METHODS AND SYSTEMS OF STRATIFYING INFLAMMATORY DISEASE PATIENTS

Information

  • Patent Application
  • 20240034799
  • Publication Number
    20240034799
  • Date Filed
    May 31, 2023
    a year ago
  • Date Published
    February 01, 2024
    a year ago
Abstract
Described herein are methods and systems for identifying subpopulations of inflammatory bowel disease (IBD) patients utilizing genetic markers that are associated with severe Crohn's disease. Further provided are therapies useful for treating these subpopulations of IBD patients based, at least in part, on the genetic markers provided herein.
Description
INCORPORATION BY REFERENCE OF SEQUENCE LISTING

The present application is being filed along with a Sequence Listing in electronic format. The Sequence Listing is provided as a file entitled 56884_785301 Corrected.XML, created Oct. 5, 2023, which is 1,061,010 bytes in size. The information in the electronic format of the Sequence Listing is incorporated by reference in its entirety.


SUMMARY

Aspects disclosed herein provide a method of treating an inflammatory or fibrotic disease or condition in a subject, the method comprising administering to the subject a therapeutically effective amount of a therapeutic agent, provided that one or more polymorphisms comprising rs229527, rs17080528, rs2834417, rs9288989, rs9616812, rs705696, rs56368704, rs12034493, rs2298885, rs4548893, rs7109368, rs237236, rs802725, rs55712837, rs2271189, rs78807522, rs3814113, rs12130372, rs10483739, rs10810738, rs17366568, rs11171747, rs12623748, rs605686, rs11743309, rs6660393, rs73074830, rs7825744, rs12236699, rs229526, rs75313451, rs6509868, rs56295110, rs201264747, rs1403247, imm_1_205034003, imm_6_128323722, imm_12_54781258, imm_16_31271994 or imm_22_35911431 or a proxy polymorphism in linkage disequilibrium therewith as determined with an r2 of at least 0.85, or a combination thereof, are detected in a biological sample obtained from the subject. In some embodiments, the one or more polymorphisms is detected using one or more of a microarray, sequencing, and quantitative reverse-transcription (qPCR). In some embodiments, the biological sample comprises a blood sample or is purified from a blood sample of the subject. In some embodiments, the therapeutic regimen of the subject is optimized comprising increasing or decreasing a dosage amount of the therapeutic agent. In some embodiments the therapeutic agent comprises a miR-155 modulator or an inhibitor of Tumor necrosis factor-like cytokine 1A (TL1A) activity or expression. In some embodiments, the miR-155 modulator comprises an inhibitor of miR-155. In some embodiments, the inhibitor of TL1A activity or expression is an anti-TL1A antibody. In some embodiments, the miR-155 modulator comprises Cobomarsen. In some embodiments, expression of miR-155 is elevated in the biological sample from the subject as compared to a subject that does have not the one or more polymorphisms. In some embodiments the inflammatory or fibrotic disease or condition is inflammatory bowel disease. In some embodiments, the inflammatory bowel disease is Crohn's disease (CD). In some embodiments, the CD is further characterized as having a risk for developing perianal disease and/or fistula, based at least in part, on the one or more polymorphisms detected in a biological sample obtained from the subject. In some embodiments, the CD is further characterized as having a risk for developing stricturing, based at least in part, on the one or more polymorphisms detected in a biological sample obtained from the subject. In some embodiments, the CD is associated with recurrence.


Aspects disclosed herein provide methods of treating an inflammatory or fibrotic disease or condition in a subject, the method comprising: (a) determining whether the subject having an inflammatory bowel disease is at risk for developing, or has developed, a subtype of the inflammatory bowel disease by: (i) obtaining or having obtained a biological sample from the subject; and (ii) subjecting the biological sample to an assay adapted to detect at least one or more polymorphisms comprising rs229527, rs17080528, rs2834417, rs9288989, rs9616812, rs705696, rs56368704, rs12034493, rs2298885, rs4548893, rs7109368, rs237236, rs802725, rs55712837, rs2271189, rs78807522, rs3814113, rs12130372, rs10483739, rs10810738, rs17366568, rs11171747, rs12623748, rs605686, rs11743309, rs6660393, rs73074830, rs7825744, rs12236699, rs229526, rs75313451, rs6509868, rs56295110, rs201264747, rs1403247, imm_1_205034003, imm_6_128323722, imm_12_54781258, imm_16_31271994 or imm_22_35911431 or a proxy polymorphism in linkage disequilibrium therewith as determined with an r2 of at least 0.85, or a combination thereof, and (b) treating the inflammatory bowel disease in the subject by administering a therapeutically effective amount of the therapeutic agent to the subject. In some embodiments, the treating in (b) is performed before symptoms of a severe form of the inflammatory bowel disease are observable by a histological assessment. In some embodiments, the one or more polymorphisms is detected using one or more of a microarray, sequencing, and quantitative reverse-transcription (qPCR). In some embodiments, the biological sample comprises a blood sample or is purified from a blood sample of the subject. In some embodiments, the therapeutic regimen of the subject is optimized comprising increasing or decreasing a dosage amount of the therapeutic agent. In some embodiments the therapeutic agent comprises a miR-155 modulator or an inhibitor of Tumor necrosis factor-like cytokine 1A (TL1A) activity or expression. In some embodiments, the miR-155 modulator comprises an inhibitor of miR-155. In some embodiments, the inhibitor of TL1A activity or expression is an anti-TL1A antibody. In some embodiments, the miR-155 modulator comprises Cobomarsen. In some embodiments, expression of miR-155 is elevated in the biological sample from the subject as compared to a subject that does have not the one or more polymorphisms. In some embodiments, the inflammatory bowel disease is Crohn's disease (CD). In some embodiments, the CD is further characterized as having a risk for developing perianal disease and/or fistula, based at least in part, on determining whether the subject is at risk for developing, or has developed, the subtype of the inflammatory bowel disease in (a). In some embodiments, the CD is further characterized as having a risk for developing stricturing, based at least in part, on determining whether the subject is at risk for developing, or has developed, the subtype of the inflammatory bowel disease in (a). In some embodiments, the CD is associated with recurrence.


Aspects disclosed herein provide methods of detecting an inflammatory or fibrotic disease or condition in a subject comprising: (a) obtaining or having obtained a biological sample from the subject; (b) subjecting the biological sample to an assay adapted to detect one or more polymorphisms comprising: rs229527, rs17080528, rs2834417, rs9288989, rs9616812, rs705696, rs56368704, rs12034493, rs2298885, rs4548893, rs7109368, rs237236, rs802725, rs55712837, rs2271189, rs78807522, rs3814113, rs12130372, rs10483739, rs10810738, rs17366568, rs11171747, rs12623748, rs605686, rs11743309, rs6660393, rs73074830, rs7825744, rs12236699, rs229526, rs75313451, rs6509868, rs56295110, rs201264747, rs1403247, imm_1_205034003, imm_6_128323722, imm_12_54781258, imm_16_31271994 or imm_22_35911431 or a proxy polymorphism in linkage disequilibrium therewith as determined with an r2 of at least 0.85, or a combination thereof, and (c) detecting the one or more polymorphisms in the biological sample from the subject. In some embodiments, the one or more polymorphisms is detected using one or more of a microarray, sequencing, and qPCR. In some embodiments, the biological sample comprises a blood sample or is purified from a blood sample of the subject. In some embodiments, the inflammatory or fibrotic disease or condition is inflammatory bowel disease. In some embodiments, the inflammatory bowel disease is Crohn's disease (CD). In some embodiments, the CD is further characterized as a severe subtype of the CD comprising perianal disease and/or fistula, based at least in part, on detecting the one or more polymorphisms in the biological sample from the subject in (c). In some embodiments, the CD is further characterized as having a risk for developing stricturing, based at least in part, on detecting the one or more polymorphisms in the biological sample from the subject in (c). In some embodiments, the CD is associated with recurrence.


Aspects disclosed herein provide a kit comprising: (a) at least one binding agent that specifically binds to at least one or more genes in Table 1A, Table 1B, or Table 20 in a biological sample; and (b) reagents for detecting binding between the at least one binding agent and the one or more genes in Table 1A, Table 1B, or Table 20. In some embodiments, the at least one binding agent comprises at least one nucleic acid molecule configured for specific hybridization to one or more genes in Table 1A, Table 1B, or Table 20. In some embodiments, the at least one binding agent comprises a nucleic acid molecule comprising at least about 10 contiguous nucleobases having at least about 70%, 80%, 85%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98%, or 99% sequence identity or homology to a sequence encoding a biomarker in Table 1A, Table 1B, or Table 20. In some embodiments, the at least one binding agent is immobilized to a surface. In some embodiments, the reagents comprise nucleic acid and/or polypeptide isolation reagents.


Aspect disclosed herein provide methods of identifying a subtype of an inflammatory or fibrotic disease or condition in a subject, the method comprising: (a) genotyping a biological sample obtained from a subject with an inflammatory or fibrotic disease or condition; and (b) detecting one or more variant alleles at one or more polymorphisms associated with a subtype of the inflammatory or the fibrotic disease or condition, thereby identifying the subtype, wherein one or more polymorphisms comprise: rs229527, rs17080528, rs2834417, rs9288989, rs9616812, rs705696, rs56368704, rs12034493, rs2298885, rs4548893, rs7109368, rs237236, rs802725, rs55712837, rs2271189, rs78807522, rs3814113, rs12130372, rs10483739, rs10810738, rs17366568, rs11171747, rs12623748, rs605686, rs11743309, rs6660393, rs73074830, rs7825744, rs12236699, rs229526, rs75313451, rs6509868, rs56295110, rs201264747, rs1403247, imm_1_205034003, imm_6_128323722, imm_12_54781258, imm_16_31271994 or imm_22_35911431 or a proxy polymorphism in linkage disequilibrium therewith as determined with an r2 of at least 0.85, or a combination thereof. In some embodiments, the genotyping in (a) is performed using a microarray, nucleic acid sequencer, or qPCR. In some embodiments, the biological sample comprises a blood sample or is purified from a blood sample of the subject. In some embodiments, the inflammatory or fibrotic disease or condition is inflammatory bowel disease. In some embodiments, the inflammatory bowel disease is Crohn's disease (CD). In some embodiments, the subtype is a severe form of the inflammatory or the fibrotic disease or condition comprising perianal disease and/or fistula. In some embodiments, the subtype is a severe form of the inflammatory or the fibrotic disease or condition comprising strictures. In some embodiments, the subtype is associated with an increased risk of disease recurrence. In some embodiments, the methods further comprise: (a) optimizing a therapeutic regimen of the subject comprising increasing or decreasing a dosage amount of a therapeutic agent; or (b) beginning a therapeutic regimen comprising administering a therapeutically effective amount of a therapeutic agent to the subject earlier than a comparable therapeutic regiment for a subject with the inflammatory or the fibrotic disease or condition that does not have the subtype, wherein the therapeutic agent comprises a miR-155 modulator or an inhibitor of Tumor necrosis factor-like cytokine 1A (TL1A) activity or expression.


Additional aspects and advantages of the present disclosure will become readily apparent to those skilled in this art from the following detailed description, wherein only illustrative embodiments of the present disclosure are shown and described. As will be realized, the present disclosure is capable of other and different embodiments, and its several details are capable of modifications in various obvious respects, all without departing from the disclosure. Accordingly, the drawings and description are to be regarded as illustrative in nature, and not as restrictive.


INCORPORATION BY REFERENCE

All publications, patents, and patent applications mentioned in this specification are herein incorporated by reference to the same extent as if each individual publication, patent, or patent application was specifically and individually indicated to be incorporated by reference. To the extent publications and patents or patent applications incorporated by reference contradict the disclosure contained in the specification, the specification is intended to supersede and/or take precedence over any such contradictory material.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1A is a principal component analysis (PCA) of CD3+ T cell gene expression from the Lamina propria or periphery isolated from CD or non-IBD individuals.



FIG. 1B is an unsupervised hierarchical clustering defining two CD peripheral expression PBmu and PBT subtypes.



FIG. 1C is a heat map of 1944 genes differentially expressed between PBmu and PBT subtypes (p value <0.001 and fold change >2).



FIG. 1D is a pathway analysis of PBmu differentially expressed genes.



FIG. 1E is a t-SNE plot of deconvoluted CD3+ immune cell enrichment scores.



FIG. 1F represents altered T cell subset abundance in PBmu versus PBT subtypes (Mann-Whitney test).



FIG. 1G and FIG. 1H show that PB-mu expression signature can be applied to stratify CD patients who failed anti-TNF therapy. The 1944 genes defining the CD PBmu and PBT subtypes identified similar subtypes from expression data isolated from a CD cohort of patients who have failed anti-TNF therapy. FIG. 1G shows the principal component analysis and FIG. 1H shows hierarchical clustering of the 204 whole blood samples.



FIGS. 2A-2C show post-operative changes in PBmu gene expression profile. FIG. 2A is a heat map and FIG. 2B is a volcano plot of 1944 genes differentially expressed in CD PBmu subtype at time of surgery vs post-operatively (p value <0.001, FDR<0.01). FIG. 2C shows attenuation of pro-inflammatory cytokine, chemokine and adhesion molecule expression in CD PBmu subsequent to surgery. Bars on the left show p value and bars on the right show corresponding fold change.



FIGS. 2D-2E demonstrate that PBmu gene expression profile reverts to that of CD PBT following surgery. FIG. 2D is a hierarchical clustering and heatmap of the 1944 genes defining the CD-PBmu and PBT subtypes comparing peripheral CD3+ T cell expression in all samples prior to surgery and post-operatively. Asterisks denotes samples that did not cluster as predicted. FIG. 2E are scatter plots showing high correlation of gene expression between PBmu subtype samples following surgery and PBT subtype pre- or post-surgery.



FIGS. 3A-3F demonstrate validation of CD PBmu gene signature reversion following surgery in a cohort of subjects comparing samples isolated at time of surgery to post-operative samples from same individuals (n=19). FIG. 3A is a PCA and FIG. 3B is a hierarchical clustering of samples at time of surgery. FIG. 3C is a heatmap of expression data for the same genes defining the CD PBmu and PBT subtypes in FIGS. 1A-1F. FIG. 3D is a PCA analysis of samples at surgery and post-operatively for PBmu. FIG. 3E is a PCA analysis of samples at surgery and post-operatively for PBT. FIG. 3F is a heatmap of expression data from genes previously defined in PBmu samples pre and post-surgery in FIG. 2A-2C.



FIG. 4 demonstrates a CD PBmu peripheral gene signature shows similar co-expression with ileal tissue. ARCHS4 generated t-SNE plots of gene signature from 100 differentially up-regulated genes in PBmu vs PBT overlaps with similar co-expression from ileal tissue.



FIG. 5 shows pathways enriched in the CD-PBmu 44 biomarker signature.



FIG. 6 shows that PBmu 44 biomarker signature is associated with expression of kinases as provided.



FIGS. 7A-7B show that 44 Biomarker expression gene panel correlates to PB-mu enriched NKT and depleted CD4+ memory T cell subsets. FIG. 7A is a correlation plot of biomarker gene panel expression versus enrichment scores for NKT cell and CD4+ memory T cell subsets. FIG. 7B is a heatmap of correlation values of gene expression versus enrichment scores for the biomarker panel. Arrows highlight a reported TWAS IBD association. Below the heatmap is a bar plot showing the proportion of significant gene panel correlation with T cell subsets.



FIGS. 7C-7D show protein kinase signaling pathways identified correlating to expression of the PBmu expression signature. FIG. 7C is a bar plot showing fold enhancement of kinase expression when comparing PBmu versus PBT prior to surgery (bars on the left) and selective decrease post-operatively for the PBmu subtype (bars on the right). The kinase signaling pathways include EEF2K, CAMK1D, ZAK, AK3, YES1, MELK, ADRBK2, MAP3K9, GK5, PANK1, MAP3K13, NEK8, ALPK1, SGK494, GNE, NEK5, ERBB3, PTK6, FLT1, TRPM6, DGKB, MOK, AXL, NEK2, and FGFR2. FIG. 7D is a bar plot showing upstream kinases that in some embodiments target PBmu differentially expressed gene putative substrates: PDK1, CDK11B, ULK1, RIPK1, IKBKB, CDK9, STK11, RAF1, CSNK1A1, AURKB, ATR, PRKAA2, CHEK2, PRKDC, AURKA, RPS6KB1, CSNK2A2, PLK1, PRKAA1, MTOR, CDK1, CDK2, MAPK1, GSK3B, and CSNK2A1. The bars on the left show percent of targeted input gene set predicted as a substrate for individual kinases predicted using KEA3 analysis. Numbers at left represent mean rank. The bars on the right show corresponding p values for X2k kinase enrichment analysis for predicted upstream regulators. The arrows represent therapeutic kinase inhibitors currently in use or in clinical trials.



FIG. 8A shows expression of miR-155 is significantly increased in PB T-cells from patients with PBmu subtype when compared to both non-IBD and PBT subtype samples.



FIG. 8B shows expression of miR-155 is not significantly increased in LP T-cells from patients with LBmu subtype when compared to both non-IBD and LPT subtype samples.



FIG. 9 shows miR-155 expression is elevated in interferon gamma secreting CD4+ T-cells.



FIG. 10A shows treatment of T-cells to determine whether TL1A regulates miR-155 expression.



FIG. 10B shows TL1A mediated upregulation of miR-155.



FIG. 11 shows miR-155 mimic enhances interferon gamma and IL-22 secretion.



FIG. 12 shows miR-155 inhibition suppresses interferon gamma and IL-22 secretion.



FIG. 13 shows expression of TNFSF15 (the gene expressing TL1A) in patients having a PBmu subtype as compared to no expression in patients having the PBT subtype of CD.



FIGS. 14A-14D demonstrate that CD-PBmu altered T cell subset composition is associated with clinical and serological parameters of complicated disease. FIG. 14A demonstrates association of NKT enrichment and CD4+/CD8+ T cell subset depletion in CD-PBmu with perianal disease/fistula, stricturing disease and post-operative endoscopic recurrence (N=Rutgeerts score 0-1; Y=2-4). FIG. 14B demonstrates association of NKT enrichment and CD4+/CD8+ T cell subset depletion in CD-PBmu with ASCA seropositivity. FIG. 14C demonstrates inverse correlation of serological quartile sum scores in CD-PBmu with of CD4/CD8 T cell subsets depletion. FIG. 14D demonstrates association of serological quartile sum scores in CD-PBmu with increased length of bowel resection.



FIGS. 15A-15D show T cell subset composition in CD-PBT and clinical and serological parameters of complicated disease. FIG. 15A demonstrates the association of NKT and CD4+/CD8+ T cell subset enrichment score with perianal disease/fistula, stricturing disease and post-operative endoscopic recurrence (N=Rutgeerts score 0-1; Y=2-4) FIG. 15B demonstrates no association of NKT or CD4+/CD8+ T cell subset enrichment score with ASCA seropositivity. FIG. 15C demonstrates no correlation of serological quartile sum scores with CD4/CD8 T cell subsets enrichment scores. FIG. 15D demonstrates no association of serological quartile sum scores in CD-PBmu with increased length of bowel resection.



FIG. 16 shows a combined genetic and transcriptomic analysis according to embodiments herein. A total of 648 single nucleotide polymorphisms (SNPs) mapped to 386 genes that were found to be associated with the CD-PBmu subtype (PBmu v. PBT) with a p<0.01 using logistic regression analysis. 6972 differentially expressed genes (DEG) were identified by class comparison (PBmu v. PBT). 98 overlapping genes were identified in the genetic analyses and the DEG analysis. A DEG class prediction was applied to the 98 genes (FDR<0.001, FC=1.50) to arrive at 50 genes. 7860 cis eQTL genes having polymorphisms associated with changes in gene expression (p<0.01) in CD-PBmu v. PBT subtypes were compared with the 50 genes to identify 32 overlapping genes having 84 polymorphisms. Linkage disequilibrium (LD) clumping was performed on the 84 polymorphisms to identify 35 polymorphisms at the 32 overlapping genes that are significantly associated with the PBmu subtype and variation in gene expression of genes that are differentially regulated in PBmu patients, as compared with PBT patients.



FIG. 17 is a Manhattan plot showing statistically significant polymorphisms associated with the PBmu subtype as compared with PBT subtype.



FIG. 18 is a Manhattan plot showing statistically significant cis eQTL genes associated with the PBmu subtype as compared with PBT subtype.



FIG. 19 shows a heat map with activation scores revealing pathways associated with the 98 genes from FIG. 16.



FIG. 20 shows the pathways associated with the 98 genes from FIG. 16.



FIG. 21A-1 through FIG. 21Y-2 show[[s]] the 648 SNPs mapped to 386 genes polymorphisms identified in the genetic analyses that are associated with CD-PBmu versus PBT (p<0.01; MAF>0.03).



FIG. 22 shows a transcriptional risk score (“TRS”) calculated for the PBT and CD-PBmu subgroups. The CD-PBmu subgroup was associated with elevated TRS as compared to PBT.



FIG. 23 shows the TRS for the twelve eQTL-eGene pairs comprising the targeted risk signature identified using the pipeline depicted in FIG. 16.



FIG. 24 shows Receiver Operating Characteristic (ROC) curves generated for the risk prediction models relying on (i) genetics (left) versus (ii) genetic and transcriptomics (right) described in FIG. 16.



FIG. 25 shows correlations of cellular enrichment scores and TRS for natural killer T (NKT) cells and depleted CD4+ memory T cell subsets.



FIG. 26 shows significance levels of 42 biomarker gene expression panel associations with TRS from FIG. 22 of CD-PBmu and PBT subgroups and cellular enrichment scores of various T-cell subtypes.





DETAILED DESCRIPTION

Crohn's disease (CD) is a clinically heterogeneous disease characterized by chronic transmural inflammation. A key contributing factor to persistent inflammation is failure of treatment options to effectively initiate and sustain long term remission. The efficacy of the current therapeutic approaches to control inflammation through the use of immunosuppressive drugs or biological therapies is variable. Anti-TNF therapy failure is common with many patients exhibiting primary non-response, and a significant number of patients develop secondary failure unrelated to anti-drug antibody formation. In addition, more than 30% of patients acquire cumulative complications such as stricturing, penetrating and/or fistula phenotypes within 10 years of diagnosis. Thus, patients whose disease is refractory to therapeutic modulation or exhibiting complications often require surgical intervention for disease management.


Predicting severity of disease course at time of diagnosis and response to therapy are challenges faced by clinicians. The profound genetic and pathobiologic heterogeneity in IBD makes defining distinct disease populations difficult, but critical, as the success in drug development in unselected patient populations has been limited in scope or has failed. Thus, novel approaches are needed not only in developing better prognostic biomarkers but more importantly to identify distinct patient sub-populations likely to benefit the most from the development of new and more effective treatments halting the progressive course of disease.


Recent efforts have focused on developing CD biomarkers that can predict disease course and patient outcomes. Expression signatures and genetic associations have added to our understanding but they may merely explain a small proportion of overall disease variance. Moreover, the vast majority of these studies have focused on identifying factors driving disease progression when comparing CD patient to control subjects or patients with mild disease or naive to treatment to those with severe disease. Studies focusing on the patient population with refractory disease who fail therapeutic intervention with resistant complicated disease necessitating surgical intervention have been rare. Yet, understanding of the underlying pathobiology involved in this medically needy CD patient population with a more severe clinical disease phenotype has the potential for the development of patient subtype targeted therapeutics that will enhance treatment efficacy.


In one aspect, provided herein are gene expression profiles within matched mucosal and circulating T cells obtained from CD patients with refractory disease at the time of surgery for disease management. In some embodiments, severe CD can be stratified into two distinct subtypes based on peripheral T cell gene expression. Circulating T cells, from what is classified as CD-PBmu subtype compared to CD-PBT, exhibit a mucosal-like transcriptomic signature and altered T cell subset composition that is associated with clinical features of complicated disease. A defining hallmark for CD-PBmu subtype is marked downregulation of pro-inflammatory cytokine, chemokine and adhesion molecule expression following surgery. In one aspect, therapeutics are selected for treating a severe CD patient population, such as a PB-mu subtype. In some embodiments, the PB-mu subtype is associated with perianal disease/fistula, stricturing disease, recurrence, or increased immune reactivity to a microbial antigen, or a combination thereof.


The present disclosure provides methods and systems for characterizing and treating patients having Crohn's disease (CD). In particular embodiments, a CD patient is characterized as having or not having a mucosal-like CD expression signature (CD-PBmu) by detecting one or more polymorphisms that is predictive of a transcriptomic profile for the CD-PBmu subtype.


Patients having the one or more polymorphisms associated with the CD-PBmu subtype may be suitable for subtype-specific treatment, including administration with a therapeutic agent that targets a biomolecule provided in Table 1A, Table 1B, Table 20 or Table 3, or a biomolecule in a biological pathway of a biomolecule provided in Table 1A, Table 1B, Table 20 or Table 3. In some embodiments, the subtype-specific treatment comprises a therapeutic of Table 18B and/or a kinase modulator of a kinase in Table 18A. In some embodiments, the subtype-specific treatment comprises a modulator of microRNA 155 (miR-155). Non-limiting examples of miR-155 modulators include molecules that inhibit miR-155, such as Cobomarsen. Further exemplary miR-155 modulators include oligonucleotides of Tables 3-12. In some cases, a subject may be treated with a modulator of a kinase selected from PDK1, CDK11B, ULK1, RIPK1, IKBKB, CDK9, STK11, RAF1, CSNK1A1, AURKB, ATR, PRKAA2, CHEK2, PRKDC, AURKA, RPS6KB1, CSNK2A2, PLK1, PRKAA1, MTOR, CDK1, CDK2, MAPK1, GSK3B, CSNK2A1, DNAPK, CDK4, ERK1, HIPK2, CDC2, MAPK3, ERK2, CSNK2A1, CK2ALPHA, JNK1, MAPK14, and PKR. Non-limiting examples of kinase targets include those in Table 18A. In some embodiments, a kinase target comprises one or more of the kinases of Table 18A. Non-limiting examples of kinase modulators includes those in Table 18B. In some embodiments, a kinase modulator comprises one or more kinase modulators of Table 18B. In some cases, the subtype-specific treatment comprises a modulator of miR-155. Non-limiting examples of miR-155 modulators include molecules that inhibit miR-155, such as Cobomarsen. Further exemplary miR-155 modulators include oligonucleotides of Tables 3-12.


Further provided herein are methods and systems for characterizing and treating a patient having CD, wherein the patient is characterized as having or not having a CD-PBmu subtype based, at least in part, on detecting or not detecting the one or more polymorphisms in a biological sample obtained from the patient. The non-CD-PBmu subtype may be a PBT subtype. The subtype characterization may be determined sequentially or concurrently. In some cases, a patient having a CD-PBmu subtype is treated with a therapeutic agent that targets a biomolecule provided in Table 1A, 1B, 14, 17A, 17B; FIG. 13; or PDK1, CDK11B, ULK1, RIPK1, IKBKB, CDK9, STK11, RAF1, CSNK1A1, AURKB, ATR, PRKAA2, CHEK2, PRKDC, AURKA, RPS6KB1, CSNK2A2, PLK1, PRKAA1, MTOR, CDK1, CDK2, MAPK1, GSK3B, and CSNK2A1, DNAPK, CDK4, ERK1, HIPK2, CDC2, MAPK3, ERK2, CSNK2A1, CK2ALPHA, JNK1, MAPK14, or PKR. In some cases, a patient having a CD-PBmu subtype is treated with a modulator of a kinase of Table 18A. In some cases, a patient having a CD-PBmu subtype is treated with an agent of Table 18A. In some cases, a patient having a CD-PBmu subtype is treated with a modulator of miR-155. Non-limiting examples of miR-155 modulators include molecules that inhibit miR-155, such as Cobomarsen. Further exemplary miR-155 modulators include oligonucleotides of Tables 3-12. In some cases, a patient having a CD-PBmu subtype is not treated with anti-TNF, 6-mercaptopurine, or methotrexate.


Patient Stratification Criteria

Transcriptomic signatures associated with a subtype of Crohn's disease are provided that may be used to stratify patients with an inflammatory disease, such as for example, inflammatory bowel disease. In some embodiments, the transcriptomic signature comprises one or more genes of Table 1A. In some cases, the transcriptomic signature comprises about or at least about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 55, 60, 65, 70, 75, 80, 90, 100, or more of the genes of Table 1A. In some cases, the transcriptomic signature comprises genes 1-117 of Table 1A. In some embodiments, the subtype is associated with perianal disease/fistula, stricturing disease, recurrence, or increased immune reactivity to a microbial antigen, or a combination thereof.









TABLE 1A







Exemplary Biomarkers of a Transcriptomic Signature













No
Biomarker
Name
EntrezID
Accession
UGCluster
Ensembl
















1
ADAM28
ADAM
10863
NM_001304351
Hs.174030
ENSG00000042980




metallopeptidase




domain 28


2
ADAMDEC1
ADAM-like,
27299
NM_001145271
Hs.521459
ENSG00000134028




decysin 1


3
ADAMTS1
ADAM
9510
NM_006988
Hs.643357
ENSG00000154734




metallopeptidase




with




thrombospondin




type 1




motif, 1


4
ALDOB
aldolase B,
229
NM_000035
Hs.530274
ENSG00000136872




fructose-




bisphosphate


5
C1S
complement
716
NM_001734
Hs.458355
ENSG00000182326




component 1, s




subcomponent


6
CHAC1
ChaC
79094
NM_001142776
Hs.155569
ENSG00000128965




glutathione-




specific




gamma-




glutamylcyclo-




transferase 1


7
CHST15
carbohydrate
51363
NM_001270764
Hs.287537
ENSG00000182022




(N-




acetylgalactos




amine 4-




sulfate 6-0)




sulfotransferase




15


8
CPA3
carboxypeptidase
1359
NM_001870
Hs.646
ENSG00000163751




A3 (mast cell)


9
CRYAB
crystallin,
1410
NM_001289807
Hs.53454
ENSG00000109846




alpha B


10
DAB2
Dab, mitogen-
1601
NM_001244871
Hs.696631
ENSG00000153071




responsive




phosphoprotein,




homolog 2




(Drosophila)


11
DCN
decorin
1634
NM_001920
Hs.156316
ENSG00000011465


12
DSE
dermatan
29940
NM_001080976
Hs.458358
ENSG00000111817




sulfate




epimerase


13
DYRK3
dual-
8444
NM_001004023
Hs.164267
ENSG00000143479




specificity




tyrosine-(Y)-




phosphorylation




regulated




kinase 3


14
FABP1
fatty acid
2168
NM_001443
Hs.380135
ENSG00000163586




binding




protein 1, liver


15
FPR3
formyl peptide
2359
NM_002030
Hs.445466
ENSG00000187474




receptor 3


16
GFPT2
glutamine-
9945
NM_005110
Hs.696497
ENSG00000131459




fructose-6-




phosphate




transaminase 2


17
HDC
histidine
3067
NM_001306146
Hs.1481
ENSG00000140287




decarboxylase


18
IL22
interleukin 22
50616
NM_020525
Hs.287369
ENSG00000127318


19
IL6
interleukin 6
3569
NM_000600
Hs.654458
ENSG00000136244


20
KIT
v-kit Hardy-
3815
NM_000222
Hs.479754
ENSG00000157404




Zuckerman 4




feline sarcoma




viral oncogene




homolog


21
LCN2
lipocalin 2
3934
NM_005564
Hs.204238
ENSG00000148346


22
LMCD1
LIM and
29995
NM_001278233
Hs.475353
ENSG00000071282




cysteine-rich




domains 1


23
LRRC32
leucine rich
2615
NM_001128922
Hs.151641
ENSG00000137507




repeat




containing 32


24
LYZ
lysozyme
4069
NM_000239
Hs.524579
ENSG00000090382


25
MFSD2A
major
84879
NM_001136493
Hs.655177
ENSG00000168389




facilitator




superfamily




domain




containing 2A


26
NANOGNB
NANOG
360030
NM_001145465
Hs.558004
ENSG00000205857




neighbor




homeobox


27
OR4A5
olfactory
81318
NM_001005272
Hs.554531
ENSG00000221840




receptor,




family 4,




subfamily A,




member 5


28
PLA2G2A
phospholipase
5320
NM_000300
Hs.466804
ENSG00000188257




A2, group IIA




(platelets,




synovial fluid)


29
PLTP
phospholipid
5360
NM_001242920
Hs.439312
ENSG00000100979




transfer




protein


30
PPIAP30
peptidylprolyl
100192204
NR_036506
Hs.714691




isomerase A




(cyclophilin A)




pseudogene 30


31
RAB13
RAB13,
5872
NM_001272038
Hs.151536
ENSG00000143545




member RAS




oncogene




family


32
RRAD
Ras-related
6236
NM_001128850
Hs.1027
ENSG00000166592




associated




with diabetes


33
SDS
serine
10993
NM_006843
Hs.439023
ENSG00000135094




dehydratase


34
SEMA6B
sema domain,
10501
NM_020241
Hs.465642
ENSG00000167680




transmembrane




domain (TM),




and cytoplasmic




domain,




(semaphorin)




6B


35
SEPP1
selenoprotein
6414
NM_001085486
Hs.275775
ENSG00000250722




P, plasma, 1


36
SERPING1
serpin
710
NM_000062
Hs.384598
ENSG00000149131




peptidase




inhibitor,




clade G (C1




inhibitor),




member 1


37
SOD3
superoxide
6649
NM_003102
Hs.2420
ENSG00000109610




dismutase 3,




extracellular


38
SYK
spleen
6850
NM_001135
Hs.371720
ENSG00000165025




tyrosine




kinase


39
TBC1D3
TBC1 domain
729873
NM_001123391
Hs.454716
ENSG00000274611




family,




member 3


40
TBC1D8
TBC1 domain
11138
NM_001102426
Hs.442657
ENSG00000204634




family,




member 8




(with GRAM




domain)


41
TBC1D9
TBC1 domain
23158
NM_015130
Hs.480819
ENSG00000109436




family,




member 9




(with GRAM




domain)


42
TNXB
tenascin XB
7148
NM_019105
Hs.485104
ENSG00000168477


43
TPSB2
tryptase beta 2
64499
NM_024164
Hs.405479
ENSG00000197253




(gene/pseudogene)


44
UBD
ubiquitin D
10537
NM_006398
Hs.44532
ENSG00000213886


45
ABI3BP
ABI family,
25890
NM_015429
Hs.477015
ENSG00000154175




member 3




(NESH)




binding




protein


46
ANKRD20A3
ankyrin repeat
441425
NM_001012419
Hs.632663
ENSG00000276203




domain 20




family,




member A3


47
APOC1P1
apolipoprotein
342
NR_028412
Hs.110675
ENSG00000214855




C-I




pseudogene 1


48
AQP7P3
aquaporin 7
441432
NR_026558
Hs.743215




pseudogene 3


49
C11orf96
chromosome
387763
NM_001145033
Hs.530443
ENSG00000187479




11 open




reading frame




96


50
C1QB
complement
713
NM_000491
Hs.8986
ENSG00000173369




component 1,




q




subcomponent,




B chain


51
C1QC
complement
714
NM_001114101
Hs.467753
ENSG00000159189




component 1,




q




subcomponent,




C chain


52
C2orf27A
chromosome 2
29798
NM_013310
Hs.635289




open reading




frame 27A


53
C8orf4
chromosome 8
56892
NM_020130
Hs.591849
ENSG00000176907




open reading




frame 4


54
CKB
creatine
1152
NM_001823
Hs.173724
ENSG00000166165




kinase, brain


55
CLDN10
claudin 10
9071
NM_001160100
Hs.534377
ENSG00000134873


56
CLEC3B
C-type lectin
7123
NM_001308394
Hs.476092
ENSG00000163815




domain family




3, member B


57
CLIC4
chloride
25932
NM_013943
Hs.440544
ENSG00000169504




intracellular




channel 4


58
COL1A1
collagen, type
1277
NM_000088
Hs.172928
ENSG00000108821




I, alpha 1


59
COL1A2
collagen, type
1278
NM_000089
Hs.489142
ENSG00000164692




I, alpha 2


60
COL5A1
collagen, type
1289
NM_000093
Hs.210283
ENSG00000130635




V, alpha 1


61
CXCL13
chemokine (C-
10563
NM_006419
Hs.100431
ENSG00000156234




X-C motif)




ligand 13


62
CYCSP52
cytochrome c,
360155
NR_001560
Hs.491808
ENSG00000235700




somatic




pseudogene 52


63
FAM138D
family with
677784
NR_026823
Hs.722487
ENSG00000249054




sequence




similarity 138,




member D


64
FAM182B
family with
728882
NR_026714
Hs.682103
ENSG00000175170




sequence




similarity 182,




member B


65
FAM222A
family with
84915
NM_032829
Hs.661785
ENSG00000139438




sequence




similarity 222,




member A


66
FAM231A
family with
729574
NM_001282321

ENSG00000237847




sequence




similarity 231,




member A


67
FAM27A


68
FSTL1
follistatin-like
11167
NM_007085
Hs.269512
ENSG00000163430




1


69
GAS7
growth arrest-
8522
NM_001130831
Hs.462214
ENSG00000007237




specific 7


70
GEM
GTP binding
2669
NM_005261
Hs.654463
ENSG00000164949




protein




overexpressed




in skeletal




muscle


71
GOLGA6L5P
golgin A6
374650
NM_198079
Hs.454625




family-like 5,




pseudogene


72
GPNMB
glycoprotein
10457
NM_001005340
Hs.190495
ENSG00000136235




(transmembrane)




nmb


73
GYPE
glycophorin E
2996
NM_002102
Hs.654368
ENSG00000197465




(MNS blood




group)


74
HNRNPA1
heterogeneous
728643
NR_003277
Hs.711067
ENSG00000213412



P33
nuclear




ribonucleoprotein




A1




pseudogene 33


75
HSPA2
heat shock
3306
NM_021979
Hs.432648
ENSG00000126803




70 kDa protein




2


76
HSPB6
heat shock
126393
NM_144617
Hs.534538
ENSG00000004776




protein, alpha-




crystallin-




related, B6


77
KGFLP2
keratinocyte
654466
NM_001039113
Hs.536967




growth factor-




like protein 2


78
KRT20
keratin 20,
54474
NM_019010
Hs.84905
ENSG00000171431




type I


79
LIMS3L
LIM and
100288695
NM_001205288
Hs.535619
ENSG00000256671




senescent cell




antigen-like




domains 3-like


80
LINC00348
long
100885781
NR_047699
Hs.372660
ENSG00000226846




intergenic




non-protein




coding RNA




348


81
LINC00700
long
282980
NR_040253
Hs.576810
ENSG00000234962




intergenic




non-protein




coding RNA




700


82
LINC00857
long
439990
NR_038464
Hs.365566
ENSG00000237523




intergenic




non-protein




coding RNA




857


83
LINC01189
long
643648
NR_046203
Hs.640178




intergenic




non-protein




coding RNA




1189


84
LOC100129138
THAP domain
100129138
NR_033990
Hs.514487
ENSG00000215869




containing,




apoptosis




associated




protein 3




pseudogene


85
LOC100507006
uncharacterized
100507006
NR_120420
Hs.442789




LOC100507006


86
LOC100508046
uncharacterized
100508046
NR_110505
Hs.433218
ENSG00000275563




LOC100508046


87
LOC101927123
uncharacterized
101927123
NR_110147
Hs.526761
ENSG00000244215




LOC101927123


88
LOC101927905
uncharacterized
101927905
NR_120454
Hs.621425
ENSG00000215241




LOC101927905


89
LOC101928163
uncharacterized
101928163
NR_110799
Hs.588761




LOC101928163


90
LOC102724034
uncharacterized
102724034
NR_120378
Hs.694638




LOC102724034


91
LOC642426
uncharacterized
642426
NR_046104
Hs.578301
ENSG00000257504




LOC642426


92
LOC645166
lymphocyte-
645166
NR_027354
Hs.744183
ENSG00000232527




specific




protein 1




pseudogene


93
LOC646736
uncharacterized
646736
NR_046102
Hs.712836




LOC646736


94
MIR663A
microRNA
724033
NR_030386

ENSG00000273684




663a


95
MLLT10P1
myeloid/lymp
140678
NR_045115
Hs.653099




hoid or mixed-




lineage




leukemia;




translocated




to, 10




pseudogene 1


96
MMP19
matrix
4327
NM_001032360
Hs.591033
ENSG00000123342




metallopeptidase




19


97
NCOR1P1
nuclear
149934
NM_001039379
Hs.711274
ENSG00000240108




receptor




corepressor 1




pseudogene 1


98
PGM5-
PGM5
572558
NR_015423
Hs.552819
ENSG00000224958



AS1
antisense




RNA 1


99
PHLDB1
pleckstrin
23187
NM_001144758
Hs.504062
ENSG00000019144




homology-like




domain,




family B,




member 1


100
PMP22
peripheral
5376
NM_000304
Hs.372031
ENSG00000109099




myelin protein




22


101
PTENP1-
PTENP1
101243555
NR_103745
Hs.598470
ENSG00000281128



AS
antisense




RNA


102
REG3A
regenerating
5068
NM_002580
Hs.567312
ENSG00000172016




islet-derived 3




alpha


103
RPSAP9
ribosomal
653162
NR_026890
Hs.655646
ENSG00000234618




protein SA




pseudogene 9


104
SEPSECS-
SEPSECS
285540
NR_037934
Hs.732278



AS1
antisense




RNA 1 (head




to head)


105
SEPT14


106
SLC9B1
solute carrier
150159
NM_001100874
Hs.666728
ENSG00000164037




family 9,




subfamily B




(NHA1, cation




proton




antiporter 1),




member 1


107
SLCO4A1
solute carrier
28231
NM_016354
Hs.235782
ENSG00000101187




organic anion




transporter




family,




member 4A1


108
SMOX
spermine
54498
NM_001270691
Hs.433337
ENSG00000088826




oxidase


109
SPARCL1
SPARC-like 1
8404
NM_001128310
Hs.62886
ENSG00000152583




(hevin)


110
SRC
SRC proto-
6714
NM_005417
Hs.195659
ENSG00000197122




oncogene,




non-receptor




tyrosine




kinase


111
ST13P4
suppression of
145165
NM_153290
Hs.511834




tumorigenicity




13 (colon




carcinoma)




(Hsp70




interacting




protein)




pseudogene 4


112
TCF21
transcription
6943
NM_003206
Hs.78061
ENSG00000118526




factor 21


113
TCF4
transcription
6925
NM_001083962
Hs.605153
ENSG00000196628




factor 4


114
TMEM45B
transmembrane
120224
NM_138788
Hs.504301
ENSG00000151715




protein 45B


115
UBE2Q2L
ubiquitin-
100505679
NM_001243531
Hs.726826
ENSG00000259511




conjugating




enzyme E2Q




family




member 2-like


116
UBTFL1
upstream
642623
NM_001143975
Hs.719885
ENSG00000255009




binding




transcription




factor, RNA




polymerase I-




like 1


117
ZNF582-
ZNF582
386758
NR_037159
Hs.549564
ENSG00000267454



AS1
antisense




RNA 1 (head




to head)


118
ADM
adrenomedullin
133
NM_001124
Hs.441047
ENSG00000148926


119
ANPEP
alanyl
290
NM_001150
Hs.1239
ENSG00000166825




(membrane)




aminopeptidase


120
AOAH-IT1
AOAH
100874264
NR_046764
Hs.690994
ENSG00000230539




intronic




transcript 1


121
ASB2
ankyrin repeat
51676
NM_001202429
Hs.510327
ENSG00000100628




and SOCS box




containing 2


122
ATP5J2-
ATP5J2-
100526740
NM_001198879
Hs.632313
ENSG00000248919



PTCD1
PTCD1




readthrough


123
BASP1
brain
10409
NM_001271606
Hs.201641
ENSG00000176788




abundant,




membrane




attached signal




protein 1


124
CCL11
chemokine (C-
6356
NM_002986
Hs.54460
ENSG00000172156




C motif)




ligand 11


125
CD68
CD68
968
NM_001040059
Hs.647419
ENSG00000129226




molecule


126
CSF2RB
colony
1439
NM_000395
Hs.592192
ENSG00000100368




stimulating




factor 2




receptor, beta,




low-affinity




(granulocyte-




macrophage)


127
CTAGE8
CTAGE
100142659
NM_001278507
Hs.661442
ENSG00000244693




family,




member 8


128
CTGF
connective
1490
NM_001901
Hs.410037
ENSG00000118523




tissue growth




factor


129
CXCL1
chemokine (C-
2919
NM_001511
Hs.789
ENSG00000163739




X-C motif)




ligand 1




(melanoma




growth




stimulating




activity,




alpha)


130
CXCL3
chemokine (C-
2921
NM_002090
Hs.89690
ENSG00000163734




X-C motif)




ligand 3


131
DEFA5
defensin,
1670
NM_021010
Hs.655233
ENSG00000164816




alpha 5,




Paneth cell-




specific


132
DEFA6
defensin,
1671
NM_001926
Hs.711
ENSG00000164822




alpha 6,




Paneth cell-




specific


133
DERL3
derlin 3
91319
NM_001002862
Hs.593679
ENSG00000099958


134
DNASE1L3
deoxyribonuclease
1776
NM_001256560
Hs.476453
ENSG00000163687




I-like 3


135
DOK3
docking
79930
NM_001144875
Hs.720849
ENSG00000146094




protein 3


136
EGR2
early growth
1959
NM_000399
Hs.1395
ENSG00000122877




response 2


137
EGR3
early growth
1960
NM_001199880
Hs.534313
ENSG00000179388




response 3


138
EMP1
epithelial
2012
NM_001423
Hs.719042
ENSG00000134531




membrane




protein 1


139
EPAS1
endothelial
2034
NM_001430
Hs.468410
ENSG00000116016




PAS domain




protein 1


140
FAM138A
family with
645520
NR_026818
Hs.569137
ENSG00000237613




sequence




similarity 138,




member A


141
FAM138F
family with
641702
NR_026820
Hs.569137
ENSG00000282591




sequence




similarity 138,




member F


142
FAM157B
family with
100132403
NM_001145249
Hs.741123




sequence




similarity 157,




member B


143
FDCSP
follicular
260436
NM_152997
Hs.733448
ENSG00000181617




dendritic cell




secreted




protein


144
FOSL1
FOS-like
8061
NM_001300844
Hs.283565
ENSG00000175592




antigen 1


145
FSCN1
fascin actin-
6624
NM_003088
Hs.118400
ENSG00000075618




bundling




protein 1


146
FTH1P3
ferritin, heavy
2498
NR_002201
Hs.658438




polypeptide 1




pseudogene 3


147
GAS6
growth arrest-
2621
NM_000820
Hs.646346
ENSG00000183087




specific 6


148
GATA2
GATA
2624
NM_001145661
Hs.367725
ENSG00000179348




binding




protein 2


149
GPX3
glutathione
2878
NM_002084
Hs.386793
ENSG00000211445




peroxidase 3


150
HES1
hes family
3280
NM_005524
Hs.250666
ENSG00000114315




bHLH




transcription




factor 1


151
HES4
hes family
57801
NM_001142467
Hs.154029
ENSG00000188290




bHLH




transcription




factor 4


152
HLA-L
major
3139
NR_027822
Hs.656020
ENSG00000243753




histocompatibility




complex,




class I, L




(pseudogene)


153
IGFBP7
insulin-like
3490
NM_001253835
Hs.479808
ENSG00000163453




growth factor




binding




protein 7


154
IL1RN
interleukin 1
3557
NM_000577
Hs.81134
ENSG00000136689




receptor




antagonist


155
IL21R-AS1
IL21R
283888
NR_037158
Hs.660935
ENSG00000259954




antisense




RNA 1


156
LINC01194
long
404663
NR_033383
Hs.552273




intergenic




non-protein




coding RNA




1194


157
LOC100240735
uncharacterized
100240735
NR_026658
Hs.635297
ENSG00000250654




LOC100240735


158
LOC101927817
uncharacterized
101927817
NR_110931
Hs.667942




LOC101927817


159
LOC284801


160
LOC285740
uncharacterized
285740
NR_027113
Hs.432656
ENSG00000235740




LOC285740


161
LOC441242
uncharacterized
441242
NM_001013464
Hs.373941
ENSG00000272693




LOC441242


162
LOC644172
mitogen-
644172
NR_026901
Hs.448859




activated




protein kinase




8 interacting




protein 1




pseudogene


163
MAFF
v-maf avian
23764
NM_001161572
Hs.517617
ENSG00000185022




musculoaponeurotic




fibrosarcoma




oncogene




homolog F


164
MARCKS
myristoylated
4082
NM_002356
Hs.519909
ENSG00000277443




alanine-rich




protein kinase




C substrate


165
MCTP1
multiple C2
79772
NM_001002796
Hs.591248
ENSG00000175471




domains,




transmembrane




1


166
MGP
matrix Gla
4256
NM_000900
Hs.365706
ENSG00000111341




protein


167
MIR548I1
microRNA
100302204
NR_031687

ENSG00000221737




548i-1


168
MIR663B
microRNA
100313824
NR_031608

ENSG00000221288




663b


169
MMP9
matrix
4318
NM_004994
Hs.297413
ENSG00000100985




metallopeptidase




9


170
MT1G
metallothionein
4495
NM_001301267
Hs.433391
ENSG00000125144




1G


171
NPIPB9
nuclear pore
100507607
NM_001287250
Hs.710214
ENSG00000196993




complex




interacting




protein family,




member B9


172
NUCB1-
NUCB1
100874085
NR_046633
Hs.569933
ENSG00000235191



AS1
antisense




RNA 1


173
OR4F21
olfactory
441308
NM_001005504
Hs.690459
ENSG00000176269




receptor,




family 4,




subfamily F,




member 21


174
PHACTR1
phosphatase
221692
NM_001242648
Hs.436996
ENSG00000112137




and actin




regulator 1


175
PLEKHA4
pleckstrin
57664
NM_001161354
Hs.9469
ENSG00000105559




homology




domain




containing,




family A




(phosphoinositide




binding




specific)




member 4


176
PLGLB1
plasminogen-
5343
NM_001032392
Hs.652169
ENSG00000183281




like B1


177
POC1B-
POC1B-
100528030
NM_001199781
Hs.25130
ENSG00000259075



GALNT4
GALNT4




readthrough


178
PRKX-
PRKX
100873944
NR_046643

ENSG00000236188



AS1
antisense




RNA 1


179
PTGS2
prostaglandin-
5743
NM_000963
Hs.196384
ENSG00000073756




endoperoxide




synthase 2




(prostaglandin




G/H synthase




and




cyclooxygenase)


180
RAB20
RAB20,
55647
NM_017817
Hs.743563
ENSG00000139832




member RAS




oncogene




family


181
REG1A
regenerating
5967
NM_002909
Hs.49407
ENSG00000115386




islet-derived 1




alpha


182
RNASE1
ribonuclease,
6035
NM_002933
Hs.78224
ENSG00000129538




RNase A




family, 1




(pancreatic)


183
SDC4
syndecan 4
6385
NM_002999
Hs.632267
ENSG00000124145


184
SEPT10


185
SIRPA
signal-
140885
NM_001040022
Hs.581021
ENSG00000198053




regulatory




protein alpha


186
SNAI1
snail family
6615
NM_005985
Hs.48029
ENSG00000124216




zinc finger 1


187
SPARC
secreted
6678
NM_001309443
Hs.111779
ENSG00000113140




protein, acidic,




cysteine-rich




(osteonectin)


188
SPHK1
sphingosine
8877
NM_001142601
Hs.68061
ENSG00000176170




kinase 1


189
SPINK4
serine
27290
NM_014471
Hs.555934
ENSG00000122711




peptidase




inhibitor,




Kazal type 4


190
STAB1
stabilin 1
23166
NM_015136
Hs.301989
ENSG00000010327


191
TMEM114
transmembrane
283953
NM_001146336
Hs.150849
ENSG00000232258




protein 114


192
TNFAIP2
tumor necrosis
7127
NM_006291
Hs.525607
ENSG00000185215




factor, alpha-




induced




protein 2


193
TNFRSF12A
tumor necrosis
51330
NM_016639
Hs.355899
ENSG00000006327




factor receptor




superfamily,




member 12A


194
TNFRSF13B
tumor necrosis
23495
NM_012452
Hs.158341
ENSG00000240505




factor receptor




superfamily,




member 13B


195
TPSAB1
tryptase
7177
NM_003294
Hs.405479
ENSG00000172236




alpha/beta 1


196
TREM1
triggering
54210
NM_001242589
Hs.283022
ENSG00000124731




receptor




expressed on




myeloid cells




1


197
TUBB6
tubulin, beta 6
84617
NM_001303524
Hs.193491
ENSG00000176014




class V


198
UGT2B10
UDP
7365
NM_001075
Hs.201634
ENSG00000109181




glucuronosyl-




transferase 2




family,




polypeptide




B10


199
UPK3B
uroplakin 3B
80761
NM_030570
Hs.488861
ENSG00000243566


200
VEGFA
vascular
7422
NM_001025366
Hs.73793
ENSG00000112715




endothelial




growth factor




A


392-409
miR-155
microRNA-

NR_030784

ENST00000385060.1




155









One or more polymorphisms associated with the transcriptomic signature described herein are also provided in Table 1B. The one or more polymorphisms in Table 1B may be detected in a biological sample obtained from a patient to determine whether the patient has, or is likely to develop, the subtype of Crohn's disease (CD-PBmu). The one or more polymorphisms in Table 1B may be used either alone, or in combination with the transcriptomic signature in Table 1A to identify the subtype of Crohn's disease.









TABLE 1B







Polymorphisms Associated with CD-PBmu Subtype














Gene
FC PBmu vs PBT
Illumina_id
CHR
BP
A1
P
SNP (rsID)*

















IL10
3.91
imm_1_205034003
1
206967380
A
4.003E−03
rs12034493


IL10
3.91
imm_1_205028251
1
206961628
A
4.756E−03
rs12075255


METTL18
−1.75
rs12130372
1
169757316
G
6.177E−03
rs12130372


NEK7
−1.64
imm_1_196173444
1
197906821
A
7.814E−03
rs6660393


NEK7
−1.64
imm_1_196173022
1
197906399
A
7.814E−03
rs10754237


IL10
3.91
imm_1_205026839
1
206960216
G
8.447E−03
rs880790


NEK7
−1.64
imm_1_196169975
1
197903352
A
9.438E−03
rs1499598


NEK7
−1.64
imm_1_196167212
1
197900589
A
9.438E−03
rs10801634


SLC9A4
4.65
imm_2_102546374
2
103179942
A
7.227E−03
rs12623748


SLC9A4
4.65
imm_2_102571609
2
103205177
G
9.787E−03
rs72825994


SLC9A4
4.65
imm_2_102479521
2
103113089
C
9.787E−03
rs76261424


USP4
1.52
imm_3_49364846
3
49389842
A
1.434E−03
rs17080528


NICN1
2.26
imm_3_49438291
3
49463287
A
1.824E−03
rs6446272


QTRTD1
1.53
rs9288989
3
113815480
G
2.629E−03
rs9288989


QTRTD1
1.53
rs4682516
3
113817246
G
2.629E−03
rs4682516


QTRTD1
1.53
rs9288990
3
113825192
A
2.646E−03
rs9288990


NICN1
2.26
imm_3_49468155
3
49493151
A
3.499E−03
rs67216675


NICN1
2.26
imm_3_49445672
3
49470668
A
3.499E−03
rs7646366


DALRD3
−1.85
imm_3_49031154
3
49056150
A
5.221E−03
rs78807522


ADIPOQ-
2.04
rs17366568
3
186570453
A
6.863E−03
rs17366568


AS1


BSN-AS2
3.75
imm_3_49552021
3
49577017
C
8.340E−03
rs73074830


NICN1
2.26
imm_3_49466987
3
49491983
A
8.727E−03
rs11711485


MRPS30
−1.59
rs11743309
5
45122388
G
7.774E−03
rs11743309


LNPEP
−1.61
imm_5_96429235
5
96403479
A
9.150E−03
rs56295110


LNPEP
−1.61
imm_5_96426177
5
96400421
A
9.150E−03
rs79087113


THEMIS
−1.61
imm_6_128324451
6
128282758
G
4.943E−03
rs1089653


THEMIS
−1.61
imm_6_128323722
6
128282029
C
4.943E−03
rs802725


THEMIS
−1.61
imm_6_128320491
6
128278798
G
4.943E−03
rs802734


LOC100130476
−1.59
imm_6_138163955
6
138122262
A
7.669E−03
rs683122


LOC100130476
−1.59
imm_6_138161838
6
138120145
G
7.669E−03
rs605686


LOC100130476
−1.59
imm_6_138150891
6
138109198
C
7.669E−03
rs1953760


LOC100130476
−1.59
imm_6_138161482
6
138119789
A
8.178E−03
rs605755


LOC100130476
−1.59
imm_6_138108380
6
138066687
G
9.186E−03
rs6924473


HIP1
2.36
rs237236
7
75212812
A
4.573E−03
rs237236


MTMR9
1.80
1kg_8_11117206
8
11079796
G
3.954E−03
rs79505632


MTMR9
1.80
1kg_8_11116762
8
11079352
A
3.954E−03
rs74642448


MTMR9
1.80
1kg_8_11110550
8
11073140
C
3.954E−03
rs56368704


MTMR9
1.80
1kg_8_11121890
8
11084480
A
4.499E−03
rs17152997


MTMR9
1.80
1kg_8_11121580
8
11084170
G
4.499E−03
rs79262187


MTMR9
1.80
1kg_8_11106360
8
11068950
A
4.499E−03
rs2409732


XKR9
5.17
rs7825744
8
72018175
A
8.398E−03
rs7825744


MTMR9
1.80
1kg_8_11123494
8
11086084
A
8.991E−03
rs75313451


PKIA
−1.79
1kg_8_79681587
8
79519032
A
9.273E−03
rs201264747


CNTLN
2.48
rs3814113
9
16915021
G
5.896E−03
rs3814113


CNTLN
2.48
rs10810738
9
17223492
A
6.836E−03
rs10810738


ATP6V1G1
−1.72
rs12236699
9
117278344
A
8.441E−03
rs12236699


PDE3B
−1.56
seq-t1d-11-
11
14791090
G
4.477E−03
rs113818981




14747666-A-G


PDE3B
−1.56
seq-t1d-11-
11
14731947
A
4.477E−03
rs73412643




14688523-C-T


PDE3B
−1.56
seq-rs12577507
11
14789037
A
4.477E−03
rs12577507


PDE3B
−1.56
seq-rs11023325
11
14767070
G
4.477E−03
rs11023325


PDE3B
−1.56
seq-rs10832302
11
14815233
G
4.477E−03
rs10832302


PDE3B
−1.56
seq-rs7944633
11
14834904
G
4.477E−03
rs7944633


PDE3B
−1.56
seq-rs7109368
11
14736259
A
4.477E−03
rs7109368


PDE3B
−1.56
seq-t1d-11-
11
14877100
G
4.782E−03
rs73418666




14833676-A-G


PDE3B
−1.56
seq-rs11821380
11
14863083
A
4.782E−03
rs11821380


PDE3B
−1.56
seq-rs11023346
11
14855438
A
4.782E−03
rs11023346


PDE3B
−1.56
seq-rs10832312
11
14887830
G
4.782E−03
rs10832312


PDE3B
−1.56
seq-rs10832309
11
14872354
A
4.782E−03
rs10832309


PDE3B
−1.56
seq-rs7105853
11
14877948
A
4.782E−03
rs7105853


PDE3B
−1.56
seq-rs55712837
11
14799072
G
5.185E−03
rs55712837


PDE3B
−1.56
seq-rs61877645
11
14873057
C
5.980E−03
rs61877645


PDE3B
−1.56
seq-rs11023307
11
14710823
A
6.972E−03
rs11023307


PDE3B
−1.56
seq-rs7942142
11
14726242
A
6.972E−03
rs7942142


PSMA1
−1.69
rs1403247
11
14632570
A
9.930E−03
rs1403247


ERBB3
3.14
imm_12_54766915
12
56480648
A
3.196E−03
rs705696


ERBB3
3.14
imm_12_54781258
12
56494991
A
5.190E−03
rs2271189


ERBB3
3.14
imm_12_54768447
12
56482180
A
5.571E−03
rs2292239


ESYT1
−1.69
imm_12_54804675
12
56518408
C
7.205E−03
rs11171747


ERBB3
3.14
imm_12_54780089
12
56493822
C
8.179E−03
rs2292238


ERBB3
3.14
imm_12_54778147
12
56491880
C
8.741E−03
rs10783779


PRKCH
−1.59
rs10483739
14
61983252
A
6.797E−03
rs10483739


ITGAX
2.96
imm_16_31271994
16
31364493
A
4.344E−03
rs4548893


IL11
3.43
seq-rs2298885
19
55876240
A
4.132E−03
rs2298885


LAIR1
3.22
seq-rs6509868
19
54896877
A
9.063E−03
rs6509868


LINC00310
3.13
rs2834417
21
35603162
G
1.925E−03
rs2834417


C1QTNF6
2.47
imm_22_35911623
22
37581677
A
1.814E−04
rs229528


C1QTNF6
2.47
imm_22_35911431
22
37581485
A
1.814E−04
rs229527


C1QTNF6
2.47
imm_22_35921264
22
37591318
A
8.259E−04
rs229541


C1QTNF6
2.47
imm_22_35919815
22
37589869
G
8.259E−04
rs229536


C1QTNF6
2.47
imm_22_35922450
22
37592504
A
2.187E−03
rs64547


ARSA
2.65
rs9616812
22
51105556
A
3.177E−03
rs9616812


ARSA
2.65
rs9628185
22
51109992
G
3.897E−03
rs9628185


IL2RB
−1.67
imm_22_35903658
22
37573712
A
4.794E−03
rs73161818


C1QTNF6
2.47
imm_22_35911368
22
37581422
C
8.556E−03
rs229526









Polymorphisms listed in SNP (rsID) column of Table 1B are associated with “FC” (fold change) of gene expression of genes listed in “Gene” column with a significance indicated by the P value (“P”). The positions of the polymorphisms are relative to human genome assembly GCh38; “CHR”=chromosome, “BP”=base pair. The “Illumina id” corresponds with the Infinium ImmunoAarray-24 v. 2 Bead-Chip. The presence of the minor allele (“A1”) is associated with a “risk” of the FC in gene expression at the gene if the odds ratio (“OR”) corresponding to the polymorphism in Table 19 is more than 1 (OR>1), whereas if the OR<1, A1 is associated with a reduced risk of the FC in gene expression. The major allele (A2) for each polymorphism disclosed herein can be found in the dbSNP database curated by the National Center for Biotechnology Information (NCBI), which is hereby incorporated by reference in its entirety. The term “polymorphism” as used herein can refer to either the minor or the major allele at the polymorphism position indicated by the reference rsID or Illumina id for that polymorphism.


In some embodiments, the one or more polymorphisms comprises rs12034493. In some embodiments, the one or more polymorphisms comprises rs12130372. In some embodiments, the one or more polymorphisms comprises rs6660393. In some embodiments, the one or more polymorphisms comprises rs12623748. In some embodiments, the one or more polymorphisms comprises rs17080528. In some embodiments, the one or more polymorphisms comprises rs9288989. In some embodiments, the one or more polymorphisms comprises rs78807522. In some embodiments, the one or more polymorphisms comprises rs17366568. In some embodiments, the one or more polymorphisms comprises rs73074830. In some embodiments, the one or more polymorphisms comprises rs11743309. In some embodiments, the one or more polymorphisms comprises rs56295110. In some embodiments, the one or more polymorphisms comprises rs802725. In some embodiments, the one or more polymorphisms comprises rs605686. In some embodiments, the one or more polymorphisms comprises rs237236. In some embodiments, the one or more polymorphisms comprises rs56368704. In some embodiments, the one or more polymorphisms comprises rs7825744. In some embodiments, the one or more polymorphisms comprises rs75313451. In some embodiments, the one or more polymorphisms comprises rs201264747. In some embodiments, the one or more polymorphisms comprises rs3814113. In some embodiments, the one or more polymorphisms comprises rs10810738. In some embodiments, the one or more polymorphisms comprises rs12236699. In some embodiments, the one or more polymorphisms comprises rs7109368. In some embodiments, the one or more polymorphisms comprises rs1403247. In some embodiments, the one or more polymorphisms comprises rs705696. In some embodiments, the one or more polymorphisms comprises rs2271189. In some embodiments, the one or more polymorphisms comprises rs11171747. In some embodiments, the one or more polymorphisms comprises rs10483739. In some embodiments, the one or more polymorphisms comprises rs4548893. In some embodiments, the one or more polymorphisms comprises rs2298885. In some embodiments, the one or more polymorphisms comprises rs6509868. In some embodiments, the one or more polymorphisms comprises rs2834417. In some embodiments, the one or more polymorphisms comprises rs229527. In some embodiments, the one or more polymorphisms comprises rs9616812. In some embodiments, the one or more polymorphisms comprises rs229526. In some embodiments, the one or more polymorphisms comprise imm_1_205034003. In some embodiments, the one or more polymorphisms comprises imm_6_128323722. In some embodiments, the one or more polymorphisms comprises rs55712837. In some embodiments, the one or more polymorphisms comprises imm_12_54781258. In some embodiments, the one or more polymorphisms comprises imm_16_31271994. In some embodiments, the one or more polymorphisms comprises imm_22_35911431. In some embodiments, the one or more polymorphisms comprise imm_1_205034003, rs9288989, imm_6_128323722, rs237236, rs3814113, imm_12_54781258, imm_16_31271994, rs2298885, rs2834417, imm_22_35911431 and rs9616812. In some embodiments, the one or more polymorphisms comprises a polymorphism provided in any one or SEQ ID NOS: 1-84, wherein the non-canonical nucleotide letter indicates the position of the polymorphisms with reference to flanking sequence on either side of the polymorphism. In some embodiments, the polymorphism comprises the major allele. In some embodiments, the polymorphism comprises the minor allele. In some embodiments, the genotype of the subject is heterozygous (one copy of the minor allele, and one copy of the major allele), or homozygous (two copies of the minor allele, or two copies of the major allele) at the polymorphism position indicated by the rsID or Illumin id in Table 1B.


Further provided are methods and compositions for characterizing a subtype of Crohn's Disease (CD) in a subject. A non-limiting subtype is CD-PBmu, which is associated with a mucosal-like expression profile. In some cases, the CD-PBmu subtype is associated with an altered composition of T-cell subsets, clinical disease severity markers, and decreased pro-inflammatory gene expression following surgery. In some embodiments, the PB-mu subtype is associated with perianal disease/fistula, stricturing disease, recurrence, or increased immune reactivity to a microbial antigen, or a combination thereof. The characterization methods provided include diagnosing the presence or absence of a CD subtype, prognosing whether a subject is predisposed to developing a particular CD subtype, prognosing a response of a patient with a particular CD subtype to a therapeutic treatment, and monitoring CD treatment. In some embodiments, the treatment comprises a miR-155 modulator, such as an inhibitor of miR-155. In some embodiments, the treatment comprises a modulator of a kinase, such as a kinase of Table 18A. In some embodiments, the kinase modulator comprises an agent of Table 18B.


