Diagnosis of inflammatory bowel disease based on genes

Information

  • Patent Grant
  • 11549146
  • Patent Number
    11,549,146
  • Date Filed
    Friday, May 19, 2017
    7 years ago
  • Date Issued
    Tuesday, January 10, 2023
    a year ago
Abstract
The present invention describes a method of prognosing high or low probability of developing an inflammatory bowel disease (IBD) in a subject and a method of diagnosing an inflammatory bowel disease (IBD) in a subject. The invention further provides for a method of identifying genes/genetic loci associated with a disease condition, such as IBD, CD and/or UC.
Description
FIELD OF THE INVENTION

The invention relates to genetics and medicine.


BACKGROUND

All publications cited herein are incorporated by reference in their entirety to the same extent as if each individual publication or patent application was specifically and individually indicated to be incorporated by reference. The following description includes information that may be useful in understanding the present invention. It is not an admission that any of the information provided herein is prior art or relevant to the presently claimed invention, or that any publication specifically or implicitly referenced is prior art.


Crohn's disease (CD) and ulcerative colitis (UC), the two common forms of idiopathic inflammatory bowel disease (IBD), are chronic, relapsing inflammatory disorders of the gastrointestinal tract. Each has a peak age of onset in the second to fourth decades of life and prevalences in European ancestry populations that average approximately 100-150 per 100,000 (D. K. Podolsky, N Engl J Med 347, 417 (2002); E. V. Loftus, Jr., Gastroenterology 126, 1504 (2004)). Although the precise etiology of IBD remains to be elucidated, a widely accepted hypothesis is that ubiquitous, commensal intestinal bacteria trigger an inappropriate, overactive, and ongoing mucosal immune response that mediates intestinal tissue damage in genetically susceptible individuals (D. K. Podolsky, N Engl J Med 347, 417 (2002)). Genetic factors play an important role in IBD pathogenesis, as evidenced by the increased rates of IBD in Ashkenazi Jews, familial aggregation of IBD, and increased concordance for IBD in monozygotic compared to dizygotic twin pairs (S. Vermeire, P. Rutgeerts, Genes Immun 6, 637 (2005)). CD and UC are thought to be related disorders that share some genetic susceptibility loci but differ at others.


Thus, there is need in the art to determine other genes, allelic variants and/or haplotypes that may assist in explaining the genetic risk, diagnosing, and/or predicting susceptibility for or protection against inflammatory bowel disease including but not limited to CD and/or UC.


SUMMARY OF THE INVENTION

Various embodiments of the present invention provide for a method of prognosing high or low probability of developing an inflammatory bowel disease (IBD) in a subject, comprising: genotyping the subject for a risk allele at a gene/genetic locus; and upon detecting the risk allele, prognosing high probability of developing the IBD in the subject; or upon not detecting the risk allele, prognosing low probability of developing the IBD in the subject.


In various embodiments, the gene/genetic locus comprises SLC26A4, DLG4, GIPR, ZHX3, TNRC6B, CDK6, PRR5L, WNT2B, LRRC16A, HIST1 cluster (all Histone cluster 1 genes), GTF2IRD2B, ETS1, SLC5A1, or TET2, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1, HIST1 cluster (all Histone cluster 1 genes), CDK6, LRRC16A, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1. In various embodiments, the gene/genetic locus comprises HIST1 cluster (all Histone cluster 1 genes). In various embodiments, the gene/genetic locus comprises CDK6. In various embodiments, the gene/genetic locus comprises LRRC16A. In various embodiments, the gene/genetic locus comprise one or more of SEQ ID NO: 1-SEQ ID NO: 341.


In various other embodiments, genotyping the subject comprises: obtaining a sample from the subject; and genotyping the sample for the risk allele at the gene/genetic locus. In yet other embodiments, genotyping the sample comprises: contacting the sample with an oligonucleotide probe specific to the risk allele; generating an allele-specific hybridization complex between the oligonucleotide probe and the risk allele; and upon detecting the allele-specific hybridization complex, detecting the risk allele; or upon not detecting the allele-specific hybridization complex, not detecting the risk allele. In some embodiments, the oligonucleotide probe is labeled with a fluorescent dye, and wherein detecting the allele-specific hybridization complex comprises detecting fluorescence signal from the oligonucleotide probe. In other embodiments, the oligonucleotide probe comprises a reporter dye and a quencher dye.


In various embodiments, the method further comprises conducting PCR amplification after forming the allele-specific hybridization complex.


Various embodiments of the present invention provide for a method of diagnosing an inflammatory bowel disease (IBD) in a subject, comprising: genotyping a sample from the subject for a risk allele at a gene/genetic locus; upon detecting the risk allele, diagnosing IBD in the subject; and administering an IBD therapy to the subject diagnosed with IBD, thereby treating IBD in the subject. In various embodiments, the gene/genetic locus comprises SLC26A4, DLG4, GIPR, ZHX3, TNRC6B, CDK6, PRR5L, WNT2B, LRRC16A, HIST1 cluster (all Histone cluster 1 genes), GTF2IRD2B, ETS1, SLC5A1, or TET2, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1, HIST1 cluster (all Histone cluster 1 genes), CDK6, LRRC16A, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1. In various embodiments, the gene/genetic locus comprises HIST1 cluster (all Histone cluster 1 genes). In various embodiments, the gene/genetic locus comprises CDK6. In various embodiments, the gene/genetic locus comprises LRRC16A. In various embodiments, the gene/genetic locus comprise one or more of SEQ ID NO: 1-SEQ ID NO: 341. In various embodiments, the method further comprises providing an IBD therapy to the subject. In some embodiments, the IBD therapy comprises anti-TNF therapy, anti-TL1A therapy, colectomy, or a combination thereof.


Various embodiments of the present invention provide for a method, comprising: genotyping a sample from the subject for a risk allele at a gene/genetic locus; upon detecting the risk allele, diagnosing IBD in the subject; and administering the IBD therapy to the subject diagnosed with IBD, thereby treating IBD in the subject. In various embodiments, the gene/genetic locus comprises SLC26A4, DLG4, GIPR, ZHX3, TNRC6B, CDK6, PRR5L, WNT2B, LRRC16A, HIST1 cluster (all Histone cluster 1 genes), GTF2IRD2B, ETS1, SLC5A1, or TET2, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1, HIST1 cluster (all Histone cluster 1 genes), CDK6, LRRC16A, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1. In various embodiments, the gene/genetic locus comprises HIST1 cluster (all Histone cluster 1 genes). In various embodiments, the gene/genetic locus comprises CDK6. In various embodiments, the gene/genetic locus comprises LRRC16A. In various other embodiments, the gene/genetic locus comprise one or more of SEQ ID NO: 1-SEQ ID NO: 341. In various embodiments, the method further comprises providing an IBD therapy to the subject. In some embodiments, the IBD therapy comprises anti-TNF therapy, anti-TL1A therapy, colectomy, or a combination thereof.


Various embodiments of the present invention provide for a method of identifying genes/genetic loci associated with a condition, comprising: acquiring genetic data from samples of a cohort of the condition; performing a GLS transformation on the genetic data, thereby decorrelating the genetic data; conducting gene-based analysis on the GLS-transformed genetic data; and identifying genes/genetic loci associated with the condition. In various embodiments, the condition is IBD, CD, or UC, or a combination thereof. In some embodiments, the cohort comprises correlated subjects or family subjects. In other embodiments, the genetic data comprise SNP genotypes. In yet other embodiments, performing the GLS transformation comprises transforming the genetic data according to functions G=Σo−1/2, Gy=GXβ+Ge, {circumflex over (β)}GLS=(X′Σo−1X)−1X′Σo−1y, var({circumflex over (β)}GLS)=var((X′Σo−1X)−1X′Σo−1y)=(X′Σo−1X)−1, or a combination thereof.


In various embodiments, conducting gene-based analysis comprises applying a gene-based test based on the assumption of independent or uncorrelated subjects. In various embodiments, conducting gene-based analysis comprises applying C-alpha, SKAT, SKAT-CommonRare, CMC, WSS, Variable Threshold, or Comprehensive Approach, or a combination thereof.





BRIEF DESCRIPTION OF THE DRAWINGS

Exemplary embodiments are illustrated in referenced figures. It is intended that the embodiments and figures disclosed herein are to be considered illustrative rather than restrictive.



FIGS. 1A-1B depict, in accordance with various embodiments of the invention, Single-SNP based and gene-based analysis.



FIGS. 2A-2B depict, in accordance with various embodiments of the invention, Manhattan plots.



FIG. 3 depicts, in accordance with various embodiments of the invention, Manhattan plot: exclude Jostin regions



FIG. 4 depicts, in accordance with various embodiments of the invention, a list of novel genes/regions identified in our analysis: SLC26A4, DLG4, GIPR, ZHX3, TNRC6B, CDK6, PRR5L, WNT2B, LRRC16A, HIST1 cluster (all Histone cluster 1 genes), GTF2IRD2B, ETS1, SLC5A1, and TET2.



FIG. 5A-5B depicts, in accordance with various embodiments of the invention, (A) increased chance of being in histone marks compared to non-IBD regions and (B) increased chance of being in histone marks compared to known IBD SNPs.



FIGS. 6A-6D depict, in accordance with various embodiments of the invention, detailed examination of TET2 region: local plot (A), SNPs (B), fine mapping (C), and function (D). rs17035289 is SEQ ID NO: 333 and rs2726518 is SEQ ID NO: 334. All other rs numbers are found in table 1.



FIGS. 7A-7C depict, in accordance with various embodiments of the invention, detailed examination of LRRC16 region: local plot (A), local plot (B), and fine mapping with four independent signals (C).



FIGS. 8A-8C depict, in accordance with various embodiments of the invention, eQTL results: SeeQTL (A), Scandb (B), and GeneVar (C). rs9358858 is SEQ ID NO: 335. All other rs numbers are found in table 1.



FIGS. 9A-9C depict, in accordance with various embodiments of the invention, detailed examination of a first portion in the HIST1 cluster: genes (A), local signals (B), and fine mapping with three independent signals (P=2.23E-25) (C). rs2071303 is SEQ ID NO: 336, rs13198474 is SEQ ID NO: 337, rs198846 is SEQ ID NO:338 and rs198854 is SEQ ID NO:339.



FIGS. 10A-10B depict, in accordance with various embodiments of the invention, eQTL analysis: SCANdb (A) and Blood eQTL (B). rs13198474 is SEQ ID NO: 337, rs198846 is SEQ ID NO:338 and rs198854 is SEQ ID NO:339.



FIGS. 11A-11C depict, in accordance with various embodiments of the invention, detailed examination of a second portion in the HIST1 cluster: genes (A), local signals (B), and fine mapping with four independent signals (P=3.25E-29) (C). rs9295740 is SEQ ID NO: 340 and rs9461412 is SEQ ID NO: 341.



FIG. 12 depicts, in accordance with various embodiments of the invention, eQTL analysis: SCANdb.



FIG. 13 depicts, in accordance with various embodiments of the invention, independent signals from 3 regions: LRRC16, first portion in the HIST1 cluster, and second portion in the HIST1 cluster.





DETAILED DESCRIPTION OF THE INVENTION

All references cited herein are incorporated by reference in their entirety as though fully set forth. Unless defined otherwise, technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. Allen et al., Remington: The Science and Practice of Pharmacy 22nd ed., Pharmaceutical Press (Sep. 15, 2012); Hornyak et al., Introduction to Nanoscience and Nanotechnology, CRC Press (2008); Singleton and Sainsbury, Dictionary of Microbiology and Molecular Biology 3rd ed., revised ed., J. Wiley & Sons (New York, N.Y. 2006); Smith, March's Advanced Organic Chemistry Reactions, Mechanisms and Structure 7th ed., J. Wiley & Sons (New York, N.Y. 2013); Singleton, Dictionary of DNA and Genome Technology 3rd ed., Wiley-Blackwell (Nov. 28, 2012); and Green and Sambrook, Molecular Cloning: A Laboratory Manual 4th ed., Cold Spring Harbor Laboratory Press (Cold Spring Harbor, N.Y. 2012), provide one skilled in the art with a general guide to many of the terms used in the present application. For references on how to prepare antibodies, see Greenfield, Antibodies A Laboratory Manual 2nd ed., Cold Spring Harbor Press (Cold Spring Harbor N.Y., 2013); Köhler and Milstein, Derivation of specific antibody-producing tissue culture and tumor lines by cell fusion, Eur. J. Immunol. 1976 Jul. 6(7):511-9; Queen and Selick, Humanized immunoglobulins, U.S. Pat. No. 5,585,089 (1996 December); and Riechmann et al., Reshaping human antibodies for therapy, Nature 1988 Mar. 24, 332(6162):323-7.


