RELATION TO OTHER APPLICATIONS

This application claims the benefit of and priority to U.S. Provisional application No. 61/482,071 filed 3 May 2011.

PCT Information
Filing Document Filing Date Country Kind 371c Date
PCT/US12/36226 5/3/2012 WO 00 1/27/2014
Provisional Applications (1)
Number Date Country
61482071 May 2011 US