In some embodiments, the methods involve detecting in a biological sample from a subject expression levels of one or more genes in Table 1A of a transcriptomic signature to obtain an expression profile comprising the expression levels of each of the one or more genes in the signature. In some embodiments, the transcriptomic signature comprises one or more biomarkers listed in Table 1A. In some embodiments, the transcriptomic signature comprises any combination of 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 5, 60, 65, 70, 75, 80, 90, 100, or more of the genes of Table 1. In some cases, the transcriptomic signature comprises genes 1-44 of Table 1A. In some cases, the transcriptomic signature comprises genes 1-117 of Table 1A. In some cases, the transcriptomic signature comprises or further comprises MIR155HG (or MIR155), the host gene for microRNA 155.


In some embodiments, the transcriptomic signature comprises ADAMTS1. In some embodiments, the transcriptomic signature comprises LCN2. In some embodiments, the transcriptomic signature comprises ADAM28. In some embodiments, the transcriptomic signature comprises TPSB2. In some embodiments, the transcriptomic signature comprises PPIAP30. In some embodiments, the transcriptomic signature comprises GFPT2. In some embodiments, the transcriptomic signature comprises KIT. In some embodiments, the transcriptomic signature comprises PLTP. In some embodiments, the transcriptomic signature comprises MFSD2A. In some embodiments, the transcriptomic signature comprises IL22. In some embodiments, the transcriptomic signature comprises LMCD1. In some embodiments, the transcriptomic signature comprises IL6. In some embodiments, the transcriptomic signature comprises TBC1D9. In some embodiments, the transcriptomic signature comprises CHAC1. In some embodiments, the transcriptomic signature comprises SEPP1. In some embodiments, the transcriptomic signature comprises SOD3. In some embodiments, the transcriptomic signature comprises RAB13. In some embodiments, the transcriptomic signature comprises LYZ. In some embodiments, the transcriptomic signature comprises CPA3. In some embodiments, the transcriptomic signature comprises SDS. In some embodiments, the transcriptomic signature comprises DYRK3. In some embodiments, the transcriptomic signature comprises DAB2. In some embodiments, the transcriptomic signature comprises TBC1D8. In some embodiments, the transcriptomic signature comprises CRYAB. In some embodiments, the transcriptomic signature comprises TBC1D3. In some embodiments, the transcriptomic signature comprises LRRC32. In some embodiments, the transcriptomic signature comprises SERPING1. In some embodiments, the transcriptomic signature comprises UBD. In some embodiments, the transcriptomic signature comprises FABP1. In some embodiments, the transcriptomic signature comprises SYK. In some embodiments, the transcriptomic signature comprises ALDOB. In some embodiments, the transcriptomic signature comprises SEMA6B. In some embodiments, the transcriptomic signature comprises NANOGNB. In some embodiments, the transcriptomic signature comprises DSE. In some embodiments, the transcriptomic signature comprises FPR3. In some embodiments, the transcriptomic signature comprises TNXB. In some embodiments, the transcriptomic signature comprises OR4A5. In some embodiments, the transcriptomic signature comprises DCN. In some embodiments, the transcriptomic signature comprises CHST15. In some embodiments, the transcriptomic signature comprises ADAMDEC1. In some embodiments, the transcriptomic signature comprises HDC. In some embodiments, the transcriptomic signature comprises RRAD. In some embodiments, the transcriptomic signature comprises CIS. In some embodiments, the transcriptomic signature comprises PLA2G2A. In some embodiments, the transcriptomic signature comprises CYCSP52. In some embodiments, the transcriptomic signature comprises C11orf96. In some embodiments, the transcriptomic signature comprises SEPSECS-AS1. In some embodiments, the transcriptomic signature comprises C1QC. In some embodiments, the transcriptomic signature comprises SLC9B1. In some embodiments, the transcriptomic signature comprises MLLT10P1. In some embodiments, the transcriptomic signature comprises LOC102724034. In some embodiments, the transcriptomic signature comprises SMOX. In some embodiments, the transcriptomic signature comprises CKB. In some embodiments, the transcriptomic signature comprises NCOR1P1. In some embodiments, the transcriptomic signature comprises LOC646736. In some embodiments, the transcriptomic signature comprises CLEC3B. In some embodiments, the transcriptomic signature comprises SLCO4A1. In some embodiments, the transcriptomic signature comprises APOC1P1. In some embodiments, the transcriptomic signature comprises KGFLP2. In some embodiments, the transcriptomic signature comprises ABI3BP. In some embodiments, the transcriptomic signature comprises LINC01189. In some embodiments, the transcriptomic signature comprises SEPT14. In some embodiments, the transcriptomic signature comprises FSTL1. In some embodiments, the transcriptomic signature comprises GEM. In some embodiments, the transcriptomic signature comprises FAM27A. In some embodiments, the transcriptomic signature comprises PTENP1-AS. In some embodiments, the transcriptomic signature comprises LIMS3L. In some embodiments, the transcriptomic signature comprises ST13P4. In some embodiments, the transcriptomic signature comprises C1QB. In some embodiments, the transcriptomic signature comprises HNRNPA1P33. In some embodiments, the transcriptomic signature comprises MIR663A. In some embodiments, the transcriptomic signature comprises LOC101927123. In some embodiments, the transcriptomic signature comprises C2orf27A. In some embodiments, the transcriptomic signature comprises LOC645166. In some embodiments, the transcriptomic signature comprises ZNF582-AS1. In some embodiments, the transcriptomic signature comprises HSPA2. In some embodiments, the transcriptomic signature comprises COL1A1. In some embodiments, the transcriptomic signature comprises COL5A1. In some embodiments, the transcriptomic signature comprises GOLGA6L5P. In some embodiments, the transcriptomic signature comprises PGM5-AS1. In some embodiments, the transcriptomic signature comprises CLDN10. In some embodiments, the transcriptomic signature comprises UBE2Q2L. In some embodiments, the transcriptomic signature comprises LOC100129138. In some embodiments, the transcriptomic signature comprises COL1A2. In some embodiments, the transcriptomic signature comprises SPARCL1. In some embodiments, the transcriptomic signature comprises FAM222A. In some embodiments, the transcriptomic signature comprises LINC00857. In some embodiments, the transcriptomic signature comprises CLIC4. In some embodiments, the transcriptomic signature comprises FAM182B. In some embodiments, the transcriptomic signature comprises LOC642426. In some embodiments, the transcriptomic signature comprises GYPE. In some embodiments, the transcriptomic signature comprises C8orf4. In some embodiments, the transcriptomic signature comprises RPSAP9. In some embodiments, the transcriptomic signature comprises FAM231A. In some embodiments, the transcriptomic signature comprises LINC00700. In some embodiments, the transcriptomic signature comprises ANKRD20A3. In some embodiments, the transcriptomic signature comprises FAM138D. In some embodiments, the transcriptomic signature comprises KRT20. In some embodiments, the transcriptomic signature comprises UBTFL1. In some embodiments, the transcriptomic signature comprises GAS7. In some embodiments, the transcriptomic signature comprises GPNMB. In some embodiments, the transcriptomic signature comprises TCF4. In some embodiments, the transcriptomic signature comprises LINC00348. In some embodiments, the transcriptomic signature comprises SRC. In some embodiments, the transcriptomic signature comprises HSPB6. In some embodiments, the transcriptomic signature comprises LOC100507006. In some embodiments, the transcriptomic signature comprises TCF21. In some embodiments, the transcriptomic signature comprises TMEM45B. In some embodiments, the transcriptomic signature comprises LOC101927905. In some embodiments, the transcriptomic signature comprises CXCL13. In some embodiments, the transcriptomic signature comprises AQP7P3. In some embodiments, the transcriptomic signature comprises PMP22. In some embodiments, the transcriptomic signature comprises LOC101928163. In some embodiments, the transcriptomic signature comprises REG3A. In some embodiments, the transcriptomic signature comprises MMP19. In some embodiments, the transcriptomic signature comprises PHLDB1. In some embodiments, the transcriptomic signature comprises LOC100508046. In some embodiments, the transcriptomic signature comprises SPINK4. In some embodiments, the transcriptomic signature comprises HES4. In some embodiments, the transcriptomic signature comprises TREM1. In some embodiments, the transcriptomic signature comprises TNFRSF12A. In some embodiments, the transcriptomic signature comprises PRKX-AS1. In some embodiments, the transcriptomic signature comprises PLGLB1. In some embodiments, the transcriptomic signature comprises SNAIL. In some embodiments, the transcriptomic signature comprises NUCB1-AS1. In some embodiments, the transcriptomic signature comprises BASP1. In some embodiments, the transcriptomic signature comprises MGP. In some embodiments, the transcriptomic signature comprises ANPEP. In some embodiments, the transcriptomic signature comprises PHACTR1. In some embodiments, the transcriptomic signature comprises ADM. In some embodiments, the transcriptomic signature comprises DEFA6. In some embodiments, the transcriptomic signature comprises VEGFA. In some embodiments, the transcriptomic signature comprises EGR2. In some embodiments, the transcriptomic signature comprises DEFA5. In some embodiments, the transcriptomic signature comprises CXCL3. In some embodiments, the transcriptomic signature comprises SDC4. In some embodiments, the transcriptomic signature comprises TPSAB1. In some embodiments, the transcriptomic signature comprises CD68. In some embodiments, the transcriptomic signature comprises EPAS1. In some embodiments, the transcriptomic signature comprises MARCKS. In some embodiments, the transcriptomic signature comprises TNFAIP2. In some embodiments, the transcriptomic signature comprises MIR663B. In some embodiments, the transcriptomic signature comprises TMEM114. In some embodiments, the transcriptomic signature comprises SIRPA. In some embodiments, the transcriptomic signature comprises GAS6. In some embodiments, the transcriptomic signature comprises IGFBP7. In some embodiments, the transcriptomic signature comprises ASB2. In some embodiments, the transcriptomic signature comprises HES1. In some embodiments, the transcriptomic signature comprises LOC284801. In some embodiments, the transcriptomic signature comprises TNFRSF13B. In some embodiments, the transcriptomic signature comprises MIR548I1. In some embodiments, the transcriptomic signature comprises DERL3. In some embodiments, the transcriptomic signature comprises SPARC. In some embodiments, the transcriptomic signature comprises EMP1. In some embodiments, the transcriptomic signature comprises LOC100240735. In some embodiments, the transcriptomic signature comprises LOC101927817. In some embodiments, the transcriptomic signature comprises STAB1. In some embodiments, the transcriptomic signature comprises UPK3B. In some embodiments, the transcriptomic signature comprises RAB20. In some embodiments, the transcriptomic signature comprises MMP9. In some embodiments, the transcriptomic signature comprises MT1G. In some embodiments, the transcriptomic signature comprises POC1B-GALNT4. In some embodiments, the transcriptomic signature comprises CSF2RB. In some embodiments, the transcriptomic signature comprises IL1RN. In some embodiments, the transcriptomic signature comprises PLEKHA4. In some embodiments, the transcriptomic signature comprises LOC644172. In some embodiments, the transcriptomic signature comprises MAFF. In some embodiments, the transcriptomic signature comprises FDCSP. In some embodiments, the transcriptomic signature comprises DNASE1L3. In some embodiments, the transcriptomic signature comprises PTGS2. In some embodiments, the transcriptomic signature comprises TUBB6. In some embodiments, the transcriptomic signature comprises LINC01194. In some embodiments, the transcriptomic signature comprises CTAGE8. In some embodiments, the transcriptomic signature comprises REG1A. In some embodiments, the transcriptomic signature comprises ATP5J2-PTCD1. In some embodiments, the transcriptomic signature comprises DOK3. In some embodiments, the transcriptomic signature comprises EGR3. In some embodiments, the transcriptomic signature comprises AOAH-IT1. In some embodiments, the transcriptomic signature comprises RNASE1. In some embodiments, the transcriptomic signature comprises CCL11. In some embodiments, the transcriptomic signature comprises OR4F21. In some embodiments, the transcriptomic signature comprises FAM157B. In some embodiments, the transcriptomic signature comprises GATA2. In some embodiments, the transcriptomic signature comprises CTGF. In some embodiments, the transcriptomic signature comprises CXCL1. In some embodiments, the transcriptomic signature comprises GPX3. In some embodiments, the transcriptomic signature comprises FAM138A. In some embodiments, the transcriptomic signature comprises FAM138F. In some embodiments, the transcriptomic signature comprises FOSL1. In some embodiments, the transcriptomic signature comprises FSCN1. In some embodiments, the transcriptomic signature comprises FTH1P3. In some embodiments, the transcriptomic signature comprises SPHK1. In some embodiments, the transcriptomic signature comprises LOC441242. In some embodiments, the transcriptomic signature comprises UGT2B10. In some embodiments, the transcriptomic signature comprises MCTP1. In some embodiments, the transcriptomic signature comprises IL21R-AS1. In some embodiments, the transcriptomic signature comprises LOC285740. In some embodiments, the transcriptomic signature comprises HLA-L. In some embodiments, the transcriptomic signature comprises NPIPB9. In some embodiments, the transcriptomic signature comprises SEPT10. In some embodiments, the transcriptomics signature comprises miR-155. In some embodiments, the transcriptomic signature comprises IL10. In some embodiments, the transcriptomic signature comprises QTRTD1. In some embodiments, the transcriptomic signature comprises THEMIS. In some embodiments, the transcriptomic signature comprises CNTLN. In some embodiments, the transcriptomic signature comprises ATP6V1G1. In some embodiments, the transcriptomic signature comprises ER883. In some embodiments, the transcriptomic signature comprises HIP1. In some embodiments, the transcriptomic signature comprises ITGAX. In some embodiments, the transcriptomic signature comprises IL11. In some embodiments, the transcriptomic signature comprises LINCOO310. In some embodiments, the transcriptomic signature comprises C1QTNF6. In some embodiments, the transcriptomic signature comprises AR5A.


In some embodiments, the methods involve detecting in a biological sample from a subject a presence or an absence of one or more polymorphisms in Table 1B or Table 20. In some embodiments, the one or more polymorphisms comprises any combination of 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 5, 60, 65, 70, 75, 80 or more of the polymorphisms of Table 1B or Table 20. In some embodiments, the methods involve detecting in a biological sample from a subject the expression level of MIR155HG (or MR155), the host gene for microRNA 155. In some embodiments, the one or more polymorphisms comprises a polymorphism provided in any one or SEQ ID NOS: 1-84, wherein the non-canonical nucleotide letter indicates the position of the polymorphisms with reference to flanking sequence on either side of the polymorphism. In some embodiments, the polymorphism comprises the major allele. In some embodiments, the polymorphism comprises the minor allele.


In some cases, the transcriptomic signature comprises about or at least about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 or more of the genes of FIG. 23 herein. In some cases, the transcriptomic signature comprises all 12 genes detailed in FIG. 23 herein. One or more polymorphisms associated with the transcriptomic signature described herein are also provided in FIG. 23. In some embodiments, the one or more polymorphisms comprise imm_1_205034003. In some embodiments, the one or more polymorphisms comprises rs9288989. In some embodiments, the one or more polymorphisms comprise imm_6_128323722. In some embodiments, the one or more polymorphisms comprises rs237236. In some embodiments, the one or more polymorphisms comprises rs3814113. In some embodiments, the one or more polymorphisms comprises rs12236699. In some embodiments, the one or more polymorphisms comprises imm_12_54781258. In some embodiments, the one or more polymorphisms comprises imm_16_31271994. In some embodiments, the one or more polymorphisms comprises rs2298885. In some embodiments, the one or more polymorphisms comprises rs2834417. In some embodiments, the one or more polymorphisms comprises imm_22_35911431. In some embodiments, the one or more polymorphisms comprises rs9616812. In some embodiments, the one or more polymorphisms comprise imm_1_205034003, rs9288989, imm_6_128323722, rs237236, rs3814113, imm_12_54781258, imm_16_31271994, rs2298885, rs2834417, imm_22_35911431 and rs9616812.


The expression profile of a transcriptomic signature or the one or more polymorphisms in a subject may be determined by analyzing genetic material obtained from a subject. The subject may be human. In some embodiments, the genetic material is obtained from a subject having an inflammatory disease, such as inflammatory bowel disease, or specifically, Crohn's Disease. Although the methods described herein are generally referenced for use with Crohn's Disease patients, in some cases the methods and transcriptomic signatures are applicable to other inflammatory diseases, including, ulcerative colitis.


In some embodiments, the genetic material is obtained from blood, serum, plasma, sweat, hair, tears, urine, or tissue. Techniques for obtaining samples from a subject include, for example, obtaining samples by a mouth swab or a mouth wash, drawing blood, and obtaining a biopsy. In some cases, the genetic material is obtained from a biopsy, e.g., from the intestinal track of the subject. Isolating components of fluid or tissue samples (e.g., cells or RNA or DNA) may be accomplished using a variety of techniques. After the sample is obtained, it may be further processed to enrich for or purify genomic material.


In some embodiments, the methods of sample collection from patients further comprise a step of obtaining the sample from the subject. Samples used for the genotyping, can be any samples collected from patients that contain the patient's DNA such as genomic DNA. In some specific embodiment of the methods provided herein, the sample is a bodily fluid sample. In one embodiment, the sample is a tissue sample. In one embodiment, the sample is a cell sample. In one embodiment, the sample is a blood sample. In one embodiment, the sample is a bone marrow sample. In one embodiment, the sample is a plasma sample. In one embodiment, the sample is a serum sample. In one embodiment, the sample is a saliva sample. In one embodiment, the sample is a cerebrospinal fluid sample. In one embodiment, the sample is a biopsy.


In some embodiments, the expression level of a biomarker in a sample from a subject is compared to a reference expression level. In some cases, the reference expression level is from a subject that does not comprise IBD. In some cases, the reference expression level is from a subject that comprises a non-PBmu subtype of CD. In some cases, the reference expression level is from a subject that comprises a CD-PBmu subtype. In some cases, a patient having a CD-PBmu subtype has an expression level of one or more biomarkers at least 1.5-fold, 2-fold, 2.5-fold, 3-fold, 3.5-fold, 4-fold, 4.5-fold, or 5-fold greater than the expression level of the one or more biomarkers in a reference subject (e.g., a subject who does not have IBD or has a non-PBmu CD subtype).


In embodiments where more than one biomarker is detected, the differences in expression between a patient having a CD-PBmu subtype and a reference subject (e.g., non-IBD subject or subject with CD PBT) may be different for each marker, e.g., each of the biomarkers detected is at least about 1.1, about 1.2, about 1.3, about 1.4, about 1.5, about 1.6, about 1.7, about 1.8, about 1.9, about 2, about 3, about 4, about 5, about 6, about 7, about 8, about 9, about 10, or about 15 fold up-modulated as compared to the expression level of the respective biomarker in the reference non-CD-PBmu sample. In some cases, at least about 80%, 85%, 90%, 95%, 96%, 97%, 98%, or 99% of the biomarkers detected in a transcriptomic signature is at least about 1.1, about 1.2, about 1.3, about 1.4, about 1.5, about 1.6, about 1.7, about 1.8, about 1.9, about 2, about 3, about 4, about 5, about 6, about 7, about 8, about 9, about 10, or about 15 fold up-modulated as compared to the expression level of the respective biomarker in the reference non-CD-PBmu sample.


Methods of Detection


As described further above, in various embodiments of the methods provided herein may be used for nucleic acid sample preparation and genotyping assays. In one embodiment, preparing sample comprises or consists of obtaining the sample from the subject. In another embodiment, preparing sample comprises or consists of releasing DNA from the sample. In a further embodiment, preparing sample comprises or consists of purifying the DNA. In yet another embodiment, preparing sample comprises or consists of amplifying the DNA. In one embodiment, preparing sample comprises or consists of obtaining the sample from the subject and releasing DNA from the sample. In some embodiments, preparing sample comprises or consists of obtaining the sample from the subject and purifying the DNA. In certain embodiments, preparing sample comprises or consists of obtaining the sample from the subject and amplifying the DNA. In further embodiments, preparing sample comprises or consists of releasing DNA from the sample and purifying the DNA. In one embodiment, preparing sample comprises or consists of releasing DNA from the sample and amplifying the DNA. In other embodiments, preparing sample comprises or consists of purifying the DNA and amplifying the DNA. In yet other embodiments, preparing sample comprises or consists of obtaining the sample from the subject, releasing DNA from the sample, and purifying the DNA. In some embodiments, preparing sample comprises or consists of obtaining the sample from the subject, releasing DNA from the sample and amplifying the DNA. In certain embodiments, preparing sample comprises or consists of obtaining the sample from the subject, purifying the DNA and amplifying the DNA. In some embodiments, preparing sample comprises or consists of releasing DNA from the sample, purifying the DNA and amplifying the DNA. In other embodiments, preparing sample comprises or consists of obtaining the sample from the subject, releasing DNA from the sample, purifying the DNA, and amplifying the DNA.


DNA molecules can be released from the cells or tissues in the subject's samples by various ways as known and practiced in the art. For example, the DNA molecules can be released by breaking up the host cells physically, mechanically, enzymatically, chemically, or by a combination of physical, mechanical, enzymatic and chemical actions. In some embodiments, the DNA molecules can be released from the samples by subjecting the samples to a solution of cell lysis reagents. Cell lysis reagents include detergents, such as triton, SDS, Tween, NP-40, and/or CHAPS. In other embodiments, the DNA molecules can be released from the samples by subjecting the samples to difference in osmolarity, for example, subjecting the samples to a hypotonic solution. In other embodiments, the DNA molecules can be released from the samples by subjecting the samples to a solution of high or low pH. In certain embodiments, the DNA molecules can be released from the samples by subjecting the samples to enzyme treatment, for example, treatment by lysozyme. In some further embodiments, the DNA molecules can be released from the samples by subjecting the samples to any combinations of detergent, osmolarity pressure, high or low pH, and/or enzymes (e.g. lysozyme).


Additionally, the DNA molecules can be released from the samples by subjecting the samples to freeze and thaw cycles. In some embodiments, a suspension of samples is frozen and then thawed for a number of such freeze and thaw cycles. In some embodiments, the DNA molecules can be released from the samples by applying 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, or 20 freeze and thaw cycles to the samples.


The above described methods for releasing the DNA molecules from the samples are not mutually exclusive. Therefore, the disclosure provides that the DNA molecules can be released from the samples by any combinations of DNA releasing methods.


In some embodiments, the methods provided herein further comprise purifying the subject's DNA molecules before genotyping assays. In one embodiment, the methods provided herein further comprise purifying the DNA by affinity purification. In one embodiment, the methods provided herein further comprise purifying the DNA by affinity purification with spin column. In one embodiment, the methods provided herein further comprise purifying the DNA by affinity purification with a positively charged matrix in the spin column that binds to the negatively charged DNA. In one embodiment, the methods provided herein further comprise purifying the DNA by affinity purification with a silica matrix in the spin column that binds to the DNA. In one embodiment, the methods provided herein further comprise purifying the DNA by affinity purification with an affinity tag that binds to the DNA or a fragment thereof. In some embodiments, the DNA bound to the affinity purification matrix can be eluted with an elution buffer or water, thereby yielding DNA with higher purity and higher concentration.


In some embodiments, the method provided herein comprises an DNA amplification step. The DNA amplification includes, for example, reactions comprising a forward and reverse primer, such that the primer extension products of the forward primer serve as templates for primer extension of the reverse primer, and vice versa. Amplification may be isothermal or non-isothermal. A variety of methods for amplification of target polynucleotides are available, and include without limitation, methods based on polymerase chain reaction (PCR). Conditions favorable to the amplification of target sequences by PCR can be optimized at a variety of steps in the process, and depend on characteristics of elements in the reaction, such as target type, target concentration, sequence length to be amplified, sequence of the target and/or one or more primers, primer length, primer concentration, polymerase used, reaction volume, ratio of one or more elements to one or more other elements, and others, some or all of which can be suitably altered. In general, PCR involves the steps of denaturation of the target to be amplified (if double stranded), hybridization of one or more primers to the target, and extension of the primers by a DNA polymerase, with the steps repeated (or “cycled”) in order to amplify the target sequence. Steps in this process can be optimized for various outcomes, such as to enhance yield, decrease the formation of spurious products, and/or increase or decrease specificity of primer annealing. Methods of optimization include adjustments to the type or amounts of elements in the amplification reaction and/or to the conditions of a given step in the process, such as temperature at a particular step, duration of a particular step, and/or number of cycles. In some embodiments, an amplification reaction comprises at least or about 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, or more cycles. In some embodiments, an amplification reaction comprises no more than 5, 10, 15, 20, 25, 35, 40, 45, 50, or more cycles. Cycles can contain any number of steps, such as 1, 2, 3, 4, 5, or more steps. Steps can comprise any temperature or gradient of temperatures, suitable for achieving the purpose of the given step, including but not limited to, 3′ end extension, primer annealing, primer extension, and strand denaturation. Steps can be of any duration, including but not limited to about or less than about 1, 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 70, 80, 90, 100, 120, 180, 240, 300, 360, 420, 480, 540, 600, or more seconds, including indefinitely until manually interrupted. In some embodiments, amplification is performed separately for each sample (e.g., for DNA purified from patient samples as described above). In some embodiments, amplification is performed separately for each sample (e.g., for DNA purified from patient samples as described above), but together on one PCR plate (e.g. 96 well plate wherein up to 96 PCR reactions were performed together). In some embodiments, amplification is performed before or after pooling of target polynucleotides (e.g., DNA purified from patient samples as described above) from independent samples or aliquots. Non-limiting examples of PCR amplification techniques include quantitative PCR (qPCR or real-time PCR), digital PCR, and target-specific PCR.


Non-limiting examples of polymerase enzymes for use in PCR include thermostable DNA polymerases, such as Thermus thermophilus HB8 polymerase; Thermus oshimai polymerase; Thermus scotoductus polymerase; Thermus thermophilus polymerase; Thermus aquaticus polymerase (e.g., AmpliTaq® FS or Taq (G46D; F667Y); Pyrococcus furiosus polymerase; Thermococcus sp. (strain 9° N−7) polymerase; Tsp polymerase; Phusion High-Fidelity DNA Polymerase (ThermoFisher); and mutants, variants, or derivatives thereof. Further examples of polymerase enzymes useful for some PCR reactions include, but are not limited to, DNA polymerase I, mutant DNA polymerase I, Klenow fragment, Klenow fragment (3′ to 5′ exonuclease minus), T4 DNA polymerase, mutant T4 DNA polymerase, T7 DNA polymerase, mutant T7 DNA polymerase, phi29 DNA polymerase, and mutant phi29 DNA polymerase. In some embodiments, a hot start polymerase is used. A hot start polymerase is a modified form of a DNA Polymerase that requires thermal activation. Typically, the hot start enzyme is provided in an inactive state. Upon thermal activation the modification or modifier is released, generating active enzyme. A number of hot start polymerases are available from various commercial sources, such as Applied Biosystems; Bio-Rad; ThermoFisher; New England Biolabs; Promega; QIAGEN; Roche Applied Science; Sigma-Aldrich; and the like.


In some embodiments, primer extension and amplification reactions comprise isothermal reactions. Non-limiting examples of isothermal amplification technologies are ligase chain reaction (LCR) (see e.g., U.S. Pat. Nos. 5,494,810 and 5,830,711); transcription mediated amplification (TMA) (see e.g., U.S. Pat. Nos. 5,399,491, 5,888,779, 5,705,365, 5,710,029); nucleic acid sequence-based amplification (NASBA) (see e.g., U.S. Pat. No. 5,130,238); signal mediated amplification of RNA technology (SMART) (see e.g., Wharam et al., Nucleic Acids Res. 2001, 29, e54); strand displacement amplification (SDA) (see e.g., U.S. Pat. No. 5,455,166); thermophilic SDA (see e.g., U.S. Pat. No. 5,648,211); rolling circle amplification (RCA) (see e.g., U.S. Pat. No. 5,854,033); loop-mediated isothermal amplification of DNA (LAMP) (see e.g., U.S. Pat. No. 6,410,278); helicase-dependent amplification (HDA) (see e.g., U.S. pat. appl. 20040058378); exponential amplification methods based on SPIA (see e.g., U.S. Pat. No. 7,094,536); and circular helicase-dependent amplification (cHDA) (e.g., U.S. pat. appl. 20100075384).


Additionally, the disclosure provides various assays for determining or detecting the genotypes, combinations of genotypes, polymorphisms, or combinations of polymorphisms. As such, in various embodiments of the methods provided herein including in the detailed description and examples sections, including but not limited to Example 8, determining or detecting the genotypes, combinations of genotypes, polymorphisms, or combinations of polymorphisms comprises or consists of assaying for the genotypes, combinations of genotypes, polymorphisms, or combinations of polymorphisms via any assays as described. Non-limiting examples of these preparation and detection assays include PCR amplification of subject DNA samples at genetic loci of interest and analysis of subject DNA sample PCR products by electrophoresis and/or DNA sequencing. Alternatively, in various embodiments of the methods provided herein the method further comprises assaying for the genotypes, combinations of genotypes, polymorphisms, or combinations of polymorphisms via any assays as described.


Any suitable method can be utilized to assess (directly or indirectly) the level of expression of a biomarker in a sample. Non-limiting examples of such methods include analyzing the sample using nucleic acid hybridization methods, nucleic acid reverse transcription methods, nucleic acid amplification methods, array analysis, and combinations thereof. In some embodiments, the level of expression of a biomarker in a sample is determined by detecting a transcribed polynucleotide, or portion thereof, e.g., mRNA, or cDNA, of the biomarker gene. RNA may be extracted from cells using RNA extraction techniques including, for example, using acid phenol/guanidine isothiocyanate extraction (RNAzol B; Biogenesis), RNeasy RNA preparation kits (Qiagen) or PAXgene (PreAnalytix, Switzerland). Typical assay formats utilizing ribonucleic acid hybridization include nuclear run-on assays, RT-PCR, quantitative PCR analysis, RNase protection assays, Northern blotting and in situ hybridization. Other suitable systems for RNA sample analysis include microarray analysis (e.g., using Affymetrix's microarray system or Illumina's BeadArray Technology).


Isolated RNA can be used in hybridization or amplification assays that include, but are not limited to, Southern or Northern analyses, polymerase chain reaction (PCR) analyses and probe arrays. An exemplary method for the determination of RNA levels involves contacting RNA with a nucleic acid molecule (e.g., probe) that can hybridize to the biomarker mRNA. The nucleic acid molecule can be, for example, a full-length cDNA, or a portion thereof, such as an oligonucleotide of at least about 7, 8, 9, 10, 11, 12, 13, 14, 15, 20, 25, 30, 35, 40, 45, or 50 nucleotides in length and sufficient to specifically hybridize under standard hybridization conditions to the biomarker genomic DNA. In some embodiments, the RNA is immobilized on a solid surface and contacted with a probe, for example by running the isolated RNA on an agarose gel and transferring the RNA from the gel to a membrane, such as nitrocellulose. In some embodiments, the probe(s) are immobilized on a solid surface, for example, in an Affymetrix gene chip array, and the probe(s) are contacted with RNA.


The level of expression of the biomarker in a sample can also be determined using methods that involve the use of nucleic acid amplification and/or reverse transcriptase, e.g., by RT-PCR, ligase chain reaction, self-sustained sequence replication, transcriptional amplification system, Q-Beta Replicase, rolling circle replication or any other nucleic acid amplification method, followed by the detection of the amplified molecules. These approaches may be useful for the detection of nucleic acid molecules if such molecules are present in very low numbers. In some embodiments, the level of expression of the biomarker is determined by quantitative fluorogenic RT-PCR (e.g., the TaqMan™ System). Such methods may utilize pairs of oligonucleotide primers that are specific for the biomarker.


In some embodiments, biomarker expression is determined by sequencing genetic material from the subject. Sequencing can be performed with any appropriate sequencing technology, including but not limited to single-molecule real-time (SMRT) sequencing, Polony sequencing, sequencing by ligation, reversible terminator sequencing, proton detection sequencing, ion semiconductor sequencing, nanopore sequencing, electronic sequencing, pyrosequencing, Maxam-Gilbert sequencing, chain termination (e.g., Sanger) sequencing, +S sequencing, or sequencing by synthesis. Sequencing methods also include next-generation sequencing, e.g., modern sequencing technologies such as Illumina sequencing (e.g., Solexa), Roche 454 sequencing, Ion torrent sequencing, and SOLiD sequencing. In some cases, next-generation sequencing involves high-throughput sequencing methods. Additional sequencing methods available to one of skill in the art may also be employed.


The expression levels of biomarker RNA can be monitored using a membrane blot (such as used in hybridization analysis such as Northern, Southern, dot, and the like), microwells, sample tubes, gels, beads, fibers, or any solid support comprising bound nucleic acids. The determination of biomarker expression level may also comprise using nucleic acid probes in solution.


In some embodiments, microarrays are used to detect the level of expression of a biomarker. DNA microarrays provide one method for the simultaneous measurement of the expression levels of large numbers of genes. Each array contains a reproducible pattern of capture probes attached to a solid support. Labeled nucleic acid is hybridized to complementary probes on the array and then detected, e.g., by laser scanning. Hybridization intensities for each probe on the array are determined and converted to a quantitative value representing relative gene expression levels. High-density oligonucleotide arrays may be useful for determining the gene expression profile for a large number of RNAs in a sample.


Expression of a biomarker can also be assessed at the protein level, using a detection reagent that detects the protein product encoded by the mRNA of the biomarker, directly or indirectly. For example, if an antibody reagent is available that binds specifically to a biomarker protein product to be detected, then such an antibody reagent can be used to detect the expression of the biomarker in a sample from the subject, using techniques, such as immunohistochemistry, ELISA, FACS analysis, and the like.


Other methods for detecting the biomarker at the protein level include methods such as electrophoresis, capillary electrophoresis, high performance liquid chromatography (HPLC), thin layer chromatography (TLC), hyperdiffusion chromatography, and the like, or various immunological methods such as fluid or gel precipitation reactions, immunodiffusion (single or double), immunoelectrophoresis, radioimmunoassay (RIA), enzyme-linked immunosorbent assays (ELISAs), immunofluorescent assays, and Western blotting. In some embodiments, antibodies, or antibody fragments, are used in methods such as Western blots or immunofluorescence techniques to detect the expressed proteins. The antibody or protein can be immobilized on a solid support for Western blots and immunofluorescence techniques. Suitable solid phase supports or carriers include any support capable of binding an antigen or an antibody. Exemplary supports or carriers include glass, polystyrene, polypropylene, polyethylene, dextran, nylon, amylases, natural and modified celluloses, polyacrylamides, gabbros, and magnetite.


In some instances, a method of detecting an expression profile in a subject comprises contacting nucleic acids from a sample of the subject with a nucleic acid polymer that hybridizes to a region of a biomarker nucleic acid sequence. Hybridization may occur at standard hybridization temperatures, e.g., between about 35° C. and about 65° C. in a standard PCR buffer. In some cases, the biomarker nucleic acid sequence is a sequence comprising at least about 30, 40, 50, 60, 70, 80, 90, or 100 nucleobases of a biomarker listed in Table 1A, Table 1B, or Table 20. The nucleic acid polymer can comprise an oligonucleotide of at least or about 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 75, 100 or more nucleobases in length and sufficient to specifically hybridize to a biomarker of Table 1A or Table 1B. In some instances, the nucleic acid polymer comprises between about 10 and about 100 nucleobases, between about 10 and about 75 nucleobases, between about 10 and about 50 nucleobases, between about 15 and about 100 nucleobases, between about 15 and about 75 nucleobases, between about 15 and about 50 nucleobases, between about 20 and about 100 nucleobases, between about 20 and about 75 nucleobases, between about 20 and about 50 nucleobases, between about 25 and about 100 nucleobases, between about 25 and about 75 nucleobases, or between about 25 and about 50 nucleobases.


Provided herein is a nucleic acid polymer that specifically hybridizes to one or more genes provided in Table 1A, Table 1B, or Table 20. Nucleic acid polymers include primers useful for amplifying a nucleic acid of biomarker or polymorphism provided in Table 1A, Table 1B, or Table 20. Nucleic acid polymers also include probes comprising a detectable label for detecting and/or quantifying a biomarker of Table 1A, Table 1B, or Table 20. In some embodiments, the nucleic acid polymer (e.g., a primer or a probe) is complementary to a nucleic acid sequence of one or more biomarkers or polymorphisms in Table 1A, Table 1B, or Table 20. In some embodiments, the nucleic acid sequence comprises any one of SEQ ID NOS: 1-84. In some embodiments, the flanking sequence of the polymorphism provided in Table 1B are provided in SEQ ID NOS: 1-84 on either end of the non-canonical nucleotide letter. In some embodiments, a primer pair is provided herein comprising a first primer that comprises 10 contiguous nucleotides having at least about 70%, 80%, 85%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98% or 99% sequence identity to any one of SEQ ID NOS: 1-84 upstream of the polymorphism position indicated by the rsID or Illumina id, and a second primer that comprises 10 contiguous nucleotides having at least about 70%, 80%, 85%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98% or 99% sequence identity to any one of SEQ ID NOS: 1-84 downstream of the polymorphism position indicated by the rsID or Illumina id. In some embodiments, a probe is provided herein that comprises at least 10 contiguous nucleotides spanning the polymorphism position indicated by the rsID or Illumina id, such that the polymorphism at that position may be detected. There are many suitable methods to utilize the primers and probes disclosed herein to detect a biomarker or polymorphism disclosed herein, such as for example, an amplification assay such as qPCR. In some cases, the probes are reporters that comprise a dye label on one end and a quencher on the other end. When the probes are hybridized to a biomarker nucleic acid, an added DNA polymerase may cleave those hybridized probes, separating the reporter dye from the quencher, and thus increasing fluorescence by the reporter. In some cases, provided is a probe comprising a nucleic acid polymer described herein.


Examples of molecules that are utilized as probes include, but are not limited to, RNA and DNA. In some embodiments, the term “probe”, with regards to nucleic acids, refers to any molecule that is capable of selectively binding to a specifically intended target nucleic acid sequence. In some instances, probes are specifically designed to be labeled, for example, with a radioactive label, a fluorescent label, an enzyme, a chemiluminescent tag, a colorimetric tag, or other labels or tags. In some instances, the fluorescent label comprises a fluorophore. In some instances, the fluorophore is an aromatic or heteroaromatic compound. In some instances, the fluorophore is a pyrene, anthracene, naphthalene, acridine, stilbene, benzoxazole, indole, benzoindole, oxazole, thiazole, benzothiazole, canine, carbocyanine, salicylate, anthranilate, xanthenes dye, coumarin. Exemplary xanthene dyes include, e.g., fluorescein and rhodamine dyes. Fluorescein and rhodamine dyes include, but are not limited to 6-carboxyfluorescein (FAM), 2′7′-dimethoxy-4′5′-dichloro-6-carboxyfluorescein (JOE), tetrachlorofluorescein (TET), 6-carboxyrhodamine (R6G), N,N,N; N′-tetramethyl-6-carboxyrhodamine (TAMRA), 6-carboxy-X-rhodamine (ROX). Suitable fluorescent probes also include the naphthylamine dyes that have an amino group in the alpha or beta position. For example, naphthylamino compounds include 1-dimethylaminonaphthyl-5-sulfonate, 1-anilino-8-naphthalene sulfonate and 2-p-toluidinyl-6-naphthalene sulfonate, 5-(2′-aminoethyl)aminonaphthalene-1-sulfonic acid (EDANS). Exemplary coumarins include, e.g., 3-phenyl-7-isocyanatocoumarin; acridines, such as 9-isothiocyanatoacridine and acridine orange; N-(p-(2-benzoxazolyl)phenyl) maleimide; cyanines, such as, e.g., indodicarbocyanine 3 (Cy3), indodicarbocyanine 5 (Cy5), indodicarbocyanine 5.5 (Cy5.5), 3-(-carboxy-pentyl)-3′-ethyl-5,5′-dimethyloxacarbocyanine (CyA); 1H, 5H, 11H, 15H-Xantheno[2,3,4-ij:5,6,7-i′j′]diquinolizin-18-ium, 9-[2 (or 4)-[[[6-[2,5-dioxo-1-pyrrolidinyl)oxy]-6-oxohexyl]amino]sulfonyl]-4 (or 2)-sulfophenyl]-2,3,6,7,12,13,16,17-octahydro-inner salt (TR or Texas Red); or BODIPY™ dyes. In some cases, the probe comprises FAM as the dye label.


In some instances, primers and/or probes described herein for hybridization to a biomarker of Table 1A, Table 1B, or Table 20 are used in an amplification reaction. In some instances, the amplification reaction is qPCR. An exemplary qPCR is a method employing a TaqMan™ assay.


In some instances, qPCR comprises using an intercalating dye. Examples of intercalating dyes include SYBR green I, SYBR green II, SYBR gold, ethidium bromide, methylene blue, Pyronin Y, DAPI, acridine orange, Blue View or phycoerythrin. In some instances, the intercalating dye is SYBR.


In one aspect, the methods provided herein for determining an expression profile in a subject comprise an amplification reaction such as qPCR. In an exemplary method, genetic material is obtained from a sample of a subject, e.g., a sample of blood or serum. In certain embodiments where nucleic acids are extracted, the nucleic acids are extracted using any technique that does not interfere with subsequent analysis. In certain embodiments, this technique uses alcohol precipitation using ethanol, methanol or isopropyl alcohol. In certain embodiments, this technique uses phenol, chloroform, or any combination thereof. In certain embodiments, this technique uses cesium chloride. In certain embodiments, this technique uses sodium, potassium or ammonium acetate or any other salt commonly used to precipitate DNA. In certain embodiments, this technique utilizes a column or resin based nucleic acid purification scheme such as those commonly sold commercially, one non-limiting example can be the GenElute Bacterial Genomic DNA Kit available from Sigma Aldrich. In certain embodiments, after extraction the nucleic acid is stored in water, Tris buffer, or Tris-EDTA buffer before subsequent analysis. In an exemplary embodiment, the nucleic acid material is extracted in water. In some cases, extraction does not comprise nucleic acid purification.


In an exemplary qPCR assay, the nucleic acid sample is combined with primers and probes specific for a biomarker nucleic acid that may or may not be present in the sample, and a DNA polymerase. An amplification reaction is performed with a thermal cycler that heats and cools the sample for nucleic acid amplification and illuminates the sample at a specific wavelength to excite a fluorophore on the probe and detect the emitted fluorescence. For TaqMan™ methods, the probe may be a hydrolysable probe comprising a fluorophore and quencher that is hydrolyzed by DNA polymerase when hybridized to a biomarker nucleic acid.


Compositions and Methods of Treatment

Provided herein are compositions and methods of treating an individual having an inflammatory disease or condition. Non-limiting examples of inflammatory diseases include diseases of the gastrointestinal tract, liver, and/or gallbladder, including Crohn's disease (CD) and ulcerative colitis, systemic lupus erythematosus (SLE), and rheumatoid arthritis. In some embodiments, the subject has a certain phenotype of IBD, such as perianal disease/fistula, stricturing disease, recurrence, or increased immune reactivity to a microbial antigen, or a combination thereof. Compositions include any therapeutic agent that modulates expression and/or activity of a biomolecule in a pathway of one or more markers in Table 1A, Table 1B, or Table 20. In some implementations, the therapeutic agent is administered to a patient determined to have a CD-PBmu subtype as determined by a method provided herein.


In certain embodiments, described herein are methods for evaluating an effect of a treatment described herein. In some instances, the treatment comprises administration with a therapeutic agent provided herein, and optionally one or more additional therapeutic agents. In some instances, the treatment is monitored by detecting the one or more polymorphisms associated provided in Table 1B or Table 20. The one or more polymorphisms may be detected prior to and/or after administration of a therapeutic agent. The one or more polymorphisms may also be used to ascertain the potential efficacy of a specific therapeutic intervention prior to administering to a subject.


TNF Superfamily Member 15 (TL1A) TL1A Modulators

In some embodiments, the therapeutic agent comprises a modulator and/or antagonist of TNF Superfamily Member 15 (TL1A), or the gene encoding TL1A (TNFSF15). In some embodiments, the modulator of TL1A is an antagonist of TL1A. In some embodiments the therapeutic agent or the additional therapeutic agent comprises an inhibitor of TL1A expression or activity. In some embodiments the therapeutic agent comprises an inhibitor of TL1A expression or activity. In some cases, the inhibitor of TL1A expression or activity is effective to inhibit TL1A-DR3 binding. In some embodiments, the inhibitor of TL1A expression or activity comprises an allosteric modulator of TL1A. An allosteric modulator of TL1A may indirectly influence the effects TL1A on DR3, or TR6/DcR3 on TL1A or DR3. The inhibitor of TL1A expression or activity may be a direct inhibitor or indirect inhibitor. Non-limiting examples of an inhibitor of TL1A expression include RNA to protein TL1A translation inhibitors, antisense oligonucleotides targeting the TNFSF15 mRNA (such as miRNAs, or siRNA), epigenetic editing (such as targeting the DNA-binding domain of TNFSF15, or post-translational modifications of histone tails and/or DNA molecules). Non-limiting examples of an inhibitor of TL1A activity include antagonists to the TL1A receptors, (DR3 and TR6/DcR3), antagonists to TL1A antigen, and antagonists to gene expression products involved in TL1A mediated disease. Antagonists as disclosed herein, may include, but are not limited to, an anti-TL1A antibody, an anti-TL1A-binding antibody fragment, or a small molecule. The small molecule may be a small molecule that binds to TL1A or DR3. The anti-TL1A antibody may be monoclonal or polyclonal. The anti-TL1A antibody may be humanized or chimeric. The anti-TL1A antibody may be a fusion protein. The anti-TL1A antibody may be a blocking anti-TL1A antibody. A blocking antibody blocks binding between two proteins, e.g., a ligand and its receptor. Therefore, a TL1A blocking antibody includes an antibody that prevents binding of TL1A to DR3 or TR6/DcR3 receptors. In a non-limiting example, the TL1A blocking antibody binds to DR3. In another example, the TL1A blocking antibody binds to DcR3. In some cases, the anti-TL1A antibody is an anti-TL1A antibody that specifically binds to TL1A.


The anti-TL1A antibody may comprise one or more of the antibody sequences of Table 16. The anti-DR3 antibody may comprise an amino acid sequence that is at least 85% identical to any one of SEQ ID NOS: 358-370 and an amino acid sequence that is at least 85% identical to any one of SEQ ID NOS: 371-375. The anti-DR3 antibody may comprise an amino acid sequence comprising the HCDR1, HCDR2, HCDR3 domains of any one of SEQ ID NOS: 358-370 and the LCDR1, LCDR2, and LCDR3 domains of any one of SEQ ID NOS: 371-375.


In some embodiments, an anti-TL1A antibody comprises a heavy chain comprising three complementarity-determining regions: HCDR1, HCDR2, and HCDR3; and a light chain comprising three complementarity-determining regions: LCDR1, LCDR2, and LCDR3. In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 209, a HCDR2 comprising SEQ ID NO: 210, a HCDR3 comprising SEQ ID NO: 211, a LCDR1 comprising SEQ ID NO: 212, a LCDR2 comprising SEQ ID NO: 213, and a LCDR3 comprising SEQ ID NO: 214. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 215 and a light chain (LC) variable domain comprising SEQ ID NO: 216.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 217, a HCDR2 comprising SEQ ID NO: 218, a HCDR3 comprising SEQ ID NO: 219, a LCDR1 comprising SEQ ID NO: 220, a LCDR2 comprising SEQ ID NO: 221, and a LCDR3 comprising SEQ ID NO: 222. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 223 and a light chain (LC) variable domain comprising SEQ ID NO: 224.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 225, a HCDR2 comprising SEQ ID NO: 226, a HCDR3 comprising SEQ ID NO: 227, a LCDR1 comprising SEQ ID NO: 228, a LCDR2 comprising SEQ ID NO: 229, and a LCDR3 comprising SEQ ID NO: 230. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 231 and a light chain (LC) variable domain comprising SEQ ID NO: 232.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 233, a HCDR2 comprising SEQ ID NO: 234, a HCDR3 comprising SEQ ID NO: 235, a LCDR1 comprising SEQ ID NO: 239, a LCDR2 comprising SEQ ID NO: 240, and a LCDR3 comprising SEQ ID NO: 241. In some cases, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 236, a HCDR2 comprising SEQ ID NO: 237, a HCDR3 comprising SEQ ID NO: 238, a LCDR1 comprising SEQ ID NO: 239, a LCDR2 comprising SEQ ID NO: 240, and a LCDR3 comprising SEQ ID NO: 241. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 242 and a light chain (LC) variable domain comprising SEQ ID NO: 243. In some cases, the anti-TL1A antibody comprises a heavy chain comprising SEQ ID NO: 244. In some cases, the anti-TL1A antibody comprises a light chain comprising SEQ ID NO: 245.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 246, a HCDR2 comprising SEQ ID NO: 247, a HCDR3 comprising SEQ ID NO: 248, a LCDR1 comprising SEQ ID NO: 249, a LCDR2 comprising SEQ ID NO: 250, and a LCDR3 comprising SEQ ID NO: 251. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 252 and a light chain (LC) variable domain comprising SEQ ID NO: 253.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 254, a HCDR2 comprising SEQ ID NO: 255, a HCDR3 comprising SEQ ID NO: 256, a LCDR1 comprising SEQ ID NO: 257, a LCDR2 comprising SEQ ID NO: 258, and a LCDR3 comprising SEQ ID NO: 259. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 260 and a light chain (LC) variable domain comprising SEQ ID NO: 261.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 262, a HCDR2 comprising SEQ ID NO: 264, a HCDR3 comprising SEQ ID NO: 265, a LCDR1 comprising SEQ ID NO: 267, a LCDR2 comprising SEQ ID NO: 269, and a LCDR3 comprising SEQ ID NO: 270. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 275. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 276. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 277. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 278.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 262, a HCDR2 comprising SEQ ID NO: 264, a HCDR3 comprising SEQ ID NO: 265, a LCDR1 comprising SEQ ID NO: 268, a LCDR2 comprising SEQ ID NO: 269, and a LCDR3 comprising SEQ ID NO: 270. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 279. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 280. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 281. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 271 and a light chain (LC) variable domain comprising SEQ ID NO: 282.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 262, a HCDR2 comprising SEQ ID NO: 264, a HCDR3 comprising SEQ ID NO: 265, a LCDR1 comprising SEQ ID NO: 267, a LCDR2 comprising SEQ ID NO: 269, and a LCDR3 comprising SEQ ID NO: 270. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 275. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 276. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 277. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 278.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 262, a HCDR2 comprising SEQ ID NO: 264, a HCDR3 comprising SEQ ID NO: 265, a LCDR1 comprising SEQ ID NO: 268, a LCDR2 comprising SEQ ID NO: 269, and a LCDR3 comprising SEQ ID NO: 270. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 279. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 280. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 281. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 272 and a light chain (LC) variable domain comprising SEQ ID NO: 282.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 263, a HCDR2 comprising SEQ ID NO: 264, a HCDR3 comprising SEQ ID NO: 266, a LCDR1 comprising SEQ ID NO: 267, a LCDR2 comprising SEQ ID NO: 269, and a LCDR3 comprising SEQ ID NO: 270. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 275. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 276. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 277. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 278. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 279. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 280. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 281. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 273 and a light chain (LC) variable domain comprising SEQ ID NO: 282.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 263, a HCDR2 comprising SEQ ID NO: 264, a HCDR3 comprising SEQ ID NO: 266, a LCDR1 comprising SEQ ID NO: 268, a LCDR2 comprising SEQ ID NO: 269, and a LCDR3 comprising SEQ ID NO: 270. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 279. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 280. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 281. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 282. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 275. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 276. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 277. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 274 and a light chain (LC) variable domain comprising SEQ ID NO: 278.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 283, a HCDR2 comprising SEQ ID NO: 284, a HCDR3 comprising SEQ ID NO: 285, a LCDR1 comprising SEQ ID NO: 286, a LCDR2 comprising SEQ ID NO: 287, and a LCDR3 comprising SEQ ID NO: 288. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 289 and a light chain (LC) variable domain comprising SEQ ID NO: 294. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 289 and a light chain (LC) variable domain comprising SEQ ID NO: 295. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 289 and a light chain (LC) variable domain comprising SEQ ID NO: 296. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 289 and a light chain (LC) variable domain comprising SEQ ID NO: 297. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 290 and a light chain (LC) variable domain comprising SEQ ID NO: 294. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 290 and a light chain (LC) variable domain comprising SEQ ID NO: 295. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 290 and a light chain (LC) variable domain comprising SEQ ID NO: 296. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 290 and a light chain (LC) variable domain comprising SEQ ID NO: 297. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 291 and a light chain (LC) variable domain comprising SEQ ID NO: 294. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 291 and a light chain (LC) variable domain comprising SEQ ID NO: 295. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 291 and a light chain (LC) variable domain comprising SEQ ID NO: 296. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 291 and a light chain (LC) variable domain comprising SEQ ID NO: 297. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 292 and a light chain (LC) variable domain comprising SEQ ID NO: 294. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 292 and a light chain (LC) variable domain comprising SEQ ID NO: 295. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 292 and a light chain (LC) variable domain comprising SEQ ID NO: 296. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 292 and a light chain (LC) variable domain comprising SEQ ID NO: 297. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 293 and a light chain (LC) variable domain comprising SEQ ID NO: 294. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 293 and a light chain (LC) variable domain comprising SEQ ID NO: 295. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 293 and a light chain (LC) variable domain comprising SEQ ID NO: 296. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 293 and a light chain (LC) variable domain comprising SEQ ID NO: 297.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 298, a HCDR2 comprising SEQ ID NO: 299, a HCDR3 comprising SEQ ID NO: 300, a LCDR1 comprising SEQ ID NO: 301, a LCDR2 comprising SEQ ID NO: 302, and a LCDR3 comprising SEQ ID NO: 303. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 304 and a light chain (LC) variable domain comprising SEQ ID NO: 305. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 306 and a light chain (LC) variable domain comprising SEQ ID NO: 307. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 308 and a light chain (LC) variable domain comprising SEQ ID NO: 309. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 310 and a light chain (LC) variable domain comprising SEQ ID NO: 311. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 312 and a light chain (LC) variable domain comprising SEQ ID NO: 313. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 314 and a light chain (LC) variable domain comprising SEQ ID NO: 315. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 316 and a light chain (LC) variable domain comprising SEQ ID NO: 317. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 318 and a light chain (LC) variable domain comprising SEQ ID NO: 319. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 320 and a light chain (LC) variable domain comprising SEQ ID NO: 321. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 322 and a light chain (LC) variable domain comprising SEQ ID NO: 323. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 324 and a light chain (LC) variable domain comprising SEQ ID NO: 325. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 326 and a light chain (LC) variable domain comprising SEQ ID NO: 327.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 328, a HCDR2 comprising SEQ ID NO: 329, a HCDR3 comprising SEQ ID NO: 330, a LCDR1 comprising SEQ ID NO: 331, a LCDR2 comprising SEQ ID NO: 332, and a LCDR3 comprising SEQ ID NO: 333. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 334 and a light chain (LC) variable domain comprising SEQ ID NO: 335.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 336, a HCDR2 comprising SEQ ID NO: 337, a HCDR3 comprising SEQ ID NO: 338, a LCDR1 comprising SEQ ID NO: 339, a LCDR2 comprising SEQ ID NO: 340, and a LCDR3 comprising SEQ ID NO: 341. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 342 and a light chain (LC) variable domain comprising SEQ ID NO: 343.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 346, a HCDR2 comprising SEQ ID NO: 347, a HCDR3 comprising SEQ ID NO: 348, a LCDR1 comprising SEQ ID NO: 349, a LCDR2 comprising SEQ ID NO: 350, and a LCDR3 comprising SEQ ID NO: 351. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 344 and a light chain (LC) variable domain comprising SEQ ID NO: 345. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 352 and a light chain (LC) variable domain comprising SEQ ID NO: 353. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 354 and a light chain (LC) variable domain comprising SEQ ID NO: 355. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 356 and a light chain (LC) variable domain comprising SEQ ID NO: 357.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 376, a HCDR2 comprising SEQ ID NO: 377, a HCDR3 comprising SEQ ID NO: 378, a LCDR1 comprising SEQ ID NO: 379, a LCDR2 comprising SEQ ID NO: 380, and a LCDR3 comprising SEQ ID NO: 381. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 382 and a light chain (LC) variable domain comprising SEQ ID NO: 383.


In some embodiments, the anti-TL1A antibody comprises a HCDR1 comprising SEQ ID NO: 384, a HCDR2 comprising SEQ ID NO: 385, a HCDR3 comprising SEQ ID NO: 386, a LCDR1 comprising SEQ ID NO: 387, a LCDR2 comprising SEQ ID NO: 388, and a LCDR3 comprising SEQ ID NO: 399. In some cases, the anti-TL1A antibody comprises a heavy chain (HC) variable domain comprising SEQ ID NO: 390 and a light chain (LC) variable domain comprising SEQ ID NO: 391. In some embodiments, the anti-TL1A antibody comprises one or more of A101-A124 of Table 17. In some embodiments, the anti-TL1A antibody is A100. In some embodiments, the anti-TL1A antibody is A101. In some embodiments, the anti-TL1A antibody is A102. In some embodiments, the anti-TL1A antibody is A103. In some embodiments, the anti-TL1A antibody is A104. In some embodiments, the anti-TL1A antibody is A105. In some embodiments, the anti-TL1A antibody is A106. In some embodiments, the anti-TL1A antibody is A107. In some embodiments, the anti-TL1A antibody is A108. In some embodiments, the anti-TL1A antibody is A109. In some embodiments, the anti-TL1A antibody is A110. In some embodiments, the anti-TL1A antibody is A111. In some embodiments, the anti-TL1A antibody is A112. In some embodiments, the anti-TL1A antibody is A113. In some embodiments, the anti-TL1A antibody is A114. In some embodiments, the anti-TL1A antibody is A115. In some embodiments, the anti-TL1A antibody is A116. In some embodiments, the anti-TL1A antibody is A117. In some embodiments, the anti-TL1A antibody is A118. In some embodiments, the anti-TL1A antibody is A119. In some embodiments, the anti-TL1A antibody is A120. In some embodiments, the anti-TL1A antibody is A121. In some embodiments, the anti-TL1A antibody is A122. In some embodiments, the anti-TL1A antibody is A123. In some embodiments, the anti-TL1A antibody is A124.


In some embodiments, the anti-TL1A antibody comprises an antibody or antigen-binding fragment thereof provided in any one of the following patents: U.S. Pat. Nos. 10,322,174; 10,689,439; 10,968,279; 10,822,422; 10,138,296; 10,590,201; 8,263,743; 8,728,482; 9,416,185; 9,290,576; 9,683,998; 8,642,741; 9,068,003; and 9,896,511, each of which is hereby incorporated by reference in its entirety.


Micro-RNA miR-155 Modulators


Disclosed herein, in some embodiments, are therapeutic agents comprising modulators of miR-155 useful for the treatment of a disease or condition, or symptom of the disease or condition, disclosed herein. For example, the disease or condition is a PBmu subtype of Crohn's disease. In some embodiments, the therapeutic agents comprise a modulator of miR-155. In some cases, the modulator of miR-155 is an antagonist, partial antagonist, agonist, or partial agonist. In some embodiments, the miR-155 modulator modulates the expression of one or more genes comprising CSF, G-CSF, CM-CSF, M-CSF, Bcl211, Ccl2, Cd40, IL6, Nos2, Socsi, Stati, or Cxcr3, or a combination thereof. In some embodiments, the miR-155 modulator modulates the expression of one or more cytokines comprising IL-23/IL-17, GM-CSF, IL-6, IFNγ or TNF-α, or a combination thereof.


In some embodiments, the miR-155 modulator is a TNF-alpha receptor antagonist. In some embodiments, the miR-155 modulator is an anti-TNF-alpha antibody such as infliximab or adalimumab. In some embodiments, the miR-155 modulator is a TNF-alpha receptor, such as etanercept. In some embodiments, the miR-155 modulator is tenascin-c.


In certain embodiments, an miR-155 modulator comprises a molecule that upregulates expression of miR-155. In some embodiments, the miR-modulator is interferon-beta. In some embodiments, the miR-155 modulator is a toll-like receptor (TLR) ligand. In some embodiments, the TLR ligand is LPS, hypomethylated DNA, a TLR9 ligand, or PAm3CSK4.


In certain embodiments, an miR-155 modulator comprises a molecule that downregulates or otherwise inhibits miR-155. As a non-limiting example, the miR-155 modulator comprises Cobomarsen (MRG-106).


In some embodiments, the modulator of miR155 is an oligomer. In some embodiments, the modulator of miR-155 is a microRNA inhibitor. In some embodiments, the modulator of miR-155 is a microRNA mimic. In a non-limiting exemplary embodiment, the microRNA is microRNA-155 or a precursor thereof, such as a mammalian microRNA-155. Mammalian microRNA-155 includes human and mouse microRNA-155. In some embodiments, the miR-155 sequence comprises a sequence selected from SEQ ID NO 392-398 and SEQ ID NO: 405-408. In some embodiments, the miRNA mimic has the same sequence as a miRNA. In some embodiments, the miRNA is truncated. In some embodiments, the miRNA mimic is in the form of a double-stranded molecule. In some embodiments, the miR-155 modulator comprises a sequence which is complementary to the seed sequence of the miR-155. In some embodiments, the seed sequence comprises a sequence selected from SEQ ID NO: 399-404.


In some embodiments, the oligonucleotide is 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, or 25 oligonucleotides long. In some embodiments, the oligonucleotide is at least about 50%, at least about 55%, at least about 60%, at least about 65%, at least about 70%, at least about 75%, at least about 80%, at least about 85%, at least about 90%, at least about 95%, at least about 96%, at least about 97%, at least about 98%, at least about 99%, or greater sequence similarity to a sequence contained in Table 2. In some embodiments, the miR-155 modulator comprises an antisense miR-155 oligonucleotide. In some embodiments, the antisense miR-155 oligonucleotide is complementary to a sequence found in Table 2. In some embodiments, the antisense miR-155 oligonucleotide is at least about 50%, at least about 55%, at least about 60%, at least about 65%, at least about 70%, at least about 75%, at least about 80%, at least about 85%, at least about 90%, at least about 95%, at least about 96%, at least about 97%, at least about 98%, at least about 99%, or greater sequence similarity to the naturally-occurring miRNA or the complement of the naturally occurring miRNA. In some embodiments, the miR-155 or anti-miR-155 oligonucleotide is modified with cholesterol. In some embodiments, the miRNA inhibitor comprises modified ribonucleotides. In some embodiments, the antisense miR-155 comprises a sequence complementary to a sequence found in Table 2.









TABLE 2







miR-155 and miR-155-derived sequences









SEQ ID NO
Name
Sequence





392
miR-155
UUAAUGCUAAUCGUGAUAGGGGU





393
miR-155
GGGGAUAGUGCUAAUCGUAAUU





394
miR-155
UAAUGCAUGGGGUGGGAGAGG





395
miR-155
UAAUGCGUGGGGUGGGAGAGG





396
miR-155
UUAAUGCUAA UCGUGAUAGG GG





397
miR-155-3p
CUCCUACAUAUUAGCAUUAACA





398
miR-155-5p
UUAAUGCUAAUCGUGAUAGGGGU





399
miR-155 seed
TAGCATTA





400
miR-155 seed
AGCATT





401
miR-155 seed
UAGCAUUAAC A





402
miR-155 seed
GCATTA





403
miR-155 seed
UAAUGCUA





404
miR-155 seed
AGCATTAA





405
Human-pre-miR-155
CUGUUAAUGCUAAUCGUGAUAGGGGUUUUUGCCUC




CAACUGACUCCUACAUAUUAGCAUUAACAG





406
pre miR-155
UUAAUGCUAA UCGUGAUAGG GGUUUUUGCC




UCCAACUGAC UCCUACAUAU





407
Mouse mature miR-
UUAAUGCUAAUUGUGAUAGGGGU



155






408
Mouse pre-miR-155
CUGUUAAUGCUAAUUGUGAUAGGGGUUUUGGCCUC




UGACUGACUCCUACCUGUUAGCAUUAACAG





409
modified miR-155
CCCCUAUCACGAUUAGCAUUAA



targeting oligo









In some embodiments, the oligonucleotide may comprise at least one modified nucleotide. The modified nucleotide may comprise LNA. The modified nucleotide may be methylated. The modified nucleotide may comprise a sugar modification, such as a 2′-O-methylation. The modified nucleotide may comprise a phosphorothioate linkage; 5-Methylcytosine; ethylene-bridged nucleotide (ENA); amino-2′-C-Bridged Bicyclic Nucleotide (CBBN) or a 2′ fluoro DNA nucleotide. The modified oligonucleotide may comprise an oligonucleotide listed in Table 3 or Table 4.









TABLE 3







Modified oligonucleotides. Capital Letters


without a superscript M or F, refer to LNA units.


Lower case = DNA, except for lower case in bold =


RNA. The LNA cytosines may optionally be


methylated). Capital letters followed by a


superscript M refer to 2′OME RNA units, Capital


letters followed by a superscript F refer to


2′fluoro DNA units, lowercase letter refer to DNA








Sequence
SEQ ID NO





5′-CCCCtatcacgattagcaTTAA-3′
410





5′-cccctaTCACGATTagcattaa-3′
411





S′-cCccTatCacGatTagCatTaa-3′
412





S′-TcAcgATtaGcAtTA-3′
413





S′-TcAcGATtaGCAtTA-3′
414





5′-ACGATtAGCAtTA-3′
415





5′-GATtAGCaTTA-3′
416





5′-TCMACMGMATTAMGCMATMTA-3′
417





5′-TCFACFGFATTFAFGCFATFTA-3′
418





5′-cCcCtAtCaCgAtTaGcAtTaa-3
419





5′-tcAcgAttAgcAttAa-3′
420





5′-tCaCgAtTaGcAtTa-3′
421





5′-TcAcAATtaGCAtTA-3′
422





5′-TcAaCATtaGACtTA-3′
423





5′-TATGTAGGA-3′
424





5′-TTAGCATTA-3′
425





5′-TAGCATTA-3′
426





5′-AGCATTA-3′
427





5′-TATGTAGGA-3′
428





5′-ATGTAGGA-3′
429





5′-TGTAGGA-3′
430





TaGCATTA
431
















TABLE 4







Modified oligonucleotides that modulate miR-155. 11 = locked nucleic acid modification; d =


deoxyribonucleotide; s = phosphorothioate linkage; md = 5-Methylcytosine; e = ethylene-bridged


nucleotide (ENA); ab = amino-2′-C-Bridged Bicyclic Nucleotide (CBBN).