One skilled in the art will recognize many methods and materials similar or equivalent to those described herein, which could be used in the practice of the present invention. Other features and advantages of the invention will become apparent from the following detailed description, taken in conjunction with the accompanying drawings, which illustrate, by way of example, various features of embodiments of the invention. Indeed, the present invention is in no way limited to the methods and materials described. For convenience, certain terms employed herein, in the specification, examples and appended claims are collected here.


Unless stated otherwise, or implicit from context, the following terms and phrases include the meanings provided below. Unless explicitly stated otherwise, or apparent from context, the terms and phrases below do not exclude the meaning that the term or phrase has acquired in the art to which it pertains. Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. It should be understood that this invention is not limited to the particular methodology, protocols, and reagents, etc., described herein and as such can vary. The definitions and terminology used herein are provided to aid in describing particular embodiments, and are not intended to limit the claimed invention, because the scope of the invention is limited only by the claims.


As used herein the term “comprising” or “comprises” is used in reference to compositions, methods, and respective component(s) thereof, that are useful to an embodiment, yet open to the inclusion of unspecified elements, whether useful or not. It will be understood by those within the art that, in general, terms used herein are generally intended as “open” terms (e.g., the term “including” should be interpreted as “including but not limited to,” the term “having” should be interpreted as “having at least,” the term “includes” should be interpreted as “includes but is not limited to,” etc.). Although the open-ended term “comprising,” as a synonym of terms such as including, containing, or having, is used herein to describe and claim the invention, the present invention, or embodiments thereof, may alternatively be described using alternative terms such as “consisting of” or “consisting essentially of.”


Unless stated otherwise, the terms “a” and “an” and “the” and similar references used in the context of describing a particular embodiment of the application (especially in the context of claims) can be construed to cover both the singular and the plural. The recitation of ranges of values herein is merely intended to serve as a shorthand method of referring individually to each separate value falling within the range. Unless otherwise indicated herein, each individual value is incorporated into the specification as if it were individually recited herein. All methods described herein can be performed in any suitable order unless otherwise indicated herein or otherwise clearly contradicted by context. The use of any and all examples, or exemplary language (for example, “such as”) provided with respect to certain embodiments herein is intended merely to better illuminate the application and does not pose a limitation on the scope of the application otherwise claimed. The abbreviation, “e.g.” is derived from the Latin exempli gratia, and is used herein to indicate a non-limiting example. Thus, the abbreviation “e.g.” is synonymous with the term “for example.” No language in the specification should be construed as indicating any non-claimed element essential to the practice of the application.


As used herein, the terms “treat,” “treatment,” “treating,” or “amelioration” when used in reference to a disease, disorder or medical condition, refer to both therapeutic treatment and prophylactic or preventative measures, wherein the object is to prevent, reverse, alleviate, ameliorate, inhibit, lessen, slow down or stop the progression or severity of a symptom or condition. The term “treating” includes reducing or alleviating at least one adverse effect or symptom of a condition. Treatment is generally “effective” if one or more symptoms or clinical markers are reduced. Alternatively, treatment is “effective” if the progression of a disease, disorder or medical condition is reduced or halted. That is, “treatment” includes not just the improvement of symptoms or markers, but also a cessation or at least slowing of progress or worsening of symptoms that would be expected in the absence of treatment. Also, “treatment” may mean to pursue or obtain beneficial results, or lower the chances of the individual developing the condition even if the treatment is ultimately unsuccessful. Those in need of treatment include those already with the condition as well as those prone to have the condition or those in whom the condition is to be prevented.


“Beneficial results” or “desired results” may include, but are in no way limited to, lessening or alleviating the severity of the disease condition, preventing the disease condition from worsening, curing the disease condition, preventing the disease condition from developing, lowering the chances of a patient developing the disease condition, decreasing morbidity and mortality, and prolonging a patient's life or life expectancy. As non-limiting examples, “beneficial results” or “desired results” may be alleviation of one or more symptom(s), diminishment of extent of the deficit, stabilized (i.e., not worsening) state of intestinal inflammation and/or fibrosis, delay or slowing of intestinal inflammation and/or fibrosis, and amelioration or palliation of symptoms associated with intestinal inflammation and/or fibrosis.


“Diseases”, “conditions” and “disease conditions,” as used herein may include, but are in no way limited to any form of intestinal inflammation or intestinal inflammation-related condition, disease or disorder, for example, intestinal inflammation, intestinal fibrosis, inflammatory bowel disease (IBD), Crohn's disease (CD), ulcerative colitis (UC), colitis, acute colitis, and chronic colitis.


method of prognosing high or low probability of developing an inflammatory bowel disease (IBD) in a subject, comprising: genotyping the subject for a risk allele at a gene/genetic locus; and upon detecting the risk allele, prognosing high probability of developing the IBD in the subject; or upon not detecting the risk allele, prognosing low probability of developing the IBD in the subject.


“Risk variant” as used herein refers to an allele, whose presence is associated with an increase in susceptibility to an inflammatory bowel disease, including but not limited to Crohn's Disease and ulcerative colitis, relative to an individual who does not have the risk variant.


“High probability”, as used herein refers to an increase in susceptibility to an inflammatory bowel disease, when the risk variants are present in an individual, relative to an individual who does not have the risk variants.


“Low probability”, as used herein refers to a decrease in susceptibility to an inflammatory bowel disease, when the risk variants are absent in an individual, relative to an individual who has the risk variants.


As used herein, the term “administering,” refers to the placement an agent as disclosed herein into a subject by a method or route which results in at least partial localization of the agents at a desired site. “Route of administration” may refer to any administration pathway known in the art, including but not limited to aerosol, nasal, oral, transmucosal, transdermal, parenteral, enteral, topical or local. “Parenteral” refers to a route of administration that is generally associated with injection, including intracranial, intraventricular, intrathecal, epidural, intradural, intraorbital, infusion, intraarterial, intracapsular, intracardiac, intradermal, intramuscular, intraperitoneal, intrapulmonary, intraspinal, intrasternal, intrathecal, intrauterine, intravenous, subarachnoid, subcapsular, subcutaneous, transmucosal, or transtracheal. Via the parenteral route, the compositions may be in the form of solutions or suspensions for infusion or for injection, or as lyophilized powders. Via the enteral route, the pharmaceutical compositions can be in the form of tablets, gel capsules, sugar-coated tablets, syrups, suspensions, solutions, powders, granules, emulsions, microspheres or nanospheres or lipid vesicles or polymer vesicles allowing controlled release. Via the topical route, the pharmaceutical compositions can be in the form of aerosol, lotion, cream, gel, ointment, suspensions, solutions or emulsions. In accordance with the present invention, “administering” can be self-administering. For example, it is considered as “administering” that a subject consumes a composition as disclosed herein.


The term “sample” or “biological sample” as used herein denotes a sample taken or isolated from a biological organism, e.g., a blood sample from a subject. Exemplary biological samples include, but are not limited to, cheek swab; mucus; whole blood, blood, serum; plasma; urine; saliva; semen; lymph; fecal extract; sputum; other body fluid or biofluid; cell sample; and/or tissue sample etc. The term also includes a mixture of the above-mentioned samples. The term “sample” also includes untreated or pretreated (or pre-processed) biological samples. In some embodiments, a sample can comprise one or more cells from the subject.


As used herein, a “subject” means a human or animal. Usually the animal is a vertebrate such as a primate, rodent, domestic animal or game animal. Primates include chimpanzees, cynomologous monkeys, spider monkeys, and macaques, e.g., Rhesus. Rodents include mice, rats, woodchucks, ferrets, rabbits and hamsters. Domestic and game animals include cows, horses, pigs, deer, bison, buffalo, feline species, e.g., domestic cat, and canine species, e.g., dog, fox, wolf. The terms, “patient”, “individual” and “subject” are used interchangeably herein. In an embodiment, the subject is mammal. The mammal can be a human, non-human primate, mouse, rat, dog, cat, horse, or cow, but are not limited to these examples. In addition, the methods described herein can be used to treat domesticated animals and/or pets.


“Mammal” as used herein refers to any member of the class Mammalia, including, without limitation, humans and nonhuman primates such as chimpanzees and other apes and monkey species; farm animals such as cattle, sheep, pigs, goats and horses; domestic mammals such as dogs and cats; laboratory animals including rodents such as mice, rats and guinea pigs, and the like. The term does not denote a particular age or sex. Thus, adult and newborn subjects, as well as fetuses, whether male or female, are intended to be included within the scope of this term.


A subject can be one who has been previously diagnosed with or identified as suffering from or having a condition in need of treatment (e.g., intestinal inflammation and/or fibrosis, IBD, CD, UC, colitis, acute colitis, and chronic colitis) or one or more complications related to the condition, and optionally, have already undergone treatment for the condition or the one or more complications related to the condition. Alternatively, a subject can also be one who has not been previously diagnosed as having a condition or one or more complications related to the condition. For example, a subject can be one who exhibits one or more risk factors for a condition or one or more complications related to the condition or a subject who does not exhibit risk factors. A “subject in need” of treatment for a particular condition can be a subject suspected of having that condition, diagnosed as having that condition, already treated or being treated for that condition, not treated for that condition, or at risk of developing that condition.


The term “statistically significant” or “significantly” refers to statistical evidence that there is a difference. It is defined as the probability of making a decision to reject the null hypothesis when the null hypothesis is actually true. The decision is often made using the p-value.


As used herein, “a disease's Odds” or “Odds of a disease” in a certain population is defined as the ratio between disease probability and non-disease probability in such a population (i.e., a disease's Odds=disease probability/non-disease probability).


As used herein, “a risk allele's Odds Ratio (OR)” or “Odds Ratio (OR) of a risk allele” with respect to a disease is defined as the ratio between the disease's Odds in the risk allele's carrier population and the disease's Odds in the risk allele's non-carrier population. (i.e., a risk allele's OR=the disease's Odds in carriers/the disease's Odds in non-carriers).


METHODS OF THE INVENTION

This invention provides methods of identifying genes/genetic loci associated with a condition such as IBD. The identification of these genes/genetic loci can be used for risk stratification of a population with respect to IBD. We could use such a tool at birth to identify people at risk for IBD with the intent of impacting the population by delivering preventative interventions that could modulate environmental epigenetic factors. This invention also provides methods of diagnosing IBD and methods of individualizing IBD treatment plans as a precision medicine approach.


Prognosing


Various embodiments of the present invention provide for a method of prognosing high or low probability of developing an inflammatory bowel disease (IBD) in a subject, comprising: genotyping the subject for a risk allele at a gene/genetic locus; and upon detecting the risk allele, prognosing high probability of developing the IBD in the subject; or upon not detecting the risk allele, prognosing low probability of developing the IBD in the subject.


In various embodiments, the gene/genetic locus comprises SLC26A4, DLG4, GIPR, ZHX3, TNRC6B, CDK6, PRR5L, WNT2B, LRRC16A, HIST1 cluster (all Histone cluster 1 genes), GTF2IRD2B, ETS1, SLC5A1, or TET2, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1, HIST1 cluster (all Histone cluster 1 genes), CDK6, LRRC16A, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1. In various embodiments, the gene/genetic locus comprises HIST1 cluster (all Histone cluster 1 genes). In various embodiments, the gene/genetic locus comprises CDK6. In various embodiments, the gene/genetic locus comprises LRRC16A. In various embodiments, the gene/genetic locus comprise one or more of SEQ ID NO: 1-SEQ ID NO: 341.