SEQ ID



NO
Sequence





432
5′-lAs.dTs.dCs.dAs.lCs.lGs.dAs.lTs.dTs.lAs.lGs.dCs.lAs.dTs.lTs.lA-3′





433
5′-lAs.dTs.dCs.dAs.lCs.lGs.dAs.dTs.lTs.lAs.lGs.dCs.lAs.dTs.lTs.lA-3′





434
5′-lAs.lTs.dCs.dAs.dCs.lGs.dAs.lTs.dTs.lAs.lGs.dCs.lAs.dTs.lTs.lA-3′





435
5′-lAs.lTs.dCs.dAs.dCs.lGs.lAs.dTs.dTs.lAs.lGs.lCs.dAs.lTs.dTs.lA-3′





436
5′-lAs.dTs.dCs.dAs.lCs.lGs.dAs.lTs.dTs.lAs.lGs.dCs.lAs.lTs.dTs.lA-3′





437
5′-lAs.lTs.dCs.dAs.lCs.dGs.dAs.dTs.lTs.lAs.dGs.lCs.lAs.dTs.lTs.lA-3′





438
5 -lAs.dTs.dCs.dAs.lCs.dGs.lAs.dTs.lTs.lAs.dGs.lCs.lAs.dTs.lTs.lA-3





439
5′-lAs.dTs.dCs.lAs.dCs.dGs.lAs.lTs.dTs.lAs.lGs.dCs.As.d.Ts.lTs.lA-3′





440
5′-lAs.dTs.lCs.dAs.dCs.lGs.dAs.lTs.lTs.dAs.dGs.lCs.lAs.dTs.lTs.lA-3′





441
5′-lAs.lTs.dCs.lAs.lCs.dGs.dAs.dTs.lTs.lAs.dGs.lCs.lAs.dTs.dTs.lA-3′





442
5′-lAs.dTs.lCs.dAs.dCs.dGs.lAs.dTs.lTs.lAs.dGs.lCs.lAs.dTs.lTs.lA-3′





443
S′-lAs.dTs.lCs.dAs.lCs.dGs.lAs.dTs.lTs.dAs.lGs.dCs.lAs.dTs.lTs.lA-3′





444
S′-lTs.dCs.dAs.lCs.dGs.dAs.lTs.dTs.dAs.lGs.dCs.lAs.lTs.dTs.lA-3′





445
5′-lTs.dCs.lAs.dCs.dGs.lAs.lTs.dTs.dAs.lGs.dCs.lAs.dTs.lTs.lA-3′





446
5′-lTs.dCs.dAs.dCs.lGs.lAs.lTs.dTs.dAs.lGs.dCs.lAs.dTs.lTs.lA-3′





447
5′-lTs.lCs.lAs.dCs.lGs.dAs.dTs.lTs.lAs.dGs.lCs.dAs.dTs.lTs.lA-3′





448
5′-lTs.dCs.dAs.lCs.dGs.dAs.dTs.lTs.lAs.lGs.lCs.lAs.lTs.lTs.lA-3′





449
5′-lTs.dCs.lAs.dCs.lGs.lAs.lTs.dTs.dAs.lGs.lCs.lAs.dTs.lTs.lA-3′





450
5′-lGs.lAs.lTs.lTs.lAs.lGs.dCs.lAs.lTs.dTs.lA-3′





451
5′-lCs.dGs.lAs.lTs.lTs.lAs.lGs.dCs.lAs.lTs.lTs.lA-3′





452
5′-lCs.dGs.lAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





453
5′-lCs.lAs.dCs.lGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





454
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





455
5′-lTs.dCs.lAs.mdCs.lGs.lAs.lTs.dTs.dAs.lGs.lCs.lAs.dTs.lTs.lA-3′





456
5′-lTs.lAs.lGs.lCs.lAs.lTs.lTs.lA-3′





457
5′-lCs.dAs.lCs.dGs.lAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





458
5′-lCs.dAs.lCs.dGs.lAs.dTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





459
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.lAs.lGs.dCs.lAs.dTs.lTs.lA-3′





460
5′-dCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





461
5′-lCs.lAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





462
5′-lCs.dAs.dCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





463
5′-lCs.dAs.lCs.lGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





464
5′-lCs.dAs.lCs.dGs.lAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





465
5′-lCs.dAs.lCs.dGs.dAs.dTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





466
5′-lCs.dAs.lCs.dGs.dAs.lTs.dTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





467
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.lAs.lGs.dCs.lAs.lTs.lTs.lA-3′





468
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.dGs.dCs.lAs.lTs.lTs.lA-3′





469
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.lCs.lAs.lTs.lTs.lA-3′





470
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.dAs.lTs.lTs.lA-3′





471
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.dTs.lTs.lA-3′





472
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.dTs.lA-3′





473
S′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.dA-3′





474
5′-dCs.lAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





475
5′-lCs.lAs.dCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





476
5′-lCs.dAs.dCs.lGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





477
5′-lCs.dAs.lCs.dGs.lAs.dTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





478
5′-lCs.dAs.lCs.dGs.dAs.lTs.dTs.lAs.lGs.dCs.lAs.lTs.lTs.lA-3′





479
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.lAs.dGs.dCs.lAs.lTs.lTs.lA-3′





480
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.dGs.lCs.lAs.lTs.lTs.lA-3′





481
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.lCs.dAs.lTs.lTs.lA-3′





482
5′-lAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





483
5′-lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





484
5′-lGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





485
5′-dAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





486
5′-lAs.dCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





487
5′-lAs.lCs.lGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





488
5′-lAs.lCs.dGs.lAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





489
5′-lAs.lCs.dGs.dAs.dTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





490
5′-lAs.lCs.dGs.dAs.lTs.dTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





491
5′-lAs.lCs.dGs.dAs.lTs.lTs.lAs.lGs.dCs.lAs.lTs.lTs.lA-3′





492
5′-lAs.lCs.dGs.dAs.lTs.lTs.dAs.dGs.dCs.lAs.lTs.lTs.lA-3′





493
5′-lAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.lCs.lAs.lTs.lTs.lA-3′





494
5′-lAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.dAs.lTs.lTs.lA-3′





495
5′-lAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.dTs.lTs.lA-3′





496
5′-lAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.dTs.lA-3′





497
5′-lAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.dA-3′





498
5′-lAs.dCs.lGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





499
5′-lAs.lCs.dGs.lAs.dTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





500
5′-lAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





501
5′-lAs.lCs.dGs.dAs.lTs.dTs.lAs.lGs.dCs.lAs.lTs.lTs.lA-3′





502
5′-lAs.lCs.dGs.dAs.lTs.lTs.lAs.dGs.dCs.lAs.lTs.lTs.lA-3′





503
5′-lAs.lCs.dGs.dAs.lTs.lTs.dAs.dGs.lCs.lAs.lTs.lTs.lA-3′





504
5′-lAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.lCs.dAs.lTs.lTs.lA-3′





505
5′-dCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





506
5′-lCs.lGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





507
5′-lCs.dGs.lAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





508
5′-lCs.dGs.dAs.dTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





509
5′-lCs.dGs.dAs.lTs.dTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





510
5′-lCs.dGs.dAs.lTs.lTs.lAs.lGs.dCs.lAs.lTs.lTs.lA-3′





511
5′-lCs.dGs.dAs.lTs.lTs.dAs.dGs.dCs.lAs.lTs.lTs.lA-3′





512
5′-lCs.dGs.dAs.lTs.lTs.dAs.lGs.lCs.lAs.lTs.lTs.lA-3′





513
5′-lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.dAs.lTs.lTs.lA-3′





514
5′-lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.dTs.lTs.lA-3′





515
5′-lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.dTs.lA-3′





516
5′-lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.dA-3′





517
5′-dCs.lGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





518
5′-lCs.dGs.lAs.dTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





519
5′-lCs.dGs.dAs.lTs.dTs.lAs.lGs.dCs.lAs.lTs.lTs.lA-3′





520
5′-lCs.dGs.dAs.lTs.lTs.lAs.dGs.dCs.lAs.lTs.lTs.lA-3′





521
5′-lCs.dGs.dAs.lTs.lTs.dAs.dGs.lCs.lAs.lTs.lTs.lA-3′





522
5′-lCs.dGs.dAs.lTs.lTs.dAs.lGs.lCs.dAs.lTs.lTs.lA-3′





523
5′-dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





524
5′-lGs.lAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





525
5′-lGs.dAs.dTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





526
5′-lGs.dAs.lTs.dTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





527
5′-lGs.dAs.lTs.lTs.lAs.lGs.dCs.lAs.lTs.lTs.lA-3′





528
5′-lGs.dAs.lTs.lTs.dAs.dGs.dCs.lAs.lTs.lTs.lA-3′





529
5′-lGs.dAs.lTs.lTs.dAs.lGs.lCs.lAs.lTs.lTs.lA-3′





530
5′-lGs.dAs.lTs.lTs.dAs.lGs.dCs.dAs.lTs.lTs.lA-3′





531
5′-lGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.dTs.lTs.lA-3′





532
S′-lGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.dTs.lA-3′





533
S′-lGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.dA-3′





534
5′-dGs.lAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





535
5′-lGs.lAs.dTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





536
5′-lGs.dAs.lTs.dTs.lAs.lGs.dCs.lAs.lTs.lTs.lA-3′





537
5′-lGs.dAs.lTs.lTs.lAs.dGs.dCs.lAs.lTs.lTs.lA-3′





538
5′-lGs.dAs.lTs.lTs.dAs.dGs.lCs.lAs.lTs.lTs.lA-3′





539
5′-lGs.dAs.lTs.lTs.dAs.lGs.lCs.dAs.lTs.lTs.lA-3′





540
5′-eCs.dAs.eCs.dGs.dAs.eTs.eTs.dAs.eGs.dCs.eAs.eTs.eTs.eA-3′





541
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.eAs.lTs.lTs.eA-3′





542
5′-cCs.dAs.eCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





543
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.eGs.dCs.lAs.lTs.lTs.lA-3′





544
5′-lCs.dAs.lCs.dGs.dAs.eTs.eTs.dAs.lGs.dCs.lAs.eTs.eTs.lA-3′





545
5′-lCs.dAs.lCs.dGs.dAs.lTs.eTs.dAs.lGs.dCs.lAs.lTs.lTs.lA-3′





546
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.lAs.lTs.eTs.lA-3′





547
5′-lCs.dAs.lCs.dGs.dAs.lTs.lTs.dAs.lGs.dCs.abAs.lTs.lTs.abA-3′





548
5′-abCs.dAs.abCs.dGs.dAs.abTs.abTs.dAs.abGs.dCs.abAs.abTs.abTs.abA-



3′









In some embodiments, the miR-155 modulator is a guanylate cyclase C agonist or a guanylate cyclase C receptor agonist (GCRA). In some embodiments, the agonist is a GCRA peptide. In some embodiments, the GCRA peptides are analogues of plecanatide, uroguanylin, guanylin, lymphoguanylin and ST peptides. In some embodiments, the miR-155 modulator is plecanatide (SP-304), SP-333, or SP373. In some embodiments, the miR-155 modulator is a guanylate cyclase C agonist or a GCRA listed in Tables 5-12









TABLE 5







Guanylate cyclase C receptor agonist peptides













SEQ



Position of

ID


Name
Disulfide bonds
Structure
NO





SP-304
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-Leu16
549





SP-326
C3:C11, C6:C14
Asp1-Glu2-Cys3-Glu4-Leu5-Cys6-Val7-Asn8-Val9-Ala10-Cys11-Thr12-Gly13-Cys14-Leu15
550





SP-327
C3:C11, C6:C14
Asp1-Glu2-Cys3-Glu4-Leu5-Cys6-Val7-Asn8-Val9-Ala10-Cys11-Thr12-Gly13-Cys14
551





SP-328
C2:C10, C5:C13
Glu1-Cys2-Glu3-Leu4-Cys5-Val6-Asn7-Val8-Ala9-Cys10-Thr11-Gly12-Cys13-Leu14
552





SP-329
C2:C10, C5:C13
Glu1-Cys2-Glu3-Leu4-Cys5-Val6-Asn7-Val8-Ala9-Cys10-Thr11-Gly12-Cys13
553





SP-330
C1:C9, C4:C12
Cys1-Glu2-Leu3-Cys4-Val5-Asn6-Val7-Ala8-Cys9-Thr10-Gly11-Cys12-Leu13
554





SP-331
C1:C9, C4:C12
Cys1-Glu2-Leu3-Cys4-Val5-Asn6-Val7-Ala8-Cys9-Thr10-Gly11-Cys12
555





SP332
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
556





SP-333
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
557





SP-334
C4:C12, C7:C15
dAsn1-dAsp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
558





SP-335
C4:C12, C7:C15
dAsn1-dAsp2-dGlu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
559





SP-336
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-Leu16
560





SP-337
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-dLeu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
561





SP-338
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15
562





SP-342
C4:C12, C7:C15
PEG3-Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16-PEG3
563





SP-343
C4:C12, C7:C15
PEG3-dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16-PEG3
564





SP-344
C4:C12, C7:C15
PEG3-dAsn1-dAsp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16-PEG3
565





SP-347
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16-PEG3
566





SP-348
C4:C12, C7:C15
PEG3-Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
567





SP-350
C4:C12, C7:C15
PEG3-dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
568





SP-352
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16-PEG3
569





SP-358
C4:C12, C7:C15
PEG3-dAsn1-dAsp2-dGlu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16-
570




PEG3






SP-359
C4:C12, C7:C15
PEG3-dAsn1-dAsp2-dGlu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
571





SP-360
C4:C12, C7:C15
dAsn1-dAsp2-dGlu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16-PEG3
572





SP-361
C4:C12, C7:C15
dAsn1-dAsp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16-PEG3
573





SP-362
C4:C12, C7:C15
PEG3-dAsn1-dAsp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
574





SP-368
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dNal16
575





SP-369
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-AIB8-Asn9-AIB10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
576





SP-370
C4:C12, 7:15
dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Asp[Lactam]7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Orn15-dLeu1
577





SP-371
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Tyr6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
578





SP-372
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Ser6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
579





N1
C4:C12, C7:C15
PEG3-dAsn1-Asp2-Glu3-Cys4-Glu5-Tyr6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16-PEG3
580





N2
C4:C12, C7:C15
PEG3-dAsn1-Asp2-Glu3-Cys4-Glu5-Tyr6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
581





N3
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Tyr6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16-PEG3
582





N4
C4:C12, C7:C15
PEG3-dAsn1-Asp2-Glu3-Cys4-Glu5-Ser6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16-PEG3
583





N5
C4:C12, C7:C15
PEG3-dAsn1-Asp2-Glu3-Cys4-Glu5-Ser6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16
584





N6
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Ser6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dLeu16-PEG3
585





N7
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-Ser16
586





N8
C4:C12, C7:C15
PEG3-Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-Ser16-PEG3
587





N9
C4:C12, C7:C15
PEG3-Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-Ser16
588





N10
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-Ser16-PEG3
589





N11
C4:C12, C7:C15
PEG3-Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dSer16-PEG3
590





N12
C4:C12, C7:C15
PEG3-Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dSer16
591





N13
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-Cys15-dSer16-PEG3
592





Formula I
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Xaa5-Xaa6-Cys7-Xaa8-Xaa9-Xaa10-Aaa11-Cys12-Aaa13-Xaa14-Cys15-Xaa16
593





Formula II
C4:C12, C7:C15
Xaan1-Cys4-Xaa5-Xaa6-Cys7-Xaa8-Xaa9-Xaa10-Xaa11-Cys12-Xaa13-Xaa14-Cys15-Xaan2
594





Formula
4:12, 7:15
Xaan1-Maa4-Glu5-Xaa6-Maa7-Val8-Asn9-Val10-Ala11-Maa12-Thr13-Gly14-Maa15-Xaan2
595


III








Formula
4:12, 7:15
Xaan1-Maa4-Xaa5-Xaa6-Maa7-Xaa8-Xaa9-Xaa10-Xaa11-Maa12-Xaa13-Xaa14-Maa15-Xaan2
596


IV








Formula V
C4:C12, C7:C15
Asn1-Asp2-Asp3-Cys4-Xaa5-Xaa6-Cys7-Xaa8-Asn9-Xaa10-Xaa11-Cys12-Xaa13-Xaa14-Cys15-Xaa16
597





Formula
C4:C12, C7:C15
dAsn1-Glu2-Glu3-Cys4-Xaa5-Xaa6-Cys7-Xaa8-Asn9-Xaa10-Xaa11-Cys12-Xaa13-Xaa14-Cys15-d-Xaa16
598


VI








Formula
C4:C12, C7:C15
dAsn1-dGlu2-Asp3-Cys4-Xaa5-Xaa6-Cys7-Xaa8-Asn9-Xaa10-Xaa11-Cys12-Xaa13-Xaa14-Cys15-d-Xaa16
599


VII-a








Formula
C4:C12, C7:C15
dAsn1-dAsp2-Glu3-Cys4-Xaa5-Xaa6-Cys7-Xaa8-Asn9-Xaa10-Xaa11-Cys12-Xaa13-Xaa14-Cys15-d-Xaa16
600


VII-b








Formula
C4:C12, C7:C15
dAsn1-dAsp2-dGlu3-Cys4-Xaa5-Xaa6-Cys7-Xaa8-Tyr9-Xaa10-Xaa11-Cys12-Xaa13-Xaa14-Cys15-d-Xaa16
601


VIII








Formula
C4:C12, C7:C15
dAsn1-dGlu2-dGlu3-Cys4-Xaa5-Xaa6-Cys7-Xaa8-Tyr9-Xaa10-Xaa11-Cys12-Xaa13-Xaa14-Cys15-d-Xaa16
602


IX








Formula
C4:C12, C7:C15
Xaan1-Cys4-Xaa5-Xaa6-Xaa7-Xaa8-Xaa9-Xaa10-Xaa11-Cys12-Xaa13-Xaa14-Xaa15-Xaan216
603


XXI
















TABLE 6







Linaclotide and Derivatives











Position of

SEQ ID


Name
Disulfide Bonds
Structure
NO:





SP-339
C1:C6, C2:C10, C5:C13
Cys1-Cys2-Glu3-Tyr4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13-Tyr14
604





SP-340
C1:C6, C2:C10, C5:C13
Cys1-Cys2-Glu3-Tyr4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13
605





SP-349
C1:C6, C2:C10, C5:C13
PEG3-Cys1-Cys2-Glu3-Tyr4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13-Tyr14-
606




PEG3






SP-353
C3:C8, C4:C12, C7:C15
Asn1-Phe2-Cys3-Cys4-Glu5-Ser6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
607




Tyr16






SP-354
C3:C8, C4:C12, C7:C15
Asn1-Phe2-Cys3-Cys4-Glu5-Phe6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
608




Tyr16






SP-355
C1:C6, C2:C10, C5:C13
Cys1-Cys2-Glu3-Tyr4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13-dTyr14
609





SP-357
C1:C6, C2:C10, C5:C13
PEG3-Cys1-Cys2-Glu3-Tyr4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13-Tyr14
610





SP-374
C3:C8, C4:C12, C7:C15
Asn1-Phe2-Cys3-Cys4-Glu5-Thr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
611




Tyr16






SP-375
C3:C8, C4:C12, C7:C15
Asn1-Phe2-Cys3-Cys4-Glu5-Ser6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
612




dTyr16






SP-376
C3:C8, C4:C12, C7:C15
dAsn1-Phe2-Cys3-Cys4-Glu5-Ser6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
613




Tyr16






SP-377
C3:C8, C4:C12, C7:C15
dAsn1-Phe2-Cys3-Cys4-Glu5-Ser6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
614




dTyr16






SP-378
C3:C8, C4:C12, C7:C15
Asn1-Phe2-Cys3-Cys4-Glu5-Thr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
615




dTyr16






SP-379
C3:C8, C4:C12, C7:C15
dAsn1-Phe2-Cys3-Cys4-Glu5-Thr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
616




Tyr16






SP-380
C3:C8, C4:C12, C7:C15
dAsn1-Phe2-Cys3-Cys4-Glu5-Thr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
617




dTyr16






SP-381
C3:C8, C4:C12, C7:15
Asn1-Phe2-Cys3-Cys4-Glu5-Phe6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
618




dTyr16






SP-382
C3:C8, C4:C12, C7:15
dAsn1-Phe2-Cys3-Cys4-Glu5-Phe6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
619




Tyr16






SP-383
C3:C8, C4:C12, C7:15
dAsn1-Phe2-Cys3-Cys4-Glu5-Phe6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
620




dTyr16






SP384
C1:C6, C2:C10, C5:C13
Cys1-Cys2-Glu3-Tyr4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13-Tyr14-PEG3
621





N14
C1:C6, C2:C10, C5:C13
PEG3-Cys1-Cys2-Glu3-Tyr4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13-PEG3
622





N15
C1:C6, C2:C10, C5:C13
PEG3-Cys1-Cys2-Glu3-Tyr4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13
623





N16
C1:C6, C2:C10, C5:C13
Cys1-Cys2-Glu3-Tyr4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13-PEG3
624





N17
C3:C8, C4:C12, C7:C15
PEG3-Asn1-Phe2-Cys3-Cys4-Glu5-Ser6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-
625




Cys15-Tyr16-PEG3






N18
C3:C8, C4:C12, C7:C15
PEG3-Asn1-Phe2-Cys3-Cys4-Glu5-Ser6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-
626




Cys15-Tyr16






N19
C3:C8, C4:C12, C7:C15
Asn1-Phe2-Cys3-Cys4-Glu5-Ser6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
627




Tyr16-PEG3






N20
C3:C8, C4:C12, C7:C15
PEG3-Asn1-Phe2-Cys3-Cys4-Glu5-Phe6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-
628




Cys15-Tyr16-PEG3






N21
C3:C8, C4:C12, C7:C15
PEG3-Asn1-Phe2-Cys3-Cys4-Glu5-Phe6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-
629




Cys15-Tyr16






N22
C3:C8, C4:C12, C7:C15
Asn1-Phe2-Cys3-Cys4-Glu5-Phe6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
630




Tyr16-PEG3






N23
C3:C8, C4:C12, C7:C15
PEG3-Asn1-Phe2-Cys3-Cys4-Glu5-Tyr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-
631




Cys15-Tyr16-PEG3






N24
C3:C8, C4:C12, C7:C15
PEG3-Asn1-Phe2-Cys3-Cys4-Glu5-Tyr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-
632




Cys15-Tyr16






N25
C3:C8, C4:C12, C7:C15
Asn1-Phe2-Cys3-Cys4-Glu5-Tyr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-Gly14-Cys15-
633




Tyr16-PEG3






N26
C1:C6, C2:C10, C5:C13
Cys1-Cys2-Glu3-Ser4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13-Tyr14
634





N27
C1:C6, C2:C10, C5:C13
Cys1-Cys2-Glu3-Phe4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13-Tyr14
635





N28
C1:C6, C2:C10, C5:C13
Cys1-Cys2-Glu3-Ser4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13-
636





N29
C1:C6, C2:C10, C5:C13
Cys1-Cys2-Glu3-Phe4-Cys5-Cys6-Asn7-Pro8-Ala9-Cys10-Thr11-Gly12-Cys13
637





N30
1:6, 2:10, 5:13
Pen1-Pen2-Glu3-Tyr4-Pen5-Pen6-Asn7-Pro8-Ala9-Pen10-Thr11-Gly12-Pen13-Tyr14
638





N31
1:6, 2:10, 5:13
Pen1-Pen2-Glu3-Tyr4-Pen5-Pen6-Asn7-Pro8-Ala9-Pen10-Thr11-Gly12-Pen13
639





Formula X
C9:C14, C10:C18,
Xaa1-Xaa2-Xaa3-Xaa4-Xaa5-Xaa6-Asn7-Tyr8-Cys9-Cys10-Xaa11-Tyr12-Cys13-Cys14-Xaa15-
640



C13:C21
Xaa16-Xaa17-Cys18-Xaa19-Xaa20-Cys21-Xaa22






Formula XI
C9:C14, C10:C18,
Xaa1-Xaa2-Xaa3-Xaa4-Xaa5-Xaa6-Asn7-Phe8-Cys9-Cys10-Xaa11-Phe12-Cys13-Cys14-Xaa15-
641



C13:C21
Xaa16-Xaa17-Cys18-Xaa19-Xaa20-Cys21-Xaa22






Formula XII
C3:C8, C4:C12, C7:C15
Asn1-Phe2-Cys3-Cys4-Xaa5-Phe6-Cys7-Cys8-Xaa9-Xaa10-Xaa11-Cys12-Xaa13-Xaa14-Cys15-
642




Xaa16






Formula XIII
3:8, 4:12, 7:15
Asn1-Phe2-Pen3-Cys4-Xaa5-Phe6-Cys7-Pen8-Xaa9-Xaa10-Xaa11-Cys12-Xaa13-Xaa14-Cys15-
643




Xaa16






Formula XIV
3:8, 4:12, 7:15
Asn1-Phe2-Maa3-Maa4-Xaa5-Xaa6-Maa7-Maa8-Xaa9-Xaa10-Xaa11-Maa12-Xaa13-Xaa14-
644




Maa15-Xaa16






Formula XV
1:6, 2:10, 5:13
Maa1-Maa2-Glu3-Xaa4-Maa5-Maa6-Asn7-Pro8-Ala9-Maa10-Thr11-Gly12-Maa13-Tyr14
645





Formula XVI
1:6, 2:10, 5:13
Maa1-Maa2-Glu3-Xaa4-Maa5-Maa6-Asn7-Pro8-Ala9-Maa10-Thr11-Gly12-Maa13
646





Formula XVII
1:6, 2:10, 5:13
Xaan3-Maa1-Maa2-Xaa3-Xaa4-Maa5-Maa6-Xaa7-Xaa8-Xaa9-Maa10-Xaa11-Xaa12-Maa13-
647




Xaan2
















TABLE 7







GCRA Peptides











Position of

SEQ



Disulfide

ID


Name
bonds
Structure
NO:





SP-363
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
648




Gly14-Cys15-dLeu-AMIDE16






SP-364
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
649




Gly14-Cys15-dSer16






SP-365
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
650




Gly14-Cys15-dSer-AMIDE16






SP-366
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
651




Gly14-Cys15-dTyr16






SP-367
C4:C12, C7:C15
dAsn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
652




Gly14-Cys15-dTyr-AMIDE16






SP-373
C4:C12, C7:C15
Pyglu1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
653




Gly14-Cys15-dLeu-AMIDE16







C4:C12, C7:C15
Pyglu1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
654




Gly14-Cys15-Leu16






SP-
C4:C12, C7:C15
PEG3-Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
655


304diPEG

Gly14-Cys15-Leu16-PEG3






SP-304N-
C4:C12, C7:C15
PEG3-Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
656


PEG

Gly14-Cys15-Leu16






SP-304C-
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-Gly14-
657


PEG

Cys15-Leu16-PEG3
















TABLE 8







SP-304 Analogs, Uroguanylin, and Uroguanylin Analogs











Position of

SEQ ID


Name
Disulfide bonds
Structure
NO





Formula
C4:C12,
Xaa1-Xaa2-Xaa3-Maa4-Xaa5-Xaa6-Maa7-Xaa8-Xaa9-Xaa10-Xaa11-Maa12-Xaa13-
658


XVIII
C7:C15
Xaa14-Maa15-Xaa16






Uro-
C4:C12,
Asn1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
659


guanylin
C7:C15
Gly14-Cys15-Leu16






N32
C4:C12, C7:C15
Glu1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
660




Gly14-Cys15-Leu16






N33
C4:C12, C7:C15
Glu1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
661




Gly14-Cys15-Leu16






N34
C4:C12, C7:C15
Glu1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
662




Gly14-Cys15-Leu16






N35
C4:C12, C7:C15
Glu1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
663




Gly14-Cys15-Leu16






N36
C4:C12, C7:C15
Asp1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
664




Gly14-Cys15-Leu16






N37
C4:C12, C7:C15
Asp1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
665




Gly14-Cys15-Leu16






N38
C4:C12, C7:C15
Asp1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
666




Gly14-Cys15-Leu16






N39
C4:C12, C7:C15
Asp1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
667




Gly14-Cys15-Leu16






N40
C4:C12, C7:C15
Gln1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
668




Gly14-Cys15-Leu16






N41
C4:C12, C7:C15
Gln1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-Cys12-Thr13-
669




Gly14-Cys15-Leu16






N42
C4:C12, C7:C15
Gln1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
670




Cys12-Thr13-Gly14-Cys15-Leu16






N43
C4:C12, C7:C15
Gln1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
671




Cys12-Thr13-Gly14-Cys15-Leu16






N44
C4:C12, C7:C15
Lys1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
672




Cys12-Thr13-Gly14-Cys15-Leu16






N45
C4:C12, C7:C15
Lys1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
673




Cys12-Thr13-Gly14-Cys15-Leu16






N46
C4:C12, C7:C15
Lys1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
674




Cys12-Thr13-Gly14-Cys15-Leu16






N47
C4:C12, C7:C15
Lys1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
675




Cys12-Thr13-Gly14-Cys15-Leu16






N48
C4:C12, C7:C15
Glu1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
676




Cys12-Thr13-Gly14-Cys15-Leu16






N49
C4:C12, C7:C15
Glu1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
677




Cys12-Thr13-Gly14-Cys15-Leu16






N50
C4:C12, C7:C15
Glu1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
678




Cys12-Thr13-Gly14-Cys15-Leu16






N51
C4:C12, C7:C15
Glu1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
679




Cys12-Thr13-Gly14-Cys15-Leu16






N52
C4:C12, C7:C15
Asp1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
680




Cys12-Thr13-Gly14-Cys15-Leu1






N53
C4:C12, C7:C15
Asp1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
681




Cys12-Thr13-Gly14-Cys15-Leu16






N54
C4:C12, C7:C15
Asp1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
682




Cys12-Thr13-Gly14-Cys15-Leu16






N55
C4:C12, C7:C15
Asp1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
683




Cys12-Thr13-Gly14-Cys15-Leu16






N56
C4:C12, C7:C15
Gln1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
684




Cys12-Thr13-Gly14-Cys15-Leu16






N57
C4:C12, C7:C15
Gln1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
685




Cys12-Thr13-Gly14-Cys15-Leu16






N58
C4:C12, C7:C15
Gln1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
686




Cys12-Thr13-Gly14-Cys15-Leu16






N59
C4:C12, C7:C15
Gln1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
687




Cys12-Thr13-Gly14-Cys15-Leu16






N60
C4:C12, C7:C15
Lys1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
688




Cys12-Thr13-Gly14-Cys15-Leu16






N61
C4:C12, C7:C15
Lys1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
689




Cys12-Thr13-Gly14-Cys15-Leu16






N62
C4:C12, C7:C15
Lys1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
690




Cys12-Thr13-Gly14-Cys15-Leu16






N63
C4:C12, C7:C15
Lys1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Val8-Asn9-Val10-Ala11-
691




Cys12-Thr13-Gly14-Cys15-Leu16






N65
C4:C12, C7:C15
Glu1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
692




Cys12-Thr13-Gly14-Cys15-Leu16






N66
C4:C12, C7:C15
Glu1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
693




Cys12-Thr13-Gly14-Cys15-Leu16






N67
C4:C12, C7:C15
Glu1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
694




Cys12-Thr13-Gly14-Cys15-Leu16






N68
C4:C12, C7:C15
Glu1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
695




Cys12-Thr13-Gly14-Cys15-Leu16






N69
C4:C12, C7:C15
Asp1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
696




Cys12-Thr13-Gly14-Cys15-Leu16






N70
C4:C12, C7:C15
Asp1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
697




Cys12-Thr13-Gly14-Cys15-Leu16






N71
C4:C12, C7:C15
Asp1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
698




Cys12-Thr13-Gly14-Cys15-Leu16






N72
C4:C12, C7:C15
Asp1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
699




Cys12-Thr13-Gly14-Cys15-Leu16






N73
C4:C12, C7:C15
Gln1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
700




Cys12-Thr13-Gly14-Cys15-Leu16






N74
C4:C12, C7:C15
Gln1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
701




Cys12-Thr13-Gly14-Cys15-Leu16






N75
C4:C12, C7:C15
Gln1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
702




Cys12-Thr13-Gly14-Cys15-Leu16






N76
C4:C12, C7:C15
Gln1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
703




Cys12-Thr13-Gly14-Cys15-Leu16






N77
C4:C12, C7:C15
Lys1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
704




Cys12-Thr13-Gly14-Cys15-Leu16






N78
C4:C12, C7:C15
Lys1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
705




Cys12-Thr13-Gly14-Cys15-Leu16






N79
C4:C12, C7:C15
Lys1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
706




Cys12-Thr13-Gly14-Cys15-Leu16






N80
C4:C12, C7:C15
Lys1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
707




Cys12-Thr13-Gly14-Cys15-Leu16






N81
C4:C12, C7:C15
Glu1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
708




Cys12-Thr13-Gly14-Cys15-Leu16






N82
C4:C12, C7:C15
Glu1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
709




Cys12-Thr13-Gly14-Cys15-Leu16






N83
C4:C12, C7:C15
Glu1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-
710




Cys12-Thr13-Gly14-Cys15-Leu16






N84
C4:C12, C7:C15
Glu1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
711




Gly14-Cys15-Leu16






N85
C4:C12, C7:C15
Asp1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
712




Gly14-Cys15-Leu16






N86
C4:C12, C7:C15
Asp1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
713




Gly14-Cys15-Leu16






N87
C4:C12, C7:C15
Asp1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
714




Gly14-Cys15-Leu16






N88
C4:C12, C7:C15
Asp1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
715




Gly14-Cys15-Leu16






N89
C4:C12, C7:C15
Gln1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
716




Gly14-Cys15-Leu16






N90
C4:C12, C7:C15
Gln1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
717




Gly14-Cys15-Leu16






N91
C4:C12, C7:C15
Gln1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
718




Gly14-Cys15-Leu16






N92
C4:C12, C7:C15
Gln1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
719




Gly14-Cys15-Leu16






N93
C4:C12, C7:C15
Lys1-Asp2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
720




Gly14-Cys15-Leu16






N94
C4:C12, C7:C15
Lys1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
721




Gly14-Cys15-Leu16






N95
C4:C12, C7:C15
Lys1-Glu2-Asp3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
722




Gly14-Cys15-Leu16






N96
C4:C12, C7:C15
Lys1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-
723




Gly14-Cys15-Leu16
















TABLE 9







Guanylin and Analogs











Position of

SEQ



Disulfide

ID


Name
bonds
Structure
NO





Formula
4:12, 7:15
Xaa1-Xaa2-Xaa3-Maa4-Xaa5-Xaaa6-Maa7-Xaa8-Xaa9-Xaa10-Xaa11-Maa12-Xaa13-Xaa14-
723


XIX

Maa15






Guanylin
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Ile6-Cys7-Ala8-Phe9-Ala10-Ala11-Cys12-Ala13-Gly14-
724




Cys15






Human
C4:C12, C7:C15
Pro1-Gly2-Thr3-Cys4-Glu5-Ile6-Cys7-Ala8-Tyr9-Ala10-Ala11-Cys12-Thr13-Gly14-
725


Guanylin

Cys15






N97
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Ile6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
726




Cys15






N98
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Leu6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
727




Cys15






N99
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Val6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
728




Cys15






N100
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Tyr6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
729




Cys15






N101
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Ile6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
730




Cys15






N102
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Leu6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
731




Cys15






N103
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Val6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
732




Cys15






N104
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Tyr6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
733




Cys15






N105
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Ile6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
734




Cys15






N106
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Leu6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
735




Cys15






N107
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Val6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
736




Cys15






N108
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Tyr6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
737




Cys15






N109
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Ile6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
738




Cys15






N110
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Leu6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
739




Cys15






N111
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Val6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
740




Cys15






N112
C4:C12, C7:C15
Ser1-His2-Thr3-Cys4-Glu5-Tyr6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
741




Cys15






N113
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Ile6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
742




Cys15






N114
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
743




Cys15






N115
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Val6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
744




Cys15






N116
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Tyr6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
745




Cys15






N117
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Ile6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
746




Cys15






N118
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
747




Cys15






N119
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Val6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
748




Cys15






N120
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Tyr6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
749




Cys15






N121
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Ile6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
750




Cys15






N122
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
751




Cys15






N123
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Val6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
752




Cys15






N124
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Tyr6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
753




Cys15






N125
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Ile6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
754




Cys15






N126
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Leu6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
755




Cys15






N127
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Val6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
756




Cys15






N128
C4:C12, C7:C15
Asn1-Asp2-Glu3-Cys4-Glu5-Tyr6-Cys7-Ala8-Asn9-Ala10-Ala11-Cys12-Ala13-Gly14-
757




Cys15
















TABLE 10







Lymphoguanylin and Analogs











Position of

SEQ



Disulfide

ID


Name
bonds
Structure
NO





Formula
4:12
Xaa1-Xaa2-Xaa3-Maa4-Xaa5-Xaa6-Maa7-Xaa8-Xaa9-xaa10-Xaa11-Maa12-Xaa13-Xaa14-Xaan115
767


XX








Lympho-
C4:C12
Gln1-Glu2-Glu3-Cys4-Glu5-Leu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
768


guanylin








N129
C4:C12
Gln1-Glu2-Glu3-Cys4-Glu5-Thr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
769





N130
C4:C12
Gln1-Asp2-Glu3-Cys4-Glu5-Thr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
770





N131
C4:C12
Gln1-Asp2-Asp3-Cys4-Glu5-Thr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
771





N132
C4:C12
Gln1-Glu2-Asp3-Cys4-Glu5-Thr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
772





N133
C4:C12
Gln1-Glu2-Glu3-Cys4-Glu5-Glu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
773





N134
C4:C12
Gln1-Asp2-Glu3-Cys4-Glu5-Glu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
774





N135
C4:C12
Gln1-Asp2-Asp3-Cys4-Glu5-Glu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
775





N136
C4:C12
Gln1-Glu2-Asp3-Cys4-Glu5-Glu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
776





N137
C4:C12
Gln1-Glu2-Glu3-Cys4-Glu5-Tyr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
777





N138
C4:C12
Gln1-Asp2-Glu3-Cys4-Glu5-Tyr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
778





N139
C4:C12
Gln1-Asp2-Asp3-Cys4-Glu5-Tyr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
779





N140
C4:C12
Gln1-Glu2-Asp3-Cys4-Glu5-Tyr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
780





N141
C4:C12
Gln1-Glu2-Glu3-Cys4-Glu5-Ile6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
781





N142
C4:C12
Gln1-Asp2-Glu3-Cys4-Glu5-Ile6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
782





N143
C4:C12
Gln1-Asp2-Asp3-Cys4-Glu5-Ile6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
783





N144
C4:C12
Gln1-Glu2-Asp3-Cys4-Glu5-Ile6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Tyr15
784





N145
C4:C12,
Gln1-Glu2-Glu3-Cys4-Glu5-Thr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
785



C7:C15
Ser16






N146
C4:C12,
Gln1-Asp2-Glu3-Cys4-Glu5-Thr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
786



C7:C15
Ser16






N147
C4:C12,
Gln1-Asp2-Asp3-Cys4-Glu5-Thr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
787



C7:C15
Ser16






N148
C4:C12,
Gln1-Glu2-Asp3-Cys4-Glu5-Thr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
788



C7:C15
Ser16






N149
C4:C12,
Gln1-Glu2-Glu3-Cys4-Glu5-Glu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
789



C7:C15
Ser16






N150
C4:C12,
Gln1-Asp2-Glu3-Cys4-Glu5-Glu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
790



C7:C15
Ser16






N151
C4:C12,
Gln1-Asp2-Asp3-Cys4-Glu5-Glu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
791



C7:C15
Ser16






N152
C4:C12,
Gln1-Glu2-Asp3-Cys4-Glu5-Glu6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
792



C7:C15
Ser16






N153
C4:C12,
Gln1-Glu2-Glu3-Cys4-Glu5-Tyr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
793



C7:C15
Ser16






N154
C4:C12,
Gln1-Asp2-Glu3-Cys4-Glu5-Tyr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
794



C7:C15
Ser16






N155
C4:C12,
Gln1-Asp2-Asp3-Cys4-Glu5-Tyr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
795



C7:C15
Ser16






N156
C4:C12,
Gln1-Glu2-Asp3-Cys4-Glu5-Tyr6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
796



C7:C15
Ser16






N157
C4:C12,
Gln1-Glu2-Glu3-Cys4-Glu5-Ile6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
797



C7:C15
Ser16






N158
C4:C12,
Gln1-Asp2-Glu3-Cys4-Glu5-Ile6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
798



C7:C15
Ser16






N159
C4:C12,
Gln1-Asp2-Asp3-Cys4-Glu5-Ile6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
799



C7:C15
Ser16






N160
C4:C12,
Gln1-Glu2-Asp3-Cys4-Glu5-Ile6-Cys7-Ile8-Asn9-Met10-Ala11-Cys12-Thr13-Gly14-Cys15-
800



C7:C15
Ser16

















TABLE 11







ST Peptide and Analogues













SEQ



Position of

ID


Name
Disulfide bonds
Structure
NO





STPeptide
C9:C14, C10:C18,
Asn1-Ser2-Ser3-Asn4-Ser5-Ser6-Asn7-Tyr8-Cys9-Cys10-Glu11-Lys12-Cys13-
758



C13:C21
Cys14-Asn15-Pro16-Ala17-Cys18-Thr19-Gly20-Cys21-Tyr22






N161
C3:C8, C4:C12,
PEG3-Asn1-Phe2-Cys3-Cys4-Glu5-Thr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-
759



C7:C15
Thr13-Gly14-Cys15-Tyr16-PEG3






N162
C3:C8, C4:C12,
PEG3-Asn1-Phe2-Cys3-Cys4-Glu5-Thr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-
760



C7:C15
Thr13-Gly14-Cys15-Tyr16






N163
C3:C8, C4:C12,
Asn1-Phe2-Cys3-Cys4-Glu5-Thr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-
761



C7:C15
Gly14-Cys15-Tyr16-PEG3






N164
C3:C8, C4:C12,
Asn1-Phe2-Cys3-Cys4-Glu5-Tyr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-
762



C7:C15
Gly14-Cys15-Tyr16






N165
C3:C8, C4:C12,
dAsn1-Phe2-Cys3-Cys4-Glu5-Tyr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-
763



C7:C15
Gly14-Cys15-dTyr16






N166
C3:C8, C4:C12,
Asn1-Phe2-Cys3-Cys4-Glu5-Tyr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-
764



C7:C15
Gly14-Cys15-dTyr16






N167
C3:C8, C4:C12,
dAsn1-Phe2-Cys3-Cys4-Glu5-Tyr6-Cys7-Cys8-Asn9-Pro10-Ala11-Cys12-Thr13-
765



C7:C15
Gly14-Cys15-Tyr16









A therapeutic agent may be used alone or in combination with an additional therapeutic agent. In some cases, an “additional therapeutic agent” as used herein is administered alone. The therapeutic agents may be administered together or sequentially. The combination therapies may be administered within the same day, or may be administered one or more days, weeks, months, or years apart. In some cases, a therapeutic agent provided herein is administered if the subject is determined to be non-responsive to a first line of therapy, e.g., such as TNF inhibitor. Such determination may be made by treatment with the first line therapy and monitoring of disease state and/or diagnostic determination that the subject can be non-responsive to the first line therapy.


In some embodiments, the additional therapeutic agent comprises an anti-TNF therapy, e.g., an anti-TNFα therapy. In some embodiments, the additional therapeutic agent comprises a second-line treatment to an anti-TNF therapy. In some embodiments, the additional therapeutic agent comprises an immunosuppressant, or a class of drugs that suppress, or reduce, the strength of the immune system. In some embodiments, the immunosuppressant is an antibody. Non-limiting examples of immunosuppressant therapeutic agents include STELARA® (ustekinumab) azathioprine (AZA), 6-mercaptopurine (6-MP), methotrexate, cyclosporin A. (CsA).


In some embodiments, the additional therapeutic agent comprises a selective anti-inflammatory drug, or a class of drugs that specifically target pro-inflammatory molecules in the body. In some embodiments, the anti-inflammatory drug comprises an antibody. In some embodiments, the anti-inflammatory drug comprises a small molecule. Non-limiting examples of anti-inflammatory drugs include ENTYVIO (vedolizumab), corticosteroids, aminosalicylates, mesalamine, balsalazide (Colazal) and olsalazine (Dipentum).


In some embodiments, the additional therapeutic agent comprises a stem cell therapy. The stem cell therapy may be embryonic or somatic stem cells. The stem cells may be isolated from a donor (allogeneic) or isolated from the subject (autologous). The stem cells may be expanded adipose-derived stem cells (eASCs), hematopoietic stem cells (HSCs), mesenchymal stem (stromal) cells (MSCs), or induced pluripotent stem cells (iPSCs) derived from the cells of the subject. In some embodiments, the therapeutic agent comprises Cx601/Alofisel® (darvadstrocel).


In some embodiments, the additional therapeutic agent comprises a small molecule. The small molecule may be used to treat inflammatory diseases or conditions, or fibrostenotic or fibrotic disease. Non-limiting examples of small molecules include Otezla® (apremilast), alicaforsen, or ozanimod (RPC-1063).


In some embodiments, the additional therapeutic agent comprises an agonist or antagonist Janus Kinase 1 (JAK1). Non-limiting examples of JAK1 inhibitors include Ruxolitinib (INCB018424), S-Ruxolitinib (INCB018424), Baricitinib (LY3009104, INCB028050), Filgotinib (GLPG0634), Momelotinib (CYT387), Cerdulatinib (PRT062070, PRT2070), LY2784544, NVP-BSK805, 2HCl, Tofacitinib (CP-690550, Tasocitinib), XL019, Pacritinib (SB1518), or ZM 39923 HCl.


Kinase Modulator Therapeutics

Non-limiting embodiments are provided herein wherein a therapeutic agent comprises a kinase modulator. In some embodiments, the kinase modulator is a therapeutic selected for and/or administered to a subject having a PBmu subtype of CD. Non-limiting exemplary kinases include PDK1, CDK11B, ULK1, RIPK1, IKBKB, CDK9, STK11, RAF1, CSNK1A1, AURKB, ATR, PRKAA2, CHEK2, PRKDC, AURKA, RPS6KB1, CSNK2A2, PLK1, PRKAA1, MTOR, CDK1, CDK2, MAPK1, GSK3B, and CSNK2A1. Non-limiting examples of kinase targets include those in Table 18A. In some embodiments, a kinase target comprises one or more of the kinases of Table 18A. Non-limiting examples of kinase modulators includes those in Table 18B. In some embodiments, a kinase modulator comprises one or more kinase modulators of Table 18B.


In some embodiments, the kinase modulator modulates PDK1 (pyruvate dehydrogenase kinase 1). In some embodiments, the kinase modulator is an inhibitor of PDK1. Non-limiting exemplary kinase modulators for PDK1 include Celecoxib, 7-Hydroxystaurosporine, Bisindolylmaleimide VIII, Staurosporine, Dexfosfoserine, 10,11-dimethoxy-4-methyldibenzo[c,f]-2,7-naphthyridine-3,6-diamine; 5-hydroxy-3-[(1r)-1-(1 h-pyrrol-2-yl)ethyl]-2 h-indol-2-one; 1-{2-oxo-3-[(1r)-1-(1 h-pyrrol-2-yl)ethyl]-2 h-indol-5-yl}urea; 2-(1H-imidazol-1-yl)-9-methoxy-8-(2-methoxyethoxy)benzo[c][2,7]naphthyridin-4-amine; Bisindolylmaleimide I; 3-(1H-indol-3-yl)-4-(1-{2-[(2S)-1-methylpyrrolidinyl]ethyl}-1H-indol-3-yl)-1H-pyrrole-2,5-dione; 3-[1-(3-aminopropyl)-1 h-indol-3-yl]-4-(1 h-indol-3-yl)-1 h-pyrrole-2,5-dione; Inositol 1,3,4,5-Tetrakisphosphate; Fostamatinib; and AR-12 (Arno Therapeutics).


In some embodiments, the kinase modulator modulates CDK11B (cyclin-dependent kinase 11B). In some embodiments, the kinase modulator is an inhibitor of CDK11B. Non-limiting exemplary kinase modulators for CDK11B include Phosphonothreonine, Alvocidib, SNS-032, and Seliciclib.


In some embodiments, the kinase modulator modulates ULK1 (Serine/threonine-protein kinase ULK1). In some embodiments, the kinase modulator is an inhibitor of ULK1. Non-limiting exemplary kinase modulators for ULK1 include Fostamatinib.


In some embodiments, the kinase modulator modulates RIPK1 (receptor-interacting serine/threonine-protein kinase 1). In some embodiments, the kinase modulator is an inhibitor of RIPK1. Non-limiting exemplary kinase modulators for RIPK1 include Fostamatinib.


In some embodiments, the kinase modulator modulates IKBKB (inhibitor of nuclear factor kappa-B kinase subunit beta). In some embodiments, the kinase modulator is an inhibitor of IKBKB. Non-limiting exemplary kinase modulators for IKBKB include Auranofin, Arsenic trioxide, MLN0415, Ertiprotafib, Sulfasalazine, Mesalazine, Acetylcysteine, Fostamatinib, and Acetylsalicylic acid.


In some embodiments, the kinase modulator modulates CDK9 (cyclin-dependent kinase 9). In some embodiments, the kinase modulator is an inhibitor of CDK9. Non-limiting exemplary kinase modulators for CDK9 include Riviciclib, Roniciclib, Seliciclib, Alvocidib, ATUVECICLIB, SNS-032 (BMS-387032), and AZD-5438 (AstraZeneca).


In some embodiments, the kinase modulator modulates STK11 (serine/threonine kinase 11). In some embodiments, the kinase modulator is an inhibitor of STK11. Non-limiting exemplary kinase modulators for STK11 include Metformin, magnesium, manganese, cyclic AMP, ATP, Midostaurin, Nintedanib, Ruboxistaurin, Sunitinib, and ADP.


In some embodiments, the kinase modulator modulates RAF1 (RAF proto-oncogene serine/threonine-protein kinase). In some embodiments, the kinase modulator is an inhibitor of RAF1. Non-limiting exemplary kinase modulators for RAF1 include Balamapimod, Dabrafenib, Regorafenib, Sorafenib, LErafAON, iCo-007, XL281, Cholecystokinin, and Fostamatinib.


In some embodiments, the kinase modulator modulates CSNK1A1 (Casein Kinase 1 Alpha 1). In some embodiments, the kinase modulator is an inhibitor of CSNK1A1. Non-limiting exemplary kinase modulators for CSNK1A1 include Fostamatinib, IC261, ATP, PF 670462, CKI 7 dihydrochloride, ADP, (R)-DRF053 dihydrochloride, D4476, LH846, PF 4800567 hydrochloride, PF 670462, CKI 7 dihydrochloride, IC261, Ruxolitinib, Bosutinib, Sorafenib, Sunitinib, and A-series of kinase inhibitors A14, A64, A47, A75, A51, and A86 (Cell. 2018 Sep. 20; 175(1): 171-185.e25).


In some embodiments, the kinase modulator modulates AURKB (Aurora kinase B). In some embodiments, the kinase modulator is an inhibitor of AURKB. Non-limiting exemplary kinase modulators for AURKB include Barasertib, Cenisertib, Danusertib, Ilorasertib, Tozasertib, Hesperidin, AT9283, Enzastaurin, Reversine, and Fostamatinib.


In some embodiments, the kinase modulator modulates ATR (serine/threonine-protein kinase ATR). In some embodiments, the kinase modulator is an inhibitor of ATR. Non-limiting exemplary kinase modulators for ATR include Ceralasertib, Berzosertib, diphenyl acetamidotrichloroethyl fluoronitrophenyl thiourea, BAY-1895344, and Nevanimibe hydrochloride.


In some embodiments, the kinase modulator modulates PRKAA2 (5-AMP-activated protein kinase catalytic subunit alpha-2). In some embodiments, the kinase modulator is an inhibitor of PRKAA2. Non-limiting exemplary kinase modulators for PRKAA2 include Acetylsalicylic acid, Fostamatinib, Topiramate, and Adenosine phosphate.


In some embodiments, the kinase modulator modulates CHEK2 (checkpoint kinase 2). In some embodiments, the kinase modulator is an inhibitor of CHEK2. Non-limiting exemplary kinase modulators for CHEK2 include Prexasertib.


In some embodiments, the kinase modulator modulates PRKDC (DNA-dependent protein kinase catalytic subunit). In some embodiments, the kinase modulator is an inhibitor of PRKDC. Non-limiting exemplary kinase modulators for PRKDC include Wortmannin, Torin 2, PIK-75, peposertib, KU-0060648, AZD7648, NU-7441, PI-103, PP121, DNA-PK inhibitor III, NU-7026, DNA-PK inhibitor V, Trifluoperazine, Suramin, and Idelalisib.


In some embodiments, the kinase modulator modulates AURKA (Aurora Kinase A). In some embodiments, the kinase modulator is an inhibitor of AURKA. Non-limiting exemplary kinase modulators for AURKA include Alisertib, Cenisertib, Tozasertib, Danusertib, Ilorasertib, Phosphonothreonine, CYC116, AT9283, SNS-314, MLN8054, Enzastaurin, 4-(4-methylpiperazin-1-yl)-n-[5-(2-thienylacetyl)-1,5-dihydropyrrolo[3,4-c]pyrazol-3-yl]benzamide, AKI-001, 1-{5-[2-(thieno[3,2-d]pyrimidin-4-ylamino)ethyl]-1,3-thiazol-2-yl}-3-[3-(trifluoromethyl)phenyl]urea; 1-(5-{2-[(1-methyl-1H-pyrazolo[4,3-d]pyrimidin-7-yl)amino]ethyl}-1,3-thiazol-2-yl)-3-[3-(trifluoromethyl)phenyl]urea; N-{3-[(4-{[3-(trifluoromethyl)phenyl]amino}pyrimidin-2-yl)amino]phenyl}cyclopropanecarboxamide; N-butyl-3-{[6-(9H-purin-6-ylamino)hexanoyl]amino}benzamide; and Fostamatinib.


In some embodiments, the kinase modulator modulates RPS6KB1 (Ribosomal Protein S6 Kinase B1). In some embodiments, the kinase modulator is an inhibitor of RPS6KB1. Non-limiting exemplary kinase modulators for RPS6KB1 include LY2584702, PF-4708671, and GNE-3511.


In some embodiments, the kinase modulator modulates CSNK2A2 (Casein kinase II subunit alpha). In some embodiments, the kinase modulator is an inhibitor of CSNK2A2. Non-limiting exemplary kinase modulators for CSNK2A2 include Silmitasertib, [1-(6-{6-[(1-methylethyl)amino]-1H-indazol-1-yl}pyrazin-2-yl)-1H-pyrrol-3-yl]acetic acid, and Fostamatinib.


In some embodiments, the kinase modulator modulates PLK1 (Serine/threonine-protein kinase PLK1). In some embodiments, the kinase modulator is an inhibitor of PLK1. Non-limiting exemplary kinase modulators for PLK1 include Rigosertib, Volasertib, 3-[3-chloro-5-(5-{[(1S)-1-phenylethyl]amino}isoxazolo[5,4-c]pyridin-3-yl)phenyl]propan-1-ol; 3-[3-(3-methyl-6-{[(1S)-1-phenylethyl]amino}-1H-pyrazolo[4,3-c]pyridin-1-yl)phenyl]propenamide; 4-(4-methylpiperazin-1-yl)-n-[5-(2-thienylacetyl)-1,5-dihydropyrrolo[3,4-c]pyrazol-3-yl]benzamide; 1-[5-Methyl-2-(trifluoromethyl)furan-3-yl]-3-[5-[2-[[6-(1H-1,2,4-triazol-5-ylamino)pyrimidin-4-yl]amino]ethyl]-1,3-thiazol-2-yl]urea; Wortmannin, Fostamatinib, Onvansertib, HMN-214, Purpurogallin, BI-2536, GSK-461364, Tak-960, Volasertib trihydrochloride, Rigosertib sodium, and BI-2536 monohydrate.


In some embodiments, the kinase modulator modulates PRKAA1 (5′-AMP-activated protein kinase catalytic subunit alpha-1). In some embodiments, the kinase modulator is an inhibitor of PRKAA1. Non-limiting exemplary kinase modulators for PRKAA1 include Adenosine phosphate, ATP, Phenformin, and Fostamatinib.


In some embodiments, the kinase modulator modulates MTOR (Serine/threonine-protein kinase mTOR). In some embodiments, the kinase modulator is an inhibitor of MTOR. Non-limiting exemplary kinase modulators for MTOR include Vistusertib, Sapanisertib, Bimiralisib, Samotolisib, Panulisib, Omipalisib, Apitolisib, Voxtalisib, Dactolisib, Gedatolisib, SF1126, Rimiducid, XL765, Everolimus, Ridaforolimus, Temsirolimus, Sirolimus, Pimecrolimus, Fostamatinib, PKI-179, PF-04691502, GDC-0349, GSK-1059615, AZD-8055, CC-115, BGT-226, Sonolisib, MKC-1, Umirolimus, VS-5584, Onatasertib, Paxalisib, Bimiralisib, 2-Hydyroxyoleic acid, Ophiopogonin B, GNE-493, GNE-477, Guttiferone E, PF-04979064, Hypaphorine, Astragaloside II, PP-121, KU-0063794, PD-166866, PI-103, CGP-60474, AZD-1208, PP-242, AZD-1897, LY-294002, SF-1126, Licochalcone A, Puquitinib, Zotarolimus, Ridaforolimus, Tacrolimus, Voxtalisib hydrochloride, Bimiralisib hydrochloride, Bimiralisib hydrochloride monohydrate, Dactolisib tosylate, and Hypaphorine hydrochloride.


In some embodiments, the kinase modulator modulates CDK1 (cyclin-dependent kinase 1). In some embodiments, the kinase modulator is an inhibitor of CDK1. Non-limiting exemplary kinase modulators for CDK1 include Roniciclib, Riviciclib, Milciclib, Alsterpaullone, Alvocidib, Hymenialdisine, Indirubin-3′-monoxime, Olomoucine, SU9516, AT-7519, Seliciclib, Fostamatinib, OTX-008, and K-00546.


In some embodiments, the kinase modulator modulates CDK2 (cyclin-dependent kinase 2). In some embodiments, the kinase modulator is an inhibitor of CDK2. Non-limiting exemplary kinase modulators for CDK2 include Bosutinib, Roniciclib, Seliciclib, 4-[5-(Trans-4-Aminocyclohexylamino)-3-Isopropylpyrazolo[1,5-a]Pyrimidin-7-Ylamino]-N,N-Dimethylbenzenesulfonamide; Staurosporine; 4-(2,4-Dimethyl-Thiazol-5-Yl)-Pyrimidin-2-Ylamine; Olomoucine; 4-[(4-Imidazo[1,2-a]Pyridin-3-Ylpyrimidin-2-Yl)Amino]Benzenesulfonamide; 2-Amino-6-Chloropyrazine; 6-O-Cyclohexylmethyl Guanine; N-[4-(2-Methylimidazo[1,2-a]Pyridin-3-Yl)-2-Pyrimidinyl]Acetamide; 1-Amino-6-Cyclohex-3-Enylmethyloxypurine; N-(5-Cyclopropyl-1 h-Pyrazol-3-Yl)Benzamide; Purvalanol; [4-(2-Amino-4-Methyl-Thiazol-5-Yl)-Pyrimidin-2-Yl]-(3-Nitro-Phenyl)-Amine; (5R)-5-{[(2-Amino-3H-purin-6-yl)oxy]methyl}-2-pyrrolidinone; 4-(2,4-Dimethyl-1,3-thiazol-5-yl)-N-[4-(trifluoromethyl)phenyl]-2-pyrimidinamine; Hymenialdisine; (5-Chloropyrazolo[1,5-a]Pyrimidin-7-Yl)-(4-Methanesulfonylphenyl)Amine; 4-(5-Bromo-2-Oxo-2 h-Indol-3-Ylazo)-Benzenesulfonamide; 4-(2,5-Dichloro-Thiophen-3-Yl)-Pyrimidin-2-Ylamine; 4-[(6-Amino-4-Pyrimidinyl)Amino]Benzenesulfonamide; 4-[3-Hydroxyanilino]-6,7-Dimethoxyquinazoline; SU9516; 3-Pyridin-4-Yl-2,4-Dihydro-Indeno[1,2-.C.]Pyrazole; (2E,3S)-3-hydroxy-5′-[(4-hydroxypiperidin-1-yl)sulfonyl]-3-methyl-1,3-dihydro-2,3′-biindol-2′(1′H)-one; 1-[(2-Amino-6,9-Dihydro-1 h-Purin-6-Yl)Oxy]-3-Methyl-2-Butanol; 4-((3r,4s,5r)-4-Amino-3,5-Dihydroxy-Hex-1-Ynyl)-5-Fluoro-3-[1-(3-Methoxy-1 h-Pyrrol-2-Yl)-Meth-(Z)-Ylidene]-1,3-Dihydro-Indol-2-One; Lysine Nz-Carboxylic Acid; [2-Amino-6-(2,6-Difluoro-Benzoyl)-Imidazo[1,2-a]Pyridin-3-Yl]-Phenyl-Methanone; N′-[4-(2,4-Dimethyl-1,3-thiazol-5-yl)-2-pyrimidinyl]-N-hydroxyiminoformamide; N′-(Pyrrolidino[2,1-B]Isoindolin-4-On-8-Yl)-N-(Pyridin-2-Yl)Urea; 2-[Trans-(4-Aminocyclohexyl)Amino]-6-(Benzyl-Amino)-9-Cyclopentylpurine; 4-[4-(4-Methyl-2-Methylamino-Thiazol-5-Yl)-Pyrimidin-2-Ylamino]-Phenol 3-[4-(2,4-Dimethyl-Thiazol-5-Yl)-Pyrimidin-2-Ylamino]-Phenol; phenylaminoimidazo(1,2-alpha)pyridine; Olomoucine II; Triazolopyrimidine; Alvocidib; Seliciclib; 4-[(7-oxo-7 h-thiazolo[5,4-e]indol-8-ylmethyl)-amino]-n-pyridin-2-yl-benzenesulfonamide; (13R,15S)-13-methyl-16-oxa-8,9,12,22,24-pentaazahexacyclo[15.6.2.16,9.1,12,15.0,2,7.0,21,25]heptacosa-1(24),2,4,6,17(25),18,20-heptaene-23,26-dione; N-(3-cyclopropyl-1H-pyrazol-5-yl)-2-(2-naphthyl)acetamide; 2-anilino-6-cyclohexylmethoxypurine; 1-(5-OXO-2,3,5,9B-tetrahydro-1 h-pyrrolo[2,1-a]isoindol-9-yl)-3-(5-pyrrolidin-2-yl-1 h-pyrazol-3-yl)-urea; (5-phenyl-7-(pyridin-3-ylmethylamino)pyrazolo[1,5-a]pyrimidin-3-yl)methanol; 2-(3,4-dihydroxyphenyl)-8-(1,1-dioxidoisothiazolidin-2-yl)-3-hydroxy-6-methyl-4 h-chromen-4-one; (2R)-1-(dimethylamino)-3-{4-[(6-{[2-fluoro-5-(trifluoromethyl)phenyl]amino}pyrimidin-4-yl)amino]phenoxy}propan-2-ol; 5-(2,3-dichlorophenyl)-N-(pyridin-4-ylmethyl)-3-thiocyanatopyrazolo[1,5-a]pyrimidin-7-amine; O6-cyclohexylmethoxy-2-(4′-sulphamoylanilino) purine; (2S)—N-[(3E)-5-Cyclopropyl-3H-pyrazol-3-ylidene]-2-[4-(2-oxo-1-imidazolidinyl)phenyl]propenamide; 5-[(2-aminoethyl)amino]-6-fluoro-3-(1 h-pyrrol-2-yl)benzo[cd]indol-2(1 h)-one; N-cyclopropyl-4-pyrazolo[1,5-b]pyridazin-3-ylpyrimidin-2-amine; 3-((3-bromo-5-o-tolylpyrazolo[1,5-a]pyrimidin-7-ylamino)methyl)pyridine 1-oxide; 6-cyclohexylmethoxy-2-(3′-chloroanilino) purine; 3-bromo-5-phenyl-N-(pyridin-4-ylmethyl)pyrazolo[1,5-a]pyrimidin-7-amine; N-[5-(1,1-dioxidoisothiazolidin-2-yl)-1 h-indazol-3-yl]-2-(4-piperidin-1-ylphenyl)acetamide; (3R)-3-(aminomethyl)-9-methoxy-1,2,3,4-tetrahydro-5H-[1]benzothieno[3,2-e][1,4]diazepin-5-one; 5-[5,6-bis(methyloxy)-1 h-benzimidazol-1-yl]-3-{[1-(2-chlorophenyl)ethyl]oxy}-2-thiophenecarboxamide; 5-Bromoindirubin; (2S)-1-{4-[(4-Anilino-5-bromo-2-pyrimidinyl)amino]phenoxy}-3-(dimethylamino)-2-propanol; (2R)-1-{4-[(4-Anilino-5-bromo-2-pyrimidinyl)amino]phenoxy}-3-(dimethylamino)-2-propanol; (5E)-2-Amino-5-(2-pyridinylmethylene)-1,3-thiazol-4(5H)-one; 4-{5-[(Z)-(2,4-dioxo-1,3-thiazolidin-5-ylidene)methyl]furan-2-yl}benzenesulfonamide; 4-{5-[(Z)-(2-imino-4-oxo-1,3-thiazolidin-5-ylidene)methyl]-2-furyl}-n-methylbenzenesulfonamide; 4-{5-[(Z)-(2-imino-4-oxo-1,3-thiazolidin-5-ylidene)methyl]furan-2-yl}benzenesulfonamide; 4-{5-[(Z)-(2-imino-4-oxo-1,3-thiazolidin-5-ylidene)methyl]furan-2-yl}-2-(trifluoromethyl)benzenesulfonamide; 4-{5-[(Z)-(2-imino-4-oxo-1,3-thiazolidin-5-ylidene)methyl]furan-2-yl}benzoic acid; 4-{5-[(1Z)-1-(2-imino-4-oxo-1,3-thiazolidin-5-ylidene)ethyl]-2-furyl}benzenesulfonamide; N-[4-(2,4-dimethyl-thiazol-5-yl)-pyrimidin-2-yl]-n′,n′-dimethyl-benzene-1,4-diamine; (5Z)-5-(3-bromocyclohexa-2,5-dien-1-ylidene)-n-(pyridin-4-ylmethyl)-1,5-dihydropyrazolo[1,5-a]pyrimidin-7-amine; 6-(3,4-dihydroxybenzyl)-3-ethyl-1-(2,4,6-trichlorophenyl)-1 h-pyrazolo[3,4-d]pyrimidin-4(5 h)-one; 6-(3-aminophenyl)-n-(tert-butyl)-2-(trifluoromethyl)quinazolin-4-amine; 2-(4-(aminomethyl)piperidin-1-yl)-n-(3_cyclohexyl-4-oxo-2,4-dihydroindeno[1,2-c]pyrazol-5-yl)acetamide; 1-(3-(2,4-dimethylthiazol-5-yl)-4-oxo-2,4-dihydroindeno[1,2-c]pyrazol-5-yl)-3-(4-methylpiperazin-1-yl)urea; 4-{[5-(cyclohexylmethoxy)[1,2,4]triazolo[1,5-a]pyrimidin-7-yl]amino}benzenesulfonamide; 4-{[5-(cyclohexylamino)[1,2,4]triazolo[1,5-a]pyrimidin-7-yl]amino}benzenesulfonamide; 4-({5-[(4-aminocyclohexyl)amino][1,2,4]triazolo[1,5-a]pyrimidin-7-yl}amino)benzenesulfonamide; 4-{[5-(cyclohexyloxy)[1,2,4]triazolo[1,5-a]pyrimidin-7-yl]amino}benzenesulfonamide; CAN-508; (2R)-1-[4-({4-[(2,5-Dichlorophenyl)amino]-2-pyrimidinyl}amino)phenoxy]-3-(dimethylamino)-2-propanol; (2S)-1-[4-({6-[(2,6-Difluorophenyl)amino]-4-pyrimidinyl}amino)phenoxy]-3-(dimethylamino)-2-propanol; (2S)-1-[4-({4-[(2,5-Dichlorophenyl)amino]-2-pyrimidinyl}amino)phenoxy]-3-(dimethylamino)-2-propanol; (2R)-1-[4-({6-[(2,6-Difluorophenyl)amino]-4-pyrimidinyl}amino)phenoxy]-3-(dimethylamino)-2-propanol; N-(2-methoxyethyl)-4-({4-[2-methyl-1-(1-methylethyl)-1 h-imidazol-5-yl]pyrimidin-2-yl}amino)benzenesulfonamide; 4-{[4-(1-cyclopropyl-2-methyl-1 h-imidazol-5-yl)pyrimidin-2-yl]amino}-n-methylbenzenesulfonamide; 1-(3,5-dichlorophenyl)-5-methyl-1 h-1,2,4-triazole-3-carboxylic acid; (2S)-1-(Dimethylamino)-3-(4-{[4-(2-methylimidazo[1,2-a]pyridin-3-yl)-2-pyrimidinyl]amino}phenoxy)-2-propanol; N-(4-{[(3S)-3-(dimethylamino)pyrrolidin-1-yl]carbonyl}phenyl)-5-fluoro-4-[2-methyl-1-(1-methylethyl)-1H-imidazol-5-yl]pyrimidin-2-amine; 2-{4-[4-({4-[2-methyl-1-(1-methylethyl)-1H-imidazol-5-yl]pyrimidin-2-yl}amino)phenyl]piperazin-1-yl}-2-oxoethanol; Indirubin-3′-monoxime; N-[3-(1H-benzimidazol-2-yl)-1 h-pyrazol-4-yl]benzamide; RO-4584820; N-Methyl-4-{[(2-oxo-1,2-dihydro-3H-indol-3-ylidene)methyl]amino}benzenesulfonamide; N-methyl-{4-[2-(7-oxo-6,7-dihydro-8H-[1,3]thiazolo[5,4-e]indol-8-ylidene)hydrazino]phenyl}methanesulfonamide; 3-{[(2,2-dioxido-1,3-dihydro-2-benzothien-5-yl)amino]methylene}-5-(1,3-oxazol-5-yl)-1,3-dihydro-2H-indol-2-one; 4-{[(2-Oxo-1,2-dihydro-3H-indol-3-ylidene)methyl]amino}-N-(1,3-thiazol-2-yl)benzenesulfonamide; 3-{[4-([amino(imino)methyl]aminosulfonyl)anilino]methylene}-2-oxo-2,3-dihydro-1H-indole; 5-hydroxynaphthalene-1-sulfonamide; N-(4-sulfamoylphenyl)-1H-indazole-3-carboxamide 4-[(6-chloropyrazin-2-yl)amino]benzenesulfonamide; N-phenyl-1H-pyrazole-3-carboxamide; 4-(acetylamino)-N-(4-fluorophenyl)-1H-pyrazole-3-carboxamide; (4E)-N-(4-fluorophenyl)-4-[(phenylcarbonyl)imino]-4H-pyrazole-3-carboxamide; {[(2,6-difluorophenyl)carbonyl]amino}-N-(4-fluorophenyl)-1H-pyrazole-3-carboxamide; 5-chloro-7-[(1-methylethyl)amino]pyrazolo[1,5-a]pyrimidine-3-carbonitrile; 5-[(4-aminocyclohexyl)amino]-7-(propan-2-ylamino)pyrazolo[1,5-a]pyrimidine-3-carbonitrile; 4-{[(2,6-difluorophenyl)carbonyl]amino}-N-[(3S)-piperidin-3-yl]-1H-pyrazole-3-carboxamide; AT-7519; 4-(4-methoxy-1H-pyrrolo[2,3-b]pyridin-3-yl)pyrimidin-2-amine; 4-(4-propoxy-1H-pyrrolo[2,3-b]pyridin-3-yl)pyrimidin-2-amine; hydroxy(oxo)(3-{[(2z)-4-[3-(1 h-1,2,4-triazol-1-ylmethyl)phenyl]pyrimidin-2(5 h)-ylidene]amino}phenyl)ammonium; 4-Methyl-5-[(2Z)-2-{[4-(4-morpholinyl)phenyl]imino}-2,5-dihydro-4-pyrimidinyl]-1,3-thiazol-2-amine; 6-cyclohexylmethyloxy-2-(4′-hydroxyanilino)purine; 4-(6-cyclohexylmethoxy-9 h-purin-2-ylamino)-benzamide; 6-(cyclohexylmethoxy)-8-isopropyl-9 h-purin-2-amine; 3-(6-cyclohexylmethoxy-9 h-purin-2-ylamino)-benzenesulfonamide; (2R)-2-{[4-(benzylamino)-8-(1-methylethyl)pyrazolo[1,5-a][1,3,5]triazin-2-yl]amino}butan-1-ol; 3-({2-[(4-{[6-(cyclohexylmethoxy)-9 h-purin-2-yl]amino}phenyl)sulfonyl]ethyl}amino)propan-1-ol; 6-cyclohexylmethyloxy-5-nitroso-pyrimidine-2,4-diamine; 1-methyl-8-(phenylamino)-4,5-dihydro-1H-pyrazolo[4,3-h]quinazoline-3-carboxylic acid; 6-bromo-13-thia-2,4,8,12,19-pentaazatricyclo[12.3.1.1˜3,7˜]nonadeca-1(18),3(19),4,6,14,16-hexaene 13,13-dioxide; (2R)-2-({9-(1-methylethyl)-6-[(4-pyridin-2-ylbenzyl)amino]-9H-purin-2-yl}amino)butan-1-ol; 1-[4-(aminosulfonyl)phenyl]-1,6-dihydropyrazolo[3,4-e]indazole-3-carboxamide; 5-(2,3-dichlorophenyl)-N-(pyridin-4-ylmethyl)pyrazolo[1,5-a]pyrimidin-7-amine; 6-(2-fluorophenyl)-N-(pyridin-3-ylmethyl)imidazo[1,2-a]pyrazin-8-amine; 3-methyl-N-(pyridin-4-ylmethyl)imidazo[1,2-a]pyrazin-8-amine; 5-(2-fluorophenyl)-N-(pyridin-4-ylmethyl)pyrazolo[1,5-a]pyrimidin-7-amine; 3-bromo-5-phenyl-N-(pyridin-3-ylmethyl)pyrazolo[1,5-a]pyrimidin-7-amine; 3-bromo-5-phenyl-N-(pyrimidin-5-ylmethyl)pyrazolo[1,5-a]pyridin-7-amine; 3-bromo-6-phenyl-N-(pyrimidin-5-ylmethyl)imidazo[1,2-a]pyridin-8-amine; N-((2-aminopyrimidin-5-yl)methyl)-5-(2,6-difluorophenyl)-3-ethylpyrazolo[1,5-a]pyrimidin-7-amine; 3-cyclopropyl-5-phenyl-N-(pyridin-3-ylmethyl)pyrazolo[1,5-a]pyrimidin-7-amine; 4-{[4-amino-6-(cyclohexylmethoxy)-5-nitrosopyrimidin-2-yl]amino}benzamide; 4-[(5-isopropyl-1,3-thiazol-2-yl)amino]benzenesulfonamide; N-(5-Isopropyl-thiazol-2-YL)-2-pyridin-3-YL-acetamide; Variolin B; N(6)-dimethylallyladenine; Bosutinib, Milciclib, SNS-032, CVT-313, Isoindirubin, Amygdalin, Zotiraciclib citrate, Milciclib maleate, and Indirubin.


In some embodiments, the kinase modulator modulates MAPK1 (mitogen-activated protein kinase 1). In some embodiments, the kinase modulator is an inhibitor of MAPK1. Non-limiting exemplary kinase modulators for MAPK1 include Ulixertinib, Arsenic trioxide, Phosphonothreonine, Purvalanol, Seliciclib, Perifosine, Isoprenaline, N,N-dimethyl-4-(4-phenyl-1 h-pyrazol-3-yl)-1 h-pyrrole-2-carboxamide; N-benzyl-4-[4-(3-chlorophenyl)-1 h-pyrazol-3-yl]-1 h-pyrrole-2-carboxamide; (S)—N-(1-(3-chloro-4-fluorophenyl)-2-hydroxyethyl)-4-(4-(3-chlorophenyl)-1 h-pyrazol-3-yl)-1 h-pyrrole-2-carboxamide; (3R,5Z,8S,9S,11E)-8,9,16-trihydroxy-14-methoxy-3-methyl-3,4,9,10-tetrahydro-1 h-2-benzoxacyclotetradecine-1,7(8 h)-dione; 5-(2-phenylpyrazolo[1,5-a]pyridin-3-yl)-1 h-pyrazolo[3,4-c]pyridazin-3-amine; (1aR,8S,13S,14S,15aR)-5,13,14-trihydroxy-3-methoxy-8-methyl-8,9,13,14,15,15a-hexahydro-6H-oxireno[k][2]benzoxacyclotetradecine-6,12(1aH)-dione; Olomoucine; [4-({5-(aminocarbonyl)-4-[(3-methylphenyl)amino]pyrimidin-2-yl}amino)phenyl]acetic acid; 4-[4-(4-fluorophenyl)-2-[4-[(r)-methylsulfinyl]phenyl]-1 h-imidazol-5-yl]pyridine; SB220025; and Turpentine.


In some embodiments, the kinase modulator modulates GSK3B (Glycogen Synthase Kinase 3 Beta). In some embodiments, the kinase modulator is an inhibitor of GSK3B. Non-limiting exemplary kinase modulators for GSK3B include Lithium cation; 3-[3-(2,3-Dihydroxy-Propylamino)-Phenyl]-4-(5-Fluoro-1-Methyl-1 h-Indol-3-Yl)-Pyrrole-2,5-Dione; SB-409513; AR-AO-14418; Staurosporine; Indirubin-3′-monoxime; Alsterpaullone; Phosphoaminophosphonic Acid-Adenylate Ester; 2-(1,3-benzodioxol-5-yl)-5-[(3-fluoro-4-methoxybenzyl)sulfanyl]-1,3,4-oxadiazole; 5-[1-(4-methoxyphenyl)-1H-benzimidazol-6-yl]-1,3,4-oxadiazole-2(3H)-thione; (7S)-2-(2-aminopyrimidin-4-yl)-7-(2-fluoroethyl)-1,5,6,7-tetrahydro-4H-pyrrolo[3,2-c]pyridin-4-one; 6-bromoindirubin-3′-oxime; N-[2-(5-methyl-4H-1,2,4-triazol-3-yl)phenyl]-7H-pyrrolo[2,3-d]pyrimidin-4-amine; 5-(5-chloro-7H-pyrrolo[2,3-d]pyrimidin-4-yl)-4,5,6,7-tetrahydro-1H-imidazo[4,5-c]pyridine; 3-({[(3S)-3,4-dihydroxybutyl]oxy}amino)-1H,2′H-2,3′-biindol-2′-one; N-[(1S)-2-amino-1-phenylethyl]-5-(1H-pyrrolo[2,3-b]pyridin-4-yl)thiophene-2-carboxamide; 4-(4-chlorophenyl)-4-[4-(1 h-pyrazol-4-yl)phenyl]piperidine; isoquinoline-5-sulfonic acid (2-(2-(4-chlorobenzyloxy)ethylamino)ethyl)amide; (2S)-1-(1H-indol-3-yl)-3-{[5-(3-methyl-1 h-indazol-5-yl)pyridin-3-yl]oxy}propan-2-amine; Tideglusib; Fostamatinib; Lithium citrate; Lithium succinate; and Lithium carbonate.


In some embodiments, the kinase modulator modulates CSNK2A1 (Casein kinase II subunit alpha). In some embodiments, the kinase modulator is an inhibitor of CSNK2A1. Non-limiting exemplary kinase modulators for CSNK2A1 include Silmitasertib, Benzamidine; Phosphoaminophosphonic Acid-Adenylate Ester; Tetrabromo-2-Benzotriazole; Resveratrol; s-methyl-4,5,6,7-tetrabromo-benzimidazole; Emodin; 3,8-dibromo-7-hydroxy-4-methyl-2 h-chromen-2-one; 1,8-Di-Hydroxy-4-Nitro-Anthraquinone; (5-hydroxyindolo[1,2-a]quinazolin-7-yl)acetic acid; dimethyl-(4,5,6,7-tetrabromo-1 h-benzoimidazol-2-yl)-amine; N1,N2-ethylene-2-methylamino-4,5,6,7-tetrabromo-benzimidazole; 1,8-Di-Hydroxy-4-Nitro-Xanthen-9-One; 5,8-Di-Amino-1,4-Dihydroxy-Anthraquinone; 19-(cyclopropylamino)-4,6,7,15-tetrahydro-5H-16,1-(azenometheno)-10,14-(metheno)pyrazolo[4,3-o][1,3,9]triazacyclohexadecin-8(9H)-one; N,N′-diphenylpyrazolo[1,5-a][1,3,5]triazine-2,4-diamine; 4-(2-(1 h-imidazol-4-yl)ethylamino)-2-(phenylamino)pyrazolo[1,5-a][1,3,5]triazine-8-carbonitrile; 2-(cyclohexylmethylamino)-4-(phenylamino)pyrazolo[1,5-a][1,3,5]triazine-8-carbonitrile; 2-(4-chlorobenzylamino)-4-(phenylamino)pyrazolo[1,5-a][1,3,5]triazine-8-carbonitrile; 2-(4-ethylpiperazin-1-yl)-4-(phenylamino)pyrazolo[1,5-a][1,3,5]triazine-8-carbonitrile; N-(3-(8-cyano-4-(phenylamino)pyrazolo[1,5-a][1,3,5]triazin-2-ylamino)phenyl)acetamide; Dichlororibofuranosylbenzimidazole; Quinalizarin; Ellagic acid; ATP; Quercetin; and Fostamatinib.


Pharmaceutical Compositions, Formulations, and Methods of Administration


In one aspect, methods of treating a subject, e.g., a subject having a CD-PBmu subtype, involve administration of a pharmaceutical composition comprising a therapeutic agent described herein, e.g., a modulatory of expression and/or activity of a biomarker in Table 1A, Table 1B, or Table 20 or of a biomolecule in a pathway of a biomarker in Table 13, or a modulator of miR-155, a therapeutic agent of Tables 3-13, or a combination thereof, in therapeutically effective amounts to said subject. In some embodiments, the subject has perianal disease/fistula, stricturing disease, recurrence, or increased immune reactivity to a microbial antigen, or a combination thereof. In some embodiments, the therapeutic agent comprises a modulator of a kinase, such as a kinase of Table 18A. In some embodiments, the kinase modulator comprises an agent of Table 18B. In some embodiments, a therapeutic agent described herein is used in the preparation of medicaments for treating an inflammatory disease, such as Crohn's Disease.


In certain embodiments, the compositions containing the therapeutic agent described herein are administered for prophylactic and/or therapeutic treatments. In certain therapeutic applications, the compositions are administered to a patient already suffering from a disease or condition, in an amount sufficient to cure or at least partially arrest at least one of the symptoms of the disease or condition. Amounts effective for this use depend on the severity and course of the disease or condition, previous therapy, the patient's health status, weight, and response to the drugs, and the judgment of the treating physician. Therapeutically effective amounts are optionally determined by methods including, but not limited to, a dose escalation clinical trial. In some cases, a therapeutic agent is administered to a patient suffering from an inflammatory disease such as CD, and optionally comprises a CD-PBmu subtype.


In prophylactic applications, compositions containing a therapeutic agent described herein are administered to a patient susceptible to or otherwise at risk of a particular disease, disorder or condition, e.g., an inflammatory disease. Such an amount is defined to be a “prophylactically effective amount or dose.” In this use, the precise amounts also depend on the patient's state of health, weight, and the like. When used in a patient, effective amounts for this use will depend on the severity and course of the disease, disorder or condition, previous therapy, the patient's health status and response to the drugs, and the judgment of the treating physician.


In certain embodiments wherein the patient's condition does not improve, upon the doctor's discretion the administration of therapeutic agent is administered chronically, that is, for an extended period of time, including throughout the duration of the patient's life in order to ameliorate or otherwise control or limit the symptoms of the patient's disease or condition.


In certain embodiments wherein a patient's status does improve, the dose of therapeutic agent being administered may be temporarily reduced or temporarily suspended for a certain length of time (i.e., a “drug holiday”). In specific embodiments, the length of the drug holiday is between 2 days and 1 year, including by way of example only, 2 days, 3 days, 4 days, 5 days, 6 days, 7 days, 10 days, 12 days, 15 days, 20 days, 28 days, or more than 28 days. The dose reduction during a drug holiday is, by way of example only, by 10%-100%, including by way of example only 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, and 100%.


In certain embodiments, the dose of drug being administered may be temporarily reduced or temporarily suspended for a certain length of time (i.e., a “drug diversion”). In specific embodiments, the length of the drug diversion is between 2 days and 1 year, including by way of example only, 2 days, 3 days, 4 days, 5 days, 6 days, 7 days, 10 days, 12 days, 15 days, 20 days, 28 days, or more than 28 days. The dose reduction during a drug diversion is, by way of example only, by 10%-100%, including by way of example only 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, and 100%. After a suitable length of time, the normal dosing schedule is optionally reinstated.


In some embodiments, once improvement of the patient's conditions has occurred, a maintenance dose is administered if deemed appropriate. Subsequently, in specific embodiments, the dosage or the frequency of administration, or both, is reduced, as a function of the symptoms, to a level at which the improved disease, disorder or condition is retained. In certain embodiments, however, the patient requires intermittent treatment on a long-term basis upon any recurrence of symptoms.


The amount of a given therapeutic agent that corresponds to such an amount varies depending upon factors such as the particular therapeutic agent, disease condition and its severity, the identity (e.g., weight, sex, age) of the subject in need of treatment, but can nevertheless be determined according to the particular circumstances surrounding the case, including, e.g., the specific agent being administered, the route of administration, the condition being treated, and the subject or host being treated. In general, however, doses employed for adult human treatment can be in the range of 0.01 mg-5000 mg per day. In one aspect, doses employed for adult human treatment are from about 1 mg to about 1000 mg per day. In one embodiment, the desired dose is conveniently presented in a single dose or in divided doses administered simultaneously (or over a short period of time) or at appropriate intervals, for example as two, three, four or more sub-doses per day.


In some embodiments, as a patient is started on a regimen of a therapeutic agent, the patient is also weaned off (e.g., step-wise decrease in dose) a second treatment regimen.


In one embodiment, the daily dosages appropriate for a therapeutic agent herein are from about 0.01 to about 10 mg/kg per body weight. In specific embodiments, an indicated daily dosage in a large mammal, including, but not limited to, humans, is in the range from about 0.5 mg to about 1000 mg, conveniently administered in divided doses, including, but not limited to, up to four times a day. In some embodiments, the daily dosage is administered in extended release form. In certain embodiments, suitable unit dosage forms for oral administration comprise from about 1 to 500 mg active ingredient. In some embodiments, the daily dosage or the amount of active in the dosage form are lower or higher than the ranges indicated herein, based on a number of variables in regard to an individual treatment regime. In various embodiments, the daily and unit dosages are altered depending on a number of variables including, but not limited to, the activity of the therapeutic agent used, the disease or condition to be treated, the mode of administration, the requirements of the individual subject, the severity of the disease or condition being treated, and the judgment of the practitioner.


Toxicity and therapeutic efficacy of such therapeutic regimens are determined by standard pharmaceutical procedures in cell cultures or experimental animals, including, but not limited to, the determination of the LD50 and the ED50. The dose ratio between the toxic and therapeutic effects is the therapeutic index and it is expressed as the ratio between LD50 and ED50. In certain embodiments, the data obtained from cell culture assays and animal studies are used in formulating the therapeutically effective daily dosage range and/or the therapeutically effective unit dosage amount for use in mammals, including humans. In some embodiments, the daily dosage amount of the therapeutic agent described herein lies within a range of circulating concentrations that include the ED50 with minimal toxicity. In certain embodiments, the daily dosage range and/or the unit dosage amount varies within this range depending upon the dosage form employed and the route of administration utilized.


Disclosed herein are therapeutic agents formulated into pharmaceutical compositions. Pharmaceutical compositions are formulated in a conventional manner using one or more pharmaceutically acceptable inactive ingredients that facilitate processing of the active therapeutic agent into preparations that can be used pharmaceutically. Proper formulation is dependent upon the route of administration chosen. A summary of pharmaceutical compositions described herein can be found, for example, in Remington: The Science and Practice of Pharmacy, Nineteenth Ed (Easton, Pa.: Mack Publishing Company, 1995); Hoover, John E., Remington's Pharmaceutical Sciences, Mack Publishing Co., Easton, Pennsylvania 1975; Liberman, H. A. and Lachman, L., Eds., Pharmaceutical Dosage Forms, Marcel Decker, New York, N.Y., 1980; and Pharmaceutical Dosage Forms and Drug Delivery Systems, Seventh Ed. (Lippincott Williams & Wilkins, 1999), herein incorporated by reference for such disclosure.


Provided herein are pharmaceutical compositions that include a therapeutic agent described herein, and at least one pharmaceutically acceptable inactive ingredient. In some embodiments, the therapeutic agents described herein are administered as pharmaceutical compositions in which the therapeutic agents are mixed with other active ingredients, as in combination therapy. In some embodiments, the pharmaceutical compositions include other medicinal or pharmaceutical agents, carriers, adjuvants, preserving, stabilizing, wetting or emulsifying agents, solution promoters, salts for regulating the osmotic pressure, and/or buffers. In some embodiments, the pharmaceutical compositions include other therapeutically valuable substances.


A pharmaceutical composition, as used herein, refers to a mixture of a therapeutic agent, with other chemical components (i.e. pharmaceutically acceptable inactive ingredients), such as carriers, excipients, binders, filling agents, suspending agents, flavoring agents, sweetening agents, disintegrating agents, dispersing agents, surfactants, lubricants, colorants, diluents, solubilizers, moistening agents, plasticizers, stabilizers, penetration enhancers, wetting agents, anti-foaming agents, antioxidants, preservatives, or one or more combination thereof. Optionally, the compositions include two or more therapeutic agent as discussed herein. In practicing the methods of treatment or use provided herein, therapeutically effective amounts of therapeutic agents described herein are administered in a pharmaceutical composition to a mammal having a disease, disorder, or condition to be treated, e.g., an inflammatory disease, fibrostenotic disease, and/or fibrotic disease. In some embodiments, the mammal is a human. A therapeutically effective amount can vary widely depending on the severity of the disease, the age and relative health of the subject, the potency of the therapeutic agent used and other factors. The therapeutic agents can be used singly or in combination with one or more therapeutic agents as components of mixtures.


The pharmaceutical formulations described herein are administered to a subject by appropriate administration routes, including but not limited to, oral, parenteral (e.g., intravenous, subcutaneous, intramuscular), intranasal, buccal, topical, or transdermal administration routes. The pharmaceutical formulations described herein include, but are not limited to, aqueous liquid dispersions, self-emulsifying dispersions, solid solutions, liposomal dispersions, aerosols, solid dosage forms, powders, immediate release formulations, controlled release formulations, fast melt formulations, tablets, capsules, pills, delayed release formulations, extended release formulations, pulsatile release formulations, multiparticulate formulations, and mixed immediate and controlled release formulations.


Pharmaceutical compositions including a therapeutic agent are manufactured in a conventional manner, such as, by way of example only, by means of conventional mixing, dissolving, granulating, dragee-making, levigating, emulsifying, encapsulating, entrapping or compression processes.


The pharmaceutical compositions may include at least a therapeutic agent as an active ingredient in free-acid or free-base form, or in a pharmaceutically acceptable salt form. In addition, the methods and pharmaceutical compositions described herein include the use of N-oxides (if appropriate), crystalline forms, amorphous phases, as well as active metabolites of these compounds having the same type of activity. In some embodiments, therapeutic agents exist in unsolvated form or in solvated forms with pharmaceutically acceptable solvents such as water, ethanol, and the like. The solvated forms of the therapeutic agents are also considered to be disclosed herein.


In some embodiments, a therapeutic agent exists as a tautomer. All tautomers are included within the scope of the agents presented herein. As such, it is to be understood that a therapeutic agent or a salt thereof may exhibit the phenomenon of tautomerism whereby two chemical compounds that are capable of facile interconversion by exchanging a hydrogen atom between two atoms, to either of which it forms a covalent bond. Since the tautomeric compounds exist in mobile equilibrium with each other they may be regarded as different isomeric forms of the same compound.


In some embodiments, a therapeutic agent exists as an enantiomer, diastereomer, or other stereoisomeric form. The agents disclosed herein include all enantiomeric, diastereomeric, and epimeric forms as well as mixtures thereof.


In some embodiments, therapeutic agents described herein may be prepared as prodrugs. A “prodrug” refers to an agent that is converted into the parent drug in vivo. Prodrugs are often useful because, in some situations, they may be easier to administer than the parent drug. They may, for instance, be bioavailable by oral administration whereas the parent is not. The prodrug may also have improved solubility in pharmaceutical compositions over the parent drug. An example, without limitation, of a prodrug can be a therapeutic agent described herein, which is administered as an ester (the “prodrug”) to facilitate transmittal across a cell membrane where water solubility is detrimental to mobility but which then is metabolically hydrolyzed to the carboxylic acid, the active entity, once inside the cell where water-solubility is beneficial. A further example of a prodrug might be a short peptide (polyaminoacid) bonded to an acid group where the peptide is metabolized to reveal the active moiety. In certain embodiments, upon in vivo administration, a prodrug is chemically converted to the biologically, pharmaceutically or therapeutically active form of the therapeutic agent. In certain embodiments, a prodrug is enzymatically metabolized by one or more steps or processes to the biologically, pharmaceutically or therapeutically active form of the therapeutic agent.


Prodrug forms of the therapeutic agents, wherein the prodrug is metabolized in vivo to produce an agent as set forth herein are included within the scope of the claims. Prodrug forms of the herein described therapeutic agents, wherein the prodrug is metabolized in vivo to produce an agent as set forth herein are included within the scope of the claims. In some cases, some of the therapeutic agents described herein may be a prodrug for another derivative or active compound. In some embodiments described herein, hydrazones are metabolized in vivo to produce a therapeutic agent.


In certain embodiments, compositions provided herein include one or more preservatives to inhibit microbial activity. Suitable preservatives include mercury-containing substances such as merfen and thiomersal; stabilized chlorine dioxide; and quaternary ammonium compounds such as benzalkonium chloride, cetyltrimethylammonium bromide and cetylpyridinium chloride.


In some embodiments, formulations described herein benefit from antioxidants, metal chelating agents, thiol containing compounds and other general stabilizing agents. Examples of such stabilizing agents, include, but are not limited to: (a) about 0.5% to about 2% w/v glycerol, (b) about 0.1% to about 1% w/v methionine, (c) about 0.1% to about 2% w/v monothioglycerol, (d) about 1 mM to about 10 mM EDTA, (e) about 0.01% to about 2% w/v ascorbic acid, (f) 0.003% to about 0.02% w/v polysorbate 80, (g) 0.001% to about 0.05% w/v. polysorbate 20, (h) arginine, (i) heparin, (j) dextran sulfate, (k) cyclodextrins, (l) pentosan polysulfate and other heparinoids, (m) divalent cations such as magnesium and zinc; or (n) combinations thereof.


The pharmaceutical compositions described herein are formulated into any suitable dosage form, including but not limited to, aqueous oral dispersions, liquids, gels, syrups, elixirs, slurries, suspensions, solid oral dosage forms, aerosols, controlled release formulations, fast melt formulations, effervescent formulations, lyophilized formulations, tablets, powders, pills, dragees, capsules, delayed release formulations, extended release formulations, pulsatile release formulations, multiparticulate formulations, and mixed immediate release and controlled release formulations. In one aspect, a therapeutic agent as discussed herein, e.g., therapeutic agent is formulated into a pharmaceutical composition suitable for intramuscular, subcutaneous, or intravenous injection. In one aspect, formulations suitable for intramuscular, subcutaneous, or intravenous injection include physiologically acceptable sterile aqueous or non-aqueous solutions, dispersions, suspensions or emulsions, and sterile powders for reconstitution into sterile injectable solutions or dispersions. Examples of suitable aqueous and non-aqueous carriers, diluents, solvents, or vehicles include water, ethanol, polyols (propyleneglycol, polyethylene-glycol, glycerol, cremophor and the like), suitable mixtures thereof, vegetable oils (such as olive oil) and injectable organic esters such as ethyl oleate. Proper fluidity can be maintained, for example, by the use of a coating such as lecithin, by the maintenance of the required particle size in the case of dispersions, and by the use of surfactants. In some embodiments, formulations suitable for subcutaneous injection also contain additives such as preserving, wetting, emulsifying, and dispensing agents. Prevention of the growth of microorganisms can be ensured by various antibacterial and antifungal agents, such as parabens, chlorobutanol, phenol, sorbic acid, and the like. In some cases it is desirable to include isotonic agents, such as sugars, sodium chloride, and the like. Prolonged absorption of the injectable pharmaceutical form can be brought about by the use of agents delaying absorption, such as aluminum monostearate and gelatin.


For intravenous injections or drips or infusions, a therapeutic agent described herein is formulated in aqueous solutions, preferably in physiologically compatible buffers such as Hank's solution, Ringer's solution, or physiological saline buffer. For transmucosal administration, penetrants appropriate to the barrier to be permeated are used in the formulation. Such penetrants are generally known in the art. For other parenteral injections, appropriate formulations include aqueous or nonaqueous solutions, preferably with physiologically compatible buffers or excipients. Such excipients are known.


Parenteral injections may involve bolus injection or continuous infusion. Formulations for injection may be presented in unit dosage form, e.g., in ampoules or in multi-dose containers, with an added preservative. The pharmaceutical composition described herein may be in a form suitable for parenteral injection as a sterile suspensions, solutions or emulsions in oily or aqueous vehicles, and may contain formulatory agents such as suspending, stabilizing and/or dispersing agents. In one aspect, the active ingredient is in powder form for constitution with a suitable vehicle, e.g., sterile pyrogen-free water, before use.


For administration by inhalation, a therapeutic agent is formulated for use as an aerosol, a mist or a powder. Pharmaceutical compositions described herein are conveniently delivered in the form of an aerosol spray presentation from pressurized packs or a nebuliser, with the use of a suitable propellant, e.g., dichlorodifluoromethane, trichlorofluoromethane, dichlorotetrafluoroethane, carbon dioxide or other suitable gas. In the case of a pressurized aerosol, the dosage unit may be determined by providing a valve to deliver a metered amount. Capsules and cartridges of, such as, by way of example only, gelatin for use in an inhaler or insufflator may be formulated containing a powder mix of the therapeutic agent described herein and a suitable powder base such as lactose or starch.


Representative intranasal formulations are described in, for example, U.S. Pat. Nos. 4,476,116, 5,116,817 and 6,391,452. Formulations that include a therapeutic agent are prepared as solutions in saline, employing benzyl alcohol or other suitable preservatives, fluorocarbons, and/or other solubilizing or dispersing agents known in the art. See, for example, Ansel, H. C. et al., Pharmaceutical Dosage Forms and Drug Delivery Systems, Sixth Ed. (1995). Preferably these compositions and formulations are prepared with suitable nontoxic pharmaceutically acceptable ingredients. These ingredients are known to those skilled in the preparation of nasal dosage forms and some of these can be found in REMINGTON: THE SCIENCE AND PRACTICE OF PHARMACY, 21st edition, 2005. The choice of suitable carriers is dependent upon the exact nature of the nasal dosage form desired, e.g., solutions, suspensions, ointments, or gels. Nasal dosage forms generally contain large amounts of water in addition to the active ingredient. Minor amounts of other ingredients such as pH adjusters, emulsifiers or dispersing agents, preservatives, surfactants, gelling agents, or buffering and other stabilizing and solubilizing agents are optionally present. As an example, the nasal dosage form can be isotonic with nasal secretions.


Pharmaceutical preparations for oral use are obtained by mixing one or more solid excipient with one or more of the therapeutic agents described herein, optionally grinding the resulting mixture, and processing the mixture of granules, after adding suitable auxiliaries, if desired, to obtain tablets or dragee cores. Suitable excipients include, for example, fillers such as sugars, including lactose, sucrose, mannitol, or sorbitol; cellulose preparations such as, for example, maize starch, wheat starch, rice starch, potato starch, gelatin, gum tragacanth, methylcellulose, microcrystalline cellulose, hydroxypropylmethylcellulose, sodium carboxymethylcellulose; or others such as: polyvinylpyrrolidone (PVP or povidone) or calcium phosphate. If desired, disintegrating agents are added, such as the cross-linked croscarmellose sodium, polyvinylpyrrolidone, agar, or alginic acid or a salt thereof such as sodium alginate. In some embodiments, dyestuffs or pigments are added to the tablets or dragee coatings for identification or to characterize different combinations of active therapeutic agent doses.


In some embodiments, pharmaceutical formulations of a therapeutic agent are in the form of a capsules, including push-fit capsules made of gelatin, as well as soft, sealed capsules made of gelatin and a plasticizer, such as glycerol or sorbitol. The push-fit capsules contain the active ingredients in admixture with filler such as lactose, binders such as starches, and/or lubricants such as talc or magnesium stearate and, optionally, stabilizers. In soft capsules, the active therapeutic agent is dissolved or suspended in suitable liquids, such as fatty oils, liquid paraffin, or liquid polyethylene glycols. In some embodiments, stabilizers are added. A capsule may be prepared, for example, by placing the bulk blend of the formulation of the therapeutic agent inside of a capsule. In some embodiments, the formulations (non-aqueous suspensions and solutions) are placed in a soft gelatin capsule. In other embodiments, the formulations are placed in standard gelatin capsules or non-gelatin capsules such as capsules comprising HPMC. In other embodiments, the formulation is placed in a sprinkle capsule, wherein the capsule is swallowed whole or the capsule is opened and the contents sprinkled on food prior to eating.


All formulations for oral administration are in dosages suitable for such administration. In one aspect, solid oral dosage forms are prepared by mixing a therapeutic agent with one or more of the following: antioxidants, flavoring agents, and carrier materials such as binders, suspending agents, disintegration agents, filling agents, surfactants, solubilizers, stabilizers, lubricants, wetting agents, and diluents. In some embodiments, the solid dosage forms disclosed herein are in the form of a tablet, (including a suspension tablet, a fast-melt tablet, a bite-disintegration tablet, a rapid-disintegration tablet, an effervescent tablet, or a caplet), a pill, a powder, a capsule, solid dispersion, solid solution, bioerodible dosage form, controlled release formulations, pulsatile release dosage forms, multiparticulate dosage forms, beads, pellets, granules. In other embodiments, the pharmaceutical formulation is in the form of a powder. Compressed tablets are solid dosage forms prepared by compacting the bulk blend of the formulations described above. In various embodiments, tablets will include one or more flavoring agents. In other embodiments, the tablets will include a film surrounding the final compressed tablet. In some embodiments, the film coating can provide a delayed release of a therapeutic agent from the formulation. In other embodiments, the film coating aids in patient compliance (e.g., Opadry® coatings or sugar coating). Film coatings including Opadry® may range from about 1% to about 3% of the tablet weight. In some embodiments, solid dosage forms, e.g., tablets, effervescent tablets, and capsules, are prepared by mixing particles of a therapeutic agent with one or more pharmaceutical excipients to form a bulk blend composition. The bulk blend is readily subdivided into equally effective unit dosage forms, such as tablets, pills, and capsules. In some embodiments, the individual unit dosages include film coatings. These formulations are manufactured by conventional formulation techniques.


In another aspect, dosage forms include microencapsulated formulations. In some embodiments, one or more other compatible materials are present in the microencapsulation material. Exemplary materials include, but are not limited to, pH modifiers, erosion facilitators, anti-foaming agents, antioxidants, flavoring agents, and carrier materials such as binders, suspending agents, disintegration agents, filling agents, surfactants, solubilizers, stabilizers, lubricants, wetting agents, and diluents. Exemplary useful microencapsulation materials include, but are not limited to, hydroxypropyl cellulose ethers (HPC) such as Klucel® or Nisso HPC, low-substituted hydroxypropyl cellulose ethers (L-HPC), hydroxypropyl methyl cellulose ethers (HPMC) such as Seppifilm-LC, Pharmacoat®, Metolose SR, Methocel®-E, Opadry YS, PrimaFlo, Benecel MP824, and Benecel MP843, methylcellulose polymers such as Methocel®-A, hydroxypropylmethylcellulose acetate stearate Aqoat (HF-LS, HF-LG, HF-MS) and Metolose®, Ethylcelluloses (EC) and mixtures thereof such as E461, Ethocel®, Aqualon®-EC, Surelease®, Polyvinyl alcohol (PVA) such as Opadry AMB, hydroxyethylcelluloses such as Natrosol®, carboxymethylcelluloses and salts of carboxymethylcelluloses (CMC) such as Aqualon®-CMC, polyvinyl alcohol and polyethylene glycol co-polymers such as Kollicoat IR®, monoglycerides (Myverol), triglycerides (KLX), polyethylene glycols, modified food starch, acrylic polymers and mixtures of acrylic polymers with cellulose ethers such as Eudragit® EPO, Eudragit® L30D-55, Eudragit® FS 30D Eudragit® L100-55, Eudragit® L100, Eudragit® S100, Eudragit® RD100, Eudragit® E100, Eudragit® L12.5, Eudragit® S12.5, Eudragit® NE30D, and Eudragit® NE 40D, cellulose acetate phthalate, sepifilms such as mixtures of HPMC and stearic acid, cyclodextrins, and mixtures of these materials.


Liquid formulation dosage forms for oral administration are optionally aqueous suspensions selected from the group including, but not limited to, pharmaceutically acceptable aqueous oral dispersions, emulsions, solutions, elixirs, gels, and syrups. See, e.g., Singh et al., Encyclopedia of Pharmaceutical Technology, 2nd Ed., pp. 754-757 (2002). In addition to therapeutic agent the liquid dosage forms optionally include additives, such as: (a) disintegrating agents; (b) dispersing agents; (c) wetting agents; (d) at least one preservative, (e) viscosity enhancing agents, (f) at least one sweetening agent, and (g) at least one flavoring agent. In some embodiments, the aqueous dispersions further includes a crystal-forming inhibitor.


In some embodiments, the pharmaceutical formulations described herein are self-emulsifying drug delivery systems (SEDDS). Emulsions are dispersions of one immiscible phase in another, usually in the form of droplets. Generally, emulsions are created by vigorous mechanical dispersion. SEDDS, as opposed to emulsions or microemulsions, spontaneously form emulsions when added to an excess of water without any external mechanical dispersion or agitation. An advantage of SEDDS is that only gentle mixing is required to distribute the droplets throughout the solution. Additionally, water or the aqueous phase is optionally added just prior to administration, which ensures stability of an unstable or hydrophobic active ingredient. Thus, the SEDDS provides an effective delivery system for oral and parenteral delivery of hydrophobic active ingredients. In some embodiments, SEDDS provides improvements in the bioavailability of hydrophobic active ingredients. Methods of producing self-emulsifying dosage forms include, but are not limited to, for example, U.S. Pat. Nos. 5,858,401, 6,667,048, and 6,960,563.


Buccal formulations that include a therapeutic agent are administered using a variety of formulations known in the art. For example, such formulations include, but are not limited to, U.S. Pat. Nos. 4,229,447, 4,596,795, 4,755,386, and 5,739,136. In addition, the buccal dosage forms described herein can further include a bioerodible (hydrolysable) polymeric carrier that also serves to adhere the dosage form to the buccal mucosa. For buccal or sublingual administration, the compositions may take the form of tablets, lozenges, or gels formulated in a conventional manner.


For intravenous injections, a therapeutic agent is optionally formulated in aqueous solutions, preferably in physiologically compatible buffers such as Hank's solution, Ringer's solution, or physiological saline buffer. For transmucosal administration, penetrants appropriate to the barrier to be permeated are used in the formulation. For other parenteral injections, appropriate formulations include aqueous or nonaqueous solutions, preferably with physiologically compatible buffers or excipients.


Parenteral injections optionally involve bolus injection or continuous infusion. Formulations for injection are optionally presented in unit dosage form, e.g., in ampoules or in multi dose containers, with an added preservative. In some embodiments, a pharmaceutical composition described herein is in a form suitable for parenteral injection as a sterile suspensions, solutions or emulsions in oily or aqueous vehicles, and contain formulatory agents such as suspending, stabilizing and/or dispersing agents. Pharmaceutical formulations for parenteral administration include aqueous solutions of an agent that modulates the activity of a carotid body in water soluble form. Additionally, suspensions of an agent that modulates the activity of a carotid body are optionally prepared as appropriate, e.g., oily injection suspensions.


Conventional formulation techniques include, e.g., one or a combination of methods: (1) dry mixing, (2) direct compression, (3) milling, (4) dry or non-aqueous granulation, (5) wet granulation, or (6) fusion. Other methods include, e.g., spray drying, pan coating, melt granulation, granulation, fluidized bed spray drying or coating (e.g., wurster coating), tangential coating, top spraying, tableting, extruding and the like.


Suitable carriers for use in the solid dosage forms described herein include, but are not limited to, acacia, gelatin, colloidal silicon dioxide, calcium glycerophosphate, calcium lactate, maltodextrin, glycerine, magnesium silicate, sodium caseinate, soy lecithin, sodium chloride, tricalcium phosphate, dipotassium phosphate, sodium stearoyl lactylate, carrageenan, monoglyceride, diglyceride, pregelatinized starch, hydroxypropylmethylcellulose, hydroxypropylmethylcellulose acetate stearate, sucrose, microcrystalline cellulose, lactose, mannitol and the like.


Suitable filling agents for use in the solid dosage forms described herein include, but are not limited to, lactose, calcium carbonate, calcium phosphate, dibasic calcium phosphate, calcium sulfate, microcrystalline cellulose, cellulose powder, dextrose, dextrates, dextran, starches, pregelatinized starch, hydroxypropylmethylcellulose (HPMC), hydroxypropylmethylcellulose phthalate, hydroxypropylmethylcellulose acetate stearate (HPMCAS), sucrose, xylitol, lactitol, mannitol, sorbitol, sodium chloride, polyethylene glycol, and the like.


Suitable disintegrants for use in the solid dosage forms described herein include, but are not limited to, natural starch such as corn starch or potato starch, a pregelatinized starch, or sodium starch glycolate, a cellulose such as methylcrystalline cellulose, methylcellulose, microcrystalline cellulose, croscarmellose, or a cross-linked cellulose, such as cross-linked sodium carboxymethylcellulose, cross-linked carboxymethylcellulose, or cross-linked croscarmellose, a cross-linked starch such as sodium starch glycolate, a cross-linked polymer such as crospovidone, a cross-linked polyvinylpyrrolidone, alginate such as alginic acid or a salt of alginic acid such as sodium alginate, a gum such as agar, guar, locust bean, Karaya, pectin, or tragacanth, sodium starch glycolate, bentonite, sodium lauryl sulfate, sodium lauryl sulfate in combination starch, and the like.


Binders impart cohesiveness to solid oral dosage form formulations: for powder filled capsule formulation, they aid in plug formation that can be filled into soft or hard shell capsules and for tablet formulation, they ensure the tablet remaining intact after compression and help assure blend uniformity prior to a compression or fill step. Materials suitable for use as binders in the solid dosage forms described herein include, but are not limited to, carboxymethylcellulose, methylcellulose, hydroxypropylmethylcellulose, hydroxypropylmethylcellulose acetate stearate, hydroxyethylcellulose, hydroxypropylcellulose, ethylcellulose, and microcrystalline cellulose, microcrystalline dextrose, amylose, magnesium aluminum silicate, polysaccharide acids, bentonites, gelatin, polyvinylpyrrolidone/vinyl acetate copolymer, crospovidone, povidone, starch, pregelatinized starch, tragacanth, dextrin, a sugar, such as sucrose, glucose, dextrose, molasses, mannitol, sorbitol, xylitol, lactose, a natural or synthetic gum such as acacia, tragacanth, ghatti gum, mucilage of isapol husks, starch, polyvinylpyrrolidone, larch arabogalactan, polyethylene glycol, waxes, sodium alginate, and the like.


In general, binder levels of 20-70% are used in powder-filled gelatin capsule formulations. Binder usage level in tablet formulations varies whether direct compression, wet granulation, roller compaction, or usage of other excipients such as fillers which itself can act as moderate binder. Binder levels of up to 70% in tablet formulations is common.


Suitable lubricants or glidants for use in the solid dosage forms described herein include, but are not limited to, stearic acid, calcium hydroxide, talc, corn starch, sodium stearyl fumerate, alkali-metal and alkaline earth metal salts, such as aluminum, calcium, magnesium, zinc, stearic acid, sodium stearates, magnesium stearate, zinc stearate, waxes, Stearowet®, boric acid, sodium benzoate, sodium acetate, sodium chloride, leucine, a polyethylene glycol or a methoxypolyethylene glycol such as Carbowax™ PEG 4000, PEG 5000, PEG 6000, propylene glycol, sodium oleate, glyceryl behenate, glyceryl palmitostearate, glyceryl benzoate, magnesium or sodium lauryl sulfate, and the like.


Suitable diluents for use in the solid dosage forms described herein include, but are not limited to, sugars (including lactose, sucrose, and dextrose), polysaccharides (including dextrates and maltodextrin), polyols (including mannitol, xylitol, and sorbitol), cyclodextrins and the like.


Suitable wetting agents for use in the solid dosage forms described herein include, for example, oleic acid, glyceryl monostearate, sorbitan monooleate, sorbitan monolaurate, triethanolamine oleate, polyoxyethylene sorbitan monooleate, polyoxyethylene sorbitan monolaurate, quaternary ammonium compounds (e.g., Polyquat 10®), sodium oleate, sodium lauryl sulfate, magnesium stearate, sodium docusate, triacetin, vitamin E TPGS and the like.


Suitable surfactants for use in the solid dosage forms described herein include, for example, sodium lauryl sulfate, sorbitan monooleate, polyoxyethylene sorbitan monooleate, polysorbates, poloxamers, bile salts, glyceryl monostearate, copolymers of ethylene oxide and propylene oxide, e.g., Pluronic® (BASF), and the like.


Suitable suspending agents for use in the solid dosage forms described here include, but are not limited to, polyvinylpyrrolidone, e.g., polyvinylpyrrolidone K12, polyvinylpyrrolidone K17, polyvinylpyrrolidone K25, or polyvinylpyrrolidone K30, polyethylene glycol, e.g., the polyethylene glycol can have a molecular weight of about 300 to about 6000, or about 3350 to about 4000, or about 7000 to about 5400, vinyl pyrrolidone/vinyl acetate copolymer (S630), sodium carboxymethylcellulose, methylcellulose, hydroxy-propylmethylcellulose, polysorbate-80, hydroxyethylcellulose, sodium alginate, gums, such as, e.g., gum tragacanth and gum acacia, guar gum, xanthans, including xanthan gum, sugars, cellulosics, such as, e.g., sodium carboxymethylcellulose, methylcellulose, sodium carboxymethylcellulose, hydroxypropylmethylcellulose, hydroxyethylcellulose, polysorbate-80, sodium alginate, polyethoxylated sorbitan monolaurate, polyethoxylated sorbitan monolaurate, povidone and the like.


Suitable antioxidants for use in the solid dosage forms described herein include, for example, e.g., butylated hydroxytoluene (BHT), sodium ascorbate, and tocopherol.


It should be appreciated that there is considerable overlap between additives used in the solid dosage forms described herein. Thus, the above-listed additives can be taken as merely exemplary, and not limiting, of the types of additives that can be included in solid dosage forms of the pharmaceutical compositions described herein. The amounts of such additives can be readily determined by one skilled in the art, according to the particular properties desired.


In various embodiments, the particles of a therapeutic agents and one or more excipients are dry blended and compressed into a mass, such as a tablet, having a hardness sufficient to provide a pharmaceutical composition that substantially disintegrates within less than about 30 minutes, less than about 35 minutes, less than about 40 minutes, less than about 45 minutes, less than about 50 minutes, less than about 55 minutes, or less than about 60 minutes, after oral administration, thereby releasing the formulation into the gastrointestinal fluid.


In other embodiments, a powder including a therapeutic agent is formulated to include one or more pharmaceutical excipients and flavors. Such a powder is prepared, for example, by mixing the therapeutic agent and optional pharmaceutical excipients to form a bulk blend composition. Additional embodiments also include a suspending agent and/or a wetting agent. This bulk blend is uniformly subdivided into unit dosage packaging or multi-dosage packaging units.


In still other embodiments, effervescent powders are also prepared. Effervescent salts have been used to disperse medicines in water for oral administration.


In some embodiments, the pharmaceutical dosage forms are formulated to provide a controlled release of a therapeutic agent. Controlled release refers to the release of the therapeutic agent from a dosage form in which it is incorporated according to a desired profile over an extended period of time. Controlled release profiles include, for example, sustained release, prolonged release, pulsatile release, and delayed release profiles. In contrast to immediate release compositions, controlled release compositions allow delivery of an agent to a subject over an extended period of time according to a predetermined profile. Such release rates can provide therapeutically effective levels of agent for an extended period of time and thereby provide a longer period of pharmacologic response while minimizing side effects as compared to conventional rapid release dosage forms. Such longer periods of response provide for many inherent benefits that are not achieved with the corresponding short acting, immediate release preparations.


In some embodiments, the solid dosage forms described herein are formulated as enteric coated delayed release oral dosage forms, i.e., as an oral dosage form of a pharmaceutical composition as described herein which utilizes an enteric coating to affect release in the small intestine or large intestine. In one aspect, the enteric coated dosage form is a compressed or molded or extruded tablet/mold (coated or uncoated) containing granules, powder, pellets, beads or particles of the active ingredient and/or other composition components, which are themselves coated or uncoated. In one aspect, the enteric coated oral dosage form is in the form of a capsule containing pellets, beads or granules, which include a therapeutic agent that are coated or uncoated.


Any coatings may be applied to a sufficient thickness such that the entire coating does not dissolve in the gastrointestinal fluids at pH below about 5, but does dissolve at pH about 5 and above. Coatings may be selected from any of the following: Shellac—this coating dissolves in media of pH>7; Acrylic polymers—examples of suitable acrylic polymers include methacrylic acid copolymers and ammonium methacrylate copolymers. The Eudragit series E, L, S, RL, RS and NE (Rohm Pharma) are available as solubilized in organic solvent, aqueous dispersion, or dry powders. The Eudragit series RL, NE, and RS are insoluble in the gastrointestinal tract but are permeable and are used primarily for colonic targeting. The Eudragit series E dissolve in the stomach. The Eudragit series L, L-30D and S are insoluble in stomach and dissolve in the intestine; Poly Vinyl Acetate Phthalate (PVAP)—PVAP dissolves in pH>5, and it is much less permeable to water vapor and gastric fluids. Conventional coating techniques such as spray or pan coating are employed to apply coatings. The coating thickness may be sufficient to ensure that the oral dosage form remains intact until the desired site of topical delivery in the intestinal tract is reached.


In other embodiments, the formulations described herein are delivered using a pulsatile dosage form. A pulsatile dosage form is capable of providing one or more immediate release pulses at predetermined time points after a controlled lag time or at specific sites. Exemplary pulsatile dosage forms and methods of their manufacture are disclosed in U.S. Pat. Nos. 5,011,692, 5,017,381, 5,229,135, 5,840,329 and 5,837,284. In one embodiment, the pulsatile dosage form includes at least two groups of particles, (i.e. multiparticulate) each containing the formulation described herein. The first group of particles provides a substantially immediate dose of a therapeutic agent upon ingestion by a mammal. The first group of particles can be either uncoated or include a coating and/or sealant. In one aspect, the second group of particles comprises coated particles. The coating on the second group of particles provides a delay of from about 2 hours to about 7 hours following ingestion before release of the second dose. Suitable coatings for pharmaceutical compositions are described herein or known in the art.


In some embodiments, pharmaceutical formulations are provided that include particles of a therapeutic agent and at least one dispersing agent or suspending agent for oral administration to a subject. The formulations may be a powder and/or granules for suspension, and upon admixture with water, a substantially uniform suspension is obtained.


In some embodiments, particles formulated for controlled release are incorporated in a gel or a patch or a wound dressing.


In one aspect, liquid formulation dosage forms for oral administration and/or for topical administration as a wash are in the form of aqueous suspensions selected from the group including, but not limited to, pharmaceutically acceptable aqueous oral dispersions, emulsions, solutions, elixirs, gels, and syrups. See, e.g., Singh et al., Encyclopedia of Pharmaceutical Technology, 2nd Ed., pp. 754-757 (2002). In addition to the particles of a therapeutic agent, the liquid dosage forms include additives, such as: (a) disintegrating agents; (b) dispersing agents; (c) wetting agents; (d) at least one preservative, (e) viscosity enhancing agents, (f) at least one sweetening agent, and (g) at least one flavoring agent. In some embodiments, the aqueous dispersions can further include a crystalline inhibitor.


In some embodiments, the liquid formulations also include inert diluents commonly used in the art, such as water or other solvents, solubilizing agents, and emulsifiers. Exemplary emulsifiers are ethyl alcohol, isopropyl alcohol, ethyl carbonate, ethyl acetate, benzyl alcohol, benzyl benzoate, propyleneglycol, 1,3-butyleneglycol, dimethylformamide, sodium lauryl sulfate, sodium doccusate, cholesterol, cholesterol esters, taurocholic acid, phosphotidylcholine, oils, such as cottonseed oil, groundnut oil, corn germ oil, olive oil, castor oil, and sesame oil, glycerol, tetrahydrofurfuryl alcohol, polyethylene glycols, fatty acid esters of sorbitan, or mixtures of these substances, and the like.


Furthermore, pharmaceutical compositions optionally include one or more pH adjusting agents or buffering agents, including acids such as acetic, boric, citric, lactic, phosphoric and hydrochloric acids; bases such as sodium hydroxide, sodium phosphate, sodium borate, sodium citrate, sodium acetate, sodium lactate and tris-hydroxymethylaminomethane; and buffers such as citrate/dextrose, sodium bicarbonate and ammonium chloride. Such acids, bases and buffers are included in an amount required to maintain pH of the composition in an acceptable range.


Additionally, pharmaceutical compositions optionally include one or more salts in an amount required to bring osmolality of the composition into an acceptable range. Such salts include those having sodium, potassium or ammonium cations and chloride, citrate, ascorbate, borate, phosphate, bicarbonate, sulfate, thiosulfate or bisulfite anions; suitable salts include sodium chloride, potassium chloride, sodium thiosulfate, sodium bisulfite and ammonium sulfate.


Other pharmaceutical compositions optionally include one or more preservatives to inhibit microbial activity. Suitable preservatives include mercury-containing substances such as merfen and thiomersal; stabilized chlorine dioxide; and quaternary ammonium compounds such as benzalkonium chloride, cetyltrimethylammonium bromide and cetylpyridinium chloride.


In one embodiment, the aqueous suspensions and dispersions described herein remain in a homogenous state, as defined in The USP Pharmacists' Pharmacopeia (2005 edition, chapter 905), for at least 4 hours. In one embodiment, an aqueous suspension is re-suspended into a homogenous suspension by physical agitation lasting less than 1 minute. In still another embodiment, no agitation is necessary to maintain a homogeneous aqueous dispersion.


Examples of disintegrating agents for use in the aqueous suspensions and dispersions include, but are not limited to, a starch, e.g., a natural starch such as corn starch or potato starch, a pregelatinized starch, or sodium starch glycolate; a cellulose such as methylcrystalline cellulose, methylcellulose, croscarmellose, or a cross-linked cellulose, such as cross-linked sodium carboxymethylcellulose, cross-linked carboxymethylcellulose, or cross-linked croscarmellose; a cross-linked starch such as sodium starch glycolate; a cross-linked polymer such as crospovidone; a cross-linked polyvinylpyrrolidone; alginate such as alginic acid or a salt of alginic acid such as sodium alginate; a gum such as agar, guar, locust bean, Karaya, pectin, or tragacanth; sodium starch glycolate; bentonite; a natural sponge; a surfactant; a resin such as a cation-exchange resin; citrus pulp; sodium lauryl sulfate; sodium lauryl sulfate in combination starch; and the like.


In some embodiments, the dispersing agents suitable for the aqueous suspensions and dispersions described herein include, for example, hydrophilic polymers, electrolytes, Tween® 60 or 80, PEG, polyvinylpyrrolidone, and the carbohydrate-based dispersing agents such as, for example, hydroxypropylcellulose and hydroxypropyl cellulose ethers, hydroxypropyl methylcellulose and hydroxypropyl methylcellulose ethers, carboxymethylcellulose sodium, methylcellulose, hydroxyethylcellulose, hydroxypropylmethyl-cellulose phthalate, hydroxypropylmethyl-cellulose acetate stearate, noncrystalline cellulose, magnesium aluminum silicate, triethanolamine, polyvinyl alcohol (PVA), polyvinylpyrrolidone/vinyl acetate copolymer, 4-(1,1,3,3-tetramethylbutyl)-phenol polymer with ethylene oxide and formaldehyde (also known as tyloxapol), poloxamers; and poloxamines. In other embodiments, the dispersing agent is selected from a group not comprising one of the following agents: hydrophilic polymers; electrolytes; Tween® 60 or 80; PEG; polyvinylpyrrolidone (PVP); hydroxypropylcellulose and hydroxypropyl cellulose ethers; hydroxypropyl methylcellulose and hydroxypropyl methylcellulose ethers; carboxymethylcellulose sodium; methylcellulose; hydroxyethylcellulose; hydroxypropylmethyl-cellulose phthalate; hydroxypropylmethyl-cellulose acetate stearate; non-crystalline cellulose; magnesium aluminum silicate; triethanolamine; polyvinyl alcohol (PVA); 4-(1,1,3,3-tetramethylbutyl)-phenol polymer with ethylene oxide and formaldehyde; poloxamers; or poloxamines.


Wetting agents suitable for the aqueous suspensions and dispersions described herein include, but are not limited to, cetyl alcohol, glycerol monostearate, polyoxyethylene sorbitan fatty acid esters (e.g., the commercially available Tweens® such as e.g., Tween 20® and Tween 80®, and polyethylene glycols, oleic acid, glyceryl monostearate, sorbitan monooleate, sorbitan monolaurate, triethanolamine oleate, polyoxyethylene sorbitan monooleate, polyoxyethylene sorbitan monolaurate, sodium oleate, sodium lauryl sulfate, sodium docusate, triacetin, vitamin E TPGS, sodium taurocholate, simethicone, phosphotidylcholine and the like.


Suitable preservatives for the aqueous suspensions or dispersions described herein include, for example, potassium sorbate, parabens (e.g., methylparaben and propylparaben), benzoic acid and its salts, other esters of parahydroxybenzoic acid such as butylparaben, alcohols such as ethyl alcohol or benzyl alcohol, phenolic compounds such as phenol, or quaternary compounds such as benzalkonium chloride. Preservatives, as used herein, are incorporated into the dosage form at a concentration sufficient to inhibit microbial growth.


Suitable viscosity enhancing agents for the aqueous suspensions or dispersions described herein include, but are not limited to, methyl cellulose, xanthan gum, carboxymethyl cellulose, hydroxypropyl cellulose, hydroxypropylmethyl cellulose, Plasdon® S-630, carbomer, polyvinyl alcohol, alginates, acacia, chitosans and combinations thereof. The concentration of the viscosity enhancing agent will depend upon the agent selected and the viscosity desired.


Examples of sweetening agents suitable for the aqueous suspensions or dispersions described herein include, for example, acacia syrup, acesulfame K, alitame, aspartame, chocolate, cinnamon, citrus, cocoa, cyclamate, dextrose, fructose, ginger, glycyrrhetinate, glycyrrhiza (licorice) syrup, monoammonium glyrrhizinate (MagnaSweet®), maltitol, mannitol, menthol, neohesperidine DC, neotame, Prosweet® Powder, saccharin, sorbitol, stevia, sucralose, sucrose, sodium saccharin, saccharin, aspartame, acesulfame potassium, mannitol, sucralose, tagatose, thaumatin, vanilla, xylitol, or any combination thereof.


In some embodiments, a therapeutic agent is prepared as transdermal dosage form. In some embodiments, the transdermal formulations described herein include at least three components: (1) a therapeutic agent; (2) a penetration enhancer; and (3) an optional aqueous adjuvant. In some embodiments the transdermal formulations include additional components such as, but not limited to, gelling agents, creams and ointment bases, and the like. In some embodiments, the transdermal formulation is presented as a patch or a wound dressing. In some embodiments, the transdermal formulation further include a woven or non-woven backing material to enhance absorption and prevent the removal of the transdermal formulation from the skin. In other embodiments, the transdermal formulations described herein can maintain a saturated or supersaturated state to promote diffusion into the skin.


In one aspect, formulations suitable for transdermal administration of a therapeutic agent described herein employ transdermal delivery devices and transdermal delivery patches and can be lipophilic emulsions or buffered, aqueous solutions, dissolved and/or dispersed in a polymer or an adhesive. In one aspect, such patches are constructed for continuous, pulsatile, or on demand delivery of pharmaceutical agents. Still further, transdermal delivery of the therapeutic agents described herein can be accomplished by means of iontophoretic patches and the like. In one aspect, transdermal patches provide controlled delivery of a therapeutic agent. In one aspect, transdermal devices are in the form of a bandage comprising a backing member, a reservoir containing the therapeutic agent optionally with carriers, optionally a rate controlling barrier to deliver the therapeutic agent to the skin of the host at a controlled and predetermined rate over a prolonged period of time, and method to secure the device to the skin.


In further embodiments, topical formulations include gel formulations (e.g., gel patches which adhere to the skin). In some of such embodiments, a gel composition includes any polymer that forms a gel upon contact with the body (e.g., gel formulations comprising hyaluronic acid, pluronic polymers, poly(lactic-co-glycolic acid (PLGA)-based polymers or the like). In some forms of the compositions, the formulation comprises a low-melting wax such as, but not limited to, a mixture of fatty acid glycerides, optionally in combination with cocoa butter which is first melted. Optionally, the formulations further comprise a moisturizing agent.


In certain embodiments, delivery systems for pharmaceutical therapeutic agents may be employed, such as, for example, liposomes and emulsions. In certain embodiments, compositions provided herein can also include an mucoadhesive polymer, selected from among, for example, carboxymethylcellulose, carbomer (acrylic acid polymer), poly(methylmethacrylate), polyacrylamide, polycarbophil, acrylic acid/butyl acrylate copolymer, sodium alginate and dextran.


In some embodiments, a therapeutic agent described herein may be administered topically and can be formulated into a variety of topically administrable compositions, such as solutions, suspensions, lotions, gels, pastes, medicated sticks, balms, creams or ointments. Such pharmaceutical therapeutic agents can contain solubilizers, stabilizers, tonicity enhancing agents, buffers and preservatives.


Kits

The disclosure also provides kits for detecting expression of one or more polymorphisms in Table 1B or Table 20. Exemplary kits include nucleic acids configured for specific hybridization to one or more genes in Table 1A-Table 1B, or Table 20. In some cases, a kit comprises a plurality of such nucleic acids immobilized on a substrate, such as a microarray, welled plate, chip, or other material suitable for microfluidic processing.


In some embodiments, the kit includes nucleic acid and/or polypeptide isolation reagents. In some embodiments, the kit includes one or more detection reagents, for example probes and/or primers for amplification of, or hybridization to, a gene in Table 1A, Table 1B, or Table 20. In some embodiments, the kit includes primers and probes for control genes, such as housekeeping genes. In some embodiments, the primers and probes for control genes are used, for example, in ΔCt calculations. In some embodiments, the probes or primers are labeled with an enzymatic, florescent, or radionuclide label.


In some instances, a kit comprises a nucleic acid polymer (e.g., primer and/or probe) comprising at least about 10 contiguous nucleobases having at least about 70%, 80%, 85%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98% or 99% sequence identity or homology to a sequence of a biomarker of Table 1A or flanking sequence of a polymorphism provided in Table 1B. In some embodiments, the flanking sequence of the polymorphism provided in Table 1B are provided in SEQ ID NOS: 1-84. In some embodiments, a kit comprises a primer pair, wherein the first primer comprises 10 contiguous nucleotides having at least about 70%, 80%, 85%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98% or 99% sequence identity to any one of SEQ ID NOS: 1-84 upstream of the polymorphism position indicated by the rsID or Illumina id, and the second primer comprises 10 contiguous nucleotides having at least about 70%, 80%, 85%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98% or 99% sequence identity to any one of SEQ ID NOS: 1-84 downstream of the polymorphism position indicated by the rsID or Illumina id. In some embodiments, the probe comprises at least 10 contiguous nucleotides spanning the polymorphism position indicated by the rsID or Illumina id, such that the polymorphism at that position may be detected.


In some embodiments, kits include a carrier, package, or container that is compartmentalized to receive one or more containers such as vials, tubes, and the like, each of the container(s) including one of the separate elements to be used in a method described herein. Suitable containers include, for example, bottles, vials, syringes, and test tubes. In other embodiments, the containers are formed from a variety of materials such as glass or plastic.


In some embodiments, a kit includes one or more additional containers, each with one or more of various materials (such as reagents, optionally in concentrated form, and/or devices) desirable from a commercial and user standpoint for use of described herein. Non-limiting examples of such materials include, but not limited to, buffers, primers, enzymes, diluents, filters, carrier, package, container, vial and/or tube labels listing contents and/or instructions for use and package inserts with instructions for use. A set of instructions is optionally included. In a further embodiment, a label is on or associated with the container. In yet a further embodiment, a label is on a container when letters, numbers or other characters forming the label are attached, molded or etched into the container itself, a label is associated with a container when it is present within a receptacle or carrier that also holds the container, e.g., as a package insert. In other embodiments a label is used to indicate that the contents are to be used for a specific therapeutic application. In yet another embodiment, a label also indicates directions for use of the contents, such as in the methods described herein.


Systems

Disclosed herein, in some embodiments, is a system for detecting a particular subtype of IBD or CD in a subject. In some embodiments, the subtype is CD-PBmu. In some embodiments, the subtype is CD PBT. The system is configured to implement the methods described in this disclosure, including, but not limited to, detecting the presence of a particular CD subtype to determine whether the subject is suitable for treatment with a particular therapy.


In some embodiments, disclosed herein is a system for detecting a IBD subtype in a subject, comprising: (a) a computer processing device, optionally connected to a computer network; and (b) a software module executed by the computer processing device to analyze a target nucleic acid sequence of a transcriptomic profile in a sample from a subject. In some instances, the system comprises a central processing unit (CPU), memory (e.g., random access memory, flash memory), electronic storage unit, computer program, communication interface to communicate with one or more other systems, and any combination thereof. In some instances, the system is coupled to a computer network, for example, the Internet, intranet, and/or extranet that is in communication with the Internet, a telecommunication, or data network. In some embodiments, the system comprises a storage unit to store data and information regarding any aspect of the methods described in this disclosure. Various aspects of the system are a product or article or manufacture.