In various other embodiments, genotyping the subject comprises: obtaining a sample from the subject; and genotyping the sample for the risk allele at the gene/genetic locus. In yet other embodiments, genotyping the sample comprises: contacting the sample with an oligonucleotide probe specific to the risk allele; generating an allele-specific hybridization complex between the oligonucleotide probe and the risk allele; and upon detecting the allele-specific hybridization complex, detecting the risk allele; or upon not detecting the allele-specific hybridization complex, not detecting the risk allele. In some embodiments, the oligonucleotide probe is labeled with a fluorescent dye, and wherein detecting the allele-specific hybridization complex comprises detecting fluorescence signal from the oligonucleotide probe. In other embodiments, the oligonucleotide probe comprises a reporter dye and a quencher dye.


In various embodiments, the method further comprises conducting PCR amplification after forming the allele-specific hybridization complex.


Various embodiments of the present invention provide a method of prognosing high or low probability of developing an inflammatory bowel disease (IBD) in a subject. The method comprises: genotyping the subject for a risk allele at a gene/genetic locus; and upon detecting the risk allele, prognosing high probability of developing the IBD in the subject; or upon not detecting the risk allele, prognosing low probability of developing the IBD in the subject.


Various embodiments of the present invention provide a method of prognosing high probability of developing an inflammatory bowel disease (IBD) in a subject. The method comprises: genotyping the subject for a risk allele at a gene/genetic locus; and upon detecting the risk allele, prognosing high probability of developing the IBD in the subject.


Various embodiments of the present invention provide a method of prognosing low probability of developing an inflammatory bowel disease (IBD) in a subject. The method comprises: genotyping the subject for a risk allele at a gene/genetic locus; and upon not detecting the risk allele, prognosing low probability of developing the IBD in the subject.


In accordance with the present invention, high or low probability of developing IBD means that a subject has more or less likelihood of developing IBD as compared to the general population which the subject belongs to.


Diagnosing


Various embodiments of the present invention provide for a method of diagnosing an inflammatory bowel disease (IBD) in a subject, comprising: genotyping a sample from the subject for a risk allele at a gene/genetic locus; upon detecting the risk allele, diagnosing IBD in the subject; and administering an IBD therapy to the subject diagnosed with IBD, thereby treating IBD in the subject. In various embodiments, the gene/genetic locus comprises SLC26A4, DLG4, GIPR, ZHX3, TNRC6B, CDK6, PRR5L, WNT2B, LRRC16A, HIST1 cluster (all Histone cluster 1 genes), GTF2IRD2B, ETS1, SLC5A1, or TET2, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1, HIST1 cluster (all Histone cluster 1 genes), CDK6, LRRC16A, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1. In various embodiments, the gene/genetic locus comprises HIST1 cluster (all Histone cluster 1 genes). In various embodiments, the gene/genetic locus comprises CDK6. In various embodiments, the gene/genetic locus comprises LRRC16A. In various embodiments, the gene/genetic locus comprise one or more of SEQ ID NO: 1-SEQ ID NO: 341. In some embodiments, the IBD therapy comprises anti-TNF therapy, anti-TL1A therapy, colectomy, or a combination thereof.


Various embodiments of the present invention provide for a method, comprising: genotyping a sample from the subject for a risk allele at a gene/genetic locus; upon detecting the risk allele, diagnosing IBD in the subject; and administering an IBD therapy to the subject diagnosed with IBD, thereby treating IBD in the subject. In various embodiments, the gene/genetic locus comprises SLC26A4, DLG4, GIPR, ZHX3, TNRC6B, CDK6, PRR5L, WNT2B, LRRC16A, HIST1 cluster (all Histone cluster 1 genes), GTF2IRD2B, ETS1, SLC5A1, or TET2, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1, HIST1 cluster (all Histone cluster 1 genes), CDK6, LRRC16A, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1. In various embodiments, the gene/genetic locus comprises HIST1 cluster (all Histone cluster 1 genes). In various embodiments, the gene/genetic locus comprises CDK6. In various embodiments, the gene/genetic locus comprises LRRC16A. In various other embodiments, the gene/genetic locus comprise one or more of SEQ ID NO: 1-SEQ ID NO: 341. In various embodiments, the method further comprises providing an IBD therapy to the subject. In some embodiments, the IBD therapy comprises anti-TNF therapy, anti-TL1A therapy, colectomy, or a combination thereof.


Various embodiments of the present invention provide a method of identifying susceptibility to or identifying protection against an inflammatory bowel disease (IBD) in a subject. The method comprises: genotyping the subject for a risk allele at a gene/genetic locus; and upon detecting the risk allele, identifying susceptibility to the IBD in the subject; or upon not detecting the risk allele, identifying protection against the IBD in the subject.


Various embodiments of the present invention provide a method of identifying susceptibility to an inflammatory bowel disease (IBD) in a subject. The method comprises: genotyping the subject for a risk allele at a gene/genetic locus; and upon detecting the risk allele, identifying susceptibility to the IBD in the subject.


Various embodiments of the present invention provide a method of identifying protection against an inflammatory bowel disease (IBD) in a subject. The method comprises: genotyping the subject for a risk allele at a gene/genetic locus; and upon not detecting the risk allele, identifying protection against the IBD in the subject.


In accordance with the present invention, susceptibility to IBD means that a subject has more likelihood of developing IBD as compared to the general population which the subject belongs to. In accordance with the present invention, protection against IBD means that a subject has less likelihood of developing IBD as compared to the general population which the subject belongs to.


Various embodiments of the present invention provide a method of diagnosing an inflammatory bowel disease (IBD) in a subject. The method comprises: genotyping the subject for a risk allele at a gene/genetic locus; and upon detecting the risk allele, diagnosing the IBD in the subject; or upon not detecting the risk allele, not diagnosing the IBD in the subject.


Various embodiments of the present invention provide a method of diagnosing an inflammatory bowel disease (IBD) in a subject. The method comprises: genotyping the subject for a risk allele at a gene/genetic locus; detecting the risk allele; and diagnosing the IBD in the subject.


Various embodiments of the present invention provide a method of treating an inflammatory bowel disease (IBD) in a subject. The method comprises: administering the IBD therapy to the subject, wherein the subject is diagnosed with the IBD according to a method as described herein, thereby treating the IBD in the subject. In various embodiments, the method further comprises providing an IBD therapy to the subject.


Various embodiments of the present invention provide a method of treating an inflammatory bowel disease (IBD) in a subject. The method comprises: genotyping the subject for a risk allele at a gene/genetic locus; and upon detecting the risk allele, administering the IBD therapy to the subject; or upon not detecting the risk allele, not administering the IBD therapy to the subject. In various embodiments, the method further comprises providing an IBD therapy to the subject.


Various embodiments of the present invention provide a method of treating an inflammatory bowel disease (IBD) in a subject. The method comprises: genotyping the subject for a risk allele at a gene/genetic locus; detecting the risk allele; and administering the IBD therapy to the subject, thereby treating the IBD in the subject. In various embodiments, the method further comprises providing an IBD therapy to the subject.


Various embodiments of the present invention provide a method of administering an inflammatory bowel disease (IBD) therapy to a subject. The method comprises: genotyping the subject for a risk allele at a gene/genetic locus; and upon detecting the risk allele, administering the IBD therapy to the subject; or upon not detecting the risk allele, not administering the IBD therapy to the subject.


Various embodiments of the present invention provide a method of administering an inflammatory bowel disease (IBD) therapy to a subject. The method comprises: genotyping the subject for a risk allele at a gene/genetic locus; detecting the risk allele; and administering the IBD therapy to the subject.


In various embodiments, the IBD therapy comprises anti-TNF therapy, anti-TL1A therapy, or colectomy, or a combination thereof. In some embodiments, the IBD therapy is an anti-TNF antibody. In some embodiments, the IBD therapy is an anti-TL1A antibody. In some embodiments, the IBD therapy is colectomy.


In various embodiments, the subject is a human. In some embodiments, the subject is a child. In some embodiments, the subject is a teenager. In other embodiments, the subject is an adult. In various embodiments, the IBD is Crohn's disease (CD) or ulcerative colitis (UC).


In various embodiments, the sample is cheek swab; mucus; whole blood; blood; serum; plasma; urine; saliva; semen; lymph; fecal extract; sputum; other body fluid or biofluid; cell sample; or tissue sample; or a combination thereof. In various embodiments, the sample comprises a nucleic acid from the individual. In some embodiments, the nucleic acid comprises genomic DNA. In various embodiments, the sample is a body fluid. In some embodiments, the body fluid is whole blood, plasma, saliva, mucus, or cheek swab. In various embodiments, the sample is a cell or tissue. In some embodiments, the cell is a blood cell. In some embodiments, the cell is a blood cell line (e.g., a lymphoblastoid cell line) obtained from the subject and transformed with an Epstein Barr virus.


In various embodiments, the gene/genetic locus comprises 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, or more, or all of the genes/genetic loci listed in Table 1 as SEQ ID NOs: 1-341. In various embodiments, the gene/genetic locus comprises SLC26A4, DLG4, GIPR, ZHX3, TNRC6B, CDK6, PRR5L, WNT2B, LRRC16A, HIST1 cluster (all Histone cluster 1 genes), GTF2IRD2B, ETS1, SLC5A1, or TET2, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1, HIST1 cluster (all Histone cluster 1 genes), CDK6, LRRC16A, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1. In various embodiments, the gene/genetic locus comprises HIST1 cluster (all Histone cluster 1 genes). In various embodiments, the gene/genetic locus comprises CDK6. In various embodiments, the gene/genetic locus comprises LRRC16A. Each gene can comprise the following sequences: SLC26A4 (SEQ ID NOs: 1-6); DLG4 (SEQ ID NO: 7); GIPR (SEQ ID NOs: 8-27); ZHX3 (SEQ ID NOs: 28-30); TNRC6B (SEQ ID NOs: 31-38); CDK6 (SEQ ID NOs: 39-40); PRR5L (SEQ ID NOs: 41-54); WNT2B (SEQ ID NOs: 55-58); LRRC16A (SEQ ID NOs: 59-75, 335); HIST1 cluster (all Histone cluster 1 genes—SEQ ID NOs: 76-173, 338, 339); GTF2IRD2B (SEQ ID NOs: 174-180); ETS1 (SEQ ID NOs: 181-325); SLC5A1 (SEQ ID NOs: 326-327); and TET2 (SEQ ID NOs: 328-332, 334).


In various embodiments, the risk allele comprises 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, or more, or all of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341. In various embodiments, the risk allele comprises 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, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 99, or 100, or more, or all of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341. In various embodiments, the risk allele comprises N of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341, and wherein N is a positive integer not more than 341 (i.e., 1≤N≤341). In various embodiments, the risk allele comprises 1-5, 5-10, 10-15, 15-20, 20-25, 25-30, 30-35, 35-40, 40-45, 45-50, 50-55, 55-60, 60-65, 65-70, 70-75, 75-80, 80-85, 85-90, 90-95, or 95-100 of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341. In various embodiments, the risk allele comprises 100-105, 105-110, 110-115, 115-120, 120-125, 125-130, 130-135, 135-140, 140-145, 145-150, 150-155, 155-160, 160-165, 165-170, 170-175, 175-180, 180-185, 185-190, 190-195, or 195-200 of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341. In various embodiments, the risk allele comprises 200-205, 205-210, 210-215, 215-220, 220-225, 325-230, 230-235, 235-240, 240-245, 245-250, 250-255, 255-260, 260-265, 265-270, 270-275, 275-280, 280-285, 285-290, 290-295, or 295-300 of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341. In various embodiments, the risk allele comprises 300-305, 305-310, 310-315, 315-320, 320-325, 325-330, or 330-341 of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341.


In some embodiments, the subject's genotypes can be obtained from previous genetic or genomic tests performed on the subject and those previous tests were not performed with particular respect to IBD or any condition. For example, the subject's genotypes can be obtained from analyzing the subject's genome sequencing results, or obtained from a database storing the subject's personal genetic or genomic information. In these embodiments, genotyping the subject does not require conducting laboratory tests on the subject, as it involves acquiring and analyzing data already available. In other embodiments, for example, when personal genetic or genomic information is not available or when subject or physician desire new laboratory tests, genotyping the subject requires conducting laboratory tests on the subject.


In various embodiments of the present invention, genotyping the subject comprises: obtaining a sample from the subject; and genotyping the sample for the risk allele at the gene/genetic locus.


In some embodiments, genotyping the sample comprises: contacting the sample with an oligonucleotide probe specific to the risk allele; generating an allele-specific hybridization complex between the oligonucleotide probe and the risk allele; and upon detecting the allele-specific hybridization complex, detecting the risk allele; or upon not detecting the allele-specific hybridization complex, not detecting the risk allele. In various embodiments, the oligonucleotide probe is labeled with a fluorescent dye, and wherein detecting the allele-specific hybridization complex comprises detecting fluorescence signal from the oligonucleotide probe. In various embodiments, the oligonucleotide probe comprises a reporter dye and a quencher dye. In certain embodiments, the method further comprises conducting PCR amplification after forming the allele-specific hybridization complex. In various embodiments, detecting the allele-specific hybridization complex comprises detecting the electrophoretic mobility of the allele-specific hybridization complex.


In various embodiments, genotyping the sample comprises detecting a SNP's alleles in the sample by: contacting the sample with detection agents that specifically bind to the SNP's alleles; and detecting the binding levels between the detection agents and the SNP's alleles. Alleles can be detected by genotyping assays, PCR, Reverse transcription PCR, real-time PCR, microarray, DNA sequencing, and RNA sequencing techniques.


Various embodiments of the present invention provide a composition. In various embodiments, the composition comprises one or more detection agents that specifically bind to one or more alleles at one or more genes/genetic loci. This composition may be used to identify genes/genetic loci associated with a condition, and/or to prognose low or high probability of developing IBD, and/or to prognose susceptibility to or protection against IBD, and/or to diagnose IBD, and/or to treat IBD, and/or to direct administering an IBD therapy.


In various embodiments, the detection agents are oligonucleotide probes, nucleic acids, DNAs, RNAs, aptamers, peptides, proteins, antibodies, avimers, or small molecules, or a combination thereof. In some embodiments, the detection agents are allele-specific oligonucleotide probes targeting the SNP's alleles. In various embodiments, a SNP's alleles are detected by using a microarray. In some embodiments, the microarray is an oligonucleotide microarray, DNA microarray, cDNA microarrays, RNA microarray, peptide microarray, protein microarray, or antibody microarray, or a combination thereof.


In various embodiments, detecting a SNP's alleles comprises: contacting the sample with one or more allele-specific oligonucleotide probes targeting the SNP's alleles; generating double-stranded hybridization complex through allele-specific binding between the SNP's alleles and said allele-specific oligonucleotide probes; and detecting the double-stranded hybridization complex newly generated through allele-specific binding between the SNP's alleles and said allele-specific oligonucleotide probes. In some embodiments, the method further comprises conducting PCR amplification of the double-stranded hybridization complex.


In various embodiments, the present invention provides allele-specific oligonucleotide probes for each of the alleles (e.g., major alleles, minor alleles, risk alleles, and non-risk alleles listed Table 1. In accordance with the present invention, said allele-specific oligonucleotide probes may comprise about 10-15, 15-20, 20-25, 25-30, 30-35, 35-40, 40-45, or 45-50 nucleotides; they are either identical or complementary to a sequence segment encompassing the polymorphic position of a SNP as disclosed herein; and they are specific to one or the other allele at the polymorphic position. For a non-limiting example, rs10247487 has either T or C allele (in the context of forward strand) at its polymorphic position (e.g., “Y” at nucleotide 501 of the following exemplar sequence (SEQ ID NO: 1).











CCTAAGGAAG TTCTAGACTA GTGTTTCATG GAGCCCATTC TTTTAAATTA AAAGTAGCCA
  60






TTTAAAAAAA TTAAAGTCCC AGAAAATGAC CATTAGAATA TGCAATTTAA AAATAGCAAA
 120





TAAAACAAAC TAAGGTTTTT TTGAACAGAT ATATAGAAAC AAAATTTCAC TTAGTTTACA
 180





ATATAAACAT GCATTTCACA TTAGCATTAA AATGCTATTG TGATTTATCT CTCTTTCAAA
 240





TACTATTGCC TCTACTTACA CAATCATATT TGTCCTTTCG CCACAATCTG CCTATTTCAG
 300





CAAACTGCAT CAGCATTCCC TTTAAGTTTC CCAATGCTAA AGCTGCCAGG ACGGACTGTG
 360





AAAAACACAA ACATCAGATG TACTTTAAGT TAATGAAATA AACCACAGGG AAGCAAAGGT
 420





GAAGGCTATA GATAAGTGTG TGCTTTAAAG GGCCTCAAAG CAAATCAAAG CATTACACCC
 480





TTTTCCGGTG TGCGATGCCA YGCAAGACAC ACCAGAACTG GGACTCTGAC CTGTTCCTAT
 540





GAATGACTTT GTCCCCACAA CAGTGACAAG GCCTAGGCTG CTCTTGTGAT TATGAGATAG
 600





ATGATCTGAT GGCGTTTAGT AGCCTGCACC TTGGGACAGA GAAAGGCAGA CCTTCAGACC
 660





TATGACAGAC TAACATTTGG AATAAATTCC TCCCAAGCAG AGACAGTCTA ATGTGTGTTT
 720





GTTTATTGGA GTCAAGGAGA TGGGGGTTGC TCTTTGTTAA AAAAAAAAAT AGCTTGGGAA
 780





GCTTGAGGTC CTGGAATGAG ATGACTTGAG GCGGGCTTTC TGGGACAGCA TGAAACATAT
 840





CTATCTAGTT CCTGCTATAT CCCCAGAACC TACTATGTTA AATGCATACA GGAGGGGCTT
 900





TAAAATTAGT CAGTGAATGA GTGGCTGAGC CAATGAATGA ATATTTCCCA GGCCAGTACT
 960





AATCCCTACA GCCAAGCTTC AGACTTCCAA TTCTTCCACA G
1001






Hence, an allele-specific oligonucleotide probe for the T allele at rs10247487 may comprise, for a non-limiting example, 21 nucleotides; and these 21 nucleotides are either identical or complementary to the sequence segment 481-501, 482-502, 483-503, 484-504, 485-505, 486-506, 487-507, 488-508, 489-509, 490-511, 491-511, 492-512, 493-513, 494-514, 495-515, 496-516, 497-517, 498-518, 499-519, 500-520, or 501-521 of the above exemplar sequence where nucleotide 501 is set as the T allele. Vice versa, an allele-specific oligonucleotide probe for the C allele at rs10247487 may comprise, for a non-limiting example, 21 nucleotides; and these 21 nucleotides are either identical or complementary to the sequence segment 481-501, 482-502, 483-503, 484-504, 485-505, 486-506, 487-507, 488-508, 489-509, 490-511, 491-511, 492-512, 493-513, 494-514, 495-515, 496-516, 497-517, 498-518, 499-519, 500-520, or 501-521 of the above exemplar sequence where nucleotide 501 is set as the C allele.


In various embodiments, said allele-specific oligonucleotide probes are labeled with one or more fluorescent dyes, and wherein detecting the double-stranded hybridization complex comprises detecting fluorescence signals from the fluorescent dyes. In some embodiments, said allele-specific oligonucleotide probes are labeled with a reporter dye and a quencher dye. In some embodiments, detecting the double-stranded hybridization complex comprises detecting the electrophoretic mobility of the double-stranded hybridization complex.


A variety of methods can be used to detect the presence or absence of a variant allele or haplotype. As an example, enzymatic amplification of nucleic acid from an individual may be used to obtain nucleic acid for subsequent analysis. The presence or absence of a variant allele or haplotype may also be determined directly from the individual's nucleic acid without enzymatic amplification.


Detecting the presence or absence of a variant allele or haplotype may involve amplification of an individual's nucleic acid by the polymerase chain reaction. Use of the polymerase chain reaction for the amplification of nucleic acids is well known in the art (see, for example, Mullis et al. (Eds.), The Polymerase Chain Reaction, Birkhauser, Boston, (1994)).


Analysis of the nucleic acid from an individual, whether amplified or not, may be performed using any of various techniques. Useful techniques include, without limitation, polymerase chain reaction based analysis, sequence analysis and electrophoretic analysis. As used herein, the term “nucleic acid” means a polynucleotide such as a single or double-stranded DNA or RNA molecule including, for example, genomic DNA, cDNA and mRNA. The term nucleic acid encompasses nucleic acid molecules of both natural and synthetic origin as well as molecules of linear, circular or branched configuration representing either the sense or antisense strand, or both, of a native nucleic acid molecule.


A TaqmanB allelic discrimination assay available from Applied Biosystems may be useful for determining the presence or absence of a variant allele. In a TaqmanB allelic discrimination assay, a specific, fluorescent, dye-labeled probe for each allele is constructed. The probes contain different fluorescent reporter dyes such as FAM and VICTM to differentiate the amplification of each allele. In addition, each probe has a quencher dye at one end which quenches fluorescence by fluorescence resonant energy transfer (FRET). During PCR, each probe anneals specifically to complementary sequences in the nucleic acid from the individual. The 5′ nuclease activity of Taq polymerase is used to cleave only probe that hybridize to the allele. Cleavage separates the reporter dye from the quencher dye, resulting in increased fluorescence by the reporter dye. Thus, the fluorescence signal generated by PCR amplification indicates which alleles are present in the sample. Mismatches between a probe and allele reduce the efficiency of both probe hybridization and cleavage by Taq polymerase, resulting in little to no fluorescent signal. Improved specificity in allelic discrimination assays can be achieved by conjugating a DNA minor grove binder (MGB) group to a DNA probe as described, for example, in Kutyavin et al., “3′-minor groove binder-DNA probes increase sequence specificity at PCR extension temperature,” Nucleic Acids Research 28:655-661 (2000)). Minor grove binders include, but are not limited to, compounds such as dihydrocyclopyrroloindole tripeptide (DPI).


Sequence analysis also may also be useful for determining the presence or absence of a variant allele or haplotype.


Restriction fragment length polymorphism (RFLP) analysis may also be useful for determining the presence or absence of a particular allele (Jarcho et al. in Dracopoli et al., Current Protocols in Human Genetics pages 2.7.1-2.7.5, John Wiley & Sons, New York; Innis et al., (Ed.), PCR Protocols, San Diego: Academic Press, Inc. (1990)). As used herein, restriction fragment length polymorphism analysis is any method for distinguishing genetic polymorphisms using a restriction enzyme, which is an endonuclease that catalyzes the degradation of nucleic acid and recognizes a specific base sequence, generally a palindrome or inverted repeat. One skilled in the art understands that the use of RFLP analysis depends upon an enzyme that can differentiate two alleles at a polymorphic site.


Allele-specific oligonucleotide hybridization may also be used to detect a variant allele or haplotype. Allele-specific oligonucleotide hybridization is based on the use of a labeled oligonucleotide probe having a sequence perfectly complementary, for example, to the sequence encompassing a variant allele or haplotype. Under appropriate conditions, the allele-specific probe hybridizes to a nucleic acid containing the variant allele or haplotype but does not hybridize to the other alleles or haplotypes, which have one or more nucleotide mismatches as compared to the probe. If desired, a second allele-specific oligonucleotide probe that matches an alternate allele also can be used. Similarly, the technique of allele-specific oligonucleotide amplification can be used to selectively amplify, for example, a variant allele or haplotype by using an allele-specific oligonucleotide primer that is perfectly complementary to the nucleotide sequence of the variant allele or haplotype but which has one or more mismatches as compared to other alleles or haplotypes (Mullis et al., supra, (1994)). One skilled in the art understands that the one or more nucleotide mismatches that distinguish between the variant allele or haplotype and the other alleles or haplotypes are preferably located in the center of an allele-specific oligonucleotide primer to be used in allele-specific oligonucleotide hybridization. In contrast, an allele-specific oligonucleotide primer to be used in PCR amplification preferably contains the one or more nucleotide mismatches that distinguish between the variant allele or haplotype and the other alleles at the 3′ end of the primer.


A heteroduplex mobility assay (HMA) is another well-known assay that may be used to detect a variant allele or haplotype. HMA is useful for detecting the presence of a polymorphic sequence since a DNA duplex carrying a mismatch has reduced mobility in a polyacrylamide gel compared to the mobility of a perfectly base-paired duplex (Delwart et al., Science 262:1257-1261 (1993); White et al., Genomics 12:301-306 (1992)).