One feature of a computer program includes a sequence of instructions, executable in the digital processing device's CPU, written to perform a specified task. In some embodiments, computer readable instructions are implemented as program modules, such as functions, features, Application Programming Interfaces (APIs), data structures, and the like, that perform particular tasks or implement particular abstract data types. In light of the disclosure provided herein, those of skill in the art will recognize that a computer program may be written in various versions of various languages.


The functionality of the computer readable instructions are combined or distributed as desired in various environments. In some instances, a computer program comprises one sequence of instructions or a plurality of sequences of instructions. A computer program may be provided from one location. A computer program may be provided from a plurality of locations. In some embodiment, a computer program includes one or more software modules. In some embodiments, a computer program includes, in part or in whole, one or more web applications, one or more mobile applications, one or more standalone applications, one or more web browser plug-ins, extensions, add-ins, or add-ons, or combinations thereof.


Web Application


In some embodiments, a computer program includes a web application. In light of the disclosure provided herein, those of skill in the art will recognize that a web application may utilize one or more software frameworks and one or more database systems. A web application, for example, is created upon a software framework such as Microsoft®.NET or Ruby on Rails (RoR). A web application, in some instances, utilizes one or more database systems including, by way of non-limiting examples, relational, non-relational, feature oriented, associative, and XML database systems. Suitable relational database systems include, by way of non-limiting examples, Microsoft® SQL Server, mySQL™, and Oracle®. Those of skill in the art will also recognize that a web application may be written in one or more versions of one or more languages. In some embodiments, a web application is written in one or more markup languages, presentation definition languages, client-side scripting languages, server-side coding languages, database query languages, or combinations thereof. In some embodiments, a web application is written to some extent in a markup language such as Hypertext Markup Language (HTML), Extensible Hypertext Markup Language (XHTML), or eXtensible Markup Language (XML). In some embodiments, a web application is written to some extent in a presentation definition language such as Cascading Style Sheets (CSS). In some embodiments, a web application is written to some extent in a client-side scripting language such as Asynchronous Javascript and XML (AJAX), Flash® Actionscript, Javascript, or Silverlight®. In some embodiments, a web application is written to some extent in a server-side coding language such as Active Server Pages (ASP), ColdFusion®, Perl, Java™, JavaServer Pages (JSP), Hypertext Preprocessor (PHP), Python™, Ruby, Tc1, Smalltalk, WebDNA®, or Groovy. In some embodiments, a web application is written to some extent in a database query language such as Structured Query Language (SQL). A web application may integrate enterprise server products such as IBM® Lotus Domino®. A web application may include a media player element. A media player element may utilize one or more of many suitable multimedia technologies including, by way of non-limiting examples, Adobe® Flash®, HTML 5, Apple® QuickTime®, Microsoft® Silverlight®, Java™, and Unity®.


Mobile Application


In some instances, a computer program includes a mobile application provided to a mobile digital processing device. The mobile application may be provided to a mobile digital processing device at the time it is manufactured. The mobile application may be provided to a mobile digital processing device via the computer network described herein.


A mobile application is created by techniques known to those of skill in the art using hardware, languages, and development environments known to the art. Those of skill in the art will recognize that mobile applications may be written in several languages. Suitable programming languages include, by way of non-limiting examples, C, C++, C #, Featureive-C, Java™, Javascript, Pascal, Feature Pascal, Python™, Ruby, VB.NET, WML, and XHTML/HTML with or without CSS, or combinations thereof.


Suitable mobile application development environments are available from several sources. Commercially available development environments include, by way of non-limiting examples, AirplaySDK, alcheMo, Appcelerator®, Celsius, Bedrock, Flash Lite, .NET Compact Framework, Rhomobile, and WorkLight Mobile Platform. Other development environments may be available without cost including, by way of non-limiting examples, Lazarus, MobiFlex, MoSync, and Phonegap. Also, mobile device manufacturers distribute software developer kits including, by way of non-limiting examples, iPhone and iPad (iOS) SDK, Android™ SDK, BlackBerry® SDK, BREW SDK, Palm® OS SDK, Symbian SDK, webOS SDK, and Windows® Mobile SDK.


Those of skill in the art will recognize that several commercial forums are available for distribution of mobile applications including, by way of non-limiting examples, Apple® App Store, Android™ Market, BlackBerry® App World, App Store for Palm devices, App Catalog for webOS, Windows® Marketplace for Mobile, Ovi Store for Nokia® devices, Samsung® Apps, and Nintendo® DSi Shop.


Standalone Application


In some embodiments, a computer program includes a standalone application, which is a program that may be run as an independent computer process, not an add-on to an existing process, e.g., not a plug-in. Those of skill in the art will recognize that standalone applications are sometimes compiled. In some instances, a compiler is a computer program(s) that transforms source code written in a programming language into binary feature code such as assembly language or machine code. Suitable compiled programming languages include, by way of non-limiting examples, C, C++, Featureive-C, COBOL, Delphi, Eiffel, Java™, Lisp, Python™, Visual Basic, and VB.NET, or combinations thereof. Compilation may be often performed, at least in part, to create an executable program. In some instances, a computer program includes one or more executable complied applications.


Web Browser Plug-In


A computer program, in some aspects, includes a web browser plug-in. In computing, a plug-in, in some instances, is one or more software components that add specific functionality to a larger software application. Makers of software applications may support plug-ins to enable third-party developers to create abilities which extend an application, to support easily adding new features, and to reduce the size of an application. When supported, plug-ins enable customizing the functionality of a software application. For example, plug-ins are commonly used in web browsers to play video, generate interactivity, scan for viruses, and display particular file types. Those of skill in the art will be familiar with several web browser plug-ins including, Adobe® Flash® Player, Microsoft® Silverlight®, and Apple® QuickTime®. The toolbar may comprise one or more web browser extensions, add-ins, or add-ons. The toolbar may comprise one or more explorer bars, tool bands, or desk bands.


In view of the disclosure provided herein, those of skill in the art will recognize that several plug-in frameworks are available that enable development of plug-ins in various programming languages, including, by way of non-limiting examples, C++, Delphi, Java™, PHP, Python™, and VB.NET, or combinations thereof.


In some embodiments, Web browsers (also called Internet browsers) are software applications, designed for use with network-connected digital processing devices, for retrieving, presenting, and traversing information resources on the World Wide Web. Suitable web browsers include, by way of non-limiting examples, Microsoft® Internet Explorer®, Mozilla® Firefox®, Google® Chrome, Apple® Safari®, Opera Software® Opera®, and KDE Konqueror. The web browser, in some instances, is a mobile web browser. Mobile web browsers (also called mircrobrowsers, mini-browsers, and wireless browsers) may be designed for use on mobile digital processing devices including, by way of non-limiting examples, handheld computers, tablet computers, netbook computers, subnotebook computers, smartphones, music players, personal digital assistants (PDAs), and handheld video game systems. Suitable mobile web browsers include, by way of non-limiting examples, Google® Android® browser, RIM BlackBerry® Browser, Apple® Safari®, Palm® Blazer, Palm® WebOS® Browser, Mozilla® Firefox® for mobile, Microsoft® Internet Explorer® Mobile, Amazon® Kindle® Basic Web, Nokia® Browser, Opera Software® Opera® Mobile, and Sony® PSP™ browser.


Software Modules


The medium, method, and system disclosed herein comprise one or more softwares, servers, and database modules, or use of the same. In view of the disclosure provided herein, software modules may be created by techniques known to those of skill in the art using machines, software, and languages known to the art. The software modules disclosed herein may be implemented in a multitude of ways. In some embodiments, a software module comprises a file, a section of code, a programming feature, a programming structure, or combinations thereof. A software module may comprise a plurality of files, a plurality of sections of code, a plurality of programming features, a plurality of programming structures, or combinations thereof. By way of non-limiting examples, the one or more software modules comprise a web application, a mobile application, and/or a standalone application. Software modules may be in one computer program or application. Software modules may be in more than one computer program or application. Software modules may be hosted on one machine. Software modules may be hosted on more than one machine. Software modules may be hosted on cloud computing platforms. Software modules may be hosted on one or more machines in one location. Software modules may be hosted on one or more machines in more than one location.


Databases


The medium, method, and system disclosed herein comprise one or more databases, or use of the same. In view of the disclosure provided herein, those of skill in the art will recognize that many databases are suitable for storage and retrieval of geologic profile, operator activities, division of interest, and/or contact information of royalty owners. Suitable databases include, by way of non-limiting examples, relational databases, non-relational databases, feature oriented databases, feature databases, entity-relationship model databases, associative databases, and XML databases. In some embodiments, a database is internet-based. In some embodiments, a database is web-based. In some embodiments, a database is cloud computing-based. A database may be based on one or more local computer storage devices.


Data Transmission


The subject matter described herein, including methods for detecting a particular CD subtype, are configured to be performed in one or more facilities at one or more locations. Facility locations are not limited by country and include any country or territory. In some instances, one or more steps are performed in a different country than another step of the method. In some instances, one or more steps for obtaining a sample are performed in a different country than one or more steps for detecting the presence or absence of a particular CD subtype from a sample. In some embodiments, one or more method steps involving a computer system are performed in a different country than another step of the methods provided herein. In some embodiments, data processing and analyses are performed in a different country or location than one or more steps of the methods described herein. In some embodiments, one or more articles, products, or data are transferred from one or more of the facilities to one or more different facilities for analysis or further analysis. An article includes, but is not limited to, one or more components obtained from a subject, e.g., processed cellular material. Processed cellular material includes, but is not limited to, cDNA reverse transcribed from RNA, amplified RNA, amplified cDNA, sequenced DNA, isolated and/or purified RNA, isolated and/or purified DNA, and isolated and/or purified polypeptide. Data includes, but is not limited to, information regarding the stratification of a subject, and any data produced by the methods disclosed herein. In some embodiments of the methods and systems described herein, the analysis is performed and a subsequent data transmission step will convey or transmit the results of the analysis.


In some embodiments, any step of any method described herein is performed by a software program or module on a computer. In additional or further embodiments, data from any step of any method described herein is transferred to and from facilities located within the same or different countries, including analysis performed in one facility in a particular location and the data shipped to another location or directly to an individual in the same or a different country. In additional or further embodiments, data from any step of any method described herein is transferred to and/or received from a facility located within the same or different countries, including analysis of a data input, such as genetic or processed cellular material, performed in one facility in a particular location and corresponding data transmitted to another location, or directly to an individual, such as data related to the diagnosis, prognosis, responsiveness to therapy, or the like, in the same or different location or country.


Business Methods Utilizing a Computer


The gene expression profiling methods may utilize one or more computers. The computer may be used for managing customer and sample information such as sample or customer tracking, database management, analyzing molecular profiling data, analyzing cytological data, storing data, billing, marketing, reporting results, storing results, or a combination thereof. The computer may include a monitor or other graphical interface for displaying data, results, billing information, marketing information (e.g. demographics), customer information, or sample information. The computer may also include mechanisms and/or methods for data or information input. The computer may include a processing unit and fixed or removable media or a combination thereof. The computer may be accessed by a user in physical proximity to the computer, for example via a keyboard and/or mouse, or by a user that does not necessarily have access to the physical computer through a communication medium such as a modem, an internet connection, a telephone connection, or a wired or wireless communication signal carrier wave. In some cases, the computer may be connected to a server or other communication device for relaying information from a user to the computer or from the computer to a user. In some cases, the user may store data or information obtained from the computer through a communication medium on media, such as removable media. It is envisioned that data relating to the methods can be transmitted over such networks or connections for reception and/or review by a party. The receiving party can be but is not limited to an individual, a health care provider or a health care manager. In one embodiment, a computer-readable medium includes a medium suitable for transmission of a result of an analysis of a biological sample, such as exosome bio-signatures. The medium can include a result regarding an exosome bio-signature of a subject, wherein such a result is derived using the methods described herein.


The entity obtaining a gene expression profile may enter sample information into a database for the purpose of one or more of the following: inventory tracking, assay result tracking, order tracking, customer management, customer service, billing, and sales. Sample information may include, but is not limited to: customer name, unique customer identification, customer associated medical professional, indicated assay or assays, assay results, adequacy status, indicated adequacy tests, medical history of the individual, preliminary diagnosis, suspected diagnosis, sample history, insurance provider, medical provider, third party testing center or any information suitable for storage in a database. Sample history may include but is not limited to: age of the sample, type of sample, method of acquisition, method of storage, or method of transport.


The database may be accessible by a customer, medical professional, insurance provider, or other third party. Database access may take the form of electronic communication such as a computer or telephone. The database may be accessed through an intermediary such as a customer service representative, business representative, consultant, independent testing center, or medical professional. The availability or degree of database access or sample information, such as assay results, may change upon payment of a fee for products and services rendered or to be rendered. The degree of database access or sample information may be restricted to comply with generally accepted or legal requirements for patient or customer confidentiality.


Definitions

In the following description, certain specific details are set forth in order to provide a thorough understanding of various embodiments. However, one skilled in the art will understand that the embodiments provided may be practiced without these details. Unless the context requires otherwise, throughout the specification and claims which follow, the word “comprise” and variations thereof, such as, “comprises” and “comprising” are to be construed in an open, inclusive sense, that is, as “including, but not limited to.” As used in this specification and the appended claims, the singular forms “a,” “an,” and “the” include plural referents unless the content clearly dictates otherwise. It should also be noted that the term “or” is generally employed in its sense including “and/or” unless the content clearly dictates otherwise. Further, headings provided herein are for convenience only and do not interpret the scope or meaning of the claimed embodiments.


As used herein, the terms “homologous,” “homology,” or “percent homology” when used herein to describe to an amino acid sequence or a nucleic acid sequence, relative to a reference sequence, can be determined using the formula described by Karlin and Altschul (Proc. Natl. Acad. Sci. USA 87: 2264-2268, 1990, modified as in Proc. Natl. Acad. Sci. USA 90:5873-5877, 1993). Such a formula is incorporated into the basic local alignment search tool (BLAST) programs of Altschul et al. (J Mol Biol. 1990 Oct. 5; 215(3):403-10; Nucleic Acids Res. 1997 Sep. 1; 25(17):3389-402). Percent homology of sequences can be determined using the most recent version of BLAST, as of the filing date of this application. Percent identity of sequences can be determined using the most recent version of BLAST, as of the filing date of this application.


The terms “determining,” “measuring,” “evaluating,” “assessing,” “assaying,” and “analyzing” are often used interchangeably herein to refer to forms of measurement. The terms include determining if an element is present or not (for example, detection). These terms can include quantitative, qualitative or quantitative and qualitative determinations. Assessing can be relative or absolute. “Detecting the presence of” can include determining the amount of something present in addition to determining whether it is present or absent depending on the context.


As used herein, the term “about” a number refers to that number plus or minus 10% of that number. The term “about” a range refers to that range minus 10% of its lowest value and plus 10% of its greatest value.


The terms “increased,” or “increase” are used herein to generally mean an increase by a statically significant amount. In some embodiments, the terms “increased,” or “increase,” mean an increase of at least 10% as compared to a reference level, for example an increase of at least about 10%, at least about 20%, or at least about 30%, or at least about 40%, or at least about 50%, or at least about 60%, or at least about 70%, or at least about 80%, or at least about 90% or up to and including a 100% increase or any increase between 10-100% as compared to a reference level, standard, or control. Other examples of “increase” include an increase of at least 2-fold, at least 5-fold, at least 10-fold, at least 20-fold, at least 50-fold, at least 100-fold, at least 1000-fold or more as compared to a reference level. An increase can be an absolute amount (e.g., level of protein expression), or a rate of production (e.g., rate of protein expression between two points in time).


The terms “decreased” or “decrease” are used herein generally to mean a decrease by a statistically significant amount. In some embodiments, “decreased” or “decrease” means a reduction by at least 10% as compared to a reference level, for example a decrease by at least about 20%, or at least about 30%, or at least about 40%, or at least about 50%, or at least about 60%, or at least about 70%, or at least about 80%, or at least about 90% or up to and including a 100% decrease (e.g., absent level or non-detectable level as compared to a reference level), or any decrease between 10-100% as compared to a reference level. In the context of a marker or symptom, by these terms is meant a statistically significant decrease in such level. The decrease can be, for example, at least 10%, at least 20%, at least 30%, at least 40% or more, and is preferably down to a level accepted as within the range of normal for an individual without a given disease. Other examples of “decrease” include a decrease of at least 2-fold, at least 5-fold, at least 10-fold, at least 20-fold, at least 50-fold, at least 100-fold, at least 1000-fold or more as compared to a reference level. A decrease can be an absolute amount (e.g., level of protein expression), or a rate of production (e.g., rate of protein expression between two points in time).


The terms “subject” or “subjects” encompass mammals. Non-limiting examples of mammal include, any member of the mammalian class: humans, non-human primates such as chimpanzees, and other apes and monkey species; farm animals such as cattle, horses, sheep, goats, swine; domestic animals such as rabbits, dogs, and cats; laboratory animals including rodents, such as rats, mice and guinea pigs, and the like. In one aspect, the mammal is a human. The term “animal” as used herein comprises human beings and non-human animals. In one embodiment, a “non-human animal” is a mammal, for example a rodent such as rat or a mouse. In some instances, a human subject is a “patient,” which as used herein, refers to a subject who may be diagnosed with a disease or condition disclosed herein.


The term “gene,” as used herein, refers to a segment of nucleic acid that encodes an individual protein or RNA (also referred to as a “coding sequence” or “coding region”), optionally together with associated regulatory region such as promoter, operator, terminator and the like, which may be located upstream or downstream of the coding sequence. A “genetic locus” referred to herein, is a particular location within a gene.


The term, “genotype” as disclosed herein, refers to the chemical composition of polynucleotide sequences within the genome of an individual. In some embodiments, the genotype comprises a single nucleotide polymorphism (SNP) or and indel (insertion or deletion, of a nucleobase within a polynucleotide sequence). In some embodiments, a genotype for a particular SNP, or indel is heterozygous. In some embodiments, a genotype for a particular SNP, or indel is homozygous.


A “polymorphism” as used herein refers to an aberration in (e.g., a mutation), or of (e.g., insertion/deletion), a nucleic acid sequence, as compared to the nucleic acid sequence in a reference population. In some embodiments, the polymorphism is common in the reference population. In some embodiments, the polymorphism is rare in the reference population. In some embodiments, the polymorphism is a single nucleotide polymorphism.


The term, “single nucleotide polymorphism” or SNP as disclosed herein, refers to a variation in a single nucleotide within a polynucleotide sequence. The term should not be interpreted as placing a restriction on a frequency of the SNP in a given population.


The term, “indel,” as disclosed herein, refers to an insertion, or a deletion, of a nucleobase within a polynucleotide sequence.


“Linkage disequilibrium,” or “LD,” as used herein refers to the non-random association of alleles or indels in different gene loci in a given population. LD may be defined by a D′ value corresponding to the difference between an observed and expected allele or indel frequencies in the population (D=Pab-PaPb), which is scaled by the theoretical maximum value of D. LD may be defined by an r2 value corresponding to the difference between an observed and expected unit of risk frequencies in the population (D=Pab-PaPb), which is scaled by the individual frequencies of the different loci. In some embodiments, D′ comprises at least 0.20. In some embodiments, r2 comprises at least 0.70.


The terms “treat,” “treating,” and “treatment” as used herein refers to alleviating or abrogating a disorder, disease, or condition; or one or more of the symptoms associated with the disorder, disease, or condition; or alleviating or eradicating a cause of the disorder, disease, or condition itself. Desirable effects of treatment can include, but are not limited to, preventing occurrence or recurrence of disease, alleviation of symptoms, diminishing any direct or indirect pathological consequences of the disease, preventing metastasis, decreasing the rate of disease progression, amelioration or palliation of the disease state and remission or improved prognosis.


The term “therapeutically effective amount” refers to the amount of a compound or therapy that, when administered, is sufficient to prevent development of, or alleviate to some extent, one or more of the symptoms of a disorder, disease, or condition of the disease; or the amount of a compound that is sufficient to elicit biological or medical response of a cell, tissue, system, animal, or human that is being sought by a researcher, veterinarian, medical doctor, or clinician.


The term “pharmaceutically acceptable carrier,” “pharmaceutically acceptable excipient,” “physiologically acceptable carrier,” or “physiologically acceptable excipient” refers to a pharmaceutically-acceptable material, composition, or vehicle, such as a liquid or solid filler, diluent, excipient, solvent, or encapsulating material. A component can be “pharmaceutically acceptable” in the sense of being compatible with the other ingredients of a pharmaceutical formulation. It can also be suitable for use in contact with the tissue or organ of humans and animals without excessive toxicity, irritation, allergic response, immunogenicity, or other problems or complications, commensurate with a reasonable benefit/risk ratio. See, Remington: The Science and Practice of Pharmacy, 21st Edition; Lippincott Williams & Wilkins: Philadelphia, PA, 2005; Handbook of Pharmaceutical Excipients, 5th Edition; Rowe et al., Eds., The Pharmaceutical Press and the American Pharmaceutical Association: 2005; and Handbook of Pharmaceutical Additives, 3rd Edition; Ash and Ash Eds., Gower Publishing Company: 2007; Pharmaceutical Preformulation and Formulation, Gibson Ed., CRC Press LLC: Boca Raton, F L, 2004).


The term “pharmaceutical composition” refers to a mixture of a compound disclosed herein with other chemical components, such as diluents or carriers. The pharmaceutical composition can facilitate administration of the compound to an organism. Multiple techniques of administering a compound exist in the art including, but not limited to, oral, injection, aerosol, parenteral, and topical administration.


The term “inflammatory bowel disease” or “IBD” as used herein refers to gastrointestinal disorders of the gastrointestinal tract. Non-limiting examples of IBD include, Crohn's disease (CD), ulcerative colitis (UC), indeterminate colitis (IC), microscopic colitis, diversion colitis, Behcet's disease, and other inconclusive forms of IBD. In some instances, IBD comprises fibrosis, fibrostenosis, stricturing and/or penetrating disease, obstructive disease, or a disease that is refractory (e.g., mrUC, refractory CD), perianal CD, or other complicated forms of IBD.


Non-limiting examples of “sample” include any material from which nucleic acids and/or proteins can be obtained. As non-limiting examples, this includes whole blood, peripheral blood, plasma, serum, saliva, mucus, urine, semen, lymph, fecal extract, cheek swab, cells or other bodily fluid or tissue, including but not limited to tissue obtained through surgical biopsy or surgical resection. In various embodiments, the sample comprises tissue from the large and/or small intestine. In various embodiments, the large intestine sample comprises the cecum, colon (the ascending colon, the transverse colon, the descending colon, and the sigmoid colon), rectum and/or the anal canal. In some embodiments, the small intestine sample comprises the duodenum, jejunum, and/or the ileum. Alternatively, a sample can be obtained through primary patient derived cell lines, or archived patient samples in the form of preserved samples, or fresh frozen samples.


The term “biomarker” comprises a measurable substance in a subject whose presence, level, or activity, is indicative of a phenomenon (e.g., phenotypic expression or activity; disease, condition, subclinical phenotype of a disease or condition, infection; or environmental stimuli). In some embodiments, a biomarker comprises a gene, gene expression product (e.g., RNA or protein), or a cell-type (e.g., immune cell).


The term “serological marker,” as used herein refers to a type of biomarker representing an antigenic response in a subject that may be detected in the serum of the subject. In some embodiments, a serological marker comprises an antibody against various fungal antigens. Non-limiting examples of a serological marker comprise anti-Saccharomyces cerevisiae antibody (ASCA), an anti-neutrophil cytoplasmic antibody (ANCA), E. coli outer membrane porin protein C (OmpC), anti-Malassezia restricta antibody, anti-Malassezia pachydermatis antibody, anti-Malassezia furfur antibody, anti-Malassezia globasa antibody, anti-Cladosporium albicans antibody, anti-laminaribiose antibody (ALCA), anti-chitobioside antibody (ACCA), anti-laminarin antibody, anti-chitin antibody, pANCA antibody, anti-I2 antibody, and anti-Cbir1 flagellin antibody.


The terms “non-response,” or “loss-of-response,” as used herein, refer to phenomena in which a subject or a patient does not respond to the induction of a standard treatment (e.g., anti-TNF therapy), or experiences a loss of response to the standard treatment after a successful induction of the therapy. The induction of the standard treatment may include 1, 2, 3, 4, or 5, doses of the therapy. A “successful induction” of the therapy may be an initial therapeutic response or benefit provided by the therapy. The loss of response may be characterized by a reappearance of symptoms consistent with a flare after a successful induction of the therapy.


The section headings used herein are for organizational purposes only and are not to be construed as limiting the subject matter described.


EXAMPLES

While preferred embodiments have been shown and described herein, it will be obvious to those skilled in the art that such embodiments are provided by way of example only. Numerous variations, changes, and substitutions will now occur to those skilled in the art without departing from the embodiments provided. It should be understood that various alternatives to the embodiments described herein may be employed.


Example 1: Blood Based Pre-Surgical Transcriptomic Signature

A Treatment-Resistant CD Population with Mucosal-Like Circulating T Cells


This experiment was performed to identify molecular pathways underlying T cell transcriptomic signatures in treatment-resistant CD patients who required surgical intervention for disease management. Purified CD3+ T cells were isolated from matched paired samples from peripheral blood and mucosal specimens from 100 CD patients and 17 control non-IBD individuals at the time of surgery. Principal component analysis of unsupervised gene expression distinguished between Lamina propria mucosa-derived (mucosal) T cells and those in the periphery (FIG. 1A). Among mucosal T cells, the expression profile of CD patients and non-IBD subjects was interspersed. In contrast, among peripheral T cells, two distinct CD transcriptomic signatures were observed. One expression signature, designated CD-PBT (63%), clustered tightly with non-IBD subjects. A second expression signature was shifted towards the mucosal T cell signature, and was designated CD-PBmu(cosal) (37%) (FIGS. 1A-1B). Subtype classification (≥90%) was confirmed using Bayesian nearest neighbor predictor, support-vector machine and diagonal linear discriminant analysis (Table 12A). 1944 genes were identified with at least two-fold differential expression between CD-PBmu and CD-PBT subsets (p value <0.001) (FIG. 1C). Among them, >90% of genes were over-expressed in the CD-PBmu subtype. Pathway analysis indicated that the CD-PBmu differentially expressed genes were enriched in pathways associated with T cell activation, leukocyte adhesion and migration, and integrin binding features. Without being bound by theory, these mucosal-like features suggest that CD-PBmu might represent recent mucosal emigrants (FIG. 1D).









TABLE 12A







Performance of CD-PBmu vs CD-PBT classifiers


during cross-validation













% Correct







Classi-
Sensi-
Speci-


Classifier
fication
tivity
ficity
PPV
NPV















Compound Covariate
89
0.75
0.96
0.92
0.87


Predictor


Diagonal Linear
90
0.77
0.97
0.94
0.88


Discriminant Analysis


1-Nearest Neighbor
93
0.82
0.95
0.91
0.90


3-Nearest Neighbor
91
0.78
0.95
0.90
0.88


Nearest Centroid
86
0.71
0.94
0.87
0.85


Support Vector Machine
93
0.84
0.94
0.89
0.91


Bayesian Compound
92
0.57
0.81
0.64
0.76


Covariate





Positive Predictive Value (PPV), Negative Predictive Value (NPV)






The Imputed Composition of Peripheral T Cell Subsets is Altered in CD-PBmu


CD3+ T cells are a heterogeneous population with a mosaic of naïve, activated, memory, and effector T cell traits defined by their cell surface markers and immune response. Alteration in the abundance of individual subsets can be quantified from RNA sequencing data using bioinformatic approaches. Experiments were designed to determine whether the distinct transcriptomic signatures observed in the CD-PBmu vs CD-PBT subtypes may result from an underlying alteration in peripheral T cell subset composition. Individual immune cell enrichment scores were calculated and a t-SNE analysis was applied. As seen in FIG. 1E, the t-SNE cell signature enrichment plot mimics that observed for the gene expression (FIG. 1A) with distinct clustering of the CD-PBmu vs CD-PBT subtypes. Comparison of CD-PBmu to CD-PBT subtype demonstrated inferred enrichment for NKT cells and depletion of TH1 and CD4+ and CD8+ memory and naïve cell subsets (FIG. F). To validate this deconvolution analysis, CD-PBmu and CD-PBT were compared using the Ingenuity analysis match metadata evaluator method. Differential gene expression and upstream regulatory pathways were observed that has previously been identified when comparing NKT cell to CD4+ T cell subsets (Table 124), supporting these findings by deconvolution of the CD3+ T cell composition.









TABLE 12B







Concordance of PBmu signature similarity matching gene expression


and upstream regulatory pathways associated when comparing NKT


cell to CD4 T cell subsets (Geo accession: GSE24759).














Overall
Overall
UR
DE
UR
DE


Comparison
p-value
z-score
(p-value)
(p-value)
(z-score)
(z-score)
















NK T cell vs naïve
12.47
21.38
7.12E−06
9.38E−20
35.04
50.49


CD8+ T cell


NK T cell vs naïve
8.55
19.2
5.41E−08
9.76E−09
39.74
37.05


CD4+ T cell


NK T cell vs CD4+
3.46
8.11
1.30E−05
0.04
32.44


effector memory T cell


NK T cell vs CD4+
2.63
7.4
1.31E−04

29.62


central memory T cell


NK T cell vs CD8+
1.4

0.03


central memory T cell









The Distinct Peripheral T Cell Subset Composition in CD-PBmu is Associated with Distinct Clinical Features of Disease Severity


The impact of altered T cell subset composition and clinical characteristics of disease activity was assessed. In the CD-PBmu (FIG. 14A), but not CD-PBT sub-type (FIG. 15A), NKT cell enrichment scores were associated with stricturing disease. Perianal disease and perianal fistula were associated with enrichment in NKT cells, as well as, depletion of CD8+ T cells (FIG. 14A). Moreover, depletion of CD4+ and CD8+ memory T cell subsets observed in the CD-PBmu vs CD-PBT subtype was associated with post-operative endoscopic recurrence of disease (FIG. 14A). Serologic responses to commensal bacteria and auto-antigens in CD patients such as ASCA, OmpC, 12 and anti-CBir1 have been associated with more severe clinical disease phenotypes and risk of complications. In particular, a high antibody response toward multiple microbial antigens is predictive of aggressive disease and risk for surgery. In the CD-PBmu, but not CD-PBT subtype, the NKT enrichment scores correlated with increased ASCA seropositivity levels (FIG. 14B). Conversely, depletion of CD4/CD8 T cell subsets was associated with ASCA positivity. Moreover, in the CD-PBmu, but not CD-PBT subtype, depletion of CD4+ naïve and CD8+ T cells was associated with enhanced serological quartile sum scores of response (FIG. 14C) and enhanced serological quartile sum scores of response to multiple microbial antigens in CD-PBmu was associated with an increased length of resected intestine (FIG. 14D).









TABLE 12C





Unique CD-PBmu vs CD-PBT signature attributes
















Differential Gene Expression Using Class Comparison Method



Differential Gene Expression of CD-PBmu vs CD-PBT
1566 transcripts, p = 9.91E−04,



FDR < 0.002, fold >2


Enriched in pathways mediating inflammatory response, leukocyte
p = 9.9E−03-5.1E−07


adhesion, migration and integrin binding


T Cell Subset composition and clinical associations using 1944


Differentially Expressed Genes (reflects data in Table 12E)


NKT cell enrichment in CD-PBmu vs CD-PBT
p = 5E−13


NKT cell enrichment in CD-PBmu, but not CD-PBT, is associated with
p = 4.7E−02


stricturing disease


NKT cell enrichment in CD-PBmu, but not CD-PBT, correlated with
p = 3.3E−02


ASCA serological response levels


Decreased CD4+/CD8+ T cell subsets in CD-PBmu vs CD-PBT
p = 6.1E−03-1.7E−07


Decreased CD4+ memory T cell is associated with increased length of
p = 1.2E−02


bowel resection


Serological quartile sum scores in CD-PBmu, but not CD-PBT, are
p = 2.9E−02


associated with increased length of bowel resection


Decreased CD4/CD8 memory T cell is associated with post-op
p = 3.3E−02


recurrence in PBmu


Attenuated gene expression in CD-PBmu, but not in CD-PBT,
900 transcripts, p = 9.9E−04,


following surgery
FDR < 0.01, fold >1.5









The demographics of CD-PBmu compared to CD-PBT patient populations was not significantly different (Table 12D). No significant disease severity associations within the CD-PBmu or CD-PBT subtypes were observed for therapeutic failure on steroids, sulfasalazine or anti-TNF therapy (Table 12D). In certain embodiments, an altered T cell subset composition characterized by the CD-PBmu subtype sub-stratifies disease within a patient population resistant to therapeutic intervention.









TABLE 12D





CD patient demographics

















Variable















All
CD-PBmu
CD-PBT



total subjects

n = 100
n = 36
n = 64







Gender %
Male
59
25 (30)
34 (47)




Female
41
11 (70)
30 (53)













% of patients in group with defined clinical data



















%


%


%





Age at diagnosis (median and IQR), yr.
24
(16-32)
97%
25
(18-35)
97%
23
(16-32)
97%


Age at surgery (median and IQR), yr.
35
(24-51)
100% 
37
(27-53)
100% 
35
(24-49)
100% 


Time to Irst surgery from diagnosis
7
(2-11)
62%
8
(3-17)
56%
6
(2-10)
66%


(median and IQR), yrs.


Stricturing Disease no. (%)
57
(75)
76%
21
(84)
69%
36
(70)
84%


Internal penetrating no. (%)
27
(36)
76%
9
(36)
69%
18
(35)
80%


perianal disease
24
(32)
74%
11
(44)
69%
13
(27)
77%


smoker
22
(25)
88%
5
(15)
92%
17
(31)
86%


family history IBD
32
(36)
89%
9
(35)
92%
23
(41)
83%


first operation
63
(80)
79%
21
(81)
72%
42
(80)
83%





IQR, interquartile range






Validation of the CD-PBmu Transcriptomic Signature in an Independent Cohort


The reproducibility of the CD-PBmu transcriptomic signature was tested using an independent cohort and dataset: gene expression in whole blood isolated from Crohn's disease patients responsive and refractory to anti TNF-alpha therapy. Hierarchical clustering using the transcriptomic signature which had defined the CD-PBmu subtype identified two distinct clusters (FIGS. 1G-1H). Principal component analysis and differential gene expression distinguished between these groups, with approximately 33% of patients displaying a CD-PBmu-like expression pattern and an average classification performance of >90% (Table 12E).









TABLE 12E







Performance of CD-PBmu transcriptomic signature


in classifying of whole blood validation cohort


into PBmu-like and PBT-like patient subtypes.













% Correct







Classi-
Sensi-
Speci-


Classifier
fication
tivity
ficity
PPV
NPV















Compound Covariate
93
0.81
0.96
0.89
0.93


Predictor


Diagonal Linear
92
0.80
0.96
0.88
0.92


Discriminant Analysis


1-Nearest Neighbor
94
0.83
0.95
0.88
0.94


3-Nearest Neighbor
94
0.82
0.95
0.87
0.93


Nearest Centroid
93
0.84
0.96
0.89
0.94


Support Vector Machine
94
0.83
0.95
0.87
0.93


Bayesian Compound
95
0.70
0.84
0.63
0.88


Covariate





Positive Predictive Value (PPV), Negative Predictive Value (NPV)






The CD-PBmu Transcriptomic Signature Reverts to that Observed for CD-PBT Following Surgery.


Longitudinal samples were collected from 30 CD patient 3-13 months post-surgery to assess the stability of the transcriptomic profiles. In patients classified as CD-PBmu, there was a significant alteration in gene expression following surgery (877 genes, p<0.001). Noticeably, the differentially over-expressed predictive transcriptomic signature which had defined the CD-PBmu subtype at the time of surgery, disappeared after surgery (FIGS. 2A-B). Likewise, there was a downregulation of pro-inflammatory cytokine, chemokine and adhesion molecule expression following surgery (FIG. 2C). As seen in FIGS. 2D-2E, following surgery gene expression of the CD-PBmu-subtype reverts to that observed for the CD-PBT and non-IBD subjects at time of surgery demonstrating a high correlation in expression. A separate independent CD cohort assessing the attenuation of the CD-PBmu profile (n=19) following surgery validated these findings (FIGS. 3A-3F). As seen in the PCA and heatmap plots there is a clear distinction in expression between the CD-PBmu and CD-PBT subtypes at the time of surgery (FIGS. 3A-3C). Furthermore, the genes defining the CD-PBmu samples pre-surgery and post-surgery in the initial cohort were validated and demonstrated a post-surgery alteration in gene expression exclusively in the CD-PBmu subtype (PCA analysis and heat map analysis, FIG. 3D-3F). No post-surgery alteration in gene expression was detected in CD-PBT subtype.


The CD-PBmu Up-Regulated Transcriptomic Signature Displays Similarity with Ileal Biopsy Samples from Treatment Naive Pediatric Crohn's Patients


The ARCHS4 tool was utilized to compare the CD-PBmu transcriptomic signature for similarity across multiple independent RNAseq studies (26,876 samples) for relationship discovery between gene expression and disease. A panel of 100 upregulated genes in both CD-PBmu discovery and validation datasets were used for analysis and samples identified by the ARCHS4 tool matching to the CD-PBmu input signature were downloaded. As seen in FIG. 4, the CD-PBmu signature colocalized with ileal biopsy samples from inception studies of treatment naive pediatric Crohn's patients (n=751, 3 studies: GSE62207, GSE57945, GSE93624). The similarity of the CD-PBmu signature with ileal biopsy samples strengthens the mucosal origin of the circulating CD-PBmu peripheral T cells. Findings were further validated in independent datasets with IBD patients (3 studies, n=338, GSE83687, GSE81266, GSE72819).


44-Gene Biomarker Classifier


These findings were refined into a 200 (Table 1A), 117 (Genes 1-117 of Table 1), and then a 44-gene panel (Table 1) to facilitate clinical application.


The 44-gene biomarker classifier was developed using both CD-PBmu vs CD-PBT differential expression and similarity with mucosal sample origin as a discriminator. Expression of the biomarker panel was assessed for correlation with the altered CD-PBmu T-cell subset composition. The 44-gene panel correlated with T cell subsets: NKT, CD4+ memory, CD4+ native, CD8+, CD4+, CD4+ Tcm, CD4+ Tem, CD8+ Tem, CD8+ Tcm, and CD8+ naive, as shown in FIGS. 7A-7B. All 44-genes displayed a significant positive correlation with the NKT cell enrichment score with the majority (42/44) associated with a p value of <1E-04 (FIG. 7A-7B). Conversely there was a negative correlation with >90% of the gene panel the CD4+ memory T cell enrichment score (34/44 with a p value of <0.001). The biomarker classifier likewise maintains the CD-PBmu vs CD-PBT classification with >80% accuracy and overlapped with TWAS signals predicted for associations with IBD (>60% of panel) (FIG. 7B). Pathway analysis of the 44-biomarker panel was validated in an IBD and mucosal association (FIG. 5). Moreover, the 44-gene panel was reflective of inflammatory and cytokine signaling pathways as well as regulation of the Jak/STAT signaling cascade.


The 44-gene biomarker panel includes A disintegrin and metalloproteinase with thrombospondin motifs 1 (ADAMTS1), Neutrophil gelatinase-associated lipocalin (LCN2), Disintegrin and metalloproteinase domain-containing protein 28 (ADAM28), Tryptase beta-2 (TPSB2), peptidylprolyl isomerase A pseudogene 30 (PPIAP30), glutamine-fructose-6-phosphate transaminase 2 (GFPT2), KIT proto-oncogene, receptor tyrosine kinase (KIT), phospholipid transfer protein (PLTP), major facilitator superfamily domain containing 2A (MFSD2A), interleukin 22 (IL22), LIM and cysteine rich domains 1 (LMCD1), interleukin 6 (IL6), TBC1 domain family member 9 (TBC1D9), ChaC glutathione specific gamma-glutamylcyclotransferase 1 (CHAC1), selenoprotein P (SEPP1), superoxide dismutase 3 (SOD3), RAB13, member RAS oncogene family (RAB13), lysozyme (LYZ), carboxypeptidase A3 (CPA3), serine dehydratase (SDS), dual specificity tyrosine phosphorylation regulated kinase 3 (DYRK3), DAB adaptor protein 2 (DAB2), TBC1 domain family member 8 (TBC1D8), crystallin alpha B (CRYAB), TBC1 domain family member 3 (TBC1D3), leucine rich repeat containing 32 (LRRC32), serpin family G member 1 (SERPING1), ubiquitin D (UBD), fatty acid binding protein 1 (FABP1), spleen associated tyrosine kinase (SYK), aldolase, fructose-bisphosphate B (ALDOB), semaphorin 6B (SEMA6B), NANOG neighbor homeobox (NANOGNB), dermatan sulfate epimerase (DSE), formyl peptide receptor 3 (FPR3), tenascin XB (TNXB), olfactory receptor family 4 subfamily A member 5 (OR4A5), decorin (DCN), carbohydrate sulfotransferase 15 (CHST15), ADAM like decysin 1 (ADAMDEC1), histidine decarboxylase (HDC), RRAD, Ras related glycolysis inhibitor and calcium channel regulator (RRAD), complement CIs (CIS), or phospholipase A2 group IIA (PLA2G2A).


In some cases, the 44-gene biomarker panel can be narrowed to a 27-gene biomarker panel with similar predictive capability as the 44-gene biomarker panel. The 27-gene biomarker panel, in some cases is ADAMDEC1, ALDOB, CHST15, CIS, CRYAB, DAB2, DCN, DYRK3, FABP1, HDC, IL22, IL6, KIT, LMCD1, LRRC32, OR4A5, PLA2G2A, PLTP, RAB13, RRAD, SERPING1, SOD3, SYK, TBC1D3, TBC1D9, TPSB2, and UBD.


CD patients with severe disease can be stratified into 2 sub-populations based on transcriptomic profiling of their peripheral T-cells. A mucosal-like expression profile defined the CD-PBmu subtype which was associated with an altered composition of T-cell subsets, clinical disease severity markers and decreased pro-inflammatory gene expression following surgery. These findings hold potential to identify targets for patient-subtype specific therapeutic development. Moreover, the 44-gene biomarker panel confirmed the CD-PBmu gene signature in multiple independent pediatric CD datasets, suggesting this may provide a unique tool to improve accuracy in predicting clinical progression and facilitate treatment stratification early in the disease process.


Identification of Potential Protein Kinase Signaling Pathways Regulating Expression of the CD-PBmu Transcriptomic Signature


Protein kinases are known mediators of chronic inflammation activating signaling pathways involved in cytokines/chemokines secretion, cellular activation, adhesion and migration. Protein kinases play a significant role in mediating pathogenesis of IBD as well. There is great interest in understanding how kinases are regulated by protein-protein interactions in order to identify additional therapeutic targets for drug intervention. A two-pronged approach was applied to discover candidate kinases likely to be involved in regulating CD-PBmu differential gene expression. Kinases were first identified in which there was a coincidence in increased gene expression prior to surgery and associated selective decrease postoperatively for the CD-PBmu subtype (FIG. 7C). Twenty-five kinases displayed increased expression prior to surgery and selective post-surgical attenuation (˜2 fold) in CD-PBmu. In addition, the list of upstream kinases was expanded upon utilizing a kinase enrichment analysis (KEA3) tool. Genes with increased gene expression prior to surgery and associated selective decrease post-operatively for the CD-PBmu subtype were used for KEA3 analysis to infer as to which upstream kinases target these genes, as potential upstream regulators. The top 25 ranked kinases demonstrating significant association with CD-PBmu transcriptomic signature include cell cycle regulation (CDKs) and mTOR signaling kinase pathways (FIG. 7D, bars on the left). Moreover >70% of these kinases were validated using a separate analytical approach, X2k analysis, which combines transcription factor enrichment analysis, protein-protein interaction network expansion, with kinase enrichment analysis to predict upstream regulators (FIG. 7D, bars on the right). Disruption of many of these kinases have been targeted in clinical studies reinforcing the therapeutic implication associated with CD-PBmu differential gene expression.









TABLE 13







Selected Cytokines, Chemokines and Adhesion Molecules


Decreased in PB-mu Patient Subtype Following Surgery










Molecule
P value







IL10
1.7E−03



IL11
4.0E−04



IL15
1.8E−03



IL18
1.9E−02



IL22
8.5E−03



IL6
1.0E−03



IL12RB1
4.0E−04



IL12RB2
1.1E−02



IL17RD
5.0E−04



IL1R1
2.2E−03



IL1RL1
7.9E−03



IL31RA
1.4E−03



TNFRSF9
7.0E−04



TNFSF14
3.3E−02



TNFSF15
5.7E−03



TNFAIP8L1
1.0E−03



TNFAIP8L3
4.7E−03



TNFRSF10A
4.6E−02



TNFRSF10B
6.2E−03



TNFRSF13B
2.9E−02



CCL11
1.1E−02



CCL16
2.2E−03



CCL21
2.7E−02



CCL22
7.0E−04



CCL28
5.5E−03



CCL5
2.0E−04



CCR6
7.6E−03



CCR9
4.0E−03



CXCL1
2.3E−02



CXCL12
1.9E−02



CXCL13
8.2E−03



CXCL14
8.0E−04



CXCL16
2.3E−02



CXCL3
3.4E−02



CXCL9
1.0E−04



CLDN10
3.4E−02



CLDN16
1.0E−03



CLDN19
2.0E−04



CLDN3
1.2E−03



ICAM4
4.0E−03



ITGAX
2.2E−02










DISCUSSION

Even with significant advances in biologic therapies, many CD patients experience persistent active disease, elevated rates of recurrence, and requirement for surgical intervention, with a significant burden of health care costs and reduced quality of life. There is not yet a robust molecular diagnostic approach to predict lack of therapeutic response or postoperative recurrence. In this experiment, a CD patient population was studied with severe refractive disease to identify molecular pathways underlying clinical disease course. Characterized herein is a circulating peripheral T cell transcriptomic signature that sub-stratifies these patients into two distinct molecular subtypes termed CD-PBmu and CD-PBT. Patients exhibiting a CD-PBT transcriptomic signature clustered tightly with non-IBD subjects. Patients classified as CD-PBmu patients displayed a transcriptomic signature that drifted towards a more mucosal T cell profile which mirrored an alteration in the circulating T subset composition and correlated with a distinct subset of clinical features associated with complicated/aggressive disease. Moreover, it was within the circulating peripheral T cells of CD-PBmu patients, that subsequent to surgical resection of the inflamed bowel tissue, there was a marked downregulation of pro-inflammatory and adhesion molecule expression. These findings provide evidence for classification of biologically distinct subtypes in Crohn's disease patients with severe medically refractory disease based upon circulating peripheral T cell transcriptomic signature.


The high clinical heterogeneity and genetic complexity of CD has revealed that the underlying biological pathways driving disease differs between patients. Genetic, molecular, immunologic, and microbiome studies provide evidence that this complexity is not spectral, but rather modal, with some success in identifying subgroups sharing combinations of these traits, including potentially targetable causal pathways. Thus, the development of early and targeted therapeutics requires biomarkers robust in defining such subgroups. The significance of the CD-PBmu transcriptomic signature is twofold. It has the diagnostic potential to identify, in a minimally invasive manner, a subset of CD patients likely to develop severe disease which might be averted through early initiation of individualized therapy. Secondly, the transcriptomic signature has potential to serve as a companion diagnostic that identifies and predicts patient response to a particular drug or therapeutic pathway.


The CD-PBmu transcriptomic signature is unique in that is was identified as a peripheral signature within a subset of CD patients who have failed therapeutic intervention. It is important to put these findings within the context of other studies. Mucosal gene expression in non-inflamed colon tissue from CD adults undergoing surgery, and to a lesser extent, treatment-naive pediatric CD patients was classified into a colon-like profile suggestive of rectal disease and an ileum-like profile associated with recommendation for postoperative biological therapy. Expression of the proposed top ileal-like and colon-like gene signatures were analyzed in the data set. T cell expression of ileal- and colonic signature genes tended to be low, however nearly all genes were significantly elevated in T cells isolated from the mucosa compared to the periphery. A small number of the ileum-specific genes (7/20) were elevated in mucosal T cells isolated from CD patients compared to non-IBD subjects. No difference in gene expression in peripheral T cells was detected when comparing the CD patient group as a whole to non-IBD subjects. However, when patients were sub-stratified based on their CD-PBmu vs CD-PBT classification, CD-PBmu patients showed significantly higher expression of both the ileal and colonic signature genes compared to either CD-PBT or non-IBD subjects. No sub-type differential gene expression was seen in T cells isolated from the mucosal compartment.


The molecular classification presented here identifying two clinically relevant CD subtypes, is unique in that it provides evidence for heterogeneity in a patient population who clinically have all failed in therapeutic treatment escalation and require surgical resection. Independent validation of the presence of the CD-PBmu gene signature in a whole blood expression dataset isolated from CD patients who failed anti-TNF therapy and the overlap association of the 44 CD-PBmu gene biomarker panel with upregulated co-expression in an inception treatment-naive pediatric CD ileal biopsy cohort underscores the potential clinical application of these findings to facilitate patient stratification and more effective treatment prior to surgical resection.


The balance of T cell trafficking from the periphery into the gut and subsequent recycling of activated T cells back to the periphery is tightly regulated and is essential for maintaining immune gut homoeostasis. Uncontrolled chronic intestinal inflammation in Crohn's disease is characterized by infiltration of circulating activated proinflammatory T cells in the mucosa. CD4+ T-cell infiltration in intestinal tissue of IBD patients is a key feature of chronic intestinal inflammation with enhanced accumulation in active disease. An imbalance in the mucosal NKT cell population has likewise been reported in CD patients with severe disease. A number of studies have in fact further defined an imbalance in other mucosal T cells subsets including Treg and Tem associated with disease activity. However, the prognostic utility of these findings is limited in that mucosal sampling requires invasive procedures and often the site of disease is difficult to access. More recent studies have demonstrated alterations in the expression of T and B cell activation markers using flow cytometry in circulating lymphocytes isolated from CD and UC patients during disease flare and in remission. An emerging body of evidence suggests an important role of ‘gut-tropic’ circulating lymphocytes. It is therefore of particular significance that a subset of CD patients is identified with a circulating blood transcriptomic signature associated with a mucosal-like expression profile. Expression of both CCR9 and CCR6 gut homing chemokine receptors are elevated in the peripheral blood of CD-PBmu versus CD-PBT patient subtype. The present study notes altered T subset gene signature in circulating T cells from CD patient with severe disease. While these findings are based upon imputed CD-PBmu cell subsets they provide a solid basis for future in depth studies to further evaluate alterations in T cell subsets directly by immunologic methods. It is of interest to note that the balance of the T cell composition ratio in matched paired samples between the periphery and mucosa is skewed in the CD-PBmu patient subtype with a more pronounced increase in the peripheral NKT signature and an associated pronounced decrease in the mucosal T cells compared to the CD-PBT subtype. Conversely, an inverse skewed balance between the periphery and mucosa was seen for the CD4+ memory T cell signature. These findings suggest that dysregulation of circulating intestinal-homing lymphocytes within the CD-PBmu subtype may underlie the molecular pathways mediating uncontrolled intestinal inflammation within this patient population.


Kinase dysregulation has been demonstrated as an underlying mechanism involved in the pathogenesis of IBD. Kinase inhibitor drug discovery is therefore of interest as a new therapeutic option. The CD-PBmu transcriptomic signature has potential to aid in guiding decisions as to which patients may benefit most from these targeted strategies. The kinase signaling pathways identified by both expression data as well as bioinformatic approaches identified enhanced activation of the MAP and AKT1 signaling pathways associated with CD-PBmu. Many of these identified kinases are intertwined and have been associated with IBD. AKT for example is involved in activation of the mTOR complex and GSK3D kinase is a downstream target of AKT. Activation of NF-KB occurs through the PI3K/AKT pathway and AKT is believed to have a role in attenuation of Tregs regulation of Th1/Th17 responses. Likewise, CSNK2A1, a subunit of the CK2 kinase, has been demonstrated to be a major regulator of the Treg-Th17 axis involved in Crohn's disease inflammation. CK2 interacts with JNKs and is essential for JAK-STAT activation. A number of therapeutic agents have been developed targeting members of these kinase pathways. In particular there has been an interest in the potential of mTOR and RIPK inhibitors for therapeutic intervention of IBD. It is interesting to note the association of FLT1 kinase with the CD-PBmu signature. FLT1 mRNA is increased in active UC and has been identified as a regulator of pulmonary, kidney and liver fibrosis and may serve as a potential new drug target for attenuating fibrosis in IBD.


This experiment addresses transcriptomic changes in peripheral T cells in CD patients prior and subsequent to surgery. Transcriptomic changes after surgery were detected selectively in CD patients classified with CD-PBmu subtype signature. Moreover, in contrast to serologic inflammatory markers that provide associative rather than causative information, attenuation of proinflammatory cytokine, chemokine and adhesion molecule expression after surgical resection likely provides insight into the causal pathways underlying inflammation in these patients. Recent accumulating and intriguing evidence suggest that early surgical intervention may in fact improve disease outcome in a select CD population with ileo-colonic disease. Considering that post-surgical alteration in gene expression was exclusive for the CD-PBmu subtype, the transcriptomic signature might provide insight into the biological underpinnings toward characterization of a patient population who might benefit from early surgical intervention.


Methods


Study Subjects


Human subjects were recruited through the MIRIAD IBD Biobank at the F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute at Cedars-Sinai Medical Center. Informed consent (approved by the Institutional Review Board at Cedars-Sinai Medical Center) was obtained from all participating subjects. Clinical information was obtained from CD patients prior to undergoing surgical resection after which patients were followed prospectively. Non-IBD subjects had no known history of IBD and underwent surgery for cancer (29%), diverticulitis (24%), FAP or polyps (24%) and other (colonic Inertia, trauma or retained capsule, 18%).


Isolation of Purified CD3+ Peripheral and Mucosal T Cells


Blood and intestinal specimens were obtained from CD patients undergoing surgical resection at Cedars-Sinai Medical Center, Los Angeles. PBMC were isolated by separation on Ficoll-Hypaque gradients. Lamina propria mononuclear cells (LPMC) were isolated from the resection samples. CD3+ T cells were isolated using CD3-immunomagnetic beads (Miltenyi Biotech, Auburn, CA) and were at least 95% pure.


Gene Expression Assay for CD3+ T Cells and Whole Blood


Expression analysis of CD3+ T cells was performed and libraries for RNA-Seq were prepared with the Nugen human FFPE RNA-seq library system. The workflow comprises cDNA generation, fragmentation, end repair, adaptor ligation and PCR amplification. Different adaptors were used for multiplexing samples in one lane. Sequencing was performed on Illumina NextSeq 500 for a single read 75 run. Data quality check was done on Illumina SAV. Demultiplexing was performed with Illumina Bcl2fastq2 v 2.17 program. We applied DESeq2 (v.1.18.1) to produce normalized counts and the data were log 2-transformed.


Transcriptomics of human whole blood from CD patients, refractory to anti-tumor necrosis factor-α treatment who participated in an ustekinumab clinical trial, was downloaded (Affymetrix HT HG-U133+PM Array Plate, GSE100833). The data processing methods were as previously described.


Statistical Analysis


RNAseq data analysis and data mining were performed using the BRB array tools (brb.nci.nih.gov/BRB-ArrayTools) and R-program (version 4.6; www.r-project.org). Class prediction analysis used Bayesian covariate predictor, diagonal linear discriminant analysis, k-nearest neighbor (using k=1 and 3), nearest centroid, support vector machines and non-negative matrix factorization, based upon a minimum p value of 0.001. A 0.632+ bootstrap cross-validation method was used to compute mis-classification rate. Cluster analysis was performed using BRB array tools and Cluster 3.0 and Java Treeview. The xCELL algorithm was applied to the gene expression for T cell deconvolution of cell type specific abundance. Tests for statistical significance were determined using JMP Statistical Software (Cary, NC). Data were assessed for normality by the Shapiro-Wilk test. If data were normal a 2-tailed, unpaired Student's t test was used. For non-normal data, Wilcoxon Test was used to calculate P values.


Validation of CD-PBmu Signature


Gene expression in whole blood isolated from Crohn's disease patients refractory to anti TNFalpha therapy (GSE100833) was downloaded. Hierarchical clustering using the gene signature which had defined the CD-PBmu subtype was applied. Mean percent of correct cluster classification used Bayesian covariate predictor, diagonal linear discriminant analysis, k-nearest neighbor (using k=1 and 3), nearest centroid, support vector machines and non-negative matrix factorization and a bootstrap cross-validation prediction error of <0.01 based on 100 bootstrap samples.


Pathway Analysis and Tissue Co-Expression Similarity


Pathway enrichment analysis of differentially expressed genes was determined using Qiagen Ingenuity Pathway Analysis (IPA, Qiagen Redwood City; www.qiagen.com/ingenuity) and Enrichr (Chen et al., 2013. Kuleshov et al., 2016, http://amp.pharm.mssm.edu/Enrichr/). ARCHS4 database tool was used to identify tissue signature similarity in co-expression. A CD-PBmu gene signature of 116 differentially upregulated genes identified in both our discovery at time of surgery (p<0.001, ≥2 fold increase in expression) and in post-surgery validation data sets were used as input. GEO study identification numbers with significant co-expression were downloaded for tissue similarity analysis. Identification of TWAS, gene expression and genetic association and PheWAS pleiotropic disease and trait associations were determined using (http://twas-hub.org/genes/) and phenome-wide (https://phewascatalog.org/) tools.


Microbial Antibody Responses


All blood samples were taken at the time of consent and enrollment. Sera were analyzed for expression of anti-glycan antibodies to Saccharomyces cerevisiae (ASCA), antibodies to the outer-membrane porin C of Escherichia coli (OmpC), a Pseudomonas fluorescens-associated sequence (I2), and antibodies against the flagellin CBir1 (anti-CBir1) in a blinded fashion by ELISA. Antibody levels were determined, and results expressed as ELISA units (EU/ml), which are relative to a Cedars-Sinai Laboratory standard, which is derived from a pool of patient sera with well-characterized disease found to have reactivity to this antigen.


Kinase Signaling Pathways


A Wilcoxon signed rank test was used to identify kinases selectively overexpressed at time of surgery and a corresponding decrease post-operatively in the CD-PBmu subtype. For inferring other potential upstream protein kinase signaling pathways regulating the CD-PBmu transcriptomic signature, the BRB class comparison analysis was used to identify genes overexpressed at time of surgery and decreased post-operatively (random variance model, nominal significance level set at 0.001). Protein kinase signaling pathways were identified using the top 100 class comparison genes identified as input in KEA3 (https://amp.pharm.mssm.edu/kea3/) and X2k (https://amp.pharm.mssm.edu/X2K/) analysis tools.


Example 2. Transcriptomic Profiling

Expression levels of each of genes 1-44 in Table 1 are determined in a CD patient using RNA sequencing. The patient's expression levels are compared to reference expression levels from subjects who have a PBT subtype. All of the 44-genes from the patient have expression levels at least 2-fold higher than the PBT reference. The patient is characterized as having a CD-PBmu subtype.


Example 3. Identification of Therapeutic Agents

A library of compounds is screened for a subpopulation of compounds that modulate the activity and/or expression of one or more biomarkers of Table 14 or FIG. 7D, or of a biomolecule in a pathway of the one or more biomarkers of Table 14 or FIG. 7C. The subpopulation of compounds is screened for efficacy in an in vitro PBmu patient model to identify candidate therapeutic agents.


Example 4. Identifying Therapeutic Agents of Particular Relevance to PBmu CD Subtype

A two-tailed test was performed, which measured the statistical significance of an association of the differential gene expression of a target of interest in the PBmu patient subset. Table 14 provides a list of putative therapeutic targets, the differential expression of which, are statistically associated with the PBmu subtype.









TABLE 14







Therapeutic Targets for PBmu Subtype












Gene
Pbmu
PBT
Prob > |t|
















ADCY7
19.91897
24.43544
2.86E−03



GPR65
32.85385
18.49456
4.62E−05



GSDMB
8.521538
5.792059
2.07E−04



ICAM3
64.45026
84.52338
3.61E−06



MAP4K4
24.32692
27.24235
4.35E−02



PRKCQ
23.15692
28.36426
2.42E−04



PTGER4
23.70487
34.84235
7.49E−04



RNASET2
60.94795
77.84529
6.13E−04



TNFSF15
3.208718
1.245882
1.46E−03










The 44-biomarker panel is associated with kinases provided in FIG. 6 and FIGS. 7C-7D. Without being bound by any particular theory, CD-PBmu patients may likely benefit from a targeted therapy to the kinases provided in FIG. 6 or FIG. 7D.


Expression of TNFSF15 (gene encoding TL1A) was measured in samples from patients classified as having the PBmu or PBT subtype. Expression of TNFSF15 was identified in PBmu patients, but not in patients having the PBT subtype (FIG. 13). Accordingly, provided herein are methods of treating patients having a PBmu subtype with an anti-TL1A antibody. Non-limiting exemplary antibodies include those described herein, such as those set forth in Table 16.


Example 5: miR-155 Expression is Relevant in CD-PBmu Subtype

CD3+ T cells were purified from paired blood and mucosal tissue from 101 CD patients and 17 non-IBD patients requiring surgery. Transcriptional profiles were generated by RNA-sequencing and T-cell subset composition was inferred by xCell.


As seen on FIG. 8A, miR-155 expression was significantly increased in PB T-cells from patients with PB-mu subtype when compared to both non-IBD and PBT subtype samples. There was no significant change in expression levels in LP T-cells, as depicted in FIG. 8B.


Example 6: miR-155 is Elevated in INFG Secreting CD4+ T-Cells

Transcriptional profiling of CD4+ T-cells was performed by RNA sequencing. T-cell subset composition was inferred by xCell. miR-155 expression was found to be elevated in INFG+CD4+ T-cells, as compared to INFG-T-cells, as depicted in FIG. 9.


T-cells were divided into 3 treatment groups: cells treated with IL12+IL18, cells treated with TL1A+IL12+IL18, and untreated cells (ut), as depicted in FIG. 10A. Treatment with TL1A resulted in upregulation of both miR-155 5p, miR-155 3p when compared to cells that received no treatment or only IL12 and L18 treatment. Furthermore, treatment with TL1A also resulted in an increase in levels of both INFG mRNA and INFG secretion. IL22 mRNA was also increased in cells treated with TL1A.


Example 7: miR-155 Mimic Enhances IFNG and IL22 Secretion and a miR-155 Inhibitor Suppresses INFG and ILL-22 Secretion

CD4+ T cells were rested overnight after isolation. Cells were then transfected with 150 pmol (7.5 ul of 20 uM proper siRNA/mimic/inhibitor) for 10 M cells in 250 ul Complete Media. Cells were rested overnight. Transfected cells were then divided into two groups and an interferon gamma blocking antibody was added to one group at 200 ng/ml final concentration. Both groups were further divided into 3 treatments of (untreated) UT, IL12+IL18 and TL1A+IL12+IL18. Cells were treated for 24 h. Cells were collected and total RNA, and in some cases miRNA, were isolated. As depicted in FIG. 11, cells treated with mir-155 mimic showed an increase in levels of both IFNG mRNA and IFNG secretion when compared to the cells treated with a negative control. Furthermore, cells cultured with mir-155 mimic also showed an increase in IL22 secretion when compared to untreated controls. This increase was seen across all treatment groups.


As depicted in FIG. 12, cells treated with mir-155 inhibitor showed a decrease in levels of both IFNG mRNA and IFNG secretion when compared to the cells treated with a negative control. Furthermore, cells cultured with mir-155 mimic also showed a decrease in IL22 secretion when compared to untreated controls. This decrease was seen across all treatment groups.


Example 8. Identifying Genetic Markers Predictive of the CD-PBmu Subtype

Genetic Associations


Patients with Crohn's disease (CD) with the PBmu subtype (n=35) were recruited at the Cedars-Sinai Inflammatory Bowel Disease Centers. The diagnosis of each patient was based on standard endoscopic, histologic, and radiographic features. Blood samples were collected from patients at the time of enrollment. Blood samples were also collected from individuals with the PBT subtype of CD (n=66). Genetic material from the subjects was obtained from the samples. DNA was released from the samples. DNA was purified from the samples. DNA was amplified from the samples. Genotyping of DNA from the samples was performed at Cedars-Sinai Medical Center using the Infinium ImmunoArray-24 platform (Illumina, San Diego, CA) on all samples collected. Markers/SNPs were excluded from analysis if: there were deviations in Hardy-Weinberg Equilibrium in controls with p≤0.01; missingness in SNPs>0.02 and minor allele frequency <0.03. Related individuals (Pi-hat scores <0.25) were identified using identity-by-descent and excluded from analysis (PLINK). Admixture was used to generate ethnicity proportion estimations for all individuals. Only subjects identified by admixture as Caucasian (admix 55%) were included in the analysis.


A logistic regression analysis using PLINK 1.9 was performed. A total of 648 single nucleotide polymorphisms (SNPs) mapped to 386 genes were found that have a P-value (p) of p≤0.01. FIG. 21 includes the full list of SNPs found using this logistic regression analysis. The most significant loci are shown in Table 20 below. For each locus, Table 20 provides the chromosome (“CHR”), the minor allele (“A1”), the odds ratio (“OR”) corresponding to the polymorphism, the minor allele frequency (“MAF”), the region the variant hits (“Func.refGene”), the gene name (“Gene.refGene”), the exonic variant function (“ExonicFunc”) and Genomic Wide Association Study (GWAS) hits. The “Illumina id” corresponds with the Infinium ImmunoAarray-24 v. 2 BeadChip. As shown below in Table 20, a non-synonymous GWAS SNP in C1QTFN6 gene was associated with the CD-PBmu phenotype.









TABLE 20







Top signals from genetic associations of PBmu versus PBT sub-groups using immunochip array






















Func.ref
Gene.ref

Gwas


CHR
Illumina ID
A1
OR
P
MAF
Gene
Gene
ExonicFunc
Catalog



















14
rs11845640
A
7.26
1.68E−04
.09
exonic
AKAP6
non











synonymous


22
Imm_22_35911431
A
0.25
1.81E−04
.44
exonic
C1QTNF6
non
Vitiligo,










synonymous
Graves











disease


7
rs1181730
A
5.31
2.88E−04
.45
intronic
TMEM178B


4
imm_4_123262478
A
4.25
3.31E−04
.33
intergenic
TRPC3,









KIAA1109


9
rs10815796
G
4.31
3.83E−04
.46
intergenic
TMEM26,









PTPRD


5
rs2526185
C
0.22
5.04E−04
.38
intergenic
FBN2,









SLC27A6


1
rs10518668
G
9.03
5.24E−04
.06
intergenic
ADGRL2,









LINCO1361










FIG. 17 shows the results from this logistic regression in the form of a Manhattan plot generated using the 686 SNPs having p<0.01 and a minor allele frequency (MAF)>0.03. Using this plot, the top SNPs with p<0.005 on a given chromosome were found and are highlighted and annotated with gene locus in FIG. 17.