The technique of single strand conformational, polymorphism (SSCP) also may be used to detect the presence or absence of a variant allele or haplotype (see Hayashi, K., Methods Applic. 1:34-38 (1991)). This technique can be used to detect mutations based on differences in the secondary structure of single-strand DNA that produce an altered electrophoretic mobility upon non-denaturing gel electrophoresis. Polymorphic fragments are detected by comparison of the electrophoretic pattern of the test fragment to corresponding standard fragments containing known alleles.


Denaturing gradient gel electrophoresis (DGGE) also may be used to detect a variant allele or haplotype. In DGGE, double-stranded DNA is electrophoresed in a gel containing an increasing concentration of denaturant; double-stranded fragments made up of mismatched alleles have segments that melt more rapidly, causing such fragments to migrate differently as compared to perfectly complementary sequences (Sheffield et al., “Identifying DNA Polymorphisms by Denaturing Gradient Gel Electrophoresis” in Innis et al., supra, 1990).


Other molecular methods useful for determining the presence or absence of a variant allele or haplotype are known in the art and useful in the methods of the invention. Other well-known approaches for determining the presence or absence of a variant allele or haplotype include automated sequencing and RNAase mismatch techniques (Winter et al., Proc. Natl. Acad. Sci. 82:7575-7579 (1985)). Furthermore, one skilled in the art understands that, where the presence or absence of multiple alleles or haplotypes is to be determined, individual alleles or haplotypes can be detected by any combination of molecular methods. See, in general, Birren et al. (Eds.) Genome Analysis: A Laboratory Manual Volume 1 (Analyzing DNA) New York, Cold Spring Harbor Laboratory Press (1997). In addition, one skilled in the art understands that multiple alleles can be detected in individual reactions or in a single reaction (a “multiplex” assay). In view of the above, one skilled in the art realizes that the methods of the present invention may be practiced using one or any combination of the well-known assays described above or another art-recognized genetic assay.


Gene Identification


Various embodiments of the present invention provide for a method of identifying genes/genetic loci associated with a condition, comprising: acquiring genetic data from samples of a cohort of the condition; performing a GLS transformation on the genetic data, thereby decorrelating the genetic data; conducting gene-based analysis on the GLS-transformed genetic data; and identifying genes/genetic loci associated with the condition. In various embodiments, the condition is IBD, CD, or UC, or a combination thereof. In some embodiments, the cohort comprises correlated subjects or family subjects. In other embodiments, the genetic data comprise SNP genotypes. In yet other embodiments, performing the GLS transformation comprises transforming the genetic data according to functions G=Σo−1/2, Gy=GXβ+Ge, {circumflex over (β)}GLS=(X′Σo−1X)−1X′Σo−1y, var({circumflex over (β)}GLS)=var((X′Σo−1X)−1X′Σo−1y)=(X′Σo−1X)−1, or a combination thereof.


In various embodiments, conducting gene-based analysis comprises applying a gene-based test based on the assumption of independent or uncorrelated subjects. In various embodiments, conducting gene-based analysis comprises applying C-alpha, SKAT, SKAT-CommonRare, CMC, WSS, Variable Threshold, or Comprehensive Approach, or a combination thereof.


Various embodiments of the present invention provide a method of identifying genes/genetic loci associated with a condition. The method comprises: acquiring genetic data from samples of a cohort of the condition; performing a GLS transformation on the genetic data, thereby decorrelating the genetic data; conducting gene-based analysis on the GLS-transformed genetic data; and identifying genes/genetic loci associated with the condition. In various embodiments, the condition is IBD, CD, or UC, or a combination thereof.


In various embodiments, the cohort comprises correlated subjects or family subjects. In some embodiments, the cohort comprises cases subjects diagnosed with the condition. In some embodiments, the cohort comprises controls subjects who are healthy or not diagnosed with the condition. In various embodiments, the genetic data comprise SNP genotypes.


In various embodiments, performing the GLS transformation comprises transforming the genetic data according to functions (5)-(8), described above. In various embodiments, conducting gene-based analysis comprises applying a gene-based test based on the assumption of independent or uncorrelated subjects. In various embodiments, conducting gene-based analysis comprises applying C-alpha, SKAT, SKAT-CommonRare, CMC, WSS, Variable Threshold, or Comprehensive Approach, or a combination thereof.


Kits of the Invention


Various embodiments of the present invention also provide a kit. The kit may consist of or may consist essentially of or may comprise: one or more detection agents for detecting one or more alleles at one or more genes/genetic loci; instructions of using the agent to identify genes/genetic loci associated with a condition, and/or to prognose low or high probability of developing IBD, and/or to prognose susceptibility to or protection against IBD, and/or to diagnose IBD, and/or to treat IBD, and/or to direct administering an IBD therapy. In some embodiments, the one or more alleles are risk alleles associated with IBD.


Various embodiments of the present invention also provide a kit. The kit may consist of or may consist essentially of or may comprise: one or more detection agents for detecting one or more alleles at one or more genes/genetic loci; instructions of using the agent to identify genes/genetic loci associated with a condition. In various embodiments, the kit further comprises samples obtained from a cohort of the condition. In various embodiments, the condition is IBD, Crohn's disease (CD), or ulcerative colitis (UC).


Various embodiments of the present invention also provide a kit. The kit may consist of or may consist essentially of or may comprise: one or more detection agents for detecting one or more risk alleles at one or more genes/genetic loci; instructions of using the agent to prognose low or high probability of developing IBD, and/or to prognose susceptibility to or protection against IBD, and/or to diagnose IBD, and/or to treat IBD, and/or to direct administering an IBD therapy. In various embodiments, the risk alleles are associated with IBD. In various embodiments, the kit further comprises a sample obtained from a subject who desires prognosis, and/or diagnosis, and/or treatment of IBD. In various embodiments, the IBD is Crohn's disease (CD) or ulcerative colitis (UC).


In various embodiments, the one or more genes/genetic loci comprise 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, or more, or all of the genes/genetic loci listed in Table 1 as SEQ ID NOs: 1-341. In various embodiments, the one or more genes/genetic loci comprise SLC26A4, DLG4, GIPR, ZHX3, TNRC6B, CDK6, PRR5L, WNT2B, LRRC16A, HIST1 cluster (all Histone cluster 1 genes), GTF2IRD2B, ETS1, SLC5A1, or TET2, or a combination thereof. In various embodiments, the one or more genes/genetic loci comprises ETS1, HIST1 cluster (all Histone cluster 1 genes), CDK6, LRRC16A, or a combination thereof. In various embodiments, the gene/genetic locus comprises ETS1. In various embodiments, the gene/genetic locus comprises HIST1 cluster (all Histone cluster 1 genes). In various embodiments, the gene/genetic locus comprises CDK6. In various embodiments, the gene/genetic locus comprises LRRC16A.


In various embodiments, the kit further comprises an IBD therapy. Examples of the IBD therapy including but are not limited to anti-TNF therapy and anti-TL1A therapy. In some embodiments, the IBD therapy is an anti-TNF antibody. In some embodiments, the IBD therapy is an anti-TL1A antibody.


The kit is an assemblage of materials or components, including at least one of the inventive elements or modules. In various embodiments, the one or more detection agents specifically bind to one or more SNP's alleles. In some embodiments, the one or more SNP's alleles can be major alleles, minor alleles, or both. In some embodiments, the one or more SNP's alleles can be risk alleles, non-risk alleles, or protection alleles, or a combination thereof.


In some embodiments, the one or more detection agents specifically bind to one or more risk alleles listed in Table 1 as SEQ ID NOs: 1-341. In some embodiments, the one or more detection agents specifically bind to 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, or more, or all of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341. In various embodiments, the one or more detection agents specifically bind to 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, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 99, or 100, or more, or all of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341. In some embodiments, the one or more detection agents specifically bind to N of the risk alleles listed in Table 1, and wherein N is a positive integer not more than 341 (i.e., 1≤N≤341). In various embodiments, the one or more detection agents specifically bind to 1-5, 5-10, 10-15, 15-20, 20-25, 25-30, 30-35, 35-40, 40-45, 45-50, 50-55, 55-60, 60-65, 65-70, 70-75, 75-80, 80-85, 85-90, 90-95, or 95-100 of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341. In various embodiments, the one or more detection agents specifically bind to 100-105, 105-110, 110-115, 115-120, 120-125, 125-130, 130-135, 135-140, 140-145, 145-150, 150-155, 155-160, 160-165, 165-170, 170-175, 175-180, 180-185, 185-190, 190-195, or 195-200 of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341. In various embodiments, the one or more detection agents specifically bind to 200-205, 205-210, 210-215, 215-220, 220-225, 325-230, 230-235, 235-240, 240-245, 245-250, 250-255, 255-260, 260-265, 265-270, 270-275, 275-280, 280-285, 285-290, 290-295, or 295-300 of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341. In various embodiments, the one or more detection agents specifically bind to 300-305, 305-310, 310-315, 315-320, 320-325, 325-330, 330-335, 335-340, 340-341 of the risk alleles listed in Table 1 as SEQ ID NOs: 1-341.


In various embodiments, the one or more detection agents are applied to contact a biological sample obtained from the subject; and the level of binding between the one or more detection agents and the one or more alleles is detected. In some embodiments, the one or more detection agents are oligonucleotide probes, nucleic acids, DNAs, RNAs, peptides, proteins, antibodies, aptamers, or small molecules, or a combination thereof. In various embodiments, the level of binding is detected using a microarray. In some embodiments, the microarray is an oligonucleotide microarray, DNA microarray, cDNA microarrays, RNA microarray, peptide microarray, protein microarray, or antibody microarray, or a combination thereof.


In various embodiments, the one or detection agents are oligonucleotide probes specific to the one or more alleles. In various embodiments, the oligonucleotide probes are labeled with a fluorescent dye. In various embodiments, the oligonucleotide probes comprise reporter dyes and quencher dyes. In various embodiments, the kit further comprises a module configured to detecting fluorescence signal from the one or more detection agents. In various embodiments, the kit further comprises a module configured for conducting PCR amplification.


The exact nature of the components configured in the inventive kit depends on its intended purpose. Instructions for use may be included in the kit. “Instructions for use” typically include a tangible expression describing the technique to be employed in using the components of the kit to affect a desired outcome. Optionally, the kit also contains other useful components, such as, spray bottles or cans, diluents, buffers, pharmaceutically acceptable carriers, syringes, catheters, applicators (for example, applicators of cream, gel or lotion etc.), pipetting or measuring tools, bandaging materials or other useful paraphernalia as will be readily recognized by those of skill in the art.


The materials or components assembled in the kit can be provided to the practitioner stored in any convenient and suitable ways that preserve their operability and utility. For example, the detection agents can be in dissolved, dehydrated, or lyophilized form; they can be provided at room, refrigerated or frozen temperatures. The components are typically contained in suitable packaging material(s). As employed herein, the phrase “packaging material” refers to one or more physical structures used to house the contents of the kit, such as inventive compositions and the like. The packaging material is constructed by well-known methods, preferably to provide a sterile, contaminant-free environment. The packaging materials employed in the kit are those customarily utilized in assays and therapies. As used herein, the term “package” refers to a suitable solid matrix or material such as glass, plastic, paper, foil, and the like, capable of holding the individual kit components. Thus, for example, a package can be a glass vial used to contain suitable quantities of a composition as described herein. The packaging material generally has an external label which indicates the contents and/or purpose of the kit and/or its components.


Novel Genes/Regions, SNPs and Risk Alleles


Table 1 provides information of genes/regions, SNPs, SEQ ID NOs (SEQ ID NO: 1-341) and risk alleles in accordance with various embodiments of the present invention. “Dis” stands for disease; “gene.i” stands for gene ID; “SNP” stands for single nucleotide polymorphism; “rsID” stands for Reference SNP cluster ID (rs number); “chr” stands for chromosome; “pos_hg19” stands for position in human genome version 19; “pos_hg18” stands for position in human genome version 18; “A1” stands for minor allele; “A2” stands for major allele; “risk.allele” stands for the allele that leads to increased disease risk; “OR.risk.allele” stands for Odds Ratio in meta-analysis for the risk allele; “F_A_cedars” stands for minor allele frequency in Cedars affected cases; “F_U_cedars” stands for minor allele frequency in Cedars unaffected controls; “OR_cedars” stands for Odds Ratio in Cedars cohort; “SE_cedars” stands for Standard Error for log(OR) in Cedars cohort; “L95_cedars” stands for lower boundary of 95% Confidence Interval of OR in Cedars cohort; “U95_cedars” stands for upper boundary of 95% Confidence Interval of OR in Cedars cohort; “STAT_cedars” stands for test statistics (Z-value) in Cedars cohort; “P_cedars” stands for P-value in Cedars cohort; “F_A_iibdgc” stands for minor allele frequency in IIBDGC affected cases; “F_U_iibdgc” stands for minor allele frequency in IIBDGC unaffected controls; “OR_iibdgc” stands for Odds Ratio in IIBDGC cohort; “SE_iibdgc” stands for Standard Error for log(OR) in IIBDGC cohort; “L95_iibdgc” stands for lower boundary of 95% Confidence Interval of OR in IIBDGC cohort; “U95_iibdgc” stands for upper boundary of 95% Confidence Interval of OR in IIBDGC cohort; “STAT_iibdgc” stands for test statistics (Z statistics) in IIBDGC cohort; “P_iibdgc” stands for P-value in IIBDGC cohort; “beta_meta_fixed” stands for log(OR) in meta-analysis; “se_meta_fixed” stands for Standard Error of log(OR) in meta-analysis; and “P_meta_fixed” stands for P-value in meta-analysis.









TABLE 1







(part 1)






















SEQ ID



A
A
risk
OR.risk.