Expression Quantitative Trait Loci Analysis

Expression quantitative trait loci (eQTL) analyses was performed using matrixEQTL for all subjects (n=101). The RNA sequencing of PB T cells from the patient samples was performed and fragments per kilobase million (FPKM) were normalized using log 2(x+1). Filters were applied to the genotype data to focus the eQTL analysis. A filter of MAF=0.05 and a stringent missingness criterion of zero missingness were used. FIG. 18 shows a Manhattan plot depicting results from the eQTL analysis. The plot shows statistically significant cis eQTL genes associated with the PBmu subtype. FIG. 18 is annotated showing top signal cis eQTL genes with p<0.001 on a given chromosome. Known regions of disease loci for eQTLs was defined by using the methods described in Jostins, L, et al., Using genetic prediction from known complex disease Loci to guide the design of next-generation sequencing experiments, in PLoS One. 2013, p. e76328; PMID: 24204614.


Transcriptional Risk Score

Transcriptional risk score (TRS) was calculated for the PBmu and PBT subtypes using the methods described in the work by Marigorta, U. M., et al., Transcriptional risk scores link GWAS to eQTLs and predict complications in Crohn's disease, in Nature Genetics. 2017. p. 1517-1521. eQTL information for 232 known loci were used to calculate TRS. The CD-PBmu sub-group was associated with elevated TRS compared to PBT. In contrast, no significant PBmu versus PBT subtype association was seen with genetic risk scores.


Differential Gene Expression Analysis


Differentially expressed genes (DEG) analysis was performed using BRB-Array Tool class comparison and prediction methods for all subject (n=101). This analysis resulted in 6972 genes that are up- or down-regulated as compared to a patient with CD-PBT subtype.


The combined genetic and transcriptomic analysis that was performed is shown in FIG. 16, which is the processes used to identify SNPs that can be used to identify a PBmu patient subgroup. A total of 648 single nucleotide polymorphisms (SNPs) mapped to 386 genes were found to be associated with the CD-PBmu subtype (PBmu v. PBT) with a p<0.01 using logistic regression analysis, which are provided in FIG. 21A-1 through FIG. 21Y-2.


Overlaying these two datasets (logistic regression and DEG analysis), a total of 98 genes overlapped and were used for pathway analysis. The first step in pathway analysis involved taking the 98 genes found from overlaying the first two datasets and applying a fold-change (FC) to find differentially expressed genes (DEGs) with a minimum of 1.5 FC. 50 of the 98 genes were identified with FC>1.5, are believed to be more directly related to the molecular driving force of the PBmu subtype. To understand whether the polymorphisms identified at the 50 genes were genetically associated with variation in gene expression, cis-eQTL mapping was performed. 7860 eGenes were identified that were associated with variation in gene expression in PBmu v. PBT, which were compared with the 50 genes identified using the genetic and transcriptomic combined analyses above. A total of 84 polymorphisms were identified and shown in Table 19. Linkage disequilibrium (LD) clumping was performed on the 84 polymorphisms to identify 35 polymorphisms at the 32 overlapping genes that are significantly associated with the PBmu subtype and variation in gene expression of genes that are differentially regulated in PBmu patients, as compared with PBT patients. A targeted risk signature (TRsig) was then constructed to characterize the PBmu sub-type. The twelve eQTL-eGene pairs comprising the targeted risk signature are depicted in FIG. 23. Risk genotypes homozygous non-risk(0), heterozygous risk (1), and homozygous risk (2). For example, the risk allele for imm_1_205034003 is associated will elevated expression of IL10, suggesting that abundance of IL10 is associated with elevated risk of the PBmu sub-type. In contrast, the risk allele for rs9288989 is associated with lower expression of QTRTD1, implying that reduced expression of QTRTD1 is associated with lower risk of the PBmu subtype.


Evaluation of genetic versus genetic and transcriptomics prediction performance was performed using Receiver Operating Characteristic (ROC) curves, shown in FIG. 24. Area Under Curve (AUC) values were calculated and compared. Based on estimation of AUC of ROC for a given model, combination of transcriptomics and genetics (right, eGenes and eQTLs, AUC=0.92), as compared to genetics alone (left, eQTLs, AUC=0.78), may predict PBmu versus PBT better.


Pathway Analyses

To determine what pathways are involved in the disease pathobiology of PB-mu v. PBT subtypes, a pathway analysis was performed. FIG. 19 shows a heat map identifying pathways associated with the 98 genes from FIG. 16. Fold changes were applied to this gene list and used for analysis to reveal any pathways based on activation z scores. The activation z scores indicate what genes are up-regulated and what genes are down-regulated. The use of up- and down-regulation data is useful in identifying potential therapeutics that can be useful in treating a patient with genes that are up-versus down-regulated. FIG. 19 shows that T cell exhaustion signaling pathway, PD-1, PD-L1 cancer immunotherapy pathways, and the PTEN signaling pathway were upregulated. FIG. 19 also shows that the following pathways were downregulated: natural killer cell signaling, IL-8 signaling, iCOS-iCOSL signaling in T helper cells, NF-kβ activation by viruses, Fc-gamma receptor-mediated phagocytosis in macrophages and monocytes, role of pattern recognition receptors in recognition of bacteria and viruses, and IL-3 signaling.


An enrichment analysis was performed using EnrichR, which shows that the 98 genes are significantly associated with the pathways shown in FIG. 20, which include Crohn's disease, inflammatory bowel disease, ulcerative colitis. Without being bound by any particular theory, these pathway enrichment analyses strongly support use of the polymorphisms identified through the combined genetic and transcriptomic analysis as predictors of severe forms of inflammatory bowel disease, including the PBmu subtype in Crohn's disease.


Results

A total of 648 SNPs (annotated by ANNOVAR and mapping to 386 genes) were identified with a significant association of p<0.01 and MAF>3% in genetic associations of CD-PBmu vs PBT subjects (FIG. 21). Some of the most significant genetic loci are shown in Table 19. A non-synonymous GWAS SNP in C1QTNF6 gene was associated with CD-PBmu phenotype. EQTL analysis revealed robust cis-eQTLs with ERAP2 and FADS2 among other cis-eGenes as indicated in the Manhattan plot (FIG. 19). The expected cis-eQTL of rs1819333 with RNASET2 was replicated in our eQTL analysis (beta=0.29, p=9.5E-04). A combined genetic and transcriptomic pipeline was applied to arrive at a panel of 32 unique genes mapping to a total of 84 SNPs characterizing the CD-PBmu compared to PBT subtypes (FIG. 16). Ref SNP ID and SEQ ID NO for these 84 SNPs are listed in Table 23. LD clumping identified 35 independent signals driving the genetic signals for CD-PBmu vs PBT. Pathway analysis suggests integrin and apoptosis signaling (Enrichr) and upregulation of T-cell exhaustion signaling (IPA) are associated with CD-PBmu.


A panel of 35 SNPs mapping to 32 genes were identified, which hold potential for subtype stratification to improve prognostic accuracy and guide therapeutic regimens within a severe refractory CD patient population.


Example 9. Genetic Variation Contributes to the Biologic Processes that Ultimately Define the Transcriptomic Profile of CD-PBmu Subtype

A transcription risk score was calculated using the methods described in Marigorta et al with 157 known gene loci. Of the 157 gene loci, 142 of them were unique eGenes to be present [with a p-value of >0.05] in the PBmuPBT cis-EQTL dataset. All 142 eGenes had cis-eQTLs in known regions [as defined by Jostins et al. or Liu et al.] in the PBmuPBT cis-eQTL dataset. Transcript abundance in the PBmuPBT cohort for the short-listed 142 eGenes was standardized and polarized according to direction of risk. The 142 unique eGenes in the PBmuPBT cis-EQTL dataset are listed in Table 24. TRS was calculated by a summation over all eGENEs, which was further standardized. FIG. 22 shows the transcriptional risk score (TRS) calculated for PBT (n=66) and PBmu (n=35) groups.


A cellular enrichment score was calculated for T-cells using xCell. xCell is a gene signatures-based webtool that performs cell type enrichment analysis for gene expression data for 64 different immune and stroma cell types.


A correlation between the TRS and the cellular enrichment score calculated via bivariate fit analysis using SAS JMP tool-correlation, as shown in Table 21.









TABLE 21







Correlation between TRS and Cellular Enrichment Score











xCELL vs TRS
t Ratio
Prob > |t|















CD4+ ive T-cells
−3.37
1.08E−03



CD4+ memory T-cells
−5.54
2.81E−07



CD4+ T-cells
−2.06
4.31E−02



CD4+ Tcm
−2.31
2.35E−02



CD4+ Tem
−4.11
8.94E−05



CD8 T cells
−6.54
3.03E−09



CD8+ T-cells
−3.3
1.37E−03



CD8+ Tcm
−2.3
2.34E−02



NKT
4.87
4.57E−06



Tcm
−6.88
6.22E−10










Example 10. Expression of 42 Biomarker Gene Panel Correlated with CD-PBmu TRS and Enriched NKT and Depleted CD4+ Memory T Cell Subsets

Expression of the 42 biomarker gene panel identified in Table 22 was analyzed via bivariate fit analysis using SAS JMP tool-correlation to identify associations between the transcriptional risk score (TRS) that was calculated in Example 9 and the cellular enrichment scores for natural killer T (NKT) cells and depleted CD4+ memory T cell subsets. FIG. 25 shows the correlations that were observed in NTK and CD4+ memory T cells between calculated TRS values and cellular enrichment scores. The following table provides the associations between the TRS and the 42-biomarker gene panel. FIG. 26 provides the significant levels of associations of the various T-cell subtypes and CD-PBmu and PBT TRS for the 42-biomarker expression panel.









TABLE 22







Associations between the CD-PBmu TRS


and the 42-biomarker gene panel











Gene
Pbmu
PBT







ADH4
2.48E−04
3.26E−01



ALG1L
1.53E−03
9.32E−01



BCDIN3D
1.41E−04
5.87E−01



C1orf106
1.18E−05
5.17E−02



C2
6.26E−07
3.66E−01



CCDC144NL
6.70E−05
8.63E−01



CD300E
2.67E−03
7.01E−03



CD68
6.12E−01
1.46E−01



CEACAM5
1.69E−05
2.39E−01



CTAGE8
7.74E−04
7.18E−01



CXCL16
2.21E−04
8.84E−02



DDX11L2
2.73E−03
4.36E−01



DPPA4
5.54E−05
2.57E−01



DUSP19
1.79E−05
6.52E−01



FGB
1.62E−04
7.44E−02



GP2
2.85E−05
7.28E−01



GYPE
6.09E−05
1.03E−01



HSD3B7
1.68E−05
5.24E−01



HUNK
5.60E−06
3.35E−01



JAM2
3.06E−07
4.29E−01



KCNE3
8.26E−07
8.61E−01



KRT42P
7.46E−06
3.38E−01



LYZ
6.24E−04
4.52E−02



MLLT10P1
1.39E−02
6.72E−01



NAP1L6
7.94E−06
4.38E−01



NEURL3
1.33E−05
8.99E−01



NPIPB9
1.59E−04
6.32E−01



PANK1
1.96E−06
7.24E−01



PKIB
9.15E−05
7.63E−01



RHOU
4.20E−04
1.77E−01



RPSAP9
2.11E−04
1.07E−01



SHCBP1
1.46E−05
5.16E−01



SIGLEC8
2.11E−05
4.43E−01



SLC15A2
5.10E−06
2.09E−01



SLC25A34
1.96E−06
8.16E−01



SLC6A20
1.75E−05
9.92E−01



SLC9B1
6.30E−04
1.63E−01



SYNPO2L
3.11E−06
7.69E−01



TDGF1
2.52E−05
6.68E−01



ZNF491
4.23E−06
6.80E−01



ZNF620
3.16E−04
5.30E−01



ZNF69
3.54E−04
6.05E−01










While preferred embodiments have been shown and described herein, it will be obvious to those skilled in the art that such embodiments are provided by way of example only. Numerous variations, changes, and substitutions will occur to those skilled in the art without departing from the scope of this application. Various alternatives to the embodiments described herein may be employed in practicing the scope of this application.









TABLE 15







Genes Associated with Transcriptomic Signature.















predictor
fold








fold
Pbmu/post-



Pbmu/
surgery


Gene
PBT
follow up
Name
EntrezID
Accession
UGCluster
Ensembl

















AADACL2-
6.09
6.44
AADACL2 Antisense
101928142


ENSG00000242908


AS1


RNA 1


AARS2
2.34
2.05
alanyl-tRNA synthetase 2,
57505
NM_020745
Hs.158381
ENSG00000124608





mitochondrial


AASS
3.55
2.96
aminoadipate-
10157
NM_005763
Hs.156738
ENSG00000008311





semialdehyde synthase


ABCB5
4.08
2.97
ATP-binding cassette, sub-
340273
NM_001163941
Hs.404102
ENSG00000004846





family B (MDR/TAP),





member 5


ABCC9
4.77
3.61
ATP-binding cassette, sub-
10060
NM_005691
Hs.732701
ENSG00000069431





family C (CFTR/MRP),





member 9


ABHD11
2.6
2.24
abhydrolase domain
83451
NM_001145363
Hs.647045
ENSG00000106077





containing 11


ACADSB
2.65
2.32
acyl-CoA dehydrogenase,
36
NM_001609
Hs.81934
ENSG00000196177





short/branched chain


ACBD4
2.62
2.72
acyl-CoA binding domain
79777
NM_001135704
Hs.110298
ENSG00000181513





containing 4


ACBD7
4.58
3.42
acyl-CoA binding domain
414149
NM_001039844
Hs.644598
ENSG00000176244





containing 7


ADAMTS4
3.64
3.21
ADAM metallopeptidase
9507
NM_005099
Hs.211604
ENSG00000158859





with thrombospondin type





1 motif, 4


ADAT1
2.23
2
adenosine deaminase,
23536
NM_012091
Hs.729312
ENSG00000065457





tRNA-specific 1


ADRA1A
3.91
3.36
adrenoceptor alpha 1A
148
NM_000680
Hs.709175
ENSG00000120907


AFMID
3.83
3.03
arylformamidase
125061
NM_001010982
Hs.558614
ENSG00000183077


AICDA
4.43
3.46
activation-induced cytidine
57379
NM_020661
Hs.149342
ENSG00000111732





deaminase


AIPL1
4.1
3.6
aryl hydrocarbon receptor
23746
NM_001033054
Hs.279887
ENSG00000129221





interacting protein-like 1


AK3
2.27
1.98
adenylate kinase 3
50808
NM_001199852
Hs.732022
ENSG00000147853


AKAP5
3.11
2.76
A kinase (PRKA) anchor
9495
NM_004857
Hs.656683
ENSG00000179841





protein 5


AKIP1
3.7
2.86
A kinase (PRKA)
56672
NM_001206645
Hs.131180
ENSG00000166452





interacting protein 1


ALDH6A1
3.37
2.79
aldehyde dehydrogenase 6
4329
NM_001278593
Hs.293970
ENSG00000119711





family, member A1


ALG1
2.74
2.19
ALG1,
56052
NM_019109
Hs.592086
ENSG00000033011





chitobiosyldiphosphodolichol





beta-





mannosyltransferase


ALG1L
3.44
3.36
ALG1,
200810
NM_001015050
Hs.591299
ENSG00000189366





chitobiosyldiphosphodolichol





beta-





mannosyltransferase-like


ALG1L9P
3.65
3.19
asparagine-linked
285407
NR_073386
Hs.546711
ENSG00000248671





glycosylation 1-like 9,





pseudogene


ANKLE1
4.38
3.25
ankyrin repeat and LEM
126549
NM_001278443
Hs.721610
ENSG00000160117





domain containing 1


ANKRD20A9P
4.63
3.49
ankyrin repeat domain 20
284232
NR_027995
Hs.679496





family, member A9,





pseudogene


ANP32A-
3.07
2.55
ANP32A intronic
80035
NM_001040150
Hs.662150


IT1


transcript 1


AP1S3
3.85
3.15
adaptor-related protein
130340
NM_001039569
Hs.632555
ENSG00000152056





complex 1, sigma 3





subunit


AP4B1-
3.41
2.86
AP4B1 antisense RNA 1
100287722
NR_037864
Hs.664669
ENSG00000226167


AS1


AP4S1
2.79
2.43
adaptor-related protein
11154
NM_001128126
Hs.293411
ENSG00000100478





complex 4, sigma 1





subunit


APOBEC3A
4.49
3.4
apolipoprotein B mRNA
200315
NM_001270406
Hs.226307
ENSG00000128383





editing enzyme, catalytic





polypeptide-like 3A


APOBEC3B-
4.84
3.26
APOBEC3B antisense
100874530
NR_104187
Hs.626951
ENSG00000249310


AS1


RNA 1


APOL1
2.69
2.24
apolipoprotein L, 1
8542
NM_001136540
Hs.114309
ENSG00000100342


APOL4
4.11
3.23
apolipoprotein L, 4
80832
NM_030643
Hs.115099
ENSG00000100336


AQP6
4.2
3.48
aquaporin 6, kidney
363
NM_001652
Hs.54505
ENSG00000086159





specific


ARGFX
3.85
2.97
arginine-fifty homeobox
503582
NM_001012659
Hs.224976
ENSG00000186103


ARHGEF26-
4.74
3.55
ARHGEF26 antisense
100507524
NR_037901
Hs.370221
ENSG00000243069


AS1


RNA 1


ARIH2OS
2.44
2.17
ariadne homolog 2
646450
NM_001123040
Hs.720727
ENSG00000221883





opposite strand


ARRDC3-
3.78
2.91
ARRDC3 antisense RNA 1
100129716
NR_027435
Hs.116364
ENSG00000281357


AS1


ARSA
2.71
2.3
arylsulfatase A
410
NM_000487
Hs.88251
ENSG00000100299


ASTN2
4.05
3.07
astrotactin 2
23245
NM_001184734
Hs.601562
ENSG00000148219


ATAD3C
3.66
3.08
ATPase family, AAA
219293
NM_001039211
Hs.724767
ENSG00000215915





domain containing 3C


ATCAY
4.24
3.42
ataxia, cerebellar, Cayman
85300
NM_033064
Hs.418055
ENSG00000167654





type


B3GNT6
4.52
3.67
UDP-GlcNAc: betaGal
192134
NM_138706
Hs.352622
ENSG00000198488





beta-1,3-N-





acetylglucosaminyltransferase





6


BAIAP2-
3.08
2.86
BAIAP2 antisense RNA 1
440465
NM_001004336
Hs.448889
ENSG00000226137


AS1


(head to head)


BBS5
4.12
3.56
Bardet-Biedl syndrome 5
129880
NM_152384
Hs.233398
ENSG00000163093


BCDIN3D
2.27
1.92
BCDIN3 domain
144233
NM_181708
Hs.142736
ENSG00000186666





containing


BHMT2
3.9
3.18
betaine--homocysteine S-
23743
NM_001178005
Hs.114172
ENSG00000132840





methyltransferase 2


BIN3-
2.99
2.57
BIN3 intronic transcript 1
80094
NM_025026
Hs.675917


IT1


BMP7
4.73
3.55
bone morphogenetic
655
NM_001719
Hs.473163
ENSG00000101144





protein 7


BMS1P4
2.39
2.3
BMS1 ribosome
729096
NR_026592
Hs.709171
ENSG00000271816





biogenesis factor





pseudogene 4


BMS1P5
2.6
2.44
BMS1 ribosome
399761
NM_001040053
Hs.711898
ENSG00000204177





biogenesis factor





pseudogene 5


BMS1P6
2.03
2.31
BMS1 ribosome
642826
NR_024495
Hs.463017





biogenesis factor





pseudogene 6


BNIPL
4.17
3.13
BCL2/adenovirus E1B
149428
NM_001159642
Hs.591473
ENSG00000163141





19 kD interacting protein





like


BPNT1
2.68
2.19
3′(2′),5′-bisphosphate
10380
NM_001286149
Hs.406134
ENSG00000162813





nucleotidase 1


BREA2
3.07
2.25
breast cancer estrogen-
286076
NM_001024610
Hs.178095





induced apoptosis 2


BRIP1
4.26
3.38
BRCA1 interacting protein
83990
NM_032043
Hs.128903
ENSG00000136492





C-terminal helicase 1


BSN-
4.42
3.38
BSN antisense RNA 2
100132677
NR_038866
Hs.435651
ENSG00000226913


AS2


(head to head)


C12orf65
3.15
2.61
chromosome 12 open
91574
NM_001143905
Hs.319128
ENSG00000130921





reading frame 65


C12orf77
4.03
3.21
chromosome 12 open
196415
NM_001101339
Hs.434453





reading frame 77


C14orf105
3.8
3.53
chromosome 14 open
55195
NM_001283056
Hs.659706
ENSG00000100557





reading frame 105


C14orf178
3.54
3.36
chromosome 14 open
283579
NM_001173978
Hs.375834
ENSG00000197734





reading frame 178


C17orf75
3.56
2.87
chromosome 17 open
64149
NM_022344
Hs.655257
ENSG00000108666





reading frame 75


C19orf35
5.46
5.13
chromosome 19 open
374872
NM_198532
Hs.511803
ENSG00000188305





reading frame 35


C1orf174
2.88
2.45
chromosome 1 open
339448
NM_207356
Hs.103939
ENSG00000198912





reading frame 174


C1orf210
4.09
3.15
chromosome 1 open
149466
NM_001164829
Hs.158963
ENSG00000253313





reading frame 210


C1orf229
5.51
3.73
chromosome 1 open
388759
NM_207401
Hs.456511





reading frame 229


C1QTNF6
2.67
2.39
Clq and tumor necrosis
114904
NM_031910
Hs.22011
ENSG00000133466





factor related protein 6


C21orf62
4.33
3.47
chromosome 21 open
56245
NM_001162495
Hs.517235
ENSG00000205929





reading frame 62


C2orf91
5.18
4.02
chromosome 2 open
400950
NM_001242815
Hs.738713
ENSG00000205086





reading frame 91


C3orf33
3
2.97
chromosome 3 open
285315
NM_001308229
Hs.350846
ENSG00000174928





reading frame 33


C4orf19
3.63
3.26
chromosome 4 open
55286
NM_001104629
Hs.107527
ENSG00000154274





reading frame 19


C4orf26
4.14
3.6
chromosome 4 open
152816
NM_001206981
Hs.24510
ENSG00000174792





reading frame 26


C6orf25
2.81
2.48
chromosome 6 open
80739
NM_025260
Hs.247879
ENSG00000204420





reading frame 25


C7orf55
3.94
3.41
chromosome 7 open
154791
NM_197964
Hs.718441
ENSG00000164898





reading frame 55


C8orf44
3.44
3.16
chromosome 8 open
56260
NM_019607
Hs.661238
ENSG00000213865





reading frame 44


C9orf3
2.69
2.13
chromosome 9 open
84909
NM_001193329
Hs.434253
ENSG00000148120





reading frame 3


CABP4
3.24
3.29
calcium binding protein 4
57010
NM_001300895
Hs.143036
ENSG00000175544


CASC9
4.66
3.98
cancer susceptibility
101805492
NR_103848
Hs.571424





candidate 9 (non-protein





coding)


CC2D2A
3.76
3.39
coiled-coil and C2 domain
57545
NM_001080522
Hs.590928
ENSG00000048342





containing 2A


CCDC122
3.01
2.62
coiled-coil domain
160857
NM_144974
Hs.170849
ENSG00000151773





containing 122


CCDC142
3.75
2.99
coiled-coil domain
84865
NM_032779
Hs.430199
ENSG00000135637





containing 142


CCDC148
5.74
3.89
coiled-coil domain
130940
NM_001171637
Hs.668597
ENSG00000153237





containing 148


CCDC30
3.52
2.99
coiled-coil domain
728621
NM_001080850
Hs.729640
ENSG00000186409





containing 30


CCL22
3.73
3.09
chemokine (C-C motif)
6367
NM_002990
Hs.534347
ENSG00000102962





ligand 22


CCL5
2.14
1.84
chemokine (C-C motif)
6352
NM_001278736
Hs.514821
ENSG00000271503





ligand 5


CD24
4.3
2.67
CD24 molecule
100133941
NM_001291737
Hs.644105
ENSG00000272398


CD300LG
4.84
3.95
CD300 molecule-like
146894
NM_001168322
Hs.147313
ENSG00000161649





family member g


CD3EAP
3.67
2.87
CD3e molecule, epsilon
10849
NM_001297590
Hs.710495
ENSG00000117877





associated protein


CD82
3.21
2.56
CD82 molecule
3732
NM_001024844
Hs.527778
ENSG00000085117


CDH23
3.32
2.79
cadherin-related 23
64072
NM_001171930
Hs.656032
ENSG00000107736


CDKN2B-
3.49
2.95
CDKN2B antisense RNA
100048912
NR_003529
Hs.493614
ENSG00000240498


AS1


1


CEACAM22P
4.41
3.57
carcinoembryonic antigen-
388550
NR_027754
Hs.446909
ENSG00000230666





related cell adhesion





molecule 22, pseudogene


CEACAM8
4.28
3.04
carcinoembryonic antigen-
1088
NM_001816
Hs.41
ENSG00000124469





related cell adhesion





molecule 8


CENPBD1P1
2.78
2.54
CENPB DNA-binding
65996
NM_023939
Hs.541177
ENSG00000213753





domains containing 1





pseudogene 1


CENPN
2.66
2.18
centromere protein N
55839
NM_001100624
Hs.726537
ENSG00000166451


CEP41
3.09
2.44
centrosomal protein 41 kDa
95681
NM_001257158
Hs.368315
ENSG00000106477


CES3
5.51
4.61
carboxylesterase 3
23491
NM_001185176
Hs.268700
ENSG00000172828


CFLAR
2.01
1.87
CASP8 and FADD-like
8837
NM_001127183
Hs.390736
ENSG00000003402





apoptosis regulator


CHP1
2.48
2.17
calcineurin-like EF-hand
11261
NM_007236
Hs.406234
ENSG00000187446





protein 1


CHP2
3.66
2.96
calcineurin-like EF-hand
63928
NM_022097
Hs.178589
ENSG00000166869





protein 2


CHRM3
4.65
3.87
cholinergic receptor,
1131
NM_000740
Hs.7138
ENSG00000133019





muscarinic 3


CHRNB1
2.9
2.34
cholinergic receptor,
1140
NM_000747
Hs.330386
ENSG00000170175





nicotinic, beta 1 (muscle)


CHST6
3.77
3.11
carbohydrate (N-
4166
NM_021615
Hs.655622
ENSG00000183196





acetylglucosamine 6-O)





sulfotransferase 6


CIITA
2.59
2.11
class II, major
4261
NM_00024
Hs.701991
ENSG00000179583





histocompatibility





complex, transactivator


CKMT2-
2.71
2.28
CKMT2 antisense RNA 1
100131067
NR_034121
Hs.655855
ENSG00000247572


AS1


CMBL
4.29
3.43
carboxymethylenebutenolidase
134147
NM_138809
Hs.192586
ENSG00000164237





homolog





(Pseudomonas)


COA1
2.15
1.89
cytochrome c oxidase
55744
NM_018224
Hs.654779
ENSG00000106603





assembly factor 1 homolog


COA7
3.1
2.43
cytochrome c oxidase
65260
NM_023077
Hs.349905
ENSG00000162377





assembly factor 7





(putative)


COMMD2
2.34
1.97
COMM domain containing
51122
NM_016094
Hs.432729
ENSG00000114744





2


COX10-
2.4
2.23
COX10 antisense RNA 1
100874058
NR_049718
Hs.720411
ENSG00000236088


AS1


COX18
2.38
2.1
COX18 cytochrome c
285521
NM_001033760
Hs.356697
ENSG00000163626





oxidase assembly factor


COX6B2
4.89
4.27
cytochrome c oxidase
125965
NM_144613
Hs.550544
ENSG00000160471





subunit VIb polypeptide 2





(testis)


CPB2-
3.85
3.34
CPB2 antisense RNA 1
100509894
NR_046226
Hs.626139
ENSG00000235903


AS1


CPM
3.42
2.83
carboxypeptidase M
1368
NM_001005502
Hs.654387
ENSG00000135678


CPPED1
2.76
2.26
calcineurin-like
55313
NM_001099455
Hs.460002
ENSG00000103381





phosphoesterase domain





containing 1


CRHR1-
2.19
2.35
CRHR1 intronic transcript
147081
NM_152466
Hs.128813
ENSG00000204650


IT1


1


CRLF2
4.72
4.02
cytokine receptor-like
64109
NM_001012288
Hs.287729
ENSG00000205755





factor 2


CRX
4.76
3.8
cone-rod homeobox
1406
NM_000554
Hs.617342
ENSG00000105392


CRYBB2P1
3.5
2.54
crystallin, beta B2
1416
NR_033733
Hs.571835
ENSG00000100058





pseudogene 1


CRYM-
4.41
3.55
CRYM antisense RNA 1
400508
NM_001101368
Hs.578949


AS1


CSAD
3.09
2.47
cysteine sulfinic acid
51380
NM_001244705
Hs.279815
ENSG00000139631





decarboxylase


CSTF3-
4.09
3.38
CSTF3 antisense RNA 1
338739
NR_034027
Hs.423476
ENSG00000247151


AS1


(head to head)


CTBP2
2.56
2.38
C-terminal binding protein
1488
NM_001083914
Hs.501345
ENSG00000175029





2


CTCFL
4.52
3.12
CCCTC-binding factor
140690
NM_001269040
Hs.131543
ENSG00000124092





(zinc finger protein)-like


CXorf36
4.4
3.54
chromosome X open
79742
NM_024689
Hs.98321
ENSG00000147113





reading frame 36


CXorf56
3.27
2.74
chromosome X open
63932
NM_001170569
Hs.248572
ENSG00000018610





reading frame 56


CYB5D2
2.48
2.3
cytochrome b5 domain
124936
NM_001254755
Hs.513871
ENSG00000167740





containing 2


CYP20A1
2.1
1.91
cytochrome P450, family
57404
NM_020674
Hs.446065
ENSG00000119004





20, subfamily A,





polypeptide 1


CYP4V2
2.25
2.04
cytochrome P450, family
285440
NM_207352
Hs.587231
ENSG00000145476





4, subfamily V,





polypeptide 2


CYP51A1
2.45
2.32
cytochrome P450, family
1595
NM_000786
Hs.417077
ENSG00000001630





51, subfamily A,





polypeptide 1


DAND5
4.28
3.4
DAN domain family
199699
NM_152654
Hs.331981
ENSG00000179284





member 5, BMP





antagonist


DAPP1
2.61
1.93
dual adaptor of
27071
NM_001306151
Hs.436271
ENSG00000070190





phosphotyrosine and 3-





phosphoinositides


DCUN1D2
4.15
3.39
DCN1, defective in cullin
55208
NM_001014283
Hs.682987
ENSG00000150401





neddylation 1, domain





containing 2


DDX51
2.06
2.08
DEAD (Asp-Glu-Ala-Asp)
317781
NM_175066
Hs.445168
ENSG00000185163





(SEQ ID NO: 801) box





polypeptide 51


DESI1
2.29
2.1
desumoylating
27351
NM_015704
Hs.570455
ENSG00000100418





isopeptidase 1


DFFA
2.4
2.14
DNA fragmentation factor,
1676
NM_004401
Hs.484782
ENSG00000160049





45 kDa, alpha polypeptide


DFFB
2.59
2.21
DNA fragmentation factor,
1677
NM_001004285
Hs.133089
ENSG00000169598





40 kDa, beta polypeptide





(caspase-activated DNase)


DHODH
2.44
2.15
dihydroorotate
1723
NM_001025193
Hs.654427
ENSG00000102967





dehydrogenase (quinone)


DLEU2
3.35
2.69
deleted in lymphocytic
8847
NR_002612
Hs.547964





leukemia 2 (non-protein





coding)


DLGAP1-
4.82
3.67
DLGAP1 antisense RNA 2
84777
NM_032691
Hs.659053


AS2


DLK2
3.07
2.84
delta-like 2 homolog
65989
NM_001286655
Hs.337251
ENSG00000171462





(Drosophila)


DMC1
4
3.5
DNA meiotic recombinase
11144
NM_001278208
Hs.339396
ENSG00000100206





1


DNAH17-
3.55
2.95
DNAH17 antisense RNA 1
100996295
NR_102401
Hs.615304


AS1


DNAJC22
4.1
3.66
DnaJ (Hsp40) homolog,
79962
NM_001304944
Hs.659300
ENSG00000178401





subfamily C, member 22


DNAJC27-
3.67
3.24
DNAJC27 antisense RNA
729723
NR_034113
Hs.436366
ENSG00000224165


AS1


1


DNAJC9-
3.6
2.87
DNAJC9 antisense RNA 1
414245
NR_038373
Hs.661857
ENSG00000236756


AS1


DNAL1
2.89
2.54
dynein, axonemal, light
83544
NM_001201366
Hs.271270
ENSG00000119661





chain 1


DNASE1
2.67
2.36
deoxyribonuclease I
1773
NM_005223
Hs.629638
ENSG00000213918


DNM1P46
2.57
2.24
dynamin 1 pseudogene 46
196968
NM_194295
Hs.567763
ENSG00000182397


DPH3P1
3.77
3.43
diphthamide biosynthesis 3
100132911
NM_080750





pseudogene 1


DPY19L1P1
2.75
3
DPY19L1 pseudogene 1
100129460
NR_036680
Hs.633705


DPY19L2P2
3.48
3.02
DPY19L2 pseudogene 2
349152
NM_182634
Hs.732579
ENSG00000170629


DSG2
4.49
3.32
desmoglein 2
1829
NM_001943
Hs.412597
ENSG00000046604


DSG3
3.99
3.27
desmoglein 3
1830
NM_001944
Hs.1925
ENSG00000134757


DTD2
2.58
2.22
D-tyrosyl-tRNA deacylase
112487
NM_080664
Hs.116014
ENSG00000129480





2 (putative)


DUXA
4.59
3.88
double homeobox A
503835
NM_001012729
Hs.585857
ENSG00000258873


DYDC1
3.82
3.41
DPY30 domain containing
143241
NM_001269053
Hs.407751
ENSG00000170788





1


DYNAP
5.01
3.36
dynactin associated protein
284254
NM_001307955
Hs.376146
ENSG00000178690


ECT2
3.62
2.68
epithelial cell transforming
1894
NM_001258315
Hs.518299
ENSG00000114346





2


EEF2K
2.06
1.87
eukaryotic elongation
29904
NM_013302
Hs.498892
ENSG00000103319





factor 2 kinase


EFCAB11
3.61
3.02
EF-hand calcium binding
90141
NM_001284266
Hs.123232
ENSG00000140025





domain 11


EGFEM1P
4.33
3.45
EGF-like and EMI domain
93556
NR_021485
Hs.478158





containing 1, pseudogene


EID2B
2.85
2.44
EP300 interacting inhibitor
126272
NM_152361
Hs.135181
ENSG00000176401





of differentiation 2B


ELMOD1
4.61
3.72
ELMO/CED-12 domain
55531
NM_001130037
Hs.495779
ENSG00000110675





containing 1


EMP2
3.97
3.43
epithelial membrane
2013
NM_001424
Hs.531561
ENSG00000213853





protein 2


EMX2OS
4.29
3.68
EMX2 opposite
196047
NR_002791
Hs.312592
ENSG00000229847





strand/antisense RNA


ENTPD1
3.56
2.8
ectonucleoside
953
NM_001098175
Hs.576612
ENSG00000138185





triphosphate





diphosphohydrolase 1


ENTPD1-
3.75
3.18
ENTPD1 antisense RNA 1
728558
NR_038444
Hs.538374
ENSG00000226688


AS1


EP300-
5.34
3.95
EP300 antisense RNA 1
101927279
NR_110514
Hs.517517


AS1


EPGN
4.64
3.69
epithelial mitogen
255324
NM_001013442
Hs.401237
ENSG00000182585


EPHA10
4.57
3.81
EPH receptor A10
284656
NM_001004338
Hs.129435
ENSG00000183317


EPPIN
4.35
3.47
epididymal peptidase
57119
NM_001302861
Hs.121084
ENSG00000101448





inhibitor


ERVK13-
2.07
1.94
endogenous retrovirus
100507321
NM_001012731
Hs.406976


1


group K13, member 1


ERVV-
4.55
4.02
endogenous retrovirus
147664
NM_152473
Hs.44329
ENSG00000269526


1


group V, member 1


ESRG
5.79
4.25
embryonic stem cell
790952
NR_027122
Hs.720658
ENSG00000265992





related (non-protein





coding)


EXD1
4.36
3.54
exonuclease 3′-5′ domain
161829
NM_001286441
Hs.307999
ENSG00000178997





containing 1


EXOC3L2
3.78
2.96
exocyst complex
90332
NM_138568
Hs.337557
ENSG00000130201





component 3-like 2


EXPH5
3.01
2.73
exophilin 5
23086
NM_001144763
Hs.28540
ENSG00000110723


F5
2.55
1.87
coagulation factor V
2153
NM_000130
Hs.30054
ENSG00000198734





(proaccelerin, labile factor)


FAIM
3.04
2.51
Fas apoptotic inhibitory
55179
NM_001033030
Hs.173438
ENSG00000158234





molecule


FAM106A
4.01
3.81
family with sequence
80039
NM_024974
Hs.674403
ENSG00000213077





similarity 106, member A


FAM114A1
4.04
2.87
family with sequence
92689
NM_138389
Hs.476517
ENSG00000197712





similarity 114, member A1


FAM122C
3.02
2.67
family with sequence
159091
NM_001170779
Hs.269127
ENSG00000156500





similarity 122C


FAM153C
3.38
3.2
family with sequence
653316
NM_001079527
Hs.652193
ENSG00000204677





similarity 153, member C,





pseudogene


FAM231A
2.11
2.64
family with sequence
729574
NM_001282321

ENSG00000237847





similarity 231, member A


FAM71F2
3.98
3.49
family with sequence
346653
NM_001012454
Hs.445236
ENSG00000205085





similarity 71, member F2


FAM73A
2.49
2.21
family with sequence
374986
NM_001270384
Hs.437755
ENSG00000180488





similarity 73, member A


FAM74A3
4.26
3.66
family with sequence
728495
NM_001098718
Hs.723007





similarity 74, member A3


FAM83H-
4.13
3.28
FAM83H antisense RNA 1
100128338
NR_033849
Hs.493171
ENSG00000203499


AS1


(head to head)


FBLIM1
4.42
3.64
filamin binding LIM
54751
NM_001024215
Hs.530101
ENSG00000162458





protein 1


FBLN1
5.56
4.26
fibulin 1
2192
NM_001996
Hs.24601
ENSG00000077942


FBXL18
3.27
2.48
F-box and leucine-rich
80028
NM_024963
Hs.623974
ENSG00000155034





repeat protein 18


FBXO17
4.71
3.73
F-box protein 17
115290
NM_024907
Hs.531770
ENSG00000269190


FBXO27
4.21
3.63
F-box protein 27
126433
NM_178820
Hs.187461
ENSG00000161243


FBXO45
2.56
2.08
F-box protein 45
200933
NM_001105573
Hs.169815
ENSG00000174013


FBXO6
2.95
2.66
F-box protein 6
26270
NM_018438
Hs.464419
ENSG00000116663


FCAR
4.27
3.38
Fc fragment of IgA
2204
NM_002000
Hs.659872
ENSG00000275136





receptor


FDPSP2
4.04
3.16
farnesyl diphosphate
619190
NR_003262
Hs.609978
ENSG00000233980





synthase pseudogene 2


FEZ1
3.19
3.63
fasciculation and
9638
NM_005103
Hs.224008
ENSG00000149557





elongation protein zeta 1





(zygin I)


FGD5P1
4.12
3.22
FYVE, RhoGEF and PH
100132526
NR_036481
Hs.637770
ENSG00000275340





domain containing 5





pseudogene 1


FGF5
3.97
3.16
fibroblast growth factor 5
2250
NM_001291812
Hs.37055
ENSG00000138675


FGFR1OP
2.9
2.36
FGFR1 oncogene partner
11116
NM_001278690
Hs.487175
ENSG00000213066


FILIP1
5.4
4
filamin A interacting
27145
NM_001289987
Hs.696158
ENSG00000118407





protein 1


FKBP14
3.47
2.87
FK506 binding protein 14,
55033
NM_017946
Hs.390838
ENSG00000106080





22 kDa


FLCN
2.43
2.18
folliculin
201163
NM_144606
Hs.31652
ENSG00000154803


FLJ31104
3.77
3.06
uncharacterized
441072
NR_102755
Hs.482141
ENSG00000227908





LOC441072


FLJ31356
4.5
3.72
uncharacterized protein
403150
NR_103831
Hs.562970
ENSG00000229951





FLJ31356


FLJ31662
5.11
4.05
uncharacterized
440594
NR_033966
Hs.514123
ENSG00000233907





LOC440594


FLJ42102
4.48
3.47
uncharacterized
399923
NM_001001680
Hs.128191
ENSG00000172900





LOC399923


FRMD6-
53.64
71.46
FRMD6 antisense RNA 1
145438
NR_037676
Hs.645410
ENSG00000273888


AS1


FRRS1
5.18
4.33
ferric-chelate reductase 1
391059
NM_001013660
Hs.454779
ENSG00000156869


FRY-
4.5
3.46
FRY antisense RNA 1
100507099
NR_103839
Hs.536364


AS1


FTX
2.53
2.33
FTX transcript, XIST
100302692
NR_028379
Hs.349570
ENSG00000230590





regulator (non-protein





coding)


FUT1
4.07
3.23
fucosyltransferase 1
2523
NM_000148
Hs.69747
ENSG00000174951





(galactoside 2-alpha-L-





fucosyltransferase, H





blood group)


FUT2
4.29
3.4
fucosyltransferase 2
2524
NM_000511
Hs.579928
ENSG00000176920





(secretor status included)


FUT6
3.68
3.11
fucosyltransferase 6 (alpha
2528
NM_000150
Hs.631846
ENSG00000156413





(1,3) fucosyltransferase)


GAL3ST4
2.8
2.17
galactose-3-O-
79690
NM_024637
Hs.44856
ENSG00000197093





sulfotransferase 4


GALNT15
3.4
3.03
polypeptide N-
117248
NM_054110
Hs.411308
ENSG00000131386





acetylgalactosaminyltransf erase





15


GAS6-
4.23
3.72
GAS6 antisense RNA 2
100506394
NR_044993
Hs.132168
ENSG00000272695


AS2


(head to head)


GATAD1
2.19
2.09
GATA zinc finger domain
57798
NM_021167
Hs.21145
ENSG00000157259





containing 1


GDPD1
3.86
3.45
glycerophosphodiester
284161
NM_001165993
Hs.631744
ENSG00000153982





phosphodiesterase domain





containing 1


GEMIN8
3.59
2.91
gem (nuclear organelle)
54960
NM_001042479
Hs.592237
ENSG00000046647





associated protein 8


GFOD2
3.21
2.57
glucose-fructose
81577
NM_001243650
Hs.307084
ENSG00000141098





oxidoreductase domain





containing 2


GGT6
4.3
3.55
gamma-
124975
NM_001122890
Hs.130749
ENSG00000167741





glutamyltransferase 6


GGT8P
4.96
3.97
gamma-
645367
NR_003503
Hs.650223





glutamyltransferase 8





pseudogene


GK5
2.43
2.21
glycerol kinase 5 (putative)
256356
NM_001039547
Hs.135904
ENSG00000175066


GLIPR1L2
5.27
3.7
GLI pathogenesis-related 1
144321
NM_001270396
Hs.406728
ENSG00000180481





like 2


GNB4
3.49
2.72
guanine nucleotide binding
59345
NM_021629
Hs.173030
ENSG00000114450





protein (G protein), beta





polypeptide 4


GNE
3.01
2.47
glucosamine (UDP-N-
10020
NM_001128227
Hs.5920
ENSG00000159921





acetyl)-2-epimerase/N-





acetylmannosamine kinase


GNRHR2
4.67
3.52
gonadotropin-releasing
114814
NM_057163
Hs.356873
ENSG00000211451





hormone (type 2) receptor





2, pseudogene


GOLGA2
2.53
2.02
golgin A2
2801
NM_004486
Hs.155827
ENSG00000167110


GOLGA6L22
5.03
3.86
golgin A6 family-like 22
440243
NM_001271664

ENSG00000274404


GOLGA6L6
4.6
3.28
golgin A6 family-like 6
727832
NM_001145004
Hs.569472
ENSG00000277322


GOSR1
3.08
2.61
golgi SNAP receptor
9527
NM_001007024
Hs.462680
ENSG00000108587





complex member 1


GPR1-
4.67
3.49
GPR1 antisense RNA
101669764
NR_104359
Hs.574781
ENSG00000279220


AS


GPR37L1
4.34
3.11
G protein-coupled receptor
9283
NM_004767
Hs.132049
ENSG00000170075





37 like 1


GPR82
3.34
3.21
G protein-coupled receptor
27197
NM_080817
Hs.567457
ENSG00000171657





82


GREB1
4.84
3.69
growth regulation by
9687
NM_014668
Hs.467733
ENSG00000196208





estrogen in breast cancer 1


GRTP1
3.91
3.25
growth hormone regulated
79774
NM_001286732
Hs.745043
ENSG00000139835





TBC protein 1


GSDMA
3.59
3.02
gasdermin A
284110
NM_178171
Hs.448873
ENSG00000167914


GSG1
4.38
3.34
germ cell associated 1
83445
NM_001080554
Hs.240053
ENSG00000111305


GSTM3
3.45
2.8
glutathione S-transferase
2947
NM_000849
Hs.2006
ENSG00000134202





mu 3 (brain)


GTF2E1
3.49
2.48
general transcription factor
2960
NM_005513
Hs.445272
ENSG00000153767





IIE, polypeptide 1, alpha





56 kDa


GTF2H2
2.46
2.1
general transcription factor
2966
NM_001515
Hs.191356
ENSG00000145736





IIH, polypeptide 2, 44 kDa


GUCA1B
4.5
3.03
guanylate cyclase activator
2979
NM_002098
Hs.446529
ENSG00000112599





1B (retina)


GUSBP3
2.42
2.31
glucuronidase, beta
653188
NR_027386
Hs.631974
ENSG00000253203





pseudogene 3


H1FX-
2.98
2.44
H1FX antisense RNA 1
339942
NM_001025468
Hs.450096


AS1


HCAR1
3.99
3.68
hydroxycarboxylic acid
27198
NM_032554
Hs.610873
ENSG00000196917





receptor 1


HEATR5A
2.38
2.18
HEAT repeat containing
25938
NM_015473
Hs.744979
ENSG00000129493





5A


HES2
4.11
3.44
hes family bHLH
54626
NM_019089
Hs.118727
ENSG00000069812





transcription factor 2


HHLA2
2.46
2.41
HERV-H LTR-associating
11148
NM_001282556
Hs.225968
ENSG00000114455





2


HILPDA
3.18
2.83
hypoxia inducible lipid
29923
NM_001098786
Hs.706124
ENSG00000135245





droplet-associated


HIPK1-
2.57
2.41
HIPK1 antisense RNA 1
101928846
NR_110725
Hs.232534
ENSG00000235527


AS1


HMGB3P1
4.77
4.13
high mobility group box 3
128872
NR_002165
Hs.558624





pseudogene 1


HNF1A-
4.5
3.36
HNF1A antisense RNA 1
283460
NR_024345
Hs.612351
ENSG00000241388


AS1


HOGA1
4.32
3.68
4-hydroxy-2-oxoglutarate
112817
NM_001134670
Hs.180346
ENSG00000241935





aldolase 1


HP09025
3.99
3.31
uncharacterized
100652929
NR_109783
Hs.559249
ENSG00000267719





LOC100652929


HPSE
2.05
1.79
heparanase
10855
NM_001098540
Hs.44227
ENSG00000173083


HSD17B13
4.35
3.67
hydroxysteroid (17-beta)
345275
NM_001136230
Hs.284414
ENSG00000170509





dehydrogenase 13


HSP90AB4P
4.23
3.1
heat shock protein 90 kDa
664618
NR_002927
Hs.670224





alpha (cytosolic), class B





member 4, pseudogene


HTRA4
4.59
3.31
HtrA serine peptidase 4
203100
NM_153692
Hs.661014
ENSG00000169495


IAPP
3.94
3.28
islet amyloid polypeptide
3375
NM_000415
Hs.46835
ENSG00000121351


IBA57
2.85
2.58
IBA57 homolog, iron-
200205
NM_001010867
Hs.237017
ENSG00000181873





sulfur cluster assembly


ICA1L
3.12
2.91
islet cell autoantigen
130026
NM_001288622
Hs.516629
ENSG00000163596





1, 69 kDa-like


IDO1
5.13
4.37
indoleamine 2,3-
3620
NM_002164
Hs.840
ENSG00000131203





dioxygenase 1


IFNLR1
4.24
3.59
interferon, lambda receptor
163702
NM_170743
Hs.221375
ENSG00000185436





1


IFT22
3.1
2.69
intraflagellar transport 22
64792
NM_001130820
Hs.389104
ENSG00000128581


IL10
4.12
3.83
interleukin 10
3586
NM_000572
Hs.193717
ENSG00000136634


IL15
3.25
2.56
interleukin 15
3600
NM_000585
Hs.168132
ENSG00000164136


IL17RD
3.95
3.23
interleukin 17 receptor D
54756
NM_017563
Hs.150725
ENSG00000144730


INE1
2.81
2.75
inactivation escape 1 (non-
8552
NM_003669
Hs.657350
ENSG00000224975





protein coding)


INGX
4.56
3.7
inhibitor of growth family,
27160
NR_002226
Hs.721806
ENSG00000243468





X-linked, pseudogene


INIP
2.46
1.99
INTS3 and NABP
58493
NM_021218
Hs.658575
ENSG00000148153





interacting protein


INMT
4.25
3.37
indolethylamine N-
11185
NM_001199219
Hs.632629
ENSG00000241644





methyltransferase


IPO5P1
2.4
2.1
importin 5 pseudogene 1
100132815
NR_103741
Hs.629249


IRGQ
3.27
2.78
immunity-related GTPase
126298
NM_001007561
Hs.6217
ENSG00000167378





family, Q


ITIH5
4.34
3.6
inter-alpha-trypsin
80760
NM_001001851
Hs.498586
ENSG00000123243





inhibitor heavy chain





family, member 5


JPX
3.59
3.15
JPX transcript, XIST
554203
NR_024582
Hs.648316
ENSG00000225470





activator (non-protein





coding)


KANTR
2.83
2.58
KDM5C adjacent non-
102723508
NR_110456
Hs.633244





coding transcript


KBTBD12
4.43
3.83
kelch repeat and BTB
166348
NM_207335
Hs.132087
ENSG00000187715





(POZ) domain containing





12


KBTBD6
2.46
2.05
kelch repeat and BTB
89890
NM_152903
Hs.534040
ENSG00000165572





(POZ) domain containing





6


KCNA7
4.88
3.92
potassium channel, voltage
3743
NM_031886
Hs.306973
ENSG00000104848





gated shaker related





subfamily A, member 7


KCNJ11
3.9
3.43
potassium channel,
3767
NM_000525
Hs.248141
ENSG00000187486





inwardly rectifying





subfamily J, member 11


KCNJ5
4.19
3.57
potassium channel,
3762
NM_000890
Hs.444595
ENSG00000120457





inwardly rectifying





subfamily J, member 5


KCNQ1OT1
4.08
3.18
KCNQ1 opposite
10984
NR_002728
Hs.604823
ENSG00000269821





strand/antisense transcript





1 (non-protein coding)


KDELC2
2.63
2.33
KDEL (Lys-Asp-Glu-Leu)
143888
NM_153705
Hs.83286
ENSG00000178202





containing 2


KDM4A-
4.3
3.3
KDM4A antisense RNA 1
100132774
NR_033827
Hs.655569


AS1


KIAA0101
4.61
2.88
KIAA0101
9768
NM_001029989
Hs.81892
ENSG00000166803


KIAA1161
4.87
3.65
KIAA1161
57462
NM_020702
Hs.522083
ENSG00000164976


KIAA1324
2.42
2.31
KIAA1324
57535
NM_001267048
Hs.708190
ENSG00000116299


KIAA1456
4.71
3.43
KIAA1456
57604
NM_001099677
Hs.202521
ENSG00000250305


KIAA1614
3.66
2.84
KIAA1614
57710
NM_020950
Hs.734816
ENSG00000135835


KIAA1919
3.49
2.61
KIAA1919
91749
NM_153369
Hs.400572
ENSG00000173214


KIF18B
4.05
3.41
kinesin family member
146909
NM_001080443
Hs.135094
ENSG00000186185





18B


KIF1B
2.07
1.75
kinesin family member 1B
23095
NM_015074
Hs.97858
ENSG00000054523


KIF3A
2.18
1.94
kinesin family member 3A
11127
NM_001300791
Hs.43670
ENSG00000131437


KIR3DX1
3.74
3.28
killer cell
90011
NM_001047605
Hs.288520
ENSG00000104970





immunoglobulin-like





receptor, three domains,





X1


KLF3-
2.34
2.48
KLF3 antisense RNA 1
79667
NM_024614
Hs.29725
ENSG00000231160


AS1


KLRD1
2.65
2.36
killer cell lectin-like
3824
NM_001114396
Hs.562457
ENSG00000134539





receptor subfamily D,





member 1


KREMEN1
4.81
3.4
kringle containing
83999
NM_001039570
Hs.229335
ENSG00000183762





transmembrane protein 1


KRT18
2.8
2.75
keratin 18, type I
3875
NM_000224
Hs.406013
ENSG00000111057


KRT8
3.45
2.95
keratin 8, type II
3856
NM_001256282
Hs.533782
ENSG00000170421


L1TD1
4.64
3.67
LINE-1 type transposase
54596
NM_001164835
Hs.685462
ENSG00000240563





domain containing 1


L2HGDH
4.91
3.54
L-2-hydroxyglutarate
79944
NM_024884
Hs.256034
ENSG00000087299





dehydrogenase


LAIR1
2.87
2.24
leukocyte-associated
3903
NM_001289023
Hs.572535
ENSG00000167613





immunoglobulin-like





receptor 1


LARS2-
3.66
2.87
LARS2 antisense RNA 1
100885795
NR_048543
Hs.641094


AS1


LDLR
2.41
2.26
low density lipoprotein
3949
NM_000527
Hs.213289
ENSG00000130164





receptor


LGMN
3.31
2.67
legumain
5641
NM_001008530
Hs.18069
ENSG00000100600


LIFR-
5.36
3.4
LIFR antisense RNA 1
100506495
NR_103553
Hs.657602
ENSG00000244968


AS1


LINC00092
2.59
2.33
long intergenic non-protein
100188953
NR_024129
Hs.434310
ENSG00000225194





coding RNA 92


LINC00260
2.91
2.68
long intergenic non-protein
84719
NM_032633
Hs.661178





coding RNA 260


LINC00294
3.93
3.15
long intergenic non-protein
283267
NR_015451
Hs.533701
ENSG00000280798





coding RNA 294


LINC00311
3.85
3.74
long intergenic non-protein
197196
NM_153238
Hs.679002
ENSG00000179219





coding RNA 311


LINC00346
5.19
3.87
long intergenic non-protein
283487
NM_178514
Hs.245390
ENSG00000255874





coding RNA 346


LINC00371
6.06
4.54
long intergenic non-protein
647166
NR_102431
Hs.195052





coding RNA 371


LINC00381
4.68
3.4
long intergenic non-protein
100874151
NR_047005
Hs.564552
ENSG00000226240





coding RNA 381


LINC00458
5.94
4.75
long intergenic non-protein
100507428
NR_108062
Hs.351262
ENSG00000234787





coding RNA 458


LINC00470
3.85
2.95
long intergenic non-protein
56651
NM_031416
Hs.541165





coding RNA 470


LINC00483
3.52
3.19
long intergenic non-protein
55018
NM_017928
Hs.389460
ENSG00000167117





coding RNA 483


LINC00485
7.11
5.02
long intergenic non-protein
283432
NR_033855
Hs.382110
ENSG00000258169





coding RNA 485


LINC00501
4.51
4.36
long intergenic non-protein
100820709
NR_047465
Hs.518409
ENSG00000203645





coding RNA 501


LINC00506
4.36
3.32
long intergenic non-protein
100846978
NR_047469
Hs.570649
ENSG00000281392





coding RNA 506


LINC00507
5.42
4.12
long intergenic non-protein
100862680
NR_046392
Hs.385496
ENSG00000256193





coding RNA 507


LINC00547
5.74
4.09
long intergenic non-protein
400121
NR_040244
Hs.558894
ENSG00000275226





coding RNA 547


LINC00578
4.72
3.66
long intergenic non-protein
100505566
NR_047568
Hs.581170





coding RNA 578


LINC00620
5.09
3.5
long intergenic non-protein
285375
NR_027103
Hs.319969
ENSG00000224514





coding RNA 620


LINC00649
2.97
2.45
long intergenic non-protein
400863
NM_001288961
Hs.729814
ENSG00000237945





coding RNA 649


LINC00652
4.41
3.52
long intergenic non-protein
29075
NM_014162
Hs.584899





coding RNA 652


LINC00663
4.14
3.4
long intergenic non-protein
284440
NR_026956
Hs.665307





coding RNA 663


LINC00665
3.09
2.84
long intergenic non-protein
100506930
NR_038278
Hs.595153
ENSG00000232677





coding RNA 665


LINC00670
4.75
3.48
long intergenic non-protein
284034
NR_034144
Hs.376614
ENSG00000179136





coding RNA 670


LINC00672
3.85
3
long intergenic non-protein
100505576
NR_038847
Hs.634043
ENSG00000263874





coding RNA 672


LINC00678
5.57
3.89
long intergenic non-protein
101410541
NR_102708
Hs.471439
ENSG00000254934





coding RNA 678


LINC00889
5.99
4.42
long intergenic non-protein
158696
NR_026935
Hs.558664





coding RNA 889


LINC00907
3.95
3.12
long intergenic non-protein
284260
NR_046174
Hs.652819
ENSG00000267586





coding RNA 907


LINC00910
3
2.48
long intergenic non-protein
100130581
NR_027412
Hs.546897
ENSG00000188825





coding RNA 910


LINC00923
2.84
2.56
long intergenic non-protein
91948
NR_024172
Hs.130423
ENSG00000251209





coding RNA 923


LINC00924
4.4
3.05
long intergenic non-protein
145820
NR_027132
Hs.652702
ENSG00000259134





coding RNA 924


LINC00941
3.79
3.38
long intergenic non-protein
100287314
NR_040245
Hs.355210
ENSG00000235884





coding RNA 941


LINC00958
4.91
3.92
long intergenic non-protein
100506305
NR_038904
Hs.153408
ENSG00000251381





coding RNA 958


LINC00963
2.8
2.51
long intergenic non-protein
100506190
NR_038955
Hs.529860





coding RNA 963


LINC00965
4.43
3.51
long intergenic non-protein
349196
NM_001025473
Hs.559040





coding RNA 965


LINC00970
4.24
3.32
long intergenic non-protein
101978719
NR_104091
Hs.517849
ENSG00000203601





coding RNA 970


LINC01012
3.13
2.69
long intergenic non-protein
100507173
NR_038292
Hs.635987
ENSG00000281706





coding RNA 1012


LINC01021
6.93
4.93
long intergenic non-protein
643401
NR_038848
Hs.533212
ENSG00000250337





coding RNA 1021


LINC01057
5.48
3.49
long intergenic non-protein
101928079
NR_104131
Hs.596857
ENSG00000224081





coding RNA 1057


LINC01087
5.01
3.44
long intergenic non-protein
101927994
NR_108087
Hs.635757
ENSG00000224559





coding RNA 1087


LINC01099
4.33
3.58
long intergenic non-protein
101928656
NR_108092
Hs.508131
ENSG00000251504





coding RNA 1099


LINC01160
4.12
3.22
long intergenic non-protein
100129269
NR_034126
Hs.689728





coding RNA 1160


LINC01204
4.02
3.25
long intergenic non-protein
101927528
NR_104644
Hs.550772
ENSG00000229563





coding RNA 1204


LINC01205
4.55
3.45
long intergenic non-protein
401082
NM_001145553
Hs.477089
ENSG00000228980





coding RNA 1205


LINC01207
4.05
3.59
long intergenic non-protein
100505989
NR_038834
Hs.328236
ENSG00000248771





coding RNA 1207


LINC01209
4.74
3.4
long intergenic non-protein
101928684
NR_110819
Hs.639352
ENSG00000228308





coding RNA 1209


LINC01212
3.81
3.27
long intergenic non-protein
101927152
NR_110000
Hs.382046
ENSG00000240405





coding RNA 1212


LINC01226
4.31
3.34
long intergenic non-protein
284551
NR_027085
Hs.658659
ENSG00000223907





coding RNA 1226


LINC01247
4.93
3.53
long intergenic non-protein
101929390
NR_110251
Hs.434407
ENSG00000227007





coding RNA 1247


LINC01252
4.11
2.85
long intergenic non-protein
338817
NR_033890
Hs.733066
ENSG00000247157





coding RNA 1252


LINC01299
3.88
3.19
long intergenic non-protein
286186
NR_033893
Hs.449427
ENSG00000254081





coding RNA 1299


LINC01356
4.31
3.22
long intergenic non-protein
100996702
NR_103746
Hs.632431
ENSG00000215866





coding RNA 1356


LOC100128233
4.52
3.88
uncharacterized
100128233
NR_103769
Hs.497323
ENSG00000255002





LOC100128233


LOC100128288
4.28
3.38
uncharacterized
100128288
NR_024447
Hs.549913





LOC100128288


LOC100128398
3.21
2.39
uncharacterized
100128398
NR_036508
Hs.655081
ENSG00000176593





LOC100128398


LOC100128531
3.85
2.9
uncharacterized
100128531
NR_038941
Hs.662126
ENSG00000203280





LOC100128531


LOC100128573
2.46
2.68
uncharacterized
100128573
NR_024491
Hs.465761





LOC100128573


LOC100129940
3.73
3.44
uncharacterized
100129940
NM_001292023
Hs.685856
ENSG00000197301





LOC100129940


LOC100130451
4.59
3.55
uncharacterized
100130451
NM_001242575





LOC100130451


LOC100131257
4.35
3.29
zinc finger protein 655
100131257
NR_034022
Hs.551110





pseudogene


LOC100131564
2.81
2.26
uncharacterized
100131564
NR_034089
Hs.732666





LOC100131564


LOC100131626
4.21
3.02
uncharacterized
100131626
NR_046369
Hs.721614





LOC100131626


LOC100132077
3.76
3.1
uncharacterized
100132077
NR_033937
Hs.679111
ENSG00000232063





LOC100132077


LOC100190986
2.12
2.25
uncharacterized
100190986
NR_024456
Hs.648439





LOC100190986


LOC100268168
4
3.55
uncharacterized
100268168
NR_026682
Hs.519766
ENSG00000204758





LOC100268168


LOC100287015
3.01
2.93
uncharacterized
100287015
NR_040040
Hs.156928
ENSG00000246089





LOC100287015


LOC100287042
2.11
1.98
uncharacterized
100287042
NR_036520
Hs.514470
ENSG00000263843





LOC100287042


LOC100287792
3.43
3.04
uncharacterized
100287792
NM_001001690
Hs.517026
ENSG00000204117





LOC100287792


LOC100287846
4.08
2.69
patched 1 pseudogene
100287846
NR_037168
Hs.21550


LOC100335030
4.83
3.91
FGFR1 oncogene partner 2
100335030
NR_033267
Hs.687044





pseudogene


LOC100420587
5.27
3.7
SHC SH2-domain binding
100420587
NR_110759
Hs.569956
ENSG00000267243





protein 1 pseudogene


LOC100506023
3.79
2.76
uncharacterized
100506023
NR_037845
Hs.731284





LOC100506023


LOC100506083
3.67
3.08
uncharacterized
100506083
NR_039997
Hs.635008
ENSG00000261777





LOC100506083


LOC100506127
3.73
3.1
putative uncharacterized
100506127
NM_001013634
Hs.503319
ENSG00000179240





protein FLJ37770-like


LOC100506472
3.36
2.68
uncharacterized
100506472
NR_040535
Hs.729080





LOC100506472


LOC100506551
4.19
3.53
uncharacterized
100506551
NR_103809
Hs.657861
ENSG00000257279





LOC100506551


LOC100506688
4.09
3.23
uncharacterized
100506688
NM_001242737
Hs.532063
ENSG00000215246





LOC100506688


LOC100506746
3.32
2.75
uncharacterized
100506746
NR_038841
Hs.657766
ENSG00000163633





LOC100506746


LOC100506990
2.84
2.36
uncharacterized
100506990
NR_040091
Hs.656893





LOC100506990


LOC100996251
4
3.37
uncharacterized
100996251
NR_103777
Hs.382067
ENSG00000238198





LOC100996251


LOC101409256
3.94
3.49
cell division cycle 42
101409256
NR_102424





pseudogene


LOC101926889
4.24
3.31
uncharacterized
101926889
NR_109994
Hs.585997





LOC101926889


LOC101927181
2.82
2.67
uncharacterized
101927181
NR_108066
Hs.288853
ENSG00000136213





LOC101927181


LOC101927257
3.78
3.16
uncharacterized
101927257
NR_109965
Hs.662725
ENSG00000232564





LOC101927257


LOC101927274
4.46
3.67
uncharacterized
101927274
NR_110751
Hs.591168
ENSG00000249383





LOC101927274


LOC101927374
4.86
3.64
uncharacterized
101927374
NR_110133
Hs.570644





LOC101927374


LOC101927415
3.2
2.84
uncharacterized
101927415
NR_110049
Hs.636524





LOC101927415


LOC101927476
4.99
4.19
uncharacterized
101927476
NR_110386
Hs.522607
ENSG00000236393





LOC101927476


LOC101927575
4.56
3.2
uncharacterized
101927575
NR_110995
Hs.459826
ENSG00000227463





LOC101927575


LOC101927740
4.04
3.36
uncharacterized
101927740
NR_109890
Hs.738721
ENSG00000245812





LOC101927740


LOC101927797
3.21
2.79
uncharacterized
101927797
NR_109925
Hs.551743





LOC101927797


LOC101927884
5.21
3.69
uncharacterized
101927884
NR_110281
Hs.671110
ENSG00000231172





LOC101927884


LOC101928103
4.63
3.08
uncharacterized
101928103
NR_110292
Hs.665619
ENSG00000229267





LOC101928103


LOC101928137
4.58
3.44
uncharacterized
101928137
NR_110130
Hs.694666
ENSG00000258123





LOC101928137


LOC101928254
4.24
4.15
uncharacterized
101928254
NR_110182
Hs.571236
ENSG00000219445





LOC101928254


LOC101928303
4.56
3.27
uncharacterized
101928303
NR_110698
Hs.375067
ENSG00000236155





LOC101928303


LOC101928336
4.87
3.73
uncharacterized
101928336
NR_110396

ENSG00000230392





LOC101928336


LOC101928372
3.85
3.11
uncharacterized
101928372
NR_110695

ENSG00000198358





LOC101928372


LOC101928401
3.63
3.01
uncharacterized
101928401
NR_108099
Hs.385614
ENSG00000233288