dis
gene.i
SNP
rsID
NO
chr
pos_hg19
pos_hg18
1
2
allele
allele





CD
SLC26A4
rs10247487
rs10247487
1
7
107420354
107207590
A
G
G
1.060282


CD
SLC26A4
rs10263826
rs10263826
2
7
107421072
107208308
G
A
A
1.065343


CD
SLC26A4
rs10273733
rs10273733
3
7
107258121
107045357
A
G
A
1.064739


CD
SLC26A4
rs12539555
rs12539555
4
7
107404473
107191709
G
A
G
1.03454


CD
SLC26A4
rs2248465
rs2248465
5
7
107303628
107090864
G
A
G
1.06059


CD
SLC26A4
rs2808
rs2808
6
7
107260856
107048092
A
G
A
1.074763


CD
DLG4
rs3785794
rs3785794
7
17
7005915
6946639
A
G
G
1.11467


CD
GIPR
chr19:50983512
rs55681266
8
19
46291672
50983512
A
C
C
1.065155


CD
GIPR
chr19:51014231
rs56243424
9
19
46322391
51014231
A
G
G
1.069862


CD
GIPR
chr19:51026971
rs73047896
10
19
46335131
51026971
G
A
A
1.073444


CD
GIPR
rs10401439
rs10401439
11
19
46320780
51012620
A
G
G
1.077122


CD
GIPR
rs10402263
rs10402263
12
19
46313758
51005598
C
G
G
1.062002


CD
GIPR
rs10421891
rs10421891
13
19
46315809
51007649
G
A
A
1.067512


CD
GIPR
rs10500292
rs10500292
14
19
46327933
51019773
A
G
G
1.065373


CD
GIPR
rs11883351
rs11883351
15
19
46304400
50996240
A
G
G
1.068662


CD
GIPR
rs12463359
rs12463359
16
19
46304585
50996425
A
C
C
1.063059


CD
GIPR
rs16980013
rs16980013
17
19
46267453
50959293
A
C
C
1.066731


CD
GIPR
rs16980051
rs16980051
18
19
46345886
51037726
A
G
G
1.063307


CD
GIPR
rs17878252
rs17878252
19
19
46234155
50925995
A
G
G
1.066875


CD
GIPR
rs2070736
rs2070736
20
19
46286714
50978554
C
A
A
1.068257


CD
GIPR
rs2334255
rs2334255
21
19
46186150
50877990
A
C
A
1.051486


CD
GIPR
rs4514788
rs4514788
22
19
46317593
51009433
C
A
A
1.060853


CD
GIPR
rs4802273
rs4802273
23
19
46244060
50935900
G
A
A
1.068602


CD
GIPR
rs4802274
rs4802274
24
19
46251768
50943608
G
A
A
1.069354


CD
GIPR
rs4803861
rs4803861
25
19
46328179
51020019
A
G
G
1.071572


CD
GIPR
rs8111071
rs8111071
26
19
46307406
50999246
G
A
G
1.075838


CD
GIPR
rs918490
rs918490
27
19
46338729
51030569
A
G
G
1.073866


CD
ZHX3
rs6072275
rs6072275
28
20
39743905
39177319
A
G
A
1.086747


CD
ZHX3
rs6072343
rs6072343
29
20
39968188
39401602
A
G
A
1.100691


CD
ZHX3
rs6093462
rs6093462
30
20
39908689
39342103
A
G
G
1.075153


CD
TNRC6B
rs114607
rs114607
31
22
40376383
38706329
A
G
G
1.04635


CD
TNRC6B
rs137955
rs137955
32
22
40291807
38621753
A
G
A
1.049438


CD
TNRC6B
rs137956
rs137956
33
22
40293463
38623409
G
A
G
1.053575


CD
TNRC6B
rs137977
rs137977
34
22
40320361
38650307
A
C
C
1.032278


CD
TNRC6B
rs137981
rs137981
35
22
40327206
38657152
G
A
A
1.055186


CD
TNRC6B
rs138027
rs138027
36
22
40616112
38946058
G
A
A
1.049378


CD
TNRC6B
rs2958647
rs2958647
37
22
40291139
38621085
C
A
C
1.050825


CD
TNRC6B
rs713925
rs713925
38
22
40299158
38629104
C
A
A
1.035056


UC
CDK6
rs2282978
rs2282978
39
7
92264410
92102346
G
A
A
1.080458


UC
CDK6
rs4272
rs4272
40
7
92236829
92074765
G
A
A
1.068931


UC
PRR5L
rs11033597
rs11033597
41
11
36429876
36386452
A
G
A
1.068317


UC
PRR5L
rs11600757
rs11600757
42
11
36473784
36430360
A
G
A
1.082739


UC
PRR5L
rs11601211
rs11601211
43
11
36465159
36421735
G
A
G
1.063202


UC
PRR5L
rs12281565
rs12281565
44
11
36471571
36428147
G
A
G
1.079272


UC
PRR5L
rs1365120
rs1365120
45
11
36438075
36394651
G
A
G
1.179


UC
PRR5L
rs1895840
rs1895840
46
11
36424277
36380853
G
A
G
1.061208


UC
PRR5L
rs2303439
rs2303439
47
11
36514290
36470866
A
G
A
1.071103


UC
PRR5L
rs330260
rs330260
48
11
36422172
36378748
G
A
G
1.054865


UC
PRR5L
rs331485
rs331485
49
11
36454231
36410807
A
G
G
1.064878


UC
PRR5L
rs4077044
rs4077044
50
11
36412655
36369231
C
A
C
1.038306


UC
PRR5L
rs5030437
rs5030437
51
11
36524755
36481331
A
G
A
1.066163


UC
PRR5L
rs5030445
rs5030445
52
11
36522260
36478836
A
G
A
1.064399


UC
PRR5L
rs5030472
rs5030472
53
11
36513786
36470362
A
G
A
1.081762


UC
PRR5L
rs7929195
rs35403761
54
11
36458586
36415162
A
C
C
1.051966


IBD
WNT2B
rs10745330
rs10745330
55
1
113083439
112884962
A
G
A
1.047821


IBD
WNT2B
rs2999155
rs2999155
56
1
113221658
113023181
G
A
G
1.045707


IBD
WNT2B
rs3790609
rs3790609
57
1
113056990
112858513
A
G
A
1.059618


IBD
WNT2B
rs6682737
rs6682737
58
1
113136229
112937752
G
A
G
1.046411


IBD
LRRC16A
rs10456320
rs10456320
59
6
25292401
25400380
A
G
A
1.071532


IBD
LRRC16A
rs11755567
rs11755567
60
6
25237288
25345267
A
G
G
1.049589


IBD
LRRC16A
rs13191296
rs13191296
61
6
25684606
25792585
A
G
G
1.094237


IBD
LRRC16A
rs2690110
rs2690110
62
6
25328567
25436546
G
A
G
1.060658


IBD
LRRC16A
rs4712908
rs4712908
63
6
25320920
25428899
A
G
G
1.038597


IBD
LRRC16A
rs6921589
rs6921589
64
6
25422369
25530348
A
C
C
1.06713


IBD
LRRC16A
rs6937918
rs6937918
65
6
25407295
25515274
A
G
A
1.035383


IBD
LRRC16A
rs742132
rs742132
66
6
25607571
25715550
G
A
G
1.03153


IBD
LRRC16A
rs7752195
rs7752195
67
6
25419094
25527073
A
G
G
1.106969


IBD
LRRC16A
rs7752524
rs7752524
68
6
25310585
25418564
G
A
G
1.088791


IBD
LRRC16A
rs7762757
rs7762757
69
6
25420992
25528971
T
A
T
1.032075


IBD
LRRC16A
rs880226
rs880226
70
6
25402303
25510282
G
A
G
1.033746


IBD
LRRC16A
rs9295661
rs9295661
71
6
25450026
25558005
C
A
A
1.105753


IBD
LRRC16A
rs9358854
rs9358854
72
6
25411464
25519443
A
G
G
1.038355


IBD
LRRC16A
rs9461157
rs9461157
73
6
25400323
25508302
A
G
A
1.035385


IBD
LRRC16A
rs9461165
rs9461165
74
6
25406932
25514911
G
A
G
1.036141


IBD
LRRC16A
rs9467445
rs9467445
75
6
25234884
25342863
G
A
A
1.054554


IBD
All
rs10484399
rs10484399
76
6
27534528
27642507
G
A
A
1.081187



Histone



cluster1



gene


IBD
All
rs10484439
rs10484439
77
6
26309908
26417887
A
G
G
1.077614



Histone



cluster1



gene


IBD
All
rs12176317
rs12176317
78
6
26372786
26480765
G
A
A
1.065838



Histone



cluster1



gene


IBD
All
rs13194053
rs13194053
79
6
27143883
27251862
G
A
A
1.055137



Histone



cluster1



gene


IBD
All
rs13194491
rs13194491
80
6
27037080
27145059
A
G
A
1.050167



Histone



cluster1



gene


IBD
All
rs13194781
rs13194781
81
6
27815639
27923618
G
A
A
1.080774



Histone



cluster1



gene


IBD
All
rs13195040
rs13195040
82
6
27413924
27521903
G
A
A
1.086088



Histone



cluster1



gene


IBD
All
rs13199772
rs13199772
83
6
27834085
27942064
G
A
A
1.080476



Histone



cluster1



gene


IBD
All
rs13212651
rs13212651
84
6
27806985
27914964
G
A
A
1.081515



Histone



cluster1



gene


IBD
All
rs1321578
rs1321578
85
6
27104783
27212762
C
A
A
1.073664



Histone



cluster1



gene


IBD
All
rs13217599
rs13217599
86
6
27586230
27694209
G
A
G
1.058743



Histone



cluster1



gene


IBD
All
rs13218875
rs13218875
87
6
27884012
27991991
A
G
G
1.081223



Histone



cluster1



gene


IBD
All
rs13219354
rs13219354
88
6
27185664
27293643
G
A
A
1.062354



Histone



cluster1



gene


IBD
All
rs16867901
rs16867901
89
6
27656076
27764055
A
G
G
1.199385



Histone



cluster1



gene


IBD
All
rs16867911
rs16867911
90
6
27662204
27770183
A
C
C
1.182881



Histone



cluster1



gene


IBD
All
rs16891725
rs16891725
91
6
26479150
26587129
A
G
G
1.064118



Histone



cluster1



gene


IBD
All
rs175597
rs175597
92
6
27810626
27918605
G
A
A
1.088234



Histone



cluster1



gene


IBD
All
rs17693963
rs17693963
93
6
27710165
27818144
C
A
A
1.06249



Histone



cluster1



gene


IBD
All
rs17739310
rs17739310
94
6
27296775
27404754
A
G
A
1.045616



Histone



cluster1



gene


IBD
All
rs17750424
rs17750424
95
6
27701122
27809101
G
A
A
1.10485



Histone



cluster1



gene


IBD
All
rs1977
rs1977
96
6
26377546
26485525
G
A
A
1.066601



Histone



cluster1



gene


IBD
All
rs1985732
rs1985732
97
6
26376161
26484140
G
A
A
1.028229



Histone



cluster1



gene


IBD
All
rs200483
rs200483
98
6
27774824
27882803
A
G
G
1.085554



Histone



cluster1



gene


IBD
All
rs200484
rs200484
99
6
27775674
27883653
G
A
A
1.085885



Histone



cluster1



gene


IBD
All
rs200490
rs200490
100
6
27796935
27904914
A
C
C
1.086946



Histone



cluster1



gene


IBD
All
rs200501
rs200501
101
6
27788942
27896921
A
G
G
1.082685



Histone



cluster1



gene


IBD
All
rs200948
rs200948
102
6
27835272
27943251
G
A
A
1.089064



Histone



cluster1



gene


IBD
All
rs200953
rs200953
103
6
27837267
27945246
G
A
A
1.08938



Histone



cluster1



gene


IBD
All
rs200989
rs200989
104
6
27816442
27924421
G
A
A
1.088773



Histone



cluster1



gene


IBD
All
rs200990
rs200990
105
6
27815823
27923802
C
A
A
1.090237



Histone



cluster1



gene


IBD
All
rs200991
rs200991
106
6
27815494
27923473
A
C
C
1.037049



Histone



cluster1



gene


IBD
All
rs200995
rs200995
107
6
27813694
27921673
G
A
A
1.088144



Histone



cluster1



gene


IBD
All
rs201002
rs201002
108
6
27808192
27916171
G
A
A
1.08662



Histone



cluster1



gene


IBD
All
rs201004
rs201004
109
6
27804934
27912913
G
A
A
1.032214



Histone



cluster1



gene


IBD
All
rs2064092
rs2064092
110
6
27511371
27619350
A
C
A
1.051684



Histone



cluster1



gene


IBD
All
rs2072806
rs2072806
111
6
26385093
26493072
G
C
C
1.051691



Histone



cluster1



gene


IBD
All
rs2073529
rs2073529
112
6
26375159
26483138
G
A
A
1.05463



Histone



cluster1



gene


IBD
All
rs2093169
rs2093169
113
6
26495099
26603078
A
G
G
1.040318



Histone



cluster1



gene


IBD
All
rs2393997
rs2393997
114
6
27670697
27778676
A
C
C
1.036294



Histone



cluster1



gene


IBD
All
rs2494711
rs2494711
115
6
26649421
26757400
A
G
A
1.031221



Histone



cluster1



gene


IBD
All
rs2747054
rs2747054
116
6
27783359
27891338
G
A
A
1.087876



Histone



cluster1



gene


IBD
All
rs2893910
rs2893910
117
6
27283254
27391233
A
T
T
1.043311



Histone



cluster1



gene


IBD
All
rs34706883
rs34706883
118
6
27805255
27913234
C
A
A
1.080478



Histone



cluster1



gene


IBD
All
rs370155
rs370155
119
6
27782031
27890010
C
A
A
1.086886



Histone



cluster1



gene


IBD
All
rs3799378
rs3799378
120
6
26404374
26512353
G
A
A
1.043914



Histone



cluster1



gene


IBD
All
rs3799380
rs3799380
121
6
26467182
26575161
G
A
A
1.038428



Histone



cluster1



gene


IBD
All
rs3799383
rs3799383
122
6
26510748
26618727
A
G
G
1.056523



Histone



cluster1



gene


IBD
All
rs3800307
rs3800307
123
6
27185792
27293771
T
A
A
1.048767



Histone



cluster1



gene


IBD
All
rs3800316
rs3800316
124
6
27256102
27364081
C
A
A
1.042094



Histone



cluster1



gene


IBD
All
rs4452638
rs4452638
125
6
27229265
27337244
A
G
G
1.059797



Histone



cluster1



gene


IBD
All
rs4634439
rs4634439
126
6
26598004
26705983
G
A
A
1.064038



Histone



cluster1



gene


IBD
All
rs4712981
rs4712981
127
6
26361430
26469409
A
G
G
1.030139



Histone



cluster1



gene


IBD
All
rs4713119
rs4713119
128
6
27712825
27820804
G
A
A
1.035871



Histone



cluster1



gene


IBD
All
rs6456728
rs6456728
129
6
26477779
26585758
A
G
G
1.038342



Histone



cluster1



gene


IBD
All
rs6904071
rs6904071
130
6
27047256
27155235
A
G
G
1.053969



Histone



cluster1



gene


IBD
All
rs6904596
rs6904596
131
6
27491299
27599278
A
G
G
1.092306



Histone



cluster1



gene


IBD
All
rs6913660
rs6913660
132
6
27091425
27199404
A
C
C
1.053669



Histone



cluster1



gene


IBD
All
rs6915101
rs6915101
133
6
27741682
27849661
A
G
G
1.107933



Histone



cluster1



gene


IBD
All
rs6920256
rs6920256
134
6
26537801
26645780
A
G
G
1.06397



Histone



cluster1



gene


IBD
All
rs6923139
rs6923139
135
6
26313348
26421327
A
G
G
1.082433



Histone



cluster1



gene


IBD
All
rs6932590
rs6932590
136
6
27248931
27356910
G
A
A
1.054939



Histone



cluster1



gene


IBD
All
rs6933583
rs6933583
137
6
26355283
26463262
C
A
A
1.029881



Histone



cluster1



gene


IBD
All
rs6934794
rs6934794
138
6
27519345
27627324
A
G
A
1.039168



Histone



cluster1



gene


IBD
All
rs6938200
rs6938200
139
6
27231150
27339129
G
A
A
1.055915



Histone



cluster1



gene


IBD
All
rs721600
rs721600
140
6
27298905
27406884
A
G
A
1.052598



Histone



cluster1



gene


IBD
All
rs7745603
rs7745603
141
6
27090404
27198383
A
G
G
1.03892



Histone



cluster1



gene


IBD
All
rs7746199
rs7746199
142
6
27261324
27369303
A
G
G
1.033691



Histone



cluster1



gene


IBD
All
rs7749305
rs7749305
143
6
27446566
27554545
G
A
A
1.091115



Histone



cluster1



gene


IBD
All
rs7749319
rs7749319
144
6
27126460
27234439
A
G
G
1.070772



Histone



cluster1



gene


IBD
All
rs7756567
rs7756567
145
6
26481642
26589621
C
A
A
1.039822



Histone



cluster1



gene


IBD
All
rs7773938
rs7773938
146
6
26474044
26582023
A
G
G
1.039994



Histone