LOC101928401


LOC101928495
5.19
3.89
uncharacterized
101928495
NR_110409
Hs.545998
ENSG00000237208





LOC101928495


LOC101928514
5.14
3.96
uncharacterized
101928514
NR_110837
Hs.617206
ENSG00000267065





LOC101928514


LOC101928567
4.39
3.45
uncharacterized
101928567
NR_110839
Hs.569757
ENSG00000237057





LOC101928567


LOC101928580
3.93
3.68
uncharacterized
101928580
NR_120556
Hs.569025
ENSG00000246211





LOC101928580


LOC101928597
4.26
3.35
uncharacterized
101928597
NR_110091
Hs.638942
ENSG00000246394





LOC101928597


LOC101928600
4.9
3.96
uncharacterized
101928600
NR_109904
Hs.694699
ENSG00000250127





LOC101928600


LOC101928738
3.84
3.53
uncharacterized
101928738
NR_110851
Hs.399280
ENSG00000262188





LOC101928738


LOC101928936
4.73
3.78
uncharacterized
101928936
NR_110867
Hs.533080





LOC101928936


LOC101929181
3.42
2.44
uncharacterized
101929181
NR_104624
Hs.568616
ENSG00000235643





LOC101929181


LOC101929224
4.44
3.84
uncharacterized
101929224
NR_110787
Hs.639369
ENSG00000260088





LOC101929224


LOC101929259
4.17
3.67
uncharacterized
101929259
NR_120424
Hs.638490





LOC101929259


LOC101929486
4.25
3.06
uncharacterized
101929486
NR_109868
Hs.548761
ENSG00000233048





LOC101929486


LOC101929567
4.72
3.61
uncharacterized
101929567
NR_110257
Hs.634706
ENSG00000236008





LOC101929567


LOC101929586
4.34
3.59
uncharacterized
101929586
NR_120363
Hs.569426
ENSG00000259175





LOC101929586


LOC101929698
3.64
2.61
uncharacterized
101929698
NR_110619
Hs.638392
ENSG00000277301





LOC101929698


LOC102467081
4.99
3.91
uncharacterized
102467081
NR_104662





LOC102467081


LOC102723769
4.8
3.53
uncharacterized
102723769
NR_110761
Hs.652926





LOC102723769


LOC102724927
4.39
3.7
uncharacterized
102724927
NR_120311
Hs.364739
ENSG00000262185





LOC102724927


LOC143666
2.94
2.59
uncharacterized
143666
NR_026967
Hs.337054





LOC143666


LOC150935
4.82
4.54
uncharacterized
150935
NR_037808
Hs.555582





LOC150935


LOC151475
3.63
3.2
uncharacterized
151475
NR_040038
Hs.528154
ENSG00000226125





LOC151475


LOC257396
3.45
2.42
uncharacterized
257396
NR_034107
Hs.12326
ENSG00000247796





LOC257396


LOC283683
4.2
4
uncharacterized
283683
NR_040057
Hs.534616
ENSG00000274253





LOC283683


LOC284023
3.54
2.88
uncharacterized
284023
NR_024349
Hs.744470
ENSG00000179859





LOC284023


LOC284379
4.31
3.51
solute carrier family 7
284379
NR_002938
Hs.631571
ENSG00000268864





(cationic amino acid





transporter, y+ system),





member 3 pseudogene


LOC284412
6.66
4.68
uncharacterized
284412
NR_029390
Hs.635932





LOC284412


LOC284454
4.32
3.54
uncharacterized
284454
NR_036515
Hs.436426
ENSG00000267519





LOC284454


LOC284581
4.12
3.17
uncharacterized
284581
NR_046097





LOC284581


LOC284865
4.37
3.67
uncharacterized
284865
NR_038460
Hs.638498
ENSG00000249923





LOC284865


LOC284950
4.2
3.63
uncharacterized
284950
NR_038888
Hs.570227





LOC284950


LOC285696
4.41
3.57
uncharacterized
285696
NM_173669
Hs.646924
ENSG00000215196





LOC285696


LOC286437
4.49
3.29
uncharacterized
286437
NR_039980
Hs.656786





LOC286437


LOC339166
3.75
2.65
uncharacterized
339166
NR_040000
Hs.736088
ENSG00000179314





LOC339166


LOC339803
3.45
2.76
uncharacterized
339803
NR_036496
Hs.252433
ENSG00000212978





LOC339803


LOC389641
3.53
2.91
uncharacterized
389641
NR_033928
Hs.591835
ENSG00000246582





LOC389641


LOC400958
4.62
3.57
uncharacterized
400958
NR_036586
Hs.591565
ENSG00000237638





LOC400958


LOC401052
4.04
3.52
uncharacterized
401052
NM_001008737
Hs.662766





LOC401052


LOC440173
5.21
3.95
uncharacterized
440173
NR_027471
Hs.127361
ENSG00000269994





LOC440173


LOC440300
3.9
3.42
chondroitin sulfate
440300
NR_033738
Hs.546565
ENSG00000259295





proteoglycan 4 pseudogene


LOC441242
2.11
2.07
uncharacterized
441242
NM_001013464
Hs.373941
ENSG00000272693





LOC441242


LOC643406
4.43
3.27
uncharacterized
643406
NM_175877
Hs.431161





LOC643406


LOC644919
4.98
3.81
uncharacterized
644919
NR_109757
Hs.434414





LOC644919


LOC646214
4.3
3.38
p21 protein (Cdc42/Rac)-
646214
NR_027053
Hs.510697





activated kinase 2





pseudogene


LOC650293
6.38
3.67
seven transmembrane helix
650293
NM_001040071
Hs.535167





receptor


LOC727896
3.8
2.72
cysteine and histidine-rich
727896
NR_026659
Hs.673126





domain (CHORD)





containing 1 pseudogene


LOC728613
2.3
2.03
programmed cell death 6
728613
NR_003713
Hs.720393





pseudogene


LOC728752
4.03
3.31
uncharacterized
728752
NR_036504
Hs.729762
ENSG00000267309





LOC728752


LOC729603
4.36
3.16
calcineurin-like EF-hand
729603
NR_003288
Hs.674810
ENSG00000213073





protein 1 pseudogene


LOC729732
3.63
2.93
uncharacterized
729732
NR_047662
Hs.322761





LOC729732


LOC729987
4.36
3.05
uncharacterized
729987
NR_046088
Hs.683961
ENSG00000226053





LOC729987


LOC731424
4.17
3.03
uncharacterized
731424
NR_037867
Hs.427740





LOC731424


LOH12CR2
4.49
3.39
loss of heterozygosity, 12,
503693
NR_024061
Hs.67553
ENSG00000205791





chromosomal region 2





(non-protein coding)


LPAL2
3.58
2.94
lipoprotein, Lp(a)-like 2,
80350
NM_024492
Hs.654503
ENSG00000213071





pseudogene


LPCAT2
3.36
2.61
lysophosphatidylcholine
54947
NM_017839
Hs.460857
ENSG00000087253





acyltransferase 2


LPP
2.85
2.51
LIM domain containing
4026
NM_001167671
Hs.720220
ENSG00000145012





preferred translocation





partner in lipoma


LRPAP1
2.05
1.91
low density lipoprotein
4043
NM_002337
Hs.40966
ENSG00000163956





receptor-related protein





associated protein 1


LRRC27
3.6
2.88
leucine rich repeat
80313
NM_001143757
Hs.119897
ENSG00000148814





containing 27


LRRC57
3.77
3.17
leucine rich repeat
255252
NM_153260
Hs.234681
ENSG00000180979





containing 57


LRRN4CL
4.42
4.03
LRRN4 C-terminal like
221091
NM_203422
Hs.427449
ENSG00000177363


LRTOMT
4.01
3.25
leucine rich
220074
NM_001145307
Hs.317243
ENSG00000184154





transmembrane and O-





methyltransferase domain





containing


LUCAT1
5.28
4.95
lung cancer associated
100505994
NR_103548
Hs.628363
ENSG00000248323





transcript 1 (non-protein





coding)


LYRM7
2.35
2.03
LYR motif containing 7
90624
NM_001293735
Hs.115467
ENSG00000186687


MAB21L3
4.04
3.19
mab-21-like 3 (C. elegans)
126868
NM_152367
Hs.376194
ENSG00000173212


MAGEA10
3.73
3.52
melanoma antigen family
4109
NM_001011543
Hs.18048
ENSG00000124260





A10


MAN1B1-
2.93
2.7
MAN1B1 antisense RNA
100289341
NR_027447
Hs.593896
ENSG00000268996


AS1


1 (head to head)


MANEAL
6.55
4.78
mannosidase, endo-alpha-
149175
NM_001031740
Hs.534562
ENSG00000185090





like


MAPILC3C
5.17
3.96
microtubule-associated
440738
NM_001004343
Hs.534971
ENSG00000197769





protein 1 light chain 3





gamma


MAP3K13
2.6
2.25
mitogen-activated protein
9175
NM_001242314
Hs.591306
ENSG00000073803





kinase kinase kinase 13


MAP7D3
2.78
2.32
MAP7 domain containing
79649
NM_001173516
Hs.446275
ENSG00000129680





3


MARVELD3
4.25
3.45
MARVEL domain
91862
NM_001017967
Hs.513706
ENSG00000140832





containing 3


MBOAT1
4.45
3.23
membrane bound O-
154141
NM_001080480
Hs.377830
ENSG00000172197





acyltransferase domain





containing 1


MBOAT2
4.33
2.81
membrane bound O-
129642
NM_138799
Hs.467634
ENSG00000143797





acyltransferase domain





containing 2


MCFD2
3.28
2.63
multiple coagulation factor
90411
NM_001171506
Hs.662152
ENSG00000180398





deficiency 2


MCUR1
2.23
1.92
mitochondrial calcium
63933
NM_001031713
Hs.214043
ENSG00000050393





uniporter regulator 1


MED15P9
4.39
3.57
mediator complex subunit
285103
NR_033903
Hs.570106
ENSG00000223760





15 pseudogene 9


MED18
3.5
2.65
mediator complex subunit
54797
NM_001127350
Hs.479911
ENSG00000130772





18


MEFV
4.22
3.28
Mediterranean fever
4210
NM_000243
Hs.632221
ENSG00000103313


METTL20
3.37
2.51
methyltransferase like 20
254013
NM_001135863
Hs.740628
ENSG00000139160


METTL21A
3.85
3.08
methyltransferase like 21A
151194
NM_001127395
Hs.664764
ENSG00000144401


METTL2A
2.57
2.09
methyltransferase like 2A
339175
NM_001005372
Hs.381204
ENSG00000087995


METTL2B
2.5
2.04
methyltransferase like 2B
55798
NM_018396
Hs.433213
ENSG00000165055


METTL8
3.18
2.57
methyltransferase like 8
79828
NM_024770
Hs.135146
ENSG00000123600


MFAP5
4.32
4.07
microfibrillar associated
8076
NM_001297709
Hs.512842
ENSG00000197614





protein 5


MFSD11
2.35
2.09
major facilitator
79157
NM_001242532
Hs.73965
ENSG00000092931





superfamily domain





containing 11


MGC27345
2.95
2.55
uncharacterized protein
157247
NM_175880
Hs.552129





MGC27345


MIRLET7BHG
3.92
2.93
MIRLET7B host gene
400931
NM_207477
Hs.235838
ENSG00000197182


MLANA
3.42
3.21
melan-A
2315
NM_005511
Hs.154069
ENSG00000120215


MMD2
4.97
4.03
monocyte to macrophage
221938
NM_001100600
Hs.558694
ENSG00000136297





differentiation-associated 2


MMS22L
2.35
2.08
MMS22-like, DNA repair
253714
NM_198468
Hs.444292
ENSG00000146263





protein


MOCS3
3.22
2.55
molybdenum cofactor
27304
NM_014484
Hs.159410
ENSG00000124217





synthesis 3


MOG
4.36
3.37
myelin oligodendrocyte
4340
NM_001008228
Hs.141308
ENSG00000204655





glycoprotein


MORN4
3.72
2.72
MORN repeat containing 4
118812
NM_001098831
Hs.217409
ENSG00000171160


MPPE1
2.83
2.35
metallophosphoesterase 1
65258
NM_001242904
Hs.712666
ENSG00000154889


MPV17L
3.24
2.81
MPV17 mitochondrial
255027
NM_001128423
Hs.720673
ENSG00000275543





membrane protein-like


MPZL3
2.69
2.15
myelin protein zero-like 3
196264
NM_001286152
Hs.15396
ENSG00000160588


MREG
3.18
2.62
melanoregulin
55686
NM_018000
Hs.620391
ENSG00000118242


MRGPRX3
4.79
3.53
MAS-related GPR,
117195
NM_054031
Hs.380177
ENSG00000179826





member X3


MS4A10
3.65
3
membrane-spanning 4-
341116
NM_206893
Hs.591956
ENSG00000172689





domains, subfamily A,





member 10


MTFMT
3.44
2.79
mitochondrial methionyl-
123263
NM_139242
Hs.531615
ENSG00000103707





tRNA formyltransferase


MTG2
2.51
2.02
mitochondrial ribosome-
26164
NM_015666
Hs.340636
ENSG00000101181





associated GTPase 2


MTRNR2L5
6.94
5.47
MT-RNR2-like 5
100463289
NM_001190478
Hs.727204
ENSG00000249860


MXRA7
2.44
2.12
matrix-remodeling
439921
NM_001008528
Hs.250723
ENSG00000182534





associated 7


MYEOV2
0.48
0.51
myeloma overexpressed 2
150678
NM_001163424
Hs.293884
ENSG00000172428


MYLK3
3.77
3.22
myosin light chain kinase
91807
NM_001308301
Hs.130465
ENSG00000140795





3


NANOG
4.75
3.1
Nanog homeobox
79923
NM_001297698
Hs.635882
ENSG00000111704


NCRUPAR
4.14
3.71
non-protein coding RNA,
100302746
NR_028375





upstream of F2R/PAR1


NEK2
4.2
3.18
NIMA-related kinase 2
4751
NM_001204182
Hs.153704
ENSG00000117650


NEK8
2.71
2.3
NIMA-related kinase 8
284086
NM_178170
Hs.448468
ENSG00000160602


NEXN-
3.79
3.32
NEXN antisense RNA 1
374987
NM_001039463
Hs.632414
ENSG00000235927


AS1


NLRP12
4.78
3.59
NLR family, pyrin domain
91662
NM_001277126
Hs.631573
ENSG00000142405





containing 12


NMNAT1
3.68
2.96
nicotinamide nucleotide
64802
NM_001297778
Hs.633762
ENSG00000173614





adenylyltransferase 1


NPFFR2
4.64
3.53
neuropeptide FF receptor 2
10886
NM_001144756
Hs.99231
ENSG00000056291


NPHS1
3.6
3.16
nephrosis 1, congenital,
4868
NM_004646
Hs.122186
ENSG00000161270





Finnish type (nephrin)


NQO1
3.2
2.27
NAD(P)H dehydrogenase,
1728
NM_000903
Hs.406515
ENSG00000181019





quinone 1


NRIP2
2.49
2.5
nuclear receptor interacting
83714
NM_031474
Hs.530816
ENSG00000053702





protein 2


NRIP3
3.99
2.93
nuclear receptor interacting
56675
NM_020645
Hs.523467
ENSG00000175352





protein 3


NT5DC3
3.57
2.85
5′-nucleotidase domain
51559
NM_001031701
Hs.48428
ENSG00000111696





containing 3


NUBPL
3.17
2.32
nucleotide binding protein-
80224
NM_001201573
Hs.288981
ENSG00000151413





like


NUGGC
2.57
2.48
nuclear GTPase, germinal
389643
NM_001010906
Hs.370129
ENSG00000189233





center associated


NXN
4.95
3.79
nucleoredoxin
64359
NM_001205319
Hs.527989
ENSG00000167693


NXNL2
4.52
3.62
nucleoredoxin-like 2
158046
NM_001161625
Hs.734507
ENSG00000130045


NYAP2
3.86
3.11
neuronal tyrosine-
57624
NM_020864
Hs.224409
ENSG00000144460





phosphorylated





phosphoinositide-3-kinase





adaptor 2


OCLN
2.79
2.4
occludin
100506658
NM_001205254
Hs.592605
ENSG00000197822


ODF2L
4.02
3.1
outer dense fiber of sperm
57489
NM_001007022
Hs.149360
ENSG00000122417





tails 2-like


OLAH
4.85
3.6
oleoyl-ACP hydrolase
55301
NM_001039702
Hs.24309
ENSG00000152463


OPHN1
4.66
3.31
oligophrenin 1
4983
NM_002547
Hs.128824
ENSG00000079482


OR11A1
4.75
3.53
olfactory receptor, family
26531
NM_013937
Hs.676010
ENSG00000204694





11, subfamily A, member





1


OR7D2
3.8
3.11
olfactory receptor, family
162998
NM_175883
Hs.531755
ENSG00000188000





7, subfamily D, member 2


OR7E91P
6.26
4.84
olfactory receptor, family
79315
NR_002185
Hs.327033
ENSG00000205847





7, subfamily E, member 91





pseudogene


ORAI2
3.08
2.65
ORAI calcium release-
80228
NM_001126340
Hs.363308
ENSG00000160991





activated calcium





modulator 2


ORC4
4.42
3.38
origin recognition
5000
NM_001190879
Hs.558364
ENSG00000115947





complex, subunit 4


ORC6
3.75
3.32
origin recognition
23594
NM_014321
Hs.49760
ENSG00000091651





complex, subunit 6


OSBPL2
2.32
1.98
oxysterol binding protein-
9885
NM_001001691
Hs.473254
ENSG00000130703





like 2


OSGEPL1-
3.23
2.45
OSGEPL1 antisense RNA
101409258
NR_102429
Hs.738558


AS1


1


OTUD6A
5.09
4.14
OTU deubiquitinase 6A
139562
NM_207320
Hs.447381
ENSG00000189401


P2RX5-
3.14
2.64
P2RX5-TAX1BP3
100533970
NR_037928
Hs.731607
ENSG00000257950


TAX1BP3


readthrough (NMD





candidate)


PABPC1P2
3.85
2.98
poly(A) binding protein,
728773
NR_026904
Hs.334462





cytoplasmic 1 pseudogene





2


PACS2
2.18
2.2
phosphofurin acidic cluster
23241
NM_001100913
Hs.525626
ENSG00000179364





sorting protein 2


PAQR7
3.26
2.65
progestin and adipoQ
164091
NM_178422
Hs.523652
ENSG00000182749





receptor family member





VII


PARD6G
4.04
3.5
par-6 family cell polarity
84552
NM_032510
Hs.654920
ENSG00000178184





regulator gamma


PARK2
3.51
3
parkin RBR E3 ubiquitin
5071
NM_004562
Hs.132954
ENSG00000185345





protein ligase


PART1
4.74
3.77
prostate androgen-
25859
NM_001039499
Hs.146312
ENSG00000152931





regulated transcript 1 (non-





protein coding)


PAXBP1-
4.11
3.3
PAXBP1 antisense RNA 1
100506215
NR_038879
Hs.657123
ENSG00000238197


AS1


PCAT18
4.34
3.61
prostate cancer associated
728606
NR_024259
Hs.170599
ENSG00000265369





transcript 18 (non-protein





coding)


PCBD2
2.76
2.39
pterin-4 alpha-
84105
NM_032151
Hs.710014
ENSG00000132570





carbinolamine





dehydratase/dimerization





cofactor of hepatocyte





nuclear factor 1 alpha





(TCF1) 2


PCDH11X
4.44
3.85
protocadherin 11 X-linked
27328
NM_001168360
Hs.655673
ENSG00000102290


PCDHI1Y
5.34
3.89
protocadherin 11 Y-linked
83259
NM_001278619
Hs.661308
ENSG00000099715


PCDHB9
4.21
3.51
protocadherin beta 9
56127
NM_019119
Hs.662726
ENSG00000177839


PDDC1
3.44
2.9
Parkinson disease 7
347862
NM_182612
Hs.218362
ENSG00000177225





domain containing 1


PDE4C
4.64
3.82
phosphodiesterase 4C,
5143
NM_000923
Hs.132584
ENSG00000105650





CAMP-specific


PDE6A
4.29
3.55
phosphodiesterase 6A,
5145
NM_000440
Hs.567314
ENSG00000132915





cGMP-specific, rod, alpha


PDLIM5
2.84
2.51
PDZ and LIM domain 5
10611
NM_001011513
Hs.480311
ENSG00000163110


PDP2
3.15
2.47
pyruvate dehyrogenase
57546
NM_020786
Hs.632214
ENSG00000172840





phosphatase catalytic





subunit 2


PEX13
2.2
1.9
peroxisomal biogenesis
5194
NM_002618
Hs.161377
ENSG00000162928





factor 13


PGAM5
2.87
2.34
PGAM family member 5,
192111
NM_001170543
Hs.102558
ENSG00000247077





serine/threonine protein





phosphatase,





mitochondrial


PGM2L1
2.47
2.14
phosphoglucomutase 2-
283209
NM_173582
Hs.26612
ENSG00000165434





like 1


PGM5P2
4.87
3.76
phosphoglucomutase 5
595135
NR_002836
Hs.571593
ENSG00000277778





pseudogene 2


PHACTR4
2.21
1.9
phosphatase and actin
65979
NM_001048183
Hs.225641
ENSG00000204138





regulator 4


PHAX
2.1
1.93
phosphorylated adaptor for
51808
NM_032177
Hs.555731
ENSG00000164902





RNA export


PHYHD1
4.22
3.21
phytanoyl-CoA
254295
NM_001100876
Hs.709447
ENSG00000175287





dioxygenase domain





containing 1


PIGX
2.62
2.3
phosphatidylinositol
54965
NM_001166304
Hs.223296
ENSG00000163964





glycan anchor





biosynthesis, class X


PIN4P1
3.8
3.03
protein (peptidylprolyl
728758
NR_003571
Hs.658099





cis/trans isomerase)





NIMA-interacting, 4





pseudogene 1


PLCXD1
2.76
2.34
phosphatidylinositol-
55344
NM_018390
Hs.522568
ENSG00000182378





specific phospholipase C,





X domain containing 1


PLEKHA5
3.35
2.56
pleckstrin homology
54477
NM_001143821
Hs.188614
ENSG00000052126





domain containing, family





A member 5


PNMA2
3.78
2.97
paraneoplastic Ma antigen
10687
NM_007257
Hs.591838
ENSG00000240694





2


PNPO
3.15
2.5
pyridoxamine 5′-phosphate
55163
NM_018129
Hs.631742
ENSG00000108439





oxidase


PNPT1
2.47
2.21
polyribonucleotide
87178
NM_033109
Hs.388733
ENSG00000138035





nucleotidyltransferase 1


POU2AF1
3.86
2.91
POU class 2 associating
5450
NM_006235
Hs.654525
ENSG00000110777





factor 1


POU5F1
4.39
3.66
POU class 5 homeobox 1
5460
NM_001173531
Hs.249184
ENSG00000204531


PPARA
2.01
1.91
peroxisome proliferator-
5465
NM_001001928
Hs.103110
ENSG00000186951





activated receptor alpha


PPFIBP1
2.93
2.51
PTPRF interacting protein,
8496
NM_001198915
Hs.172445
ENSG00000110841





binding protein 1 (liprin





beta 1)


PPIEL
3.32
2.92
peptidylprolyl isomerase
728448
NR_003929
Hs.472508





E-like pseudogene


PPIL6
3.58
2.99
peptidylprolyl isomerase
285755
NM_001111298
Hs.32234
ENSG00000185250





(cyclophilin)-like 6


PPP1R3B
3.14
2.43
protein phosphatase 1,
79660
NM_001201329
Hs.458513
ENSG00000173281





regulatory subunit 3B


PQLC2
3.19
3.02
PQ loop repeat containing
54896
NM_001040125
Hs.647620
ENSG00000040487





2


PRELID2
3.66
2.93
PRELI domain containing
153768
NM_138492
Hs.314261
ENSG00000186314





2


PRICKLE2-
5.03
3.97
PRICKLE2 antisense RNA
100874243
NR_046702
Hs.670840
ENSG00000226017


AS3


3


PRKAR2A-
3.81
3.22
PRKAR2A antisense RNA
100506637
NR_109996
Hs.634259
ENSG00000224424


AS1


1


PRNCR1
3.97
3.27
prostate cancer associated
101867536
NR_109833
Hs.652970
ENSG00000282961





non-coding RNA 1


PRR11
3.89
3.18
proline rich 11
55771
NM_018304
Hs.631750
ENSG00000068489


PRR7-
2.95
2.56
PRR7 antisense RNA 1
340037
NR_038915
Hs.570879


AS1


PSPH
2.58
1.85
phosphoserine phosphatase
5723
NM_004577
Hs.512656
ENSG00000146733


PSTPIP2
3.42
2.89
proline-serine-threonine
9050
NM_024430
Hs.567384
ENSG00000152229





phosphatase interacting





protein 2


PTCHD4
5.32
4.04
patched domain containing
442213
NM_001013732
Hs.659409
ENSG00000244694





4


PTCSC3
4.39
3.47
papillary thyroid
100886964
NR_049735
Hs.742592





carcinoma susceptibility





candidate 3 (non-protein





coding)


PTGER4P2-
5.14
3.65
PTGER4P2-CDK2AP2P2
442421
NR_024496
Hs.585349


CDK2AP2P2


readthrough transcribed





pseudogene


PTGES2-
2.85
2.88
PTGES2 antisense RNA 1
389791
NM_001013652
Hs.632678
ENSG00000232850


AS1


(head to head)


PTK6
3.01
2.83
protein tyrosine kinase 6
5753
NM_001256358
Hs.51133
ENSG00000101213


PTOV1-
2.32
2.25
PTOVI antisense RNA 1
100506033
NR_040037
Hs.654814
ENSG00000268006


AS1


PTPRG-
4.5
3.35
PTPRG antisense RNA 1
100506994
NR_038281
Hs.656620
ENSG00000241472


AS1


PXMP4
3.14
2.44
peroxisomal membrane
11264
NM_007238
Hs.654857
ENSG00000101417





protein 4, 24 kDa


QPCTL
3.58
3.17
glutaminyl-peptide
54814
NM_001163377
Hs.631556
ENSG00000011478





cyclotransferase-like


QPRT
2.91
2.92
quinolinate
23475
NM_014298
Hs.513484
ENSG00000103485





phosphoribosyltransferase


RAB36
3.79
3.16
RAB36, member RAS
9609
NM_004914
Hs.369557
ENSG00000100228





oncogene family


RAB42
4.45
3.72
RAB42, member RAS
115273
NM_001193532
Hs.652321
ENSG00000188060





oncogene family


RAMP2-
5.2
3.97
RAMP2 antisense RNA 1
100190938
NR_024461
Hs.655265
ENSG00000197291


AS1


RASAL2-
4.08
3.27
RASAL2 antisense RNA 1
100302401
NR_027982
Hs.736117
ENSG00000224687


AS1


RBBP5
2.29
1.81
retinoblastoma binding
5929
NM_001193272
Hs.519230
ENSG00000117222





protein 5


RBBP9
2.52
2
retinoblastoma binding
10741
NM_006606
Hs.69330
ENSG00000089050





protein 9


RBM34
2.81
2.35
RNA binding motif protein
23029
NM_001161533
Hs.535224
ENSG00000188739





34


RBMS2
3.36
2.82
RNA binding motif, single
5939
NM_002898
Hs.505729
ENSG00000076067





stranded interacting





protein 2


RDH10
2.61
2.36
retinol dehydrogenase 10
157506
NM_172037
Hs.244940
ENSG00000121039





(all-trans)


RFT1
2.28
2.1
RFT1 homolog
91869
NM_052859
Hs.631910
ENSG00000163933


RHBG
3.7
3.21
Rh family, B glycoprotein
57127
NM_001256395
Hs.131835
ENSG00000132677





(gene/pseudogene)


RHD
2.91
2.68
Rh blood group, D antigen
6007
NM_001127691
Hs.449968
ENSG00000187010


RIPPLY3
4.26
3.28
ripply transcriptional
53820
NM_018962
Hs.254560
ENSG00000183145





repressor 3


RNF144A-
4.07
2.8
RNF144A antisense RNA
386597
NR_033997
Hs.559010
ENSG00000228203


AS1


1


RNF207
3.76
2.95
ring finger protein 207
388591
NM_173795
Hs.716549
ENSG00000158286


RNF222
3.81
3.32
ring finger protein 222
643904
NM_001146684
Hs.526550
ENSG00000189051


ROR1-AS1
4.17
3.15
ROR1 antisense RNA 1
101927034
NR_110665
Hs.680824
ENSG00000223949


RPL23AP53
3.22
2.57
ribosomal protein L23a
644128
NR_003572
Hs.652159





pseudogene 53


RUNDC1
3.11
2.63
RUN domain containing 1
146923
NM_173079
Hs.632255
ENSG00000198863


S1PR2
3.38
2.86
sphingosine-1-phosphate
9294
NM_004230
Hs.655405
ENSG00000267534





receptor 2


SAA2
4.24
3.13
serum amyloid A2
6289
NM_001127380
Hs.731376
ENSG00000134339


SCAI
2.63
2.39
suppressor of cancer cell
286205
NM_001144877
Hs.59504
ENSG00000173611





invasion


SCD5
4.02
3.09
stearoyl-CoA desaturase 5
79966
NM_001037582
Hs.379191
ENSG00000145284


SCHLAP1
4.03
3.25
SWI/SNF complex
101669767
NR_104319

ENSG00000281131





antagonist associated with





prostate cancer 1 (non-





protein coding)


SEC14L4
4.22
3.23
SEC14-like lipid binding 4
284904
NM_001161368
Hs.517541
ENSG00000133488


SEC24B-
3.14
2.68
SEC24B antisense RNA 1
100533182
NR_039978
Hs.518927
ENSG00000247950


AS1


SEPSECS-
2.6
4.21
SEPSECS antisense RNA
285540
NR_037934
Hs.732278


AS1


1 (head to head)


SFTPB
3.95
3.17
surfactant protein B
6439
NM_000542
Hs.512690
ENSG00000168878


SGCB
2.27
1.97
sarcoglycan, beta (43 kDa
6443
NM_000232
Hs.438953
ENSG00000163069





dystrophin-associated





glycoprotein)


SGOL1
3.16
2.77
shugoshin-like 1 (S.
151648
NM_001012409
Hs.105153
ENSG00000129810





pombe)


SGSM1
3.88
3.15
small G protein signaling
129049
NM_001039948
Hs.474397
ENSG00000167037





modulator 1


SHANK2-
4.12
3.3
SHANK2 antisense RNA 3
220070
NM_145308
Hs.326766
ENSG00000171671


AS3


SHISA9
5.02
3.8
shisa family member 9
729993
NM_001145204
Hs.130661
ENSG00000237515


SHOX
2.82
2.39
short stature homeobox
6473
NM_000451
Hs.105932
ENSG00000185960


SHROOM1
4.92
3.67
shroom family member 1
134549
NM_001172700
Hs.519574
ENSG00000164403


SIGLEC10
3.86
2.8
sialic acid binding Ig-like
89790
NM_001171156
Hs.284813
ENSG00000142512





lectin 10


SIRPB2
3.31
2.78
signal-regulatory protein
284759
NM_001122962
Hs.721685
ENSG00000196209





beta 2


SIX4
4.13
3.33
SIX homeobox 4
51804
NM_017420
Hs.97849
ENSG00000100625


SKA1
4.3
3.38
spindle and kinetochore
220134
NM_001039535
Hs.134726
ENSG00000154839





associated complex





subunit 1


SKP2
2.69
2.14
S-phase kinase-associated
6502
NM_001243120
Hs.23348
ENSG00000145604





protein 2, E3 ubiquitin





protein ligase


SLC14A2
4.34
3.33
solute carrier family 14
8170
NM_001242692
Hs.710927
ENSG00000132874





(urea transporter), member





2


SLC15A1
3.52
2.91
solute carrier family 15
6564
NM_005073
Hs.436893
ENSG00000088386





(oligopeptide transporter),





member 1


SLC16A4
3.6
2.98
solute carrier family 16,
9122
NM_001201546
Hs.351306
ENSG00000168679





member 4


SLC25A15
3.84
3.09
solute carrier family 25
10166
NM_014252
Hs.646645
ENSG00000102743





(mitochondrial carrier;





ornithine transporter)





member 15


SLC28A2
4.35
3.53
solute carrier family 28
9153
NM_004212
Hs.367833
ENSG00000137860





(concentrative nucleoside





transporter), member 2


SLC31A1
4.06
3.11
solute carrier family 31
1317
NM_001859
Hs.532315
ENSG00000136868





(copper transporter),





member 1


SLC35E3
2.91
2.43
solute carrier family 35,
55508
NM_018656
Hs.506011
ENSG00000175782





member E3


SLC36A2
4.11
3.19
solute carrier family 36
153201
NM_181776
Hs.483877
ENSG00000186335





(proton/amino acid





symporter), member 2


SLC37A2
4.9
3.85
solute carrier family 37
219855
NM_001145290
Hs.352661
ENSG00000134955





(glucose-6-phosphate





transporter), member 2


SLC44A4
5.05
3.52
solute carrier family 44,
80736
NM_001178044
Hs.335355
ENSG00000204385





member 4


SLC4A1
3.33
2.73
solute carrier family 4
6521
NM_000342
Hs.210751
ENSG00000004939





(anion exchanger),





member 1 (Diego blood





group)


SLC4A8
3.56
2.94
solute carrier family 4,
9498
NM_001039960
Hs.4749
ENSG00000050438





sodium bicarbonate





cotransporter, member 8


SLC50A1
2.28
1.92
solute carrier family 50
55974
NM_001122837
Hs.292154
ENSG00000169241





(sugar efflux transporter),





member 1


SLC5A5
3.63
3.05
solute carrier family 5
6528
NM_000453
Hs.584804
ENSG00000105641





(sodium/iodide





cotransporter), member 5


SLC6A4
3.93
3.47
solute carrier family 6
6532
NM_001045
Hs.29792
ENSG00000108576





(neurotransmitter





transporter), member 4


SLC7A5P2
2.63
2.57
solute carrier family 7
387254
NR_002594
Hs.448808





(amino acid transporter





light chain, L system),





member 5 pseudogene 2


SLC9A4
5.08
3.5
solute carrier family 9,
389015
NM_001011552
Hs.447686
ENSG00000180251





subfamily A (NHE4,





cation proton antiporter 4),





member 4


SLFNL1-
3.57
2.93
SLFNL1 antisense RNA 1
100507178
NR_037868
Hs.660056
ENSG00000281207


AS1


SMG1P7
3.5
3.15
SMG1 pseudogene 7
100506060
NR_033959
Hs.655258
ENSG00000261556


SMIM14
3.45
2.75
small integral membrane
201895
NM_174921
Hs.205952
ENSG00000163683





protein 14


SMIM17
5.46
3.85
small integral membrane
147670
NM_001193628
Hs.336588
ENSG00000268182





protein 17


SNHG20
3.48
3.1
small nucleolar RNA host
654434
NR_027058
Hs.720923
ENSG00000234912





gene 20


SNHG4
4.17
3.63
small nucleolar RNA host
724102
NR_003141
Hs.268939





gene 4


SNX22
2.51
2.18
sorting nexin 22
79856
NM_02479
Hs.744250
ENSG00000157734


SOX9-
5.1
3.32
SOX9 antisense RNA 1
400618
NR_103737
Hs.657374
ENSG00000234899


AS1


SPATS2
2.59
2.32
spermatogenesis
65244
NM_001293285
Hs.654826
ENSG00000123352





associated, serine-rich 2


SPATS2L
2.78
2.29
spermatogenesis
26010
NM_001100422
Hs.120323
ENSG00000196141





associated, serine-rich 2-





like


SPC25
4.52
3.46
SPC25, NDC80
57405
NM_020675
Hs.421956
ENSG00000152253





kinetochore complex





component


SPDYE8P
2.11
1.98
speedy/RINGO cell cycle
728524
NM_001023562
Hs.571275





regulator family member





E8, pseudogene


SPIB
3.67
2.75
Spi-B transcription factor
6689
NM_001243998
Hs.437905
ENSG00000269404





(Spi-1/PU.1 related)


SPRED1
4.19
3.24
sprouty-related, EVH1
161742
NM_152594
Hs.525781
ENSG00000166068





domain containing 1


SRRM2-
3.86
3.24
SRRM2 antisense RNA 1
100128788
NR_027274
Hs.311208
ENSG00000205913


AS1


SRSF12
3.63
3.27
serine/arginine-rich
135295
NM_080743
Hs.254414
ENSG00000154548





splicing factor 12


STAC2
4.17
3.11
SH3 and cysteine rich
342667
NM_198993
Hs.145068
ENSG00000141750





domain 2


STAP2
3.25
2.98
signal transducing adaptor
55620
NM_001013841
Hs.194385
ENSG00000178078





family member 2


STAR
3.6
2.66
steroidogenic acute
6770
NM_000349
Hs.521535
ENSG00000147465





regulatory protein


STAU2-
4.02
4.08
STAU2 antisense RNA 1
100128126
NR_038406
Hs.679921
ENSG00000253302


AS1


STRIP2
3.61
3.14
striatin interacting protein
57464
NM_001134336
Hs.489988
ENSG00000128578





2


SWSAP1
2.79
2.31
SWIM-type zinc finger 7
126074
NM_175871
Hs.631619
ENSG00000173928





associated protein 1


TAF8
2.86
2.4
TAF8 RNA polymerase II,
129685
NM_138572
Hs.520122
ENSG00000137413





TATA box binding protein





(TBP)-associated factor,





43 kDa


TANGO2
2.65
2.04
transport and golgi
128989
NM_001283106
Hs.474233
ENSG00000183597





organization 2 homolog


TARS2
2.64
2.13
threonyl-tRNA synthetase
80222
NM_001271895
Hs.288974
ENSG00000143374





2, mitochondrial (putative)


TATDN3
3.33
2.85
TatD DNase domain
128387
NM_001042552
Hs.530538
ENSG00000203705





containing 3


TBC1D24
2.97
2.82
TBC1 domain family,
57465
NM_001199107
Hs.353087
ENSG00000162065





member 24


TBCCD1
2.64
2.29
TBCC domain containing
55171
NM_001134415
Hs.518469
ENSG00000113838





1


TBXA2R
3.83
3.16
thromboxane A2 receptor
6915
NM_001060
Hs.442530
ENSG00000006638


TEX101
3.65
3.17
testis expressed 101
83639
NM_001130011
Hs.97978
ENSG00000131126


TFDP2
2.02
1.98
transcription factor Dp-2
7029
NM_001178138
Hs.379018
ENSG00000114126





(E2F dimerization partner





2)


THRIL
3.15
2.63
TNF and HNRNPL related
102659353
NR_110375
Hs.596464
ENSG00000280634





immunoregulatory long





non-coding RNA


TIGD1
2.33
2.38
tigger transposable
200765
NM_145702
Hs.211823
ENSG00000221944





element derived 1


TINCR
2.55
2.42
tissue differentiation-
257000
NM_153375
Hs.515575
ENSG00000223573





inducing non-protein





coding RNA


TLCD2
4.68
3.6
TLC domain containing 2
727910
NM_001164407
Hs.531005
ENSG00000185561


TLR10
3.68
2.57
toll-like receptor 10
81793
NM_001017388
Hs.120551
ENSG00000174123


TLR8-
5.69
3.95
TLR8 antisense RNA 1
349408
NR_030727
Hs.685035
ENSG00000233338


AS1


TMCC1-
4.46
3.15
TMCC1 antisense RNA 1
100507032
NR_037893
Hs.529562
ENSG00000271270


AS1


(head to head)


TMEM106A
3.32
2.82
transmembrane protein
113277
NM_001291586
Hs.536474
ENSG00000184988





106A


TMEM120B
2.62
2.28
transmembrane protein
144404
NM_001080825
Hs.644504
ENSG00000188735





120B


TMEM168
2.41
2.01
transmembrane protein
64418
NM_001287497
Hs.606345
ENSG00000146802





168


TMEM212
4.48
3.34
transmembrane protein
389177
NM_001164436
Hs.642307
ENSG00000186329





212


TMEM213
3.63
3.05
transmembrane protein
155006
NM_001085429
Hs.567729
ENSG00000214128





213


TMEM236
3.74
3.34
transmembrane protein
653567
NM_001013629
Hs.564139
ENSG00000148483





236


TMEM254-
3.57
2.82
TMEM254 antisense RNA
219347
NR_027428
Hs.524453


AS1


1


TMEM38A
3.65
3.13
transmembrane protein
79041
NM_024074
Hs.436068
ENSG00000072954





38A


TMEM41B
2.92
2.24
transmembrane protein
440026
NM_001165030
Hs.594563
ENSG00000166471





41B


TMIGD2
2.08
1.98
transmembrane and
126259
NM_001169126
Hs.263928
ENSG00000167664





immunoglobulin domain





containing 2


TNFAIP8L1
3.03
2.55
tumor necrosis factor,
126282
NM_001167942
Hs.465643
ENSG00000185361





alpha-induced protein 8-





like 1


TNFAIP8L2-
6.07
4.08
TNFAIP8L2-SCNM1
100534012
NM_001204848
Hs.732060
ENSG00000163156


SCNM1


readthrough


TONSL
2.99
2.48
tonsoku-like, DNA repair
4796
NM_013432
Hs.675285
ENSG00000160949





protein


TOR1AIP2
2.24
1.91
torsin A interacting protein
163590
NM_001199260
Hs.571797
ENSG00000169905





2


TOR4A
3.61
2.93
torsin family 4, member A
54863
NM_017723
Hs.495541
ENSG00000198113


TPMT
2.9
2.63
thiopurine S-
7172
NM_000367
Hs.444319
ENSG00000137364





methyltransferase


TPTEP1
3.95
2.81
transmembrane
387590
NR_001591
Hs.474116
ENSG00000100181





phosphatase with tensin





homology pseudogene 1


TRAF3IP2
3.47
2.98
TRAF3 interacting protein
10758
NM_001164281
Hs.561514
ENSG00000056972





2


TRAPPC2
2.11
2.01
trafficking protein particle
6399
NM_001011658
Hs.592238
ENSG00000196459





complex 2


TRIM16
2.7
2.5
tripartite motif containing
10626
NM_006470
Hs.123534
ENSG00000221926





16


TRIM45
4.23
3.39
tripartite motif containing
80263
NM_001145635
Hs.301526
ENSG00000134253





45


TRPV1
3.44
3.24
transient receptor potential
7442
NM_018727
Hs.579217
ENSG00000196689





cation channel, subfamily





V, member 1


TSG1
4.82
3.93
tumor suppressor TSG1
643432
NR_015362
Hs.509936


TSIX
4.23
3.42
TSIX transcript, XIST
9383
NR_003255
Hs.529901
ENSG00000270641





antisense RNA


TSTD3
3.37
3.14
thiosulfate
100130890
NM_001195131
Hs.634506
ENSG00000228439





sulfurtransferase





(rhodanese)-like domain





containing 3


TUBA3FP
3.9
3.23
tubulin, alpha 3f,
113691
NR_003608
Hs.585006
ENSG00000161149





pseudogene


TUFT1
3.19
2.99
tuftelin 1
7286
NM_001126337
Hs.489922
ENSG00000143367


TVP23C
2.66
2.56
trans-golgi network vesicle
201158
NM_001135036
Hs.164595
ENSG00000175106





protein 23 homolog C





(S. cerevisiae)


UBE2Q2P1
3.73
3.08
ubiquitin-conjugating
388165
NM_207382
Hs.498348
ENSG00000189136





enzyme E2Q family





member 2 pseudogene 1


UBL7-
4.09
3.42
UBL7 antisense RNA 1
440288
NR_038448
Hs.611046
ENSG00000247240


AS1


(head to head)


UBOX5
2.27
2.05
U-box domain containing
22888
NM_001267584
Hs.654646
ENSG00000185019





5


UCKL1-
3.97
3.53
UCKL1 antisense RNA 1
100113386
NR_027287
Hs.551552


AS1


UGDH-
4.44
3.36
UGDH antisense RNA 1
100885776
NR_047679
Hs.640769
ENSG00000249348


AS1


UGGT1
2.1
1.94
UDP-glucose glycoprotein
56886
NM_001025777
Hs.743306
ENSG00000136731





glucosyltransferase 1


UGT8
4.93
3.72
UDP glycosyltransferase 8
7368
NM_001128174
Hs.144197
ENSG00000174607


UPK1B
4.09
3.31
uroplakin 1B
7348
NM_006952
Hs.271580
ENSG00000114638


USP49
2.46
2.25
ubiquitin specific
25862
NM_001286554
Hs.593575
ENSG00000164663





peptidase 49


USP54
2.37
2.16
ubiquitin specific
159195
NM_152586
Hs.657355
ENSG00000166348





peptidase 54


UTP11L
3.22
2.35
UTP11-like, U3 small
51118
NM_016037
Hs.472038
ENSG00000183520





nucleolar





ribonucleoprotein (yeast)


UTS2B
4.79
3.78
urotensin 2B
257313
NM_198152
Hs.518492
ENSG00000188958


VSIG1
2.55
2.09
V-set and immunoglobulin
340547
NM_001170553
Hs.177164
ENSG00000101842





domain containing 1


VSTM4
4.19
3.25
V-set and transmembrane
196740
NM_001031746
Hs.522928
ENSG00000165633





domain containing 4


WDR11-
4.3
3.3
WDR11 antisense RNA 1
283089
NR_033850
Hs.568750
ENSG00000227165


AS1


WDR45
2.27
1.9
WD repeat domain 45
11152
NM_001029896
Hs.632807
ENSG00000196998


WDR92
2.37
1.67
WD repeat domain 92
116143
NM_001256476
Hs.631877
ENSG00000243667


WFDC8
4.12
3.11
WAP four-disulfide core
90199
NM_130896
Hs.116128
ENSG00000158901





domain 8


WNT7B
3.91
3.4
wingless-type MMTV
7477
NM_058238
Hs.512714
ENSG00000188064





integration site family,





member 7B


XIAP
2.32
1.93
X-linked inhibitor of
331
NM_001167
Hs.356076
ENSG00000101966





apoptosis, E3 ubiquitin





protein ligase


XKR9
4.97
3.6
XK, Kell blood group
389668
NM_001011720
Hs.458938
ENSG00000221947





complex subunit-related





family, member 9


XPNPEP3
2.73
2.35
X-prolyl aminopeptidase 3,
63929
NM_001204827
Hs.529163
ENSG00000196236





mitochondrial


XRCC2
3.95
3.39
X-ray repair
7516
NM_005431
Hs.647093
ENSG00000196584





complementing defective





repair in Chinese hamster





cells 2


ZBTB8A
3.97
3.28
zinc finger and BTB
653121
NM_001040441
Hs.546479
ENSG00000160062





domain containing 8A


ZC3H12D
2.26
2.3
zinc finger CCCH-type
340152
NM_207360
Hs.632618
ENSG00000178199





containing 12D


ZFP14
2.62
1.96
ZFP14 zinc finger protein
57677
NM_001297619
Hs.35524
ENSG00000142065


ZFP30
2.66
2.28
ZFP30 zinc finger protein
22835
NM_014898
Hs.716719
ENSG00000120784


ZFP42
3.79
2.91
ZFP42 zinc finger protein
132625
NM_001304358
Hs.335787
ENSG00000179059


ZKSCAN3
3.87
2.77
zinc finger with KRAB
80317
NM_001242894
Hs.380930
ENSG00000189298





and SCAN domains 3


ZKSCAN7
2.64
2.17
zinc finger with KRAB
55888
NM_001288590
Hs.529512
ENSG00000196345





and SCAN domains 7


ZMYM5
2.23
1.95
zinc finger, MYM-type 5
9205
NM_001039649
Hs.530988
ENSG00000132950


ZNF154
2.49
2.26
zinc finger protein 154
7710
NM_001085384
Hs.646378
ENSG00000179909


ZNF2
3.33
2.35
zinc finger protein 2
7549
NM_001017396
Hs.590916
ENSG00000275111


ZNF264
2.16
1.84
zinc finger protein 264
9422
NM_003417
Hs.515634
ENSG00000083844


ZNF286B
3.02
2.56
zinc finger protein 286B
729288
NM_001145045
Hs.534279
ENSG00000249459


ZNF34
4
3.19
zinc finger protein 34
80778
NM_001286769
Hs.631854
ENSG00000196378


ZNF347
3.18
2.72
zinc finger protein 347
84671
NM_001172674
Hs.467239
ENSG00000197937


ZNF471
5.04
3.57
zinc finger protein 471
57573
NM_020813
Hs.710590
ENSG00000196263


ZNF483
3.18
2.91
zinc finger protein 483
158399
NM_001007169
Hs.584864
ENSG00000173258


ZNF490
2.8
2.42
zinc finger protein 490
57474
NM_020714
Hs.655860
ENSG00000188033


ZNF492
3.5
2.92
zinc finger protein 492
57615
NM_020855
Hs.232108
ENSG00000229676


ZNF526
3.18
2.4
zinc finger protein 526
116115
NM_133444
Hs.137282
ENSG00000167625


ZNF527
2.89
2.38
zinc finger protein 527
84503
NM_032453
Hs.590940
ENSG00000189164


ZNF543
2.48
2.13
zinc finger protein 543
125919
NM_213598
Hs.202544
ENSG00000178229


ZNF554
3.36
2.65
zinc finger protein 554
115196
NM_001102651
Hs.307043
ENSG00000172006


ZNF556
4.28
4.37
zinc finger protein 556
80032
NM_001300843
Hs.287433
ENSG00000172000


ZNF562
2.57
2.1
zinc finger protein 562
54811
NM_001130031
Hs.371107
ENSG00000171466


ZNF662
3.76
2.78
zinc finger protein 662
389114
NM_001134656
Hs.720173
ENSG00000182983


ZNF665
4.04
3.18
zinc finger protein 665
79788
NM_024733
Hs.745230
ENSG00000197497


ZNF677
3.48
2.9
zinc finger protein 677
342926
NM_182609
Hs.20506
ENSG00000197928


ZNF713
3.93
3.69
zinc finger protein 713
349075
NM_182633
Hs.660834
ENSG00000178665


ZNF716
3.7
3.18
zinc finger protein 716
441234
NM_001159279
Hs.533121
ENSG00000182111


ZNF761
3.08
2.59
zinc finger protein 761
388561
NM_001008401
Hs.433293
ENSG00000160336


ZNF785
2.85
2.5
zinc finger protein 785
146540
NM_152458
Hs.513509
ENSG00000197162


ZNF793
3.98
3.26
zinc finger protein 793
390927
NM_001013659
Hs.568010
ENSG00000188227


ZNF814
2.58
2.29
zinc finger protein 814
730051
NM_001144989
Hs.634143
ENSG00000204514


ZNF818P
3.18
2.52
zinc finger protein 818,
390963
NM_001001675
Hs.444446





pseudogene


ZNF850
3.21
2.68
zinc finger protein 850
342892
NM_001193552
Hs.406307
ENSG00000267041


ZNRF3-
4.24
3.54
ZNRF3 antisense RNA 1
100874123
NR_046851
Hs.674708
ENSG00000177993


AS1


ZSCAN22
3.74
2.67
zinc finger and SCAN
342945
NM_181846
Hs.388162
ENSG00000182318





domain containing 22


ZYG11A
4.09
3.51
zyg-11 family member A,
440590
NM_001004339
Hs.658458
ENSG00000203995





cell cycle regulator
















TABLE 16







Anti-TL1A and Anti-DR3 Antibody Sequences









SEQ ID




NO
Identifier
Amino Acid Sequence





209
HCDR1
GFTFSTYG





210
HCDR2
ISGTGRTT





211
HCDR3
TKERGDYYYG VFDY





212
LCDR1
QTISSW





213
LCDR2
AAS





214
LCDR3
QQYHRSWT





215
HC
EVQLLESGGG LVQPGKSLRL SCAVSGFTFS TYGMNWVRQA



Variable
PGKGLEWVSS




ISGTGRTTYH ADSVQGRFTV SRDNSKNILY LQMNSLRADD




TAVYFCTKER




GDYYYGVFDY WGQGTLVTVS S





216
LC
DIQMTQSPST LSASVGDRVT ITCRASQTIS SWLAWYQQTP



Variable
EKAPKLLIYA




ASNLQSGVPS RFSGSGSGTE FTLTISSLQP DDFATYYCQQ




YHRSWTFGQG




TKVEIT





217
HCDR1
GFTFSSYW





218
HCDR2
IKEDGSEK





219
HCDR3
AREDYDSYYK YGMDV





220
LCDR1
QSILYSSNNK NY





221
LCDR2
WAS





222
LCDR3
QQYYSTPFT





223
HC
EVQLVESGGG LVQPGGSLRL SCAVSGFTFS SYWMSWVRQA



Variable
PGKGLEWVAN




IKEDGSEKNY VDSVKGRFTL SSDNAKNSLY LQMNSLRAED




TAVYYCARED




YDSYYKYGMD VWGQGTAVIV SS





224
LC
DIVMTQSPDS LAVSLGERAT INCKSSQSIL YSSNNKNYLA



Variable
WYQQKPGQPP




KLLIYWASTR ESGVPDRFSG SGSGTDFTLT ISSLQAEDVS




VYYCQQYYST




PFTFGPGTKV DIK





225
HCDR1
GGSFTGFY





226
HCDR2
INHRGNT





227
HCDR3
ASPFYDFWSG SDY





228
LCDR1
QSLVHSDGNT Y





229
LCDR2
KIS





230
LCDR3
MQATQFPLT





231
HC
QVQLQQWGAG LLKPSETLSL TCAVYGGSFT GFYWSWIRQP



Variable
PGKGLEWIGE




INHRGNTNYN PSLKSRVTMS VDTSKNQFSL NMISVTAADT




AMYFCASPFY




DFWSGSDYWG QGTLVTVSS





232
LC
DIMLTQTPLT SPVTLGQPAS ISCKSSQSLV HSDGNTYLSW



Variable
LQQRPGQPPR




LLFYKISNRF SGVPDRFSGS GAGTDFTLKI SRVEAEDVGV




YYCMQATQFP




LTFGGGTKVE IK





233
HCDR1
GY(X1)F(X2)(X3)YGIS; X1 = P, S, D, Q, N; X2 = T, R; X3 = N, T, Y, H





234
HCDR2
WIS(X1)YNG(X2)(X3)(X4) YA(X5)(X6)(X7)QG; X1 = T, P, S, A; X2 = N, G,




V, K, A; X3 = T, K; X4 = H, N; X5 = Q, R; X6 = K, M; X7 = L, H





235
HCDR3
ENYYGSG(X1)(X2)RGGMD(X3); X1 = S, A; X2 = Y, P; X3 = V, A, G





236
HCDR1
GYDFTYYGIS





237
HCDR2
WISTYNGNTH YARMLQG





238
HCDR3
ENYYGSGAYR GGMDV





239
LCDR1
RASQSVSSYL A





240
LCDR2
DASNRAT





241
LCDR3
QQRSNWPWT





242
HC
QVQLVQSGAE VKKPGASVKV SCKASGYDFT YYGISWVRQA



Variable
PGQGLEWMGW




ISTYNGNTHY ARMLQGRVTM TTDTSTRTAY MELRSLRSDD




TAVYYCAREN




YYGSGAYRGG MDVWGQGTTV TVSS





243
LC
EIVLTQSPAT LSLSPGERAT LSCRASQSVS SYLAWYQQKP



Variable
GQAPRLLIYD




ASNRATGIPA RFSGSGSGTD FTLTISSLEP EDFAVYYCQQ




RSNWPWTFGQ




GTKVEIK





244
HC
QVQLVQSGAE VKKPGASVKV SCKASGYDFT YYGISWVRQA




PGQGLEWMGW




ISTYNGNTHY ARMLQGRVTM TTDTSTRTAY MELRSLRSDD




TAVYYCAREN




YYGSGAYRGG MDVWGQGTTV TVSSASTKGP SVFPLAPSSK




STSGGTAALG




CLVKDYFPEP VTVSWNSGAL TSGVHTFPAV LQSSGLYSLS




SVVTVPSSSL




GTQTYICNVN HKPSNTKVDK KVEPKSCDKT HTCPPCPAPE




AAGAPSVFLF




PPKPKDTLMI SRTPEVTCVV VDVSHEDPEV KFNWYVDGVE




VHNAKTKPRE




EQYNSTYRVV SVLTVLHQDW LNGKEYKCKV SNKALPAPIE




KTISKAKGQP




REPQVYTLPP SREEMTKNQV SLTCLVKGFY PSDIAVEWES




NGQPENNYKT




TPPVLDSDGS FFLYSKLTVD KSRWQQGNVF SCSVMHEALH




NHYTQKSLSL




SPG





245
LC
EIVLTQSPAT LSLSPGERAT LSCRASQSVS SYLAWYQQKP




GQAPRLLIYD




ASNRATGIPA RFSGSGSGTD FTLTISSLEP EDFAVYYCQQ




RSNWPWTFGQ




GTKVEIKRTV AAPSVFIFPP SDEQLKSGTA SVVCLLNNFY




PREAKVQWKV




DNALQSGNSQ ESVTEQDSKD STYSLSSTLT LSKADYEKHK




VYACEVTHQG




LSSPVTKSFN RGEC





246
HCDR1
SRSYYWG





247
HCDR2
SIYYNGRTYY NPSLKS





248
HCDR3
EDYGDYGAFD I





249
LCDR1
RASQGISSAL A





250
LCDR2
DASSLES





251
LCDR3
QQFNSYPLT





252
HC
QLQLQESGPG LVKPSETLSL TCTVSGGSIS SRSYYWGWIR



Variable
QPPGKGLEWI




GSIYYNGRTY YNPSLKSRVT ISVDTSKNQF SLKLSSVTAA




DTAVYYCARE




DYGDYGAFDI WGQGTMVTVS S





253
LC
AIQLTQSPSS LSASVGDRVT ITCRASQGIS SALAWYQQKP



Variable
GKAPKLLIYD




ASSLESGVPS RFSGSGSGTD FTLTISSLQP EDFATYYCQQ




FNSYPLTFGG




GTKVEIK





254
HCDR1
TSNMGVV





255
HCDR2
HILWDDREYSNPALKS





256
HCDR3
MSRNYYGSSYVMDY





257
LCDR1
SASSSVNYMH





258
LCDR2
STSNLAS





259
LCDR3
HQWNNYGT





260
HC
QVTLKESGPALVKPTQTLTLTCTFSGFSLSTSNMGVVWIRQPPGKALEW



Variable
LAHILWDD




REYSNPALKSRLTISKDTSKNQVVLTMTNMDPVDTATYYCARMSRNY




YGSSYVMD YWGQGTLVTVSS





261
LC
DIQLTQSPSFLSASVGDRVTITCSASSSVNYMHWYQQKPGKAPKLLIYS



Variable
TSNLASGVP




SRFSGSGSGTEFTLTISSLQPEDFATYYCHQWNNYGTFGQGTKVEIKR





262
HCDR1
LYGMN





263
HCDR1
NYGMN





264
HCDR2
WINTYTGEPTYADDFKG





265
HCDR3
DTAMDYAMAY





266
HCDR3
DYGKYGDYYAMDY





267
LCDR1
KSSQNIVHSDGNTYLE





268
LCDR1
RSSQSIVHSNGNTYLD





269
LCDR2
KVSNRFS





270
LCDR3
FQGSHVPLT





271
HC
QVQLVQSGSELKKPGASVKVSCKASGYTFTLYGMNWVRQAPGQGLE



Variable
WMG




WINTYTGEPTYADDFKGRFVFSLDTSVSTAYLQISSLKAEDTAVYYCAR




DTAMDYAMAYWGQGTLVTVSS





272
HC
QVQLVQSGSELKKPGASVKVSCKASGYTFTLYGMNWVKQAPGKGLK



Variable
WMG




WINTYTGEPTYADDFKGRFVFSLDTSVSTAYLQISSLKAEDTAVYFCAR




DTAMDYAMAYWGQGTLVTVSS





273
HC
QVQLVQSGSELKKPGASVKVSCKASGYTFTNYGMNWVRQAPGQGLE



Variable
WMG




WINTYTGEPTYADDFKGRFVFSLDTSVSTAYLQISSLKAEDTAVYYCAR




DYGKYGDYYAMDYWGQGTLVTVSS





274
HC
QVQLVQSGSELKKPGASVKVSCKASGYTFTNYGMNWVRQAPGKGLK



Variable
WMG




WINTYTGEPTYADDFKGRFVFSLDTSVSTAYLQISSLKAEDTAVYFCAR




DYGKYGDYYAMDYWGQGTLVTVSS





275
LC
DVVMTQSPLSLPVTLGQPASISCKSSQNIVHSDGNTYLEWFQQRPGQSP



Variable
RRLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDVGVYYCFQGSH




VPLTFGGGTKVEIKR





276
LC
DVVMTQSPLSLPVTLGQPASISCKSSQNIVHSDGNTYLEWFQQRPGQSP



Variable
RRLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDVGVYYCFQGSH




VPLTFGQGTKVEIKR





277
LC
DVVMTQTPLSLPVTPGEPASISCKSSQNIVHSDGNTYLEWYLQKPGQSP



Variable
QLLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDLGVYYCFQGSH




VPLTFGGGTKVEIKR





278
LC
DVVMTQTPLSLPVSLGDQASISCKSSQNIVHSDGNTYLEWYLQKPGQSP



Variable
KVLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDLGVYYCFQGSH




VPLTFGGGTKVEIKR





279
LC
DVVMTQSPLSLPVTLGQPASISCRSSQSIVHSNGNTYLDWFQQRPGQSP



Variable
RRLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDVGVYYCFQGSH




VPLTFGGGTKVEIKR





280
LC
DVVMTQSPLSLPVTLGQPASISCRSSQSIVHSNGNTYLDWFQQRPGQSP



Variable
RRLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDVGVYYCFQGSH




VPLTFGQGTKVEIKR





281
LC
DVVMTQTPLSLPVTPGEPASISCRSSQSIVHSNGNTYLDWYLQKPGQSP



Variable
QLLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDLGVYYCFQGSH




VPLTFGGGTKVEIKR





282
LC
DVVMTQTPLSLPVSLGDQASISCRSSQSIVHSNGNTYLDWYLQKPGQSP



Variable
KVLIYKVSNRFSGVPDRFSGSGSGTDFTLKINRVEAEDLGVYFCFQGSH




VPLTFGGGTKLEIKR





283
HCDR1
GYTFTSSWMH





284
HCDR2
IHPNSGGT





285
HCDR3
ARGDYYGYVS WFAY





286
LCDR1
QNINVL





287
LCDR2
KAS





288
LCDR3
QQGQSYPYT





289
HC
QVQLQQPGSV LVRPGASVKV SCKASGYTFT SSWMHWAKQR



Variable
PGQGLEWIGE




IHPNSGGTNY NEKFKGKATV DTSSSTAYVD LSSLTSEDSA




VYYCARGDYY




GYVSWFAYWG QGTLVTVSS





290
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SSWMHWARQA



Variable
PGQGLEWIGE




IHPNSGGTNY AQKFQGRATL TVDTSSSTAY MELSRLRSDD




TAVYYCARGD




YYGYVSWFAY WGQGTLVTVS S





291
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SSWMHWARQA



Variable
PGQGLEWIGE




IHPNSGGTNY AQKFQGRATM TVDTSISTAY MELSRLRSDD




TAVYYCARGD




YYGYVSWFAY WGQGTLVTVS S





292
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SSWMHWARQA



Variable
PGQGLEWIGE




IHPNSGGTNY AQKFQGRVTM TVDTSISTAY MELSRLRSDD




TAVYYCARGD




YYGYVSWFAY WGQGTLVTVS S





293
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SSWMHWARQA



Variable
PGQGLEWMGE




IHPNSGGTNY AQKFQGRVTM TVDTSISTAY MELSRLRSDD




TAVYYCARGD




YYGYVSWFAY WGQGTLVTVS S





294
LC
DIQMNQSPSS LSASLGDTIT ITCHASQNIN VLLSWYQQKP



Variable
GNIPKLLIYK




ASNLHTGVPS RFSGSGSGTG FTFTISSLQP EDIATYYCQQ




GQSYPYTFGG




GTKLEIK





295
LC
DIQMTQSPSS LSASVGDRVT ITCQASQDIS NYLNWYQQKP




GKAPKLLIYD



Variable
ASNLETGVPS RFSGSGSGTD FTFTISSLQP EDIATYYCQQ




YDNLPYTFGQ




GTKLEIK





296
LC
DIQMTQSPSS LSASVGDRVT ITCQASQNIN VLLNWYQQKP



Variable
GKAPKLLIYK




ASNLHTGVPS RFSGSGSGTD FTFTISSLQP EDIATYYCQQ




GQSYPYTFGQ




GTKLEIK





297
LC
DIQMNQSPSS LSASVGDRVT ITCQASQNIN VLLSWYQQKP



Variable
GKAPKLLIYK




ASNLHTGVPS RFSGSGSGTD FTFTISSLQP EDIATYYCQQ




GQSYPYTFGQ




GTKLEIK





298
HCDR1
GYTFTSYDIN





299
HCDR2
WLNPNSGXTG; X = N, Y





300
HCDR3
EVPETAAFEY





301
LCDR1
TSSSSDIGA(X1)(X2)GV(X3); X1 = G, A; X2 = L, S, Q; X3 = H, L





302
LCDR2
GYYNRPS





303
LCDR3
QSXDGTLSAL; X = Y, W, F





304
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGNTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





305
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AXXGVXWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSXDGTLSAL




FGGGTKLTVL G





306
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGNTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





307
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGLGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





308
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGYTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





309
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGLGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSYDGTLSAL




FGGGTKLTVL G





310
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGNTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





311
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AALGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





312
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGNTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





313
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGSGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





314
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGNTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





315
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGQGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





316
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGNTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





317
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGLGVLWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





318
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGYTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





319
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGLGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





320
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGYTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





321
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGSGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





322
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGYTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





323
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGQGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





324
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGYTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





325
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGLGVLWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSWDGTLSAL




FGGGTKLTVL G





326
HC
QVQLVQSGAE VKKPGASVKV SCKASGYTFT SYDINWVRQA



Variable
PGQGLEWMGW




LNPNSGYTGY AQKFQGRVTM TADRSTSTAY MELSSLRSED




TAVYYCAREV




PETAAFEYWG QGTLVTVSS





327
LC
QSVLTQPPSV SGAPGQRVTI SCTSSSSDIG AGLGVHWYQQ



Variable
LPGTAPKLLI




EGYYNRPSGV PDRFSGSKSG TSASLTITGL LPEDEGDYYC




QSFDGTLSAL




FGGGTKLTVL G





328
HCDR1
SYFWS





329
HCDR2
YIYYSGNTKYNPSLKS





330
HCDR3
ETGSYYGFDY





331
LCDR1
RASQSINNYLN





332
LCDR2
AASSLQS





333
LCDR3
QQSYSTPRT





334
HC
QVQLQESGPGLVKPSETLSLTCTVSGGSISSYFWSWIRQPPGKGLEWIGY



Variable
IYYSGNTKYNPSLKSRVTISIDTSKNQFSLKLSSVTAADTAVYYCARETG




SYYGFDYWGQGTLVTVSS





335
LC
DIQMTQSPSSLSASVGDRVTITCRASQSINNYLNWYQQRPGKAPKLLIY



Variable
AASSLQSGVPSRFSGSGSGTDFTLTISSLQPGDFATYYCQQSYSTPRTFG




QGTKLEIK





336
HCDR1
GYYWN





337
HCDR2
EINHAGNTNYNPSLKS





338
HCDR3
GYCRSTTCYFDY





339
LCDR1
RASQSVRSSYLA





340
LCDR2
GASSRAT





341
LCDR3
QQYGSSPT





342
HC
QVQLQQWGAGLLKPSETLSLTCAVHGGSFSGYYWNWIRQPPGKGLEW



Variable
IGEINHAGNTNYNPSLKSRVTISLDTSKNQFSLTLTSVTAADTAVYYCAR




GYCRSTTCYFDYWGQGTLVTVSS





343
LC
EIVLTQSPGTLSLSPGERATLSCRASQSVRSSYLAWYQQKPGQAPRLLIY



Variable
GASSRATGIPDRFSGSGSGTDFTLTISRLEPEDFAVYYCQQYGSSPTFGQ




GTRLEIK





344
HC
EVQLQQSGAELVKPGASVKLSCTASGFDIQDTYMHWVKQRPEQGLEWI



Variable
GRIDPASGHTKYDPKFQVKATITTDTSSNTAYLQLSSLTSEDTAVYYCS




RSGGLPDVWGAGTTVTVSS





345
LC
QIVLSQSPAILSASPGEKVTMTCRASSSVSYMYWYQQKPGSSPKPWIYA



Variable
TSNLASGVPDRFSGSGSGTSYSLTISRVEAEDAATYYCQQWSGNPRTFG




GGTKLEIK





346
HCDR1
GFDIQDTYMH





347
HCDR2
RIDPASGHTKYDPKFQV





348
HCDR3
SGGLPDV





349
LCDR1
RASSSVSYMY





350
LCDR2
ATSNLAS





351
LCDR3
QQWEGNPRT





352
HC
QVQLVQSGAEVKKPGASVKLSCKASGFDIQDTYMHWVRQAPGQGLE



Variable
WMGRIDPASGHTKYDPKFQVRVTMTTDTSTSTVYMELSSLRSEDTAVY




YCSRSGGLPDVWGQGTTVTVSS





353
LC
EIVLTQSPGTLSLSPGERVTMSCRASSSVSYMYWYQQKPGQAPRPWIYA



Variable
TSNLASGVPDRFSGSGSGTDYTLTISRLEPEDFAVYYCQQWSGNPRTFG




GGTKLEIK





354
(CDR-
QVQLVQSGAEVKKPGASVKLSCKASGFDIQDTYMHWVRQAPGQGLE



grafted
WMGRIDPASGHTKYDPKFQVRVTMTRDTSTSTVYMELSSLRSEDTAVY



LC) HC
YCSRSGGLPDVWGQGTTVTVSS



variable




region






355
(CDR-
EIVLTQSPGTLSLSPGERATLSCRASSSVSYMYWYQQKPGQAPRLLIYA



grafted
TSNLASGIPDRFSGSGSGTDFTLTISRLEPEDFAVYYCQQWSGNPRTFGG



LC) HC
GTKLEIK



variable




region






356
(CDR-
QVQLVQSGAEVKKPGASVKVSCKASGFDIQDTYMHWVRQAPGQGLE



grafted
WMGRIDPASGHTKYDPKFQVRVTMTRDTSTSTVYMELSSLRSEDTAVY



HC) HC
YCARSGGLPDVWGQGTTVTVSS



variable




region






357
(CDR-
EIVLTQSPGTLSLSPGERATLSCRASSSVSYMYWYQQKPGQAPRLLIYA



grafted
TSNLASGVPDRFSGSGSGTDYTLTISRLEPEDFAVYYCQQWSGNPRTFG



HC) LC
GGTKLEIK



variable




region






358
HC
EVMLVESGGGLVKPGGSLKLSCAASGFTFTNYAMSWVRQTPEKRLEW



variable
VATITSGGSYIYYLDSVKGRFTISRDNAKSTLYLQMSSLRSEDTAIYNCA




RRKDGNYYYAMDYWGQGTSVTVSS





359
HC
EVMLVESGGGLVKPGGSLKLSCAASGFTFTNYAMSWVRQTPEKRLEW



variable
VATITSGGSYIYYLDSVKGRFTISRDNAKSTLYLQMSSLRSEDTAIYYCA




RRKDGNYYYAMDYWGQGTSVTVSS





360
HC
EVQLVESGGGLVKPGGSLRLSCAASGFTFTNYAMSWVRQAPGQRLEW



variable
VSTITSGGSYIYYLDSVKGRFTISRDNAKSTLYLQMNSLRAEDTAVYNC




ARRKDGNYYYAMDYWGQGTTVTVSS





361
HC
EVQLVESGGGLVKPGGSLRLSCAASGFTFTNYAMSWVRQAPGQRLEW



variable
VSTITSGGSYIYYLDSVKGRFTISRDNAKSTLYLQMNSLRAEDTAVYYC




ARRKDGNYYYAMDYWGQGTTVTVSS





362
HC
EVQLLESGGGLVQPGRSLRLSCAASGFTFTNYAMSWVRQAPGQRLEW



variable
LATITSGGSYIYYLDSVKGRFTISRDNSKSTLYLQMGSLRAEDMAVYNC




ARRKDGNYYYAMDYWGQGTTVTVSS





363
HC
EVQLLESGGGLVQPGRSLRLSCAASGFTFTNYAMSWVRQAPGQRLEW



variable
LATITSGGSYIYYLDSVKGRFTISRDNSKSTLYLQMGSLRAEDMAVYYC




ARRKDGNYYYAMDYWGQGTTVTVSS





364
HC
QVQLVESGGGLIQPGGSLRLSCAASGFTFTNYAMSWVRQARGQRLEW



variable
VSTITSGGSYIYYLDSVKGRFTISRDNSKSTLYMELSSLRSEDTAVYNCA




RRKDGNYYYAMDYWGQGTTVTVSS





365
HC
QVQLVESGGGLIQPGGSLRLSCAASGFTFTNYAMSWVRQARGQRLEW



variable
VSTITSGGSYIYYLDSVKGRFTISRDNSKSTLYMELSSLRSEDTAVYYCA




RRKDGNYYYAMDYWGQGTTVTVSS





366
HC
QVQLVQSGSELKKPGASVKVSCKASGFTFTNYAMSWVRQAPGKRLEW



variable
VSTITSGGSYIYYLDSVKGRFTISRENAKSTLYLQMNSLRTEDTALYNCA




RRKDGNYYYAMDYWGQGTTVTVSS





367
HC
QVQLVQSGSELKKPGASVKVSCKASGFTFTNYAMSWVRQAPGKRLEW



variable
VATITSGGSYIYYLDSVKGRFTISRENAKSTLYLQMNSLRTEDTALYYC




ARRKDGNYYYAMDYWGQGTTVTVSS





368
HC
EVQLLQSGAEVKKPGASVKVSCKASGFTFTNYAMSWVRQAPGQRLEW



variable
VATITSGGSYIYYLDSVKGRFTISRDNAKSTLHLQMNSLRAEDTAVYNC




ARRKDGNYYYAMDYWGQGTTVTVSS





369
HC
EVQLLQSGAEVKKPGASVKVSCKASGFTFTNYAMSWVRQAPGQRLEW



variable
VATITSGGSYIYYLDSVKGRFTISRDNAKSTLHLQMNSLRAEDTAIYYC




ARRKDGNYYYAMDYWGQGTTVTVSS





370
HC
EVMLLQSGAEVKKPGASVKVSCKASGFTFTNYAMSWVRQAPGQRLE



variable
WVATITSGGSYIYYLDSVKGRFTISRDNAKSTLHLQMNSLRAEDTAVY




YCARRKDGNYYYAMDYWGQGTTVTVSS





371
LC
DIVLTQSPASLAVSLGQRATISCRASESVDSYGNSFIHWYQQKAGQPPK



variable
LLIYRASNLESGIPARFSGSGSRTDFTLTINPVEADDVATYYCQQSYEDP




WTFGGGTKLEIK





372
LC
DIVLTQSPATLSLSPGERATLSCRASESVDSYGNSFIHWYQQKPGQPPKL



variable
LIYRASNLESGIPARFSGSGSRTDFTLTISSLEPEDFAVYYCQQSYEDPWT




FGGGTKXEIK





373
LC
DIVLTQSPSSLSASVGDRVTITCRASESVDSYGNSFIHWYQQKPGQPPKL



variable
LIYRASNLESGIPARFSGSGSRTDFTLTISSLQPEDFATYYCQQSYEDPWT




FGGGTKXEIK





374
LC
DIVLTQSPDFQSVTPKEKVTITCRASESVDSYGNSFIHWYQQKPGQPPKL



variable
LIYRASNLESGIPARFSGSGSRTDFTLTISSLEAEDAATYYCQQSYEDPW




TFGGGTKXEIK





375
LC
DIVLTQTPLSLSVTPGQPASISCRASESVDSYGNSFIHWYQQKPGQPPKL



variable
LIYRASNLESGIPARFSGSGSRTDFTLKISRVEAEDVGVYYCQQSYEDPW




TFGGGTKXEIK





376
HCDR1
TYGMS





377
HCDR2
WMNTYSGVTTYADDFKG





378
HCDR3
EGYVFDDYYATDY





379
LCDR1
RSSQNIVHSDGNTYLE





380
LCDR2
KVSNRFS





381
LCDR3
FQGSHVPLT





382
HC
QIQLVQSGPELKKPGETVKISCKASGYTFTTYGMSWVKQAPGKGLKW



Variable
MGWMNTYSGVTTYADDFKGRFAFSLETSASTAYMQIDNLKNEDTATY




FCAREGYVFDDYYATDYWGQGTSVTVSS





383
LC
DVLMTQTPLSLPVSLGDQASISCRSSQNIVHSDGNTYLEWYLQKPGQSP



Variable
KLLIYKVSNRFSGVPDRFSGSGSGTDFTLKISRVEAEDLGIYYCFQGSHV




PLTFGAGTKLELK





384
HCDR1
KYDIN





385
HCDR2
WIFPGDGRTDYNEKFKG





386
HCDR3
YGPAMDY





387
LCDR1
RSSQTIVHSNGDTYLD





388
LCDR2
KVSNRFS





389
LCDR3
FQGSHVPYT





390
HC
MGWSWVFLFLLSVTAGVHSQVHLQQSGPELVKPGASVKLSCKASGYT



Variable
FTKYDINWVRQRPEQGLEWIGWIFPGDGRTDYNEKFKGKATLTTDKSS




STAYMEVSRLTSEDSAVYFCARYGPAMDYWGQGTSVTVA S





391
LC
MKLPVRLLVLMFWIPASSSDVLMTQTPLSLPVSLGDQASISCRSSQTIVH



Variable
SNGDTYLDWFLQKPGQSPKLLIYKVSNRFSGVPDRFSGSGSGTDFTLKIS




RVEAEDLGVYYCFQGSHVPYTFGGGTKLEIK
















TABLE 17







Non-Limiting Examples of anti-TL1A and anti-DR3 Antibodies










HC Variable Domain
LC Variable Domain


Antibody Name
(SEQ ID NO)
(SEQ ID NO)












A100
215
216


A101
223
224


A102
231
232


A103
242
243


A104
252
253


A105
260
261


A106
271
275


A107
271
276


A108
271
277


A109
271
278


A110
271
279


A111
271
280


A112
271
281


A113
271
282


A114
272
275


A115
272
276


A116
272
277


A117
272
278


A118
272
279


A119
272
280


A120
272
281


A121
272
282


A122
273
275


A123
273
276


A124
273
277
















TABLE 18







Non-Limiting Examples of Kinase Modulators








(A) Kinase Target
(B) Kinase Modulator





PDK1 (pyruvate
Celecoxib, 7-Hydroxystaurosporine, Bisindolylmaleimide VIII, Staurosporine,


dehydrogenase
Dexfosfoserine, 10,11-dimethoxy-4-methyldibenzo[c,f]-2,7-naphthyridine-3,6-


kinase 1)
diamine; 5-hydroxy-3-[(1r)-1-(1h-pyrrol-2-yl)ethyl]-2h-indol-2-one; 1-{2-oxo-3-



[(1r)-1-(1h-pyrrol-2-yl)ethyl]-2h-indol-5-yl}urea; 2-(1H-imidazol-1-yl)-9-



methoxy-8-(2-methoxyethoxy)benzo[c][2,7]naphthyridin-4-amine;



Bisindolylmaleimide I; 3-(1H-indol-3-yl)-4-(1-{2-[(2S)-1-



methylpyrrolidinyl]ethyl}-1H-indol-3-yl)-1H-pyrrole-2,5-dione; 3-[1-(3-



aminopropyl)-1h-indol-3-yl]-4-(1h-indol-3-yl)-1h-pyrrole-2,5-dione; Inositol



1,3,4,5-Tetrakisphosphate; Fostamatinib; AR-12 (Arno Therapeutics)


CDK11B (cyclin-
Phosphonothreonine, Alvocidib, SNS-032, Seliciclib


dependent kinase


11B)


ULK1
Fostamatinib


(Serine/threonine-


protein kinase


ULK1)


RIPKI (receptor-
Fostamatinib


interacting


serine/threonine-


protein kinase 1)


IKBKB (inhibitor
Auranofin, Arsenic trioxide, MLN0415, Ertiprotafib, Sulfasalazine, Mesalazine,


of nuclear factor
Acetylcysteine, Fostamatinib, Acetylsalicylic acid


kappa-B kinase


subunit beta)


CDK9 (cyclin-
Riviciclib, Roniciclib, Seliciclib, Alvocidib, ATUVECICLIB, SNS-032 (BMS-


dependent kinase
387032), AZD-5438 (AstraZeneca)


9)


STK11
Metformin, magnesium, manganese, cyclic AMP, ATP, Midostaurin, Nintedanib,


(serine/threonine
Ruboxistaurin, Sunitinib, ADP


kinase 11)


RAFI (RAF proto-
Balamapimod, Dabrafenib, Regorafenib, Sorafenib, LErafAON, iCo-007,


oncogene
XL281, Cholecystokinin, Fostamatinib


serine/threonine-


protein kinase)


CSNKIA1 (Casein
Fostamatinib, IC261, ATP, PF 670462, CKI 7 dihydrochloride, ADP, (R)-


Kinase 1 Alpha 1)
DRF053 dihydrochloride, D4476, LH846, PF 4800567 hydrochloride, PF



670462, CKI 7 dihydrochloride, IC261, Ruxolitinib, Bosutinib, Sorafenib, A14,



A64, A47, A75, A51, A86 Sunitinib


AURKB (Aurora
Barasertib, Cenisertib, Danusertib, Ilorasertib, Tozasertib, Hesperidin, AT9283,


kinase B)
Enzastaurin, Reversine, Fostamatinib


ATR
Ceralasertib, Berzosertib, diphenyl acetamidotrichloroethyl fluoronitrophenyl


(serine/threonine-
thiourea, BAY-1895344, Nevanimibe hydrochloride


protein kinase


ATR)


PRKAA2 (5′-AMP-
Acetylsalicylic acid, Fostamatinib, Topiramate, Adenosine phosphate


activated protein


kinase catalytic


subunit alpha-2)


CHEK2
Prexasertib


(checkpoint kinase


2)


PRKDC (DNA-
Wortmannin, Torin 2, PIK-75, peposertib, KU-0060648, AZD7648, NU-7441,


dependent protein
PI-103, PP121, DNA-PK inhibitor III, NU-7026, DNA-PK inhibitor V,


kinase catalytic
Trifluoperazine, Suramin, Idelalisib


subunit)


AURKA (Aurora
Alisertib, Cenisertib, Tozasertib, Danusertib, Ilorasertib, Phosphonothreonine,


Kinase A)
CYC116, AT9283, SNS-314, MLN8054, Enzastaurin, 4-(4-methylpiperazin-1-



yl)-n-[5-(2-thienylacetyl)-1,5-dihydropyrrolo[3,4-c]pyrazol-3-yl]benzamide,



AKI-001, 1-{5-[2-(thieno[3,2-d]pyrimidin-4-ylamino)ethyl]-1,3-thiazol-2-yl}-3-



[3-(trifluoromethyl)phenyl]urea; 1-(5-{2-[(1-methyl-1H-pyrazolo[4,3-



d]pyrimidin-7-yl)amino]ethyl}-1,3-thiazol-2-yl)-3-[3-



(trifluoromethyl)phenyl]urea; N-{3-[(4-{[3-



(trifluoromethyl)phenyl]amino}pyrimidin-2-



yl)amino]phenyl}cyclopropanecarboxamide; N-butyl-3-{[6-(9H-purin-6-



ylamino)hexanoyl]amino}benzamide; Fostamatinib


RPS6KB1
LY2584702, PF-4708671, GNE-3511


(Ribosomal Protein


S6 Kinase B1)


CSNK2A2 (Casein
Silmitasertib, [1-(6-{6-[(1-methylethyl)amino]-1H-indazol-1-yl}pyrazin-2-yl)-


kinase II subunit
1H-pyrrol-3-yl]acetic acid, Fostamatinib


alpha)


PLK1
Rigosertib, Volasertib, 3-[3-chloro-5-(5-{[(1S)-1-


(Serine/threonine-
phenylethyl]amino}isoxazolo[5,4-c]pyridin-3-yl)phenyl]propan-1-ol; 3-[3-(3-


protein kinase
methyl-6-{[(1S)-1-phenylethyl]amino}-1H-pyrazolo[4,3-c]pyridin-1-


PLK1)
yl)phenyl]propenamide; 4-(4-methylpiperazin-1-yl)-n-[5-(2-thienylacetyl)-1,5-



dihydropyrrolo[3,4-c]pyrazol-3-yl]benzamide; 1-[5-Methyl-2-



(trifluoromethyl)furan-3-yl]-3-[5-[2-[[6-(1H-1,2,4-triazol-5-ylamino)pyrimidin-



4-yl]amino]ethyl]-1,3-thiazol-2-yl]urea; Wortmannin, Fostamatinib,



Onvansertib, HMN-214, Purpurogallin, BI-2536, GSK-461364, Tak-960,



Volasertib trihydrochloride, Rigosertib sodium, BI-2536 monohydrate


PRKAA1 (5′-AMP-
Adenosine phosphate, ATP, Phenformin, Fostamatinib


activated protein


kinase catalytic


subunit alpha-1)


MTOR
Vistusertib, Sapanisertib, Bimiralisib, Samotolisib, Panulisib, Omipalisib,


(Serine/threonine-
Apitolisib, Voxtalisib, Dactolisib, Gedatolisib, SF1126, Rimiducid, XL765,


protein kinase
Everolimus, Ridaforolimus, Temsirolimus, Sirolimus, Pimecrolimus,


mTOR)
Fostamatinib, PKI-179, PF-04691502, GDC-0349, GSK-1059615, AZD-8055,



CC-115, BGT-226, Sonolisib, MKC-1, Umirolimus, VS-5584, Onatasertib,



Paxalisib, Bimiralisib, 2-Hydyroxyoleic acid, Ophiopogonin B, GNE-493, GNE-



477, Guttiferone E, PF-04979064, Hypaphorine, Astragaloside II, PP-121, KU-



0063794, PD-166866, PI-103, CGP-60474, AZD-1208, PP-242, AZD-1897, LY-



294002, SF-1126, Licochalcone A, Puquitinib, Zotarolimus, Ridaforolimus,



Tacrolimus, Voxtalisib hydrochloride, Bimiralisib hydrochloride, Bimiralisib



hydrochloride monohydrate, Dactolisib tosylate, Hypaphorine hydrochloride


CDK1 (cyclin-
Roniciclib, Riviciclib, Milciclib, Alsterpaullone, Alvocidib, Hymenialdisine,


dependent kinase
Indirubin-3′-monoxime, Olomoucine, SU9516, AT-7519, Seliciclib,


1)
Fostamatinib, OTX-008, K-00546


CDK2 (cyclin-
Bosutinib, Roniciclib, Seliciclib, 4-[5-(Trans-4-Aminocyclohexylamino)-3-


dependent kinase
Isopropylpyrazolo[1,5-a]Pyrimidin-7-Ylamino]-N,N-


2)
Dimethylbenzenesulfonamide; Staurosporine; 4-(2,4-Dimethyl-Thiazol-5-Yl)-



Pyrimidin-2-Ylamine; Olomoucine; 4-[(4-Imidazo[1,2-a]Pyridin-3-Ylpyrimidin-



2-Yl)Amino]Benzenesulfonamide; 2-Amino-6-Chloropyrazine; 6-O-



Cyclohexylmethyl Guanine; N-[4-(2-Methylimidazo[1,2-a]Pyridin-3-Yl)-2-



Pyrimidinyl]Acetamide; 1-Amino-6-Cyclohex-3-Enylmethyloxypurine; N-(5-



Cyclopropyl-1h-Pyrazol-3-Yl)Benzamide; Purvalanol; [4-(2-Amino-4-Methyl-



Thiazol-5-Yl)-Pyrimidin-2-Yl]-(3-Nitro-Phenyl)-Amine; (5R)-5-{[(2-Amino-3H-



purin-6-yl)oxy]methyl}-2-pyrrolidinone; 4-(2,4-Dimethyl-1,3-thiazol-5-yl)-N-[4-



(trifluoromethyl)phenyl]-2-pyrimidinamine; Hymenialdisine; (5-



Chloropyrazolo[1,5-a]Pyrimidin-7-Yl)-(4-Methanesulfonylphenyl)Amine; 4-(5-



Bromo-2-Oxo-2h-Indol-3-Ylazo)-Benzenesulfonamide; 4-(2,5-Dichloro-



Thiophen-3-Yl)-Pyrimidin-2-Ylamine; 4-[(6-Amino-4-



Pyrimidinyl)Amino]Benzenesulfonamide; 4-[3-Hydroxyanilino]-6,7-



Dimethoxyquinazoline; SU9516; 3-Pyridin-4-Yl-2,4-Dihydro-Indeno[1,2-.C.]Pyrazole;



(2E,3S)-3-hydroxy-5′-[(4-hydroxypiperidin-1-yl)sulfonyl]-3-



methyl-1,3-dihydro-2,3′-biindol-2′(1′H)-one; 1-[(2-Amino-6,9-Dihydro-1h-Purin-



6-Yl)Oxy]-3-Methyl-2-Butanol; 4-((3r,4s,5r)-4-Amino-3,5-Dihydroxy-Hex-1-



Ynyl)-5-Fluoro-3-[1-(3-Methoxy-1h-Pyrrol-2-Yl)-Meth-(Z)-Ylidene]-1,3-



Dihydro-Indol-2-One; Lysine Nz-Carboxylic Acid; [2-Amino-6-(2,6-Difluoro-



Benzoyl)-Imidazo[1,2-a]Pyridin-3-Yl]-Phenyl-Methanone; N′-[4-(2,4-Dimethyl-



1,3-thiazol-5-yl)-2-pyrimidinyl]-N-hydroxyimidoformamide; N′-



(Pyrrolidino[2,1-B]Isoindolin-4-On-8-Yl)-N-(Pyridin-2-Yl)Urea; 2-[Trans-(4-



Aminocyclohexyl)Amino]-6-(Benzyl-Amino)-9-Cyclopentylpurine; 4-[4-(4-



Methyl-2-Methylamino-Thiazol-5-Yl)-Pyrimidin-2-Ylamino]-Phenol 3-[4-



(2,4-Dimethyl-Thiazol-5-Yl)-Pyrimidin-2-Ylamino]-Phenol;



phenylaminoimidazo(1,2-alpha)pyridine; Olomoucine II; Triazolopyrimidine;



Alvocidib; Seliciclib; 4-[(7-oxo-7h-thiazolo[5,4-e]indol-8-ylmethyl)-amino]-n-



pyridin-2-yl-benzenesulfonamide; (13R,15S)-13-methyl-16-oxa-8,9,12,22,24-



pentaazahexacyclo[15.6.2.16,9.1,12,15.0,2,7.0,21,25]heptacosa-



1(24),2,4,6,17(25),18,20-heptaene-23,26-dione; N-(3-cyclopropyl-1H-pyrazol-5-



yl)-2-(2-naphthyl)acetamide; 2-anilino-6-cyclohexylmethoxypurine; 1-(5-OXO-



2,3,5,9B-tetrahydro-1h-pyrrolo[2,1-a]isoindol-9-yl)-3-(5-pyrrolidin-2-yl-1h-



pyrazol-3-yl)-urea; (5-phenyl-7-(pyridin-3-ylmethylamino)pyrazolo[1,5-



a]pyrimidin-3-yl)methanol; 2-(3,4-dihydroxyphenyl)-8-(1,1-



dioxidoisothiazolidin-2-yl)-3-hydroxy-6-methyl-4h-chromen-4-one; (2R)-1-



(dimethylamino)-3-{4-[(6-{[2-fluoro-5-



(trifluoromethyl)phenyl]amino}pyrimidin-4-yl)amino]phenoxy}propan-2-ol; 5-



(2,3-dichlorophenyl)-N-(pyridin-4-ylmethyl)-3-thiocyanatopyrazolo[1,5-



a]pyrimidin-7-amine; O6-cyclohexylmethoxy-2-(4′-sulphamoylanilino) purine;



(2S)-N-[(3E)-5-Cyclopropyl-3H-pyrazol-3-ylidene]-2-[4-(2-oxo-1-



imidazolidinyl)phenyl]propenamide; 5-[(2-aminoethyl)amino]-6-fluoro-3-(1h-



pyrrol-2-yl)benzo[cd]indol-2(1h)-one; N-cyclopropyl-4-pyrazolo[1,5-



b]pyridazin-3-ylpyrimidin-2-amine; 3-((3-bromo-5-o-tolylpyrazolo[1,5-



a]pyrimidin-7-ylamino)methyl)pyridine 1-oxide; 6-cyclohexylmethoxy-2-(3′-



chloroanilino) purine; 3-bromo-5-phenyl-N-(pyridin-4-ylmethyl)pyrazolo[1,5-



a]pyrimidin-7-amine; N-[5-(1,1-dioxidoisothiazolidin-2-yl)-1h-indazol-3-yl]-2-



(4-piperidin-1-ylphenyl)acetamide; (3R)-3-(aminomethyl)-9-methoxy-1,2,3,4-



tetrahydro-5H-[1]benzothieno[3,2-e][1,4]diazepin-5-one; 5-[5,6-bis(methyloxy)-



1h-benzimidazol-1-yl]-3-{[1-(2-chlorophenyl)ethyl]oxy}-2-



thiophenecarboxamide; 5-Bromoindirubin; (2S)-1-{4-[(4-Anilino-5-bromo-2-



pyrimidinyl)amino]phenoxy}-3-(dimethylamino)-2-propanol; (2R)-1-{4-[(4-



Anilino-5-bromo-2-pyrimidinyl)amino]phenoxy}-3-(dimethylamino)-2-



propanol; (5E)-2-Amino-5-(2-pyridinylmethylene)-1,3-thiazol-4(5H)-one; 4-{5-



[(Z)-(2,4-dioxo-1,3-thiazolidin-5-ylidene)methyl]furan-2-



yl}benzenesulfonamide; 4-{5-[(Z)-(2-imino-4-oxo-1,3-thiazolidin-5-



ylidene)methyl]-2-furyl}-n-methylbenzenesulfonamide; 4-{5-[(Z)-(2-imino-4-



oxo-1,3-thiazolidin-5-ylidene)methyl]furan-2-yl}benzenesulfonamide; 4-{5-[(Z)-



(2-imino-4-oxo-1,3-thiazolidin-5-ylidene)methyl]furan-2-yl}-2-



(trifluoromethyl)benzenesulfonamide; 4-{5-[(Z)-(2-imino-4-oxo-1,3-thiazolidin-



5-ylidene)methyl]furan-2-yl}benzoic acid; 4-{5-[(1Z)-1-(2-imino-4-oxo-1,3-



thiazolidin-5-ylidene)ethyl]-2-furyl}benzenesulfonamide; N-[4-(2,4-dimethyl-



thiazol-5-yl)-pyrimidin-2-yl]-n′,n′-dimethyl-benzene-1,4-diamine; (5Z)-5-(3-



bromocyclohexa-2,5-dien-1-ylidene)-n-(pyridin-4-ylmethyl)-1,5-



dihydropyrazolo[1,5-a]pyrimidin-7-amine; 6-(3,4-dihydroxybenzyl)-3-ethyl-1-



(2,4,6-trichlorophenyl)-1h-pyrazolo[3,4-d]pyrimidin-4(5h)-one; 6-(3-



aminophenyl)-n-(tert-butyl)-2-(trifluoromethyl)quinazolin-4-amine; 2-(4-



(aminomethyl)piperidin-1-yl)-n-(3_cyclohexyl-4-oxo-2,4-dihydroindeno[1,2-



c]pyrazol-5-yl)acetamide; 1-(3-(2,4-dimethylthiazol-5-yl)-4-oxo-2,4-



dihydroindeno[1,2-c]pyrazol-5-yl)-3-(4-methylpiperazin-1-yl)urea; 4-{[5-



(cyclohexylmethoxy)[1,2,4]triazolo[1,5-a]pyrimidin-7-



yl]amino}benzenesulfonamide; 4-{[5-(cyclohexylamino)[1,2,4]triazolo[1,5-



a]pyrimidin-7-yl]amino}benzenesulfonamide; 4-({5-[(4-



aminocyclohexyl)amino][1,2,4]triazolo[1,5-a]pyrimidin-7-



yl}amino)benzenesulfonamide; 4-{[5-(cyclohexyloxy)[1,2,4]triazolo[1,5-



a]pyrimidin-7-yl]amino}benzenesulfonamide; CAN-508; (2R)-1-[4-({4-[(2,5-



Dichlorophenyl)amino]-2-pyrimidinyl}amino)phenoxy]-3-(dimethylamino)-2-



propanol; (2S)-1-[4-({6-[(2,6-Difluorophenyl)amino]-4-



pyrimidinyl}amino)phenoxy]-3-(dimethylamino)-2-propanol; (2S)-1-[4-({4-



[(2,5-Dichlorophenyl)amino]-2-pyrimidinyl}amino)phenoxy]-3-



(dimethylamino)-2-propanol; (2R)-1-[4-({6-[(2,6-Difluorophenyl)amino]-4-



pyrimidinyl}amino)phenoxy]-3-(dimethylamino)-2-propanol; N-(2-



methoxyethyl)-4-({4-[2-methyl-1-(1-methylethyl)-1h-imidazol-5-yl]pyrimidin-2-



yl}amino)benzenesulfonamide; 4-{[4-(1-cyclopropyl-2-methyl-1h-imidazol-5-



yl)pyrimidin-2-yl]amino}-n-methylbenzenesulfonamide; 1-(3,5-dichlorophenyl)-



5-methyl-1h-1,2,4-triazole-3-carboxylic acid; (2S)-1-(Dimethylamino)-3-(4-{[4-



(2-methylimidazo[1,2-a]pyridin-3-yl)-2-pyrimidinyl]amino}phenoxy)-2-



propanol; N-(4-{[(3S)-3-(dimethylamino)pyrrolidin-1-yl]carbonyl}phenyl)-5-



fluoro-4-[2-methyl-1-(1-methylethyl)-1H-imidazol-5-yl]pyrimidin-2-amine; 2-



{4-[4-({4-[2-methyl-1-(1-methylethyl)-1H-imidazol-5-yl]pyrimidin-2-



yl}amino)phenyl]piperazin-1-yl}-2-oxoethanol; Indirubin-3′-monoxime; N-[3-



(1H-benzimidazol-2-yl)-1h-pyrazol-4-yl]benzamide; RO-4584820; N-Methyl-4-



{[(2-oxo-1,2-dihydro-3H-indol-3-ylidene)methyl]amino}benzenesulfonamide;



N-methyl-{4-[2-(7-oxo-6,7-dihydro-8H-[1,3]thiazolo[5,4-e]indol-8-



ylidene)hydrazino]phenyl}methanesulfonamide; 3-{[(2,2-dioxido-1,3-dihydro-2-



benzothien-5-yl)amino]methylene}-5-(1,3-oxazol-5-yl)-1,3-dihydro-2H-indol-2-



one; 4-{[(2-Oxo-1,2-dihydro-3H-indol-3-ylidene)methyl]amino}-N-(1,3-thiazol-



2-yl)benzenesulfonamide; 3-{[4-



([amino(imino)methyl]aminosulfonyl)anilino]methylene}-2-oxo-2,3-dihydro-



1H-indole; 5-hydroxynaphthalene-1-sulfonamide; N-(4-sulfamoylphenyl)-1H-



indazole-3-carboxamide 4-[(6-chloropyrazin-2-yl)amino]benzenesulfonamide; N-



phenyl-1H-pyrazole-3-carboxamide; 4-(acetylamino)-N-(4-fluorophenyl)-1H-



pyrazole-3-carboxamide; (4E)-N-(4-fluorophenyl)-4-[(phenylcarbonyl)imino]-



4H-pyrazole-3-carboxamide; {[(2,6-difluorophenyl)carbonyl]amino}-N-(4-



fluorophenyl)-1H-pyrazole-3-carboxamide; 5-chloro-7-[(1-



methylethyl)amino]pyrazolo[1,5-a]pyrimidine-3-carbonitrile; 5-[(4-



aminocyclohexyl)amino]-7-(propan-2-ylamino)pyrazolo[1,5-a]pyrimidine-3-



carbonitrile; 4-{[(2,6-difluorophenyl)carbonyl]amino}-N-[(3S)-piperidin-3-yl]-



1H-pyrazole-3-carboxamide; AT-7519; 4-(4-methoxy-1H-pyrrolo[2,3-b]pyridin-



3-yl)pyrimidin-2-amine; 4-(4-propoxy-1H-pyrrolo[2,3-b]pyridin-3-yl)pyrimidin-



2-amine; hydroxy(oxo)(3-{[(2z)-4-[3-(1h-1,2,4-triazol-1-



ylmethyl)phenyl]pyrimidin-2(5h)-ylidene]amino}phenyl)ammonium; 4-Methyl-



5-[(2Z)-2-{[4-(4-morpholinyl)phenyl]imino}-2,5-dihydro-4-pyrimidinyl]-1,3-



thiazol-2-amine; 6-cyclohexylmethyloxy-2-(4′-hydroxyanilino)purine; 4-(6-



cyclohexylmethoxy-9h-purin-2-ylamino)-benzamide; 6-(cyclohexylmethoxy)-



8-isopropyl-9h-purin-2-amine; 3-(6-cyclohexylmethoxy-9h-purin-2-ylamino)-



benzenesulfonamide; (2R)-2-{[4-(benzylamino)-8-(1-methylethyl)pyrazolo[1,5-



a][1,3,5]triazin-2-yl]amino}butan-1-ol; 3-({2-[(4-{[6-(cyclohexylmethoxy)-9h-



purin-2-yl]amino}phenyl)sulfonyl]ethyl}amino)propan-1-ol; 6-



cyclohexylmethyloxy-5-nitroso-pyrimidine-2,4-diamine; 1-methyl-8-



(phenylamino)-4,5-dihydro-1H-pyrazolo[4,3-h]quinazoline-3-carboxylic acid; 6-



bromo-13-thia-2,4,8,12,19-pentaazatricyclo[12.3.1.1~3,7~]nonadeca-



1(18),3(19),4,6,14,16-hexaene 13,13-dioxide; (2R)-2-({9-(1-methylethyl)-6-[(4-



pyridin-2-ylbenzyl)amino]-9H-purin-2-yl}amino)butan-1-ol; 1-[4-



(aminosulfonyl)phenyl]-1,6-dihydropyrazolo[3,4-e]indazole-3-carboxamide; 5-



(2,3-dichlorophenyl)-N-(pyridin-4-ylmethyl)pyrazolo[1,5-a]pyrimidin-7-amine;



6-(2-fluorophenyl)-N-(pyridin-3-ylmethyl)imidazo[1,2-a]pyrazin-8-amine; 3-



methyl-N-(pyridin-4-ylmethyl)imidazo[1,2-a]pyrazin-8-amine; 5-(2-



fluorophenyl)-N-(pyridin-4-ylmethyl)pyrazolo[1,5-a]pyrimidin-7-amine; 3-



bromo-5-phenyl-N-(pyridin-3-ylmethyl)pyrazolo[1,5-a]pyrimidin-7-amine; 3-



bromo-5-phenyl-N-(pyrimidin-5-ylmethyl)pyrazolo[1,5-a]pyridin-7-amine; 3-



bromo-6-phenyl-N-(pyrimidin-5-ylmethyl)imidazo[1,2-a]pyridin-8-amine; N-



((2-aminopyrimidin-5-yl)methyl)-5-(2,6-difluorophenyl)-3-ethylpyrazolo[1,5-



a]pyrimidin-7-amine; 3-cyclopropyl-5-phenyl-N-(pyridin-3-



ylmethyl)pyrazolo[1,5-a]pyrimidin-7-amine; 4-{[4-amino-6-



(cyclohexylmethoxy)-5-nitrosopyrimidin-2-yl]amino}benzamide; 4-[(5-



isopropyl-1,3-thiazol-2-yl)amino]benzenesulfonamide; N-(5-Isopropyl-thiazol-2-



YL)-2-pyridin-3-YL-acetamide; Variolin B; N(6)-dimethylallyladenine;



Bosutinib, Milciclib, SNS-032, CVT-313, Isoindirubin, Amygdalin, Zotiraciclib



citrate, Milciclib maleate, Indirubin


MAPK1 (mitogen-
Ulixertinib, Arsenic trioxide, Phosphonothreonine, Purvalanol, Seliciclib,


activated protein
Perifosine, Isoprenaline, N,N-dimethyl-4-(4-phenyl-1h-pyrazol-3-yl)-1h-pyrrole-


kinase 1)
2-carboxamide; N-benzyl-4-[4-(3-chlorophenyl)-1h-pyrazol-3-yl]-1h-pyrrole-2-



carboxamide; (S)-N-(1-(3-chloro-4-fluorophenyl)-2-hydroxyethyl)-4-(4-(3-



chlorophenyl)-1h-pyrazol-3-yl)-1h-pyrrole-2-carboxamide; (3R,5Z,8S,9S,11E)-



8,9,16-trihydroxy-14-methoxy-3-methyl-3,4,9,10-tetrahydro-1h-2-



benzoxacyclotetradecine-1,7(8h)-dione; 5-(2-phenylpyrazolo[1,5-a]pyridin-3-yl)-



1h-pyrazolo[3,4-c]pyridazin-3-amine; (1aR,8S,13S,14S,15aR)-5,13,14-



trihydroxy-3-methoxy-8-methyl-8,9,13,14,15,15a-hexahydro-6H-



oxireno[k][2]benzoxacyclotetradecine-6,12(1aH)-dione; Olomoucine; [4-({5-



(aminocarbonyl)-4-[(3-methylphenyl)amino]pyrimidin-2-yl}amino)phenyl]acetic



acid; 4-[4-(4-fluorophenyl)-2-[4-[(r)-methylsulfinyl]phenyl]-1h-imidazol-5-



yl]pyridine; SB220025; Turpentine


GSK3B (Glycogen
Lithium cation; 3-[3-(2,3-Dihydroxy-Propylamino)-Phenyl]-4-(5-Fluoro-1-


Synthase Kinase 3
Methyl-1h-Indol-3-Yl)-Pyrrole-2,5-Dione; SB-409513; AR-AO-14418;


Beta)
Staurosporine; Indirubin-3′-monoxime; Alsterpaullone;



Phosphoaminophosphonic Acid-Adenylate Ester; 2-(1,3-benzodioxol-5-yl)-5-[(3-



fluoro-4-methoxybenzyl)sulfanyl]-1,3,4-oxadiazole; 5-[1-(4-methoxyphenyl)-



1H-benzimidazol-6-yl]-1,3,4-oxadiazole-2(3H)-thione; (7S)-2-(2-



aminopyrimidin-4-yl)-7-(2-fluoroethyl)-1,5,6,7-tetrahydro-4H-pyrrolo[3,2-



c]pyridin-4-one; 6-bromoindirubin-3′-oxime; N-[2-(5-methyl-4H-1,2,4-triazol-3-



yl)phenyl]-7H-pyrrolo[2,3-d]pyrimidin-4-amine; 5-(5-chloro-7H-pyrrolo[2,3-



d]pyrimidin-4-yl)-4,5,6,7-tetrahydro-1H-imidazo[4,5-c]pyridine; 3-({[(3S)-3,4-



dihydroxybutyl]oxy}amino)-1H,2′H-2,3′-biindol-2′-one; N-[(1S)-2-amino-1-



phenylethyl]-5-(1H-pyrrolo[2,3-b]pyridin-4-yl)thiophene-2-carboxamide; 4-(4-



chlorophenyl)-4-[4-(1h-pyrazol-4-yl)phenyl]piperidine; isoquinoline-5-sulfonic



acid (2-(2-(4-chlorobenzyloxy)ethylamino)ethyl)amide; (2S)-1-(1H-indol-3-yl)-



3-{[5-(3-methyl-1h-indazol-5-yl)pyridin-3-yl]oxy}propan-2-amine; Tideglusib;



Fostamatinib; Lithium citrate; Lithium succinate; Lithium carbonate


CSNK2A1 (Casein
Silmitasertib, Benzamidine; Phosphoaminophosphonic Acid-Adenylate Ester;


kinase II subunit
Tetrabromo-2-Benzotriazole; Resveratrol; s-methyl-4,5,6,7-tetrabromo-


alpha)
benzimidazole; Emodin; 3,8-dibromo-7-hydroxy-4-methyl-2h-chromen-2-one;



1,8-Di-Hydroxy-4-Nitro-Anthraquinone; (5-hydroxyindolo[1,2-a]quinazolin-7-



yl)acetic acid; dimethyl-(4,5,6,7-tetrabromo-1h-benzoimidazol-2-yl)-amine;



N1,N2-ethylene-2-methylamino-4,5,6,7-tetrabromo-benzimidazole; 1,8-Di-



Hydroxy-4-Nitro-Xanthen-9-One; 5,8-Di-Amino-1,4-Dihydroxy-Anthraquinone;



19-(cyclopropylamino)-4,6,7,15-tetrahydro-5H-16,1-(azenometheno)-10,14-



(metheno)pyrazolo[4,3-o][1,3,9]triazacyclohexadecin-8(9H)-one; N,N′-



diphenylpyrazolo[1,5-a][1,3,5]triazine-2,4-diamine; 4-(2-(1h-imidazol-4-



yl)ethylamino)-2-(phenylamino)pyrazolo[1,5-a][1,3,5]triazine-8-carbonitrile; 2-



(cyclohexylmethylamino)-4-(phenylamino)pyrazolo[1,5-a][1,3,5]triazine-8-



carbonitrile; 2-(4-chlorobenzylamino)-4-(phenylamino)pyrazolo[1,5-



a][1,3,5]triazine-8-carbonitrile; 2-(4-ethylpiperazin-1-yl)-4-



(phenylamino)pyrazolo[1,5-a][1,3,5]triazine-8-carbonitrile; N-(3-(8-cyano-4-



(phenylamino)pyrazolo[1,5-a][1,3,5]triazin-2-ylamino)phenyl)acetamide;



Dichlororibofuranosylbenzimidazole; Quinalizarin; Ellagic acid; ATP;



Quercetin; Fostamatinib
















TABLE 19







85 Polymorphisms Associated with DEG in CD-PBmu








Differential Expression
Annotation of genetic marker




















Gene **
FCPBmu vs PBT
Illumina_id
CHR
BP
A1
OR
STAT
P
MAF
Func.refGene
Gene.refGene
SNP (rsID)*
CADD13_PHRED























IL10
3.91
imm_1_205034003
1
206967380
A
3.42
2.88
4.003E−03
0.21
intergenic
IL10, IL19
rs12034493
.


IL10
3.91
imm_1_205028251
1
206961628
A
3.71
2.82
4.756E−03
0.13
intergenic
IL10, IL19
rs12075255
.


METTL18
−1.75
rs12130372
1
169757316
G
5.49
2.74
6.177E−03
0.09
intergenic
SELE, METTL18
rs12130372
.


NEK7
−1.64
imm_1_196173444
1
197906821
A
9.96
2.66
7.814E−03
0.03
intergenic
LHX9, NEK7
rs6660393
.


NEK7
−1.64
imm_1_196173022
1
197906399
A
9.96
2.66
7.814E−03
0.03
intergenic
LHX9, NEK7
rs10754237
.


IL10
3.91
imm_1_205026839
1
206960216
G
2.96
2.63
8.447E−03
0.21
intergenic
IL10, IL19
rs880790
.


NEK7
−1.64
imm_1_196169975
1
197903352
A
9.78
2.60
9.438E−03
0.03
intergenic
LHX9, NEK7
rs1499598
.


NEK7
−1.64
imm_1_196167212
1
197900589
A
9.78
2.60
9.438E−03
0.03
intergenic
LHX9, NEK7
rs10801634
12.38


SLC9A4
4.65
imm_2_102546374
2
103179942
A
7.11
2.69
7.227E−03
0.04
intergenic
SLC9A4, SLC9A2
rs12623748
.


SLC9A4
4.65
imm_2_102571609
2
103205177
G
6.69
2.58
9.787E−03
0.04
intergenic
SLC9A4, SLC9A2
rs72825994
.


SLC9A4
4.65
imm_2_102479521
2
103113089
C
6.69
2.58
9.787E−03
0.04
intronic
SLC9A4
rs76261424
.


USP4
1.52
imm_3_49364846
3
49389842
A
3.34
3.19
1.434E−03
0.35
intergenic
USP4, GPX1
rs17080528
.


NICN1
2.26
imm_3_49438291
3
49463287
A
3.26
3.12
1.824E−03
0.35
intronic
NICN1
rs6446272
.


QTRTD1
1.53
rs9288989
3
113815480
G
0.36
−3.01
2.629E−03
0.39
intergenic
QTRTD1, DRD3
rs9288989
.


QTRTD1
1.53
rs4682516
3
113817246
G
0.36
−3.01
2.629E−03
0.39
intergenic
QTRTD1, DRD3
rs4682516
.


QTRTD1
1.53
rs9288990
3
113825192
A
0.35
−3.01
2.646E−03
0.39
intergenic
QTRTD1, DRD3
rs9288990
.


NICN1
2.26
imm_3_49468155
3
49493151
A
2.91
2.92
3.499E−03
0.35
intergenic
NICN1, DAG1
rs67216675
18.51


NICN1
2.26
imm_3_49445672
3
49470668
A
2.91
2.92
3.499E−03
0.35
intergenic
NICN1, DAG1
rs7646366
.


DALRD3
−1.85
imm_3_49031154
3
49056150
A
3.56
2.79
5.221E−03
0.15
intronic
DALRD3
rs78807522
.


ADIPOQ-AS1
2.04
rs17366568
3
186570453
A
0.12
−2.70
6.863E−03
0.12
ncRNA_exonic
ADIPOQ-AS1
rs17366568
.


BSN-AS2
3.75
imm_3_49552021
3
49577017
C
3.08
2.64
8.340E−03
0.17
intergenic
DAG1, BSN-AS2
rs73074830
.


NICN1
2.26
imm_3_49466987
3
49491983
A
2.66
2.62
8.727E−03
0.36
intergenic
NICN1, DAG1
rs11711485
.


MRPS30
−1.59
rs11743309
5
45122388
G
0.32
−2.66
7.774E−03
0.17
intergenic
MRPS30, HCN1
rs11743309
.


LNPEP
−1.61
imm_5_96429235
5
96403479
A
4.89
2.61
9.150E−03
0.06
intergenic
LNPEP, LIX1
rs56295110
.


LNPEP
−1.61
imm_5_96426177
5
96400421
A
4.89
2.61
9.150E−03
0.06
intergenic
LNPEP, LIX1
rs79087113
.


THEMIS
−1.61
imm_6_128324451
6
128282758
G
2.82
2.81
4.943E−03
0.29
intergenic
THEMIS, PTPRK
rs1089653
.


THEMIS
−1.61
imm_6_128323722
6
128282029
C
2.82
2.81
4.943E−03
0.29
intergenic
THEMIS, PTPRK
rs802725
.


THEMIS
−1.61
imm_6_128320491
6
128278798
G
2.82
2.81
4.943E−03
0.29
intergenic
THEMIS, PTPRK
rs802734
.


LOC100130476
−1.59
imm_6_138163955
6
138122262
A
3.59
2.67
7.669E−03
0.13
intergenic
LOC100507406,
rs683122
.













LOC100130476


LOC100130476
−1.59
imm_6_138161838
6
138120145
G
3.59
2.67
7.669E−03
0.13
intergenic
LOC100507406,
rs605686
.













LOC100130476


LOC100130476
1.59
imm_6_138150891
6
138109198
C
3.59
2.67
7.669E−03
0.13
intergenic
LOC100507406,
rs1953760
.













LOC100130476


LOC100130476
−1.59
imm_6_138161482
6
138119789
A
3.67
2.65
8.178E−03
0.13
intergenic
LOC100507406,
rs605755
.













LOC100130476


LOC100130476
−1.59
imm_6_138108380
6
138066687
G
3.31
2.61
9.186E−03
0.15
intergenic
LOC100507406,
rs6924473
.













LOC100130476


HIP1
2.36
rs237236
7
75212812
A
3.39
2.84
4.573E−03
0.28
intronic
HIP1
rs237236
.


MTMR9
1.80
1kg_8_11117206
8
11079796
G
6.52
2.88
3.954E−03
0.05
intergenic
XKR6, MTMR9
rs79505632
.


MTMR9
1.80
1kg_8_11116762
8
11079352
A
6.52
2.88
3.954E−03
0.05
intergenic
XKR6, MTMR9
rs74642448
.


MTMR9
1.80
1kg_8_11110550
8
11073140
C
6.52
2.88
3.954E−03
0.05
intergenic
XKR6, MTMR9
rs56368704
.


MTMR9
1.80
1kg_8_11121890
8
11084480
A
6.44
2.84
4.499E−03
0.05
intergenic
XKR6, MTMR9
rs17152997
.


MTMR9
1.80
1kg_8_11121580
8
11084170
G
6.44
2.84
4.499E−03
0.05
intergenic
XKR6, MTMR9
rs79262187
.


MTMR9
1.80
1kg_8_11106360
8
11068950
A
6.44
2.84
4.499E−03
0.05
intergenic
XKR6, MTMR9
rs2409732
.


XKR9
5.17
rs7825744
8
72018175
A
0.23
−2.64
8.398E−03
0.12
intergenic
XKR9, EYA1
rs7825744
12.67


MTMR9
1.80
1kg_8_11123494
8
11086084
A
8.98
2.61
8.991E−03
0.03
intergenic
XKR6, MTMR9
rs75313451
.


PKIA
−1.79
1kg_8_79681587
8
79519032
A
0.11
−2.60
9.273E−03
0.14
intergenic
PKIA, ZC2HC1A
rs201264747
10.01


CNTLN
2.48
rs3814113
9
16915021
G
2.43
2.75
5.896E−03
0.33
intergenic
BNC2, CNTLN
rs3814113
.


CNTLN
2.48
rs10810738
9
17223492
A
2.91
2.71
6.836E−03
0.19
intronic
CNTLN
rs10810738
.


ATP6V1G1
−1.72
rs12236699
9
117278344
A
2.28
2.63
8.441E−03
0.48
intergenic
DFNB31, ATP6V1G1
rs12236699
.


PDE3B
−1.56
seq-t1d-11-
11
14791090
G
5.18
2.84
4.477E−03
0.08
intronic
PDE3B
rs113818981
.




14747666-A-G


PDE3B
−1.56
seq-t1d-11-
11
14731947
A
5.18
2.84
4.477E−03
0.08
intronic
PDE3B
rs73412643
.




14688523-C-T


PDE3B
−1.56
seq-rs12577507
11
14789037
A
5.18
2.84
4.477E−03
0.08
intronic
PDE3B
rs12577507
.


PDE3B
−1.56
seq-rs11023325
11
14767070
G
5.18
2.84
4.477E−03
0.08
intronic
PDE3B
rs11023325
.


PDE3B
−1.56
seq-rs10832302
11
14815233
G
5.18
2.84
4.477E−03
0.08
intronic
PDE3B
rs10832302
.


PDE3B
−1.56
seq-rs7944633
11
14834904
G
5.18
2.84
4.477E−03
0.08
intronic
PDE3B
rs7944633
.


PDE3B
−1.56
seq-rs7109368
11
14736259
A
5.18
2.84
4.477E−03
0.08
intronic
PDE3B
rs7109368
10.96


PDE3B
−1.56
seq-t1d-11-
11
14877100
G
4.40
2.82
4.782E−03
0.11
intronic
PDE3B
rs73418666
.




14833676-A-G


PDE3B
−1.56
seq-rs11821380
11
14863083
A
4.40
2.82
4.782E−03
0.11
intronic
PDE3B
rs11821380
.


PDE3B
−1.56
seq-rs11023346
11
14855438
A
4.40
2.82
4.782E−03
0.11
intronic
PDE3B
rs11023346
.


PDE3B
−1.56
seq-rs10832312
11
14887830
G
4.40
2.82
4.782E−03
0.11
intronic
PDE3B
rs10832312
13.84


PDE3B
−1.56
seq-rs10832309
11
14872354
A
4.40
2.82
4.782E−03
0.11
intronic
PDE3B
rs10832309
.


PDE3B
−1.56
seq-rs7105853
11
14877948
A
4.40
2.82
4.782E−03
0.11
intronic
PDE3B
rs7105853
.


PDE3B
−1.56
seq-rs55712837
11
14799072
G
0.32
−2.80
5.185E−03
0.31
intronic
PDE3B
rs55712837
10.6


PDE3B
−1.56
seq-rs61877645
11
14873057
C
0.35
−2.75
5.980E−03
0.33
intronic
PDE3B
rs61877645
.


PDE3B
−1.56
seq-rs11023307
11
14710823
A
4.38
2.70
6.972E−03
0.08
intronic
PDE3B
rs11023307
.


PDE3B
−1.56
seq-rs7942142
11
14726242
A
4.38
2.70
6.972E−03
0.08
intronic
PDE3B
rs7942142
.


PSMA1
−1.69
rs1403247
11
14632570
A
0.40
−2.58
9.930E−03
0.44
UTR5
PSMA1
rs1403247
.


ERBB3
3.14
imm_12_54766915
12
56480648
A
0.30
−2.95
3.196E−03
0.34
intronic
ERBB3
rs705696
.


ERBB3
3.14
imm_12_54781258
12
56494991
A
0.35
−2.80
5.190E−03
0.39
exonic
ERBB3
rs2271189
.


ERBB3
3.14
imm_12_54768447
12
56482180
A
0.33
−2.77
5.571E−03
0.35
intronic
ERBB3
rs2292239
.


ESYT1
−1.69
imm_12_54804675
12
56518408
C
2.37
2.69
7.205E−03
0.38
intergenic
ZC3H10, ESYT1
rs11171747
12.45


ERBB3
3.14
imm_12_54780089
12
56493822
C
0.38
−2.65
8.179E−03
0.41
intronic
ERBB3
rs2292238
10.41


ERBB3
3.14
imm_12_54778147
12
56491880
C
0.38
−2.62
8.741E−03
0.40
intronic
ERBB3
rs10783779
11.23


PRKCH
−1.59
rs10483739
14
61983252
A
2.77
2.71
6.797E−03
0.22
intronic
PRKCH
rs10483739
.


ITGAX
2.96
imm_16_31271994
16
31364493
A
2.79
2.85
4.344E−03
0.20
intergenic
ITGAM, ITGAX
rs4548893
.


IL11
3.43
seq-rs2298885
19
55876240
A
0.31
−2.87
4.132E−03
0.33
UTR3
IL11
rs2298885
.


LAIR1
3.22
seq-rs6509868
19
54896877
A
2.61
2.61
9.063E−03
0.36
intergenic
LAIR1, TTYH1
rs6509868
.


LINC00310
3.13
rs2834417
21
35603162
G
2.86
3.10
1.925E−03
0.40
intergenic
LINC00310, KCNE2
rs2834417
.


C1QTNF6
2.47
imm_22_35911623
22
37581677
A
0.25
−3.74
1.814E−04
0.44
intronic
C1QTNF6
rs229528
.


C1QTNF6
2.47
imm_22_35911431
22
37581485
A
0.25
−3.74
1.814E−04
0.44
exonic
C1QTNF6
rs229527
26.1


C1QTNF6
2.47
imm_22_35921264
22
37591318
A
0.32
−3.34
8.259E−04
0.44
intergenic
C1QTNF6, SSTR3
rs229541
.


C1QTNF6
2.47
imm_22_35919815
22
37589869
G
0.32
−3.34
8.259E−04
0.45
intergenic
C1QTNF6, SSTR3
rs229536
.


C1QTNF6
2.47
imm_22_35922450
22
37592504
A
2.95
3.06
2.187E−03
0.45
intergenic
C1QTNF6, SSTR3
rs64547
.


ARSA
2.65
rs9616812
22
51105556
A
2.50
2.95
3.177E−03
0.49
intergenic
ARSA, SHANK3
rs9616812
.


ARSA
2.65
rs9628185
22
51109992
G
2.46
2.89
3.897E−03
0.49
intergenic
ARSA, SHANK3
rs9628185
.


IL2RB
−1.67
imm_22_35903658
22
37573712
A
0.25
−2.82
4.794E−03
0.22
intergenic
IL2RB, C1QTNF6
rs73161818
.
















TABLE 23







84 SNPs characterizing CD-PBmu compared to PBT


subtypes by genetic and transcriptomic analysis








SEQ ID NO
Ref SNP ID











1
rs12034493


2
rs12075255


3
rs12130372


4
rs6660393


5
rs10754237


6
rs880790


7
rs1499598


8
rs10801634


9
rs12623748


10
rs72825994


11
rs76261424


12
rs17080528


13
rs6446272


14
rs9288989


15
rs4682516


16
rs9288990


17
rs67216675


18
rs7646366


19
rs78807522


20
rs17366568


21
rs73074830


22
rs11711485


23
rs11743309


24
rs56295110


25
rs79087113


26
rs1089653


27
rs802725


28
rs802734


29
rs683122


30
rs605686


31
rs1953760


32
rs605755


33
rs6924473


34
rs237236


35
rs79505632


36
rs74642448


37
rs56368704


38
rs17152997


39
rs79262187


40
rs2409732


41
rs7825744


42
rs75313451


43
rs201264747


44
rs3814113


45
rs10810738


46
rs12236699


47
rs113818981


48
rs73412643


49
rs12577507


50
rs11023325


51
rs10832302


52
rs7944633


53
rs7109368


54
rs73418666


55
rs11821380


56
rs11023346


57
rs10832312


58
rs10832309


59
rs7105853


60
rs55712837


61
rs61877645


62
rs11023307


63
rs7942142


64
rs1403247


65
rs705696


66
rs2271189


67
rs2292239


68
rs11171747


69
rs2292238


70
rs10783779


71
rs10483739


72
rs4548893


73
rs2298885


74
rs6509868


75
rs2834417


76
rs229528


77
rs229527


78
rs229541


79
rs229536


80
rs64547


81
rs9616812


82
rs9628185


83
rs73161818


84
rs229526
















TABLE 24







142 unique eGenes in the PBmuPBT cis-EQTL dataset












GENE ID
GENE ID
GENE ID
GENE ID
GENE ID
GENE ID





AKAP11
CTSW
ICAM4
MUS81
RORC
SYNGR1


ALDH2
CXCL5
IFNG
NCKIPSD
RPS6KA4
SYT11


ANKRD55
DAP
IKZF3
NDFIP1
RSPH3
TEF


APEH
DAP3
IL10RB
NDST2
SBK1
THEM4


ASXL1
DNAJC27
IL18R1
NFATC1
SDCCAG3
TIMP2


ATG16L1
DUSP16
IL18RAP
NRBP1
SDF4
TM9SF4


B3GALT6
EDN3
IL1R2
ORMDL3
SDHC
TMEM180


BACH2
EEF1A2
INPP5E
PARK7
SERINC3
TMEM50B


BANF1
EIF2B4
IRF1
PF4V1
SF3A1
TNFRSF14


BLM
EPHB4
IRF5
PFKFB4
SH2B3
TNFRSF18


C15orf53
EPHX2
ITIH4
PLA2R1
SKAP2
TNFRSF4


CALM3
FADS1
KEAP1
PLCH2
SLC11A1
TNFSF8


CARD9
FADS2
KIR2DL1
PLCL1
SLC22A4
TNPO3


CCDC101
FCAR
KIR2DL4
PNKD
SLC22A5
TRIM35


CD226
FCGR2B
KIR2DS4
POP7
SLC7A6
TRPT1


CD244
FCGR3B
KIR3DL1
PRKAB1
SMAD3
TYK2


CD28
GALC
LGALS9
PTGER4
SNAPC4
USF1


CD40
GNA12
LIME1
PTGIR
SNX17
USP1


CDC42SE2
GNG8
LNPEP
PTPN22
SOCS1
USP4


CDKN2D
GNPDA1
LY9
PTPRC
SP110
WSB1


CEBPB
GPR35
MANBA
RAB24
SP140
ZFP90


CISD1
GSDMB
MAP3K8
RGS14
SPHK2
ZGPAT


COMMD7
HHEX
MEI1
RNASET2
SSU72


CPEB4
ICAM3
MRPL20
RNF145
STAT3








Claims
  • 1. A method of treating an inflammatory or fibrotic disease or condition in a subject, the method comprising administering to the subject a therapeutically effective amount of a therapeutic agent, provided that one or more polymorphisms comprising rs229527, rs17080528, rs2834417, rs9288989, rs9616812, rs705696, rs56368704, rs12034493, rs2298885, rs4548893, rs7109368, rs237236, rs802725, rs55712837, rs2271189, rs78807522, rs3814113, rs12130372, rs10483739, rs10810738, rs17366568, rs11171747, rs12623748, rs605686, rs11743309, rs6660393, rs73074830, rs7825744, rs12236699, rs229526, rs75313451, rs6509868, rs56295110, rs201264747, rs1403247 imm_1_205034003, imm_6_128323722, imm_12_54781258, imm_16_31271994 or imm_22_35911431 or a proxy polymorphism in linkage disequilibrium therewith as determined with an r2 of at least 0.85, or a combination thereof, are detected in a biological sample obtained from the subject.
  • 2. The method of claim 1, wherein the one or more polymorphisms is detected using one or more of a microarray, sequencing, and qPCR.
  • 3. The method of claim 1, wherein the biological sample comprises a blood sample or is purified from a blood sample of the subject.
  • 4. The method of claim 1, further comprising optimizing a therapeutic regimen of the subject comprising increasing or decreasing a dosage amount of the therapeutic agent.
  • 5. The method of claim 1, wherein the therapeutic agent comprises a miR-155 modulator or an inhibitor of Tumor necrosis factor-like cytokine 1A (TL1A) activity or expression.
  • 6. The method of claim 5, wherein the miR-155 modulator comprises an inhibitor of miR-155.
  • 7. The method of claim 5, wherein the inhibitor of TL1A activity or expression is an anti-TL1A antibody.
  • 8. The method of claim 6, wherein the miR-155 modulator comprises Cobomarsen.
  • 9. The method of claim 1, wherein expression of miR-155 is elevated in the biological sample from the subject as compared to a subject that does have not the one or more polymorphisms.
  • 10. The method of claim 1, wherein the inflammatory or fibrotic disease or condition is inflammatory bowel disease.
  • 11. The method of claim 10, wherein the inflammatory bowel disease is Crohn's disease (CD).
  • 12. The method of claim 11, further comprising characterizing the CD as having a risk for developing perianal disease and/or fistula, based at least in part, on the one or more polymorphisms detected in a biological sample obtained from the subject.
  • 13. The method of claim 11, further comprising characterizing the CD as having a risk for developing stricturing, based at least in part, on the one or more polymorphisms detected in a biological sample obtained from the subject.
  • 14. The method of claim 1, wherein the CD is associated with recurrence.
  • 15. A method of treating an inflammatory or fibrotic disease or condition in a subject, the method comprising: (a) determining whether the subject having an inflammatory bowel disease is at risk for developing, or has developed, a subtype of the inflammatory bowel disease by: (i) obtaining or having obtained a biological sample from the subject; and(ii) subjecting the biological sample to an assay adapted to detect at least one or more polymorphisms comprising rs229527, rs17080528, rs2834417, rs9288989, rs9616812, rs705696, rs56368704, rs12034493, rs2298885, rs4548893, rs7109368, rs237236, rs802725, rs55712837, rs2271189, rs78807522, rs3814113, rs12130372, rs10483739, rs10810738, rs17366568, rs11171747, rs12623748, rs605686, rs11743309, rs6660393, rs73074830, rs7825744, rs12236699, rs229526, rs75313451, rs6509868, rs56295110, rs201264747, rs1403247, imm_1_205034003, imm_6_128323722, imm_12_54781258, imm_16_31271994 or imm_22_35911431 or a proxy polymorphism in linkage disequilibrium therewith as determined with an r2 of at least 0.85, or a combination thereof, and(b) treating the inflammatory bowel disease in the subject by administering a therapeutically effective amount of the therapeutic agent to the subject.
  • 16-19. (canceled)
  • 20. The method of claim 15, wherein the therapeutic agent comprises a miR-155 modulator or an inhibitor of Tumor necrosis factor-like cytokine 1A (TL1A) activity or expression.
  • 21. The method of claim 20, wherein the miR-155 modulator comprises an inhibitor of miR-155.
  • 22. The method of claim 20, wherein the inhibitor of TL1A activity or expression is an anti-TL1A antibody.
  • 23. The method of claim 20, wherein the miR-155 modulator comprises Cobomarsen.
  • 24-36. (canceled)
  • 37. A kit comprising: (a) at least one binding agent that specifically binds to at least one or more genes in Table 1A, Table 1B, or Table 20 in a biological sample; and(b) reagents for detecting binding between the at least one binding agent and the one or more genes in Table 1A, Table 1B, or Table 20.
  • 38-50. (canceled)
CROSS-REFERENCE

This application is a continuation of International Application No. PCT/US2021/061231, filed Nov. 30, 2021, which claims the benefit of U.S. Provisional Application No. 63/181,860, filed Apr. 29, 2021, and U.S. Provisional Application No. 63/120,143, filed Dec. 1, 2020, each of which is incorporated herein by reference in its entirety.

STATEMENT REGARDING FEDERALLY-SPONSORED RESEARCH OR DEVELOPMENT

This invention was made with government support under Grant No. DK043211, RR033176-01, DK062413-18, awarded by National Institutes of Health. The government has certain rights in the invention.

Provisional Applications (2)
Number Date Country
63120143 Dec 2020 US
63181860 Apr 2021 US
Continuations (1)
Number Date Country
Parent PCT/US2021/061231 Nov 2021 US
Child 18326912 US