cluster1



gene


IBD
All
rs911186
rs911186
147
6
27150599
27258578
G
A
A
1.07032



Histone



cluster1



gene


IBD
All
rs9295739
rs9295739
148
6
27662395
27770374
A
G
G
1.187594



Histone



cluster1



gene


IBD
All
rs9295749
rs9295749
149
6
27767395
27875374
A
G
A
1.051982



Histone



cluster1



gene


IBD
All
rs9358944
rs9358944
150
6
26469875
26577854
C
A
A
1.040086



Histone



cluster1



gene


IBD
All
rs9358945
rs9358945
151
6
26472114
26580093
G
A
A
1.040079



Histone



cluster1



gene


IBD
All
rs9358946
rs9358946
152
6
26478927
26586906
A
G
G
1.044383



Histone



cluster1



gene


IBD
All
rs9366653
rs9366653
153
6
26354247
26462226
A
G
G
1.062054



Histone



cluster1



gene


IBD
All
rs9366658
rs9366658
154
6
26469866
26577845
A
G
G
1.040086



Histone



cluster1



gene


IBD
All
rs9379844
rs9379844
155
6
26291527
26399506
A
G
A
1.023444



Histone



cluster1



gene


IBD
All
rs9379851
rs9379851
156
6
26354780
26462759
C
A
A
1.062436



Histone



cluster1



gene


IBD
All
rs9379856
rs9379856
157
6
26366836
26474815
C
A
A
1.058985



Histone



cluster1



gene


IBD
All
rs9379858
rs9379858
158
6
26367689
26475668
G
A
A
1.06275



Histone



cluster1



gene


IBD
All
rs9379859
rs9379859
159
6
26369549
26477528
A
G
G
1.06306



Histone



cluster1



gene


IBD
All
rs9379870
rs72402459
160
6
26374410
26482389
G
A
A
1.030307



Histone



cluster1



gene


IBD
All
rs9379897
rs9379897
161
6
26601526
26709505
G
A
A
1.064283



Histone



cluster1



gene


IBD
All
rs9393691
rs9393691
162
6
26272829
26380808
G
A
G
1.024334



Histone



cluster1



gene


IBD
All
rs9393705
rs9393705
163
6
26361011
26468990
A
G
G
1.06191



Histone



cluster1



gene


IBD
All
rs9393708
rs9393708
164
6
26362643
26470622
G
A
A
1.06285



Histone



cluster1



gene


IBD
All
rs9393713
rs9393713
165
6
26373678
26481657
A
G
G
1.065096



Histone



cluster1



gene


IBD
All
rs9393714
rs9393714
166
6
26373740
26481719
A
C
C
1.072207



Histone



cluster1



gene


IBD
All
rs9393777
rs9393777
167
6
26942027
27050006
G
A
A
1.053641



Histone



cluster1



gene


IBD
All
rs9461362
rs9461362
168
6
27303927
27411906
A
G
A
1.044123



Histone



cluster1



gene


IBD
All
rs9467704
rs9467704
169
6
26319486
26427465
A
G
G
1.078175



Histone



cluster1



gene


IBD
All
rs9468152
rs9468152
170
6
27492906
27600885
C
A
C
1.054429



Histone



cluster1



gene


IBD
All
rs9468159
rs9468159
171
6
27522374
27630353
A
G
A
1.054638



Histone



cluster1



gene


IBD
All
rs9468202
rs9468202
172
6
27688630
27796609
G
A
A
1.205805



Histone



cluster1



gene


IBD
All
rs9468227
rs9468227
173
6
27746342
27854321
G
A
A
1.12639



Histone



cluster1



gene


IBD
GTF2IRD2B
imm_7_74094413
rs138546574
174
7
74456477
74094413
G
A
A
1.152605


IBD
GTF2IRD2B
imm_7_74108242
rs200682695
175
7
74470306
74108242
A
G
G
1.046913


IBD
GTF2IRD2B
imm_7_74117236
rs111889192
176
7
74479300
74117236
A
C
C
1.139471


IBD
GTF2IRD2B
imm_7_74118166
rs4731019
177
7
74480230
74118166
G
A
A
1.040123


IBD
GTF2IRD2B
imm_7_74120730
rs111457769
178
7
74482794
74120730
G
A
A
1.07638


IBD
GTF2IRD2B
imm_7_74133859
rs801068
179
7
74495923
74133859
G
A
A
1.0382


IBD
GTF2IRD2B
imm_7_74145400
rs113516730
180
7
74507464
74145400
A
T
T
1.037022


IBD
ETS1
imm_11_127760024
rs34271980
181
11
128254814
127760024
T
A
T
1.043861


IBD
ETS1
imm_11_127761269
rs7118804
182
11
128256059
127761269
G
A
G
1.046577


IBD
ETS1
imm_11_127765567
rs11600923
183
11
128260357
127765567
A
G
A
1.050849


IBD
ETS1
imm_11_127767721
rs73025060
184
11
128262511
127767721
G
A
A
1.082772


IBD
ETS1
imm_11_127770666
rs11824169
185
11
128265456
127770666
A
C
A
1.028063


IBD
ETS1
imm_11_127770668
rs11824170
186
11
128265458
127770668
A
G
A
1.027116


IBD
ETS1
imm_11_127774308
rs76299412
187
11
128269098
127774308
A
G
A
1.048341


IBD
ETS1
imm_11_127775128
rs11605437
188
11
128269918
127775128
G
A
G
1.046927


IBD
ETS1
imm_11_127776527
rs75500046
189
11
128271317
127776527
A
G
G
1.085488


IBD
ETS1
imm_11_127776913
rs118033474
190
11
128271703
127776913
A
G
G
1.084318


IBD
ETS1
imm_11_127777217
rs4937327
191
11
128272007
127777217
C
G
G
1.03851


IBD
ETS1
imm_11_127778327
rs55781388
192
11
128273117
127778327
G
C
G
1.028


IBD
ETS1
imm_11_127778329
rs201456100
193
11
128273119
127778329
C
G
C
1.032237


IBD
ETS1
imm_11_127779030
rs74563193
194
11
128273820
127779030
A
G
G
1.078295


IBD
ETS1
imm_11_127780425
rs74349003
195
11
128275215
127780425
G
C
G
1.07275


IBD
ETS1
imm_11_127780902
rs9943540
196
11
128275692
127780902
G
A
A
1.077284


IBD
ETS1
imm_11_127781839
rs73025076
197
11
128276629
127781839
G
A
G
1.033321


IBD
ETS1
imm_11_127785739
rs10893865
198
11
128280529
127785739
A
C
C
1.035632


IBD
ETS1
imm_11_127785963
rs11606595
199
11
128280753
127785963
A
G
A
1.053418


IBD
ETS1
imm_11_127786010
rs7106191
200
11
128280800
127786010
A
G
A
1.038393


IBD
ETS1
imm_11_127786836
rs7123188
201
11
128281626
127786836
G
A
G
1.037267


IBD
ETS1
imm_11_127787128
rs11221287
202
11
128281918
127787128
A
C
A
1.040202


IBD
ETS1
imm_11_127788828
rs10893866
203
11
128283618
127788828
A
C
C
1.034095


IBD
ETS1
imm_11_127789306
rs34431347
204
11
128284096
127789306
G
A
G
1.037423


IBD
ETS1
imm_11_127789441
rs34666372
205
11
128284231
127789441
G
A
G
1.037304


IBD
ETS1
imm_11_127791651
rs11602703
206
11
128286441
127791651
G
A
G
1.055438


IBD
ETS1
imm_11_127792287
rs11221290
207
11
128287077
127792287
A
G
A
1.036389


IBD
ETS1
imm_11_127792800
rs55977286
208
11
128287590
127792800
T
A
T
1.068345


IBD
ETS1
imm_11_127793060
rs12274537
209
11
128287850
127793060
G
A
G
1.034643


IBD
ETS1
imm_11_127794685
rs11604454
210
11
128289475
127794685
G
A
G
1.05281


IBD
ETS1
imm_11_127795453
rs10893867
211
11
128290243
127795453
G
A
G
1.034646


IBD
ETS1
imm_11_127796816
rs117812848
212
11
128291606
127796816
G
A
A
5.285412


IBD
ETS1
imm_11_127797523
rs34747435
213
11
128292313
127797523
A
T
A
1.034896


IBD
ETS1
imm_11_127798230
rs10790952
214
11
128293020
127798230
G
A
A
1.028462


IBD
ETS1
imm_11_127799892
rs2276445
215
11
128294682
127799892
C
G
C
1.025932


IBD
ETS1
imm_11_127804916
rs7108537
216
11
128299706
127804916
C
A
A
1.033856


IBD
ETS1
imm_11_127805367
rs80111275
217
11
128300157
127805367
C
A
A
1.077566


IBD
ETS1
imm_11_127806163
rs10893870
218
11
128300953
127806163
G
A
G
1.027263


IBD
ETS1
imm_11_127806304
rs76647218
219
11
128301094
127806304
A
G
G
1.082183


IBD
ETS1
imm_11_127807384
rs10750399
220
11
128302174
127807384
A
G
A
1.030051


IBD
ETS1
imm_11_127808758
rs11826011
221
11
128303548
127808758
A
G
G
1.075004


IBD
ETS1
imm_11_127809308
rs116927266
222
11
128304098
127809308
A
G
G
1.1969


IBD
ETS1
imm_11_127812329
rs55850544
223
11
128307119
127812329
G
A
G
1.059518


IBD
ETS1
imm_11_127812420
rs7119657
224
11
128307210
127812420
A
C
A
2.813


IBD
ETS1
imm_11_127813024
rs12794572
225
11
128307814
127813024
G
A
G
1.027018


IBD
ETS1
imm_11_127819226
rs9665767
226
11
128314016
127819226
G
A
G
1.029511


IBD
ETS1
imm_11_127822686
rs58847936
227
11
128317476
127822686
A
G
G
1.079299


IBD
ETS1
imm_11_127823420
rs117607284
228
11
128318210
127823420
G
A
A
1.196872


IBD
ETS1
imm_11_127824356
rs4285885
229
11
128319146
127824356
A
G
A
1.03201


IBD
ETS1
imm_11_127825016
rs73581085
230
11
128319806
127825016
G
C
C
1.076388


IBD
ETS1
imm_11_127825282
rs4612820
231
11
128320072
127825282
A
G
A
1.026511


IBD
ETS1
imm_11_127825669
rs11600936
232
11
128320459
127825669
A
G
A
1.026633


IBD
ETS1
imm_11_127826087
rs114534998
233
11
128320877
127826087
T
A
A
1.037348


IBD
ETS1
imm_11_127826464
rs4936050
234
11
128321254
127826464
A
G
A
1.03236


IBD
ETS1
imm_11_127827422
rs6590332
235
11
128322212
127827422
A
G
A
1.032349


IBD
ETS1
imm_11_127828334
rs73581091
236
11
128323124
127828334
G
A
A
1.074437


IBD
ETS1
imm_11_127831280
rs117676130
237
11
128326070
127831280
A
G
G
1.079965


IBD
ETS1
imm_11_127831611
rs4328228
238
11
128326401
127831611
A
G
A
1.031281


IBD
ETS1
imm_11_127831673
rs4369416
239
11
128326463
127831673
A
G
G
1.026652


IBD
ETS1
imm_11_127834123
rs8705
240
11
128328913
127834123
A
G
A
1.031641


IBD
ETS1
imm_11_127834484
rs80112582
241
11
128329274
127834484
G
A
A
1.086814


IBD
ETS1
imm_11_127837472
rs34846069
242
11
128332262
127837472
A
G
G
1.090197


IBD
ETS1
imm_11_127838265
rs76404385
243
11
128333055
127838265
A
G
G
1.047813


IBD
ETS1
imm_11_127838713
rs2230004
244
11
128333503
127838713
G
A
G
1.030912


IBD
ETS1
imm_11_127839719
rs78844317
245
11
128334509
127839719
A
G
G
1.107269


IBD
ETS1
imm_11_127840459
rs11606640
246
11
128335249
127840459
A
G
A
1.069059


IBD
ETS1
imm_11_127840867
rs7926975
247
11
128335657
127840867
A
G
G
1.059212


IBD
ETS1
imm_11_127841724
rs10893875
248
11
128336514
127841724
A
G
G
1.056335


IBD
ETS1
imm_11_127841864
rs55661779
249
11
128336654
127841864
A
G
G
1.029195


IBD
ETS1
imm_11_127843207
rs4520612
250
11
128337997
127843207
A
G
G
1.05811


IBD
ETS1
imm_11_127843341
rs4523710
251
11
128338131
127843341
A
C
C
1.056451


IBD
ETS1
imm_11_127844385
rs73029052
252
11
128339175
127844385
A
C
A
1.066578


IBD
ETS1
imm_11_127844729
rs116842927
253
11
128339519
127844729
A
G
A
1.087129


IBD
ETS1
imm_11_127845557
rs6590333
254
11
128340347
127845557
A
G
G
1.058241


IBD
ETS1
imm_11_127846698
rs11600915
255
11
128341488
127846698
G
A
G
1.065067


IBD
ETS1
imm_11_127848167
rs61909068
256
11
128342957
127848167
G
A
G
1.06541


IBD
ETS1
imm_11_127848372
rs12294634
257
11
128343162
127848372
A
G
A
1.065797


IBD
ETS1
imm_11_127849992
rs73029062
258
11
128344782
127849992
G
A
G
1.065176


IBD
ETS1
imm_11_127851599
rs11600746
259
11
128346389
127851599
G
A
G
1.067929


IBD
ETS1
imm_11_127852250
rs4937336
260
11
128347040
127852250
G
A
A
1.058017


IBD
ETS1
imm_11_127853705
rs12276127
261
11
128348495
127853705
A
G
G
1.057926


IBD
ETS1
imm_11_127855281
rs61909072
262
11
128350071
127855281
A
G
A
1.06503


IBD
ETS1
imm_11_127855956
rs4937338
263
11
128350746
127855956
A
G
G
1.053906


IBD
ETS1
imm_11_127857027
rs7130469
264
11
128351817
127857027
G
A
A
1.060292


IBD
ETS1
imm_11_127861069
rs1122832
265
11
128355859
127861069
G
A
G
1.034187


IBD
ETS1
imm_11_127863304
rs35394161
266
11
128358094
127863304
A
G
A
1.034741


IBD
ETS1
imm_11_127863391
rs11221327
267
11
128358181
127863391
G
A
G
1.03498


IBD
ETS1
imm_11_127866379
rs4937339
268
11
128361169
127866379
A
C
A
1.028356


IBD
ETS1
imm_11_127868447
rs7926631
269
11
128363237
127868447
A
G
A
1.352044


IBD
ETS1
imm_11_127868927
rs11604768
270
11
128363717
127868927
G
A
A
1.031257


IBD
ETS1
imm_11_127869177
rs10893881
271
11
128363967
127869177
G
A
G
1.043651


IBD
ETS1
imm_11_127870403
rs3924513
272
11
128365193
127870403
C
A
C
1.040944


IBD
ETS1
imm_11_127870895
rs12805120
273
11
128365685
127870895
A
T
A
1.040738


IBD
ETS1
imm_11_127871431
rs4254089
274
11
128366221
127871431
G
A
G
1.039764


IBD
ETS1
imm_11_127872972
rs3924289
275
11
128367762
127872972
A
G
G
1.03512


IBD
ETS1
imm_11_127874486
rs4937340
276
11
128369276
127874486
G
A
G
1.039926


IBD
ETS1
imm_11_127874807
rs7929911
277
11
128369597
127874807
A
G
A
1.038031


IBD
ETS1
imm_11_127877378
rs7941606
278
11
128372168
127877378
A
G
A
1.04088


IBD
ETS1
imm_11_127879923
rs10893883
279
11
128374713
127879923
A
G
G
1.032625


IBD
ETS1
imm_11_127881686
rs56086356
280
11
128376476
127881686
C
G
C
1.078091


IBD
ETS1
imm_11_127882690
rs7118744
281
11
128377480
127882690
A
G
A
1.028394


IBD
ETS1
imm_11_127884689
rs4937341
282
11
128379479
127884689
A
G
G
1.055059


IBD
ETS1
imm_11_127885952
rs7924522
283
11
128380742
127885952
C
A
C
1.050035


IBD
ETS1
imm_11_127886184
rs11221332
284
11
128380974
127886184
A
G
A
1.074782


IBD
ETS1
imm_11_127887077
rs7108992
285
11
128381867
127887077
A
C
A
1.050031


IBD
ETS1
imm_11_127889134
rs7117768
286
11
128383924
127889134
G
C
G
1.073028


IBD
ETS1
imm_11_127891116
rs11221335
287
11
128385906
127891116
G
A
G
1.072272


IBD
ETS1
imm_11_127892632
rs7946009
288
11
128387422
127892632
A
G
A
1.050157


IBD
ETS1
imm_11_127894601
rs11819995
289
11
128389391
127894601
A
G
G
1.027193


IBD
ETS1
imm_11_127894638
rs78111939
290
11
128389428
127894638
G
A
A
1.207021


IBD
ETS1
imm_11_127895279
rs7120822
291
11
128390069
127895279
A
T
A
1.075029


IBD
ETS1
imm_11_127897147
rs61907765
292
11
128391937
127897147
A
G
A
1.07393


IBD
ETS1
imm_11_127898835
rs118087633
293
11
128393625
127898835
G
A
A
1.109805


IBD
ETS1
imm_11_127901157
rs12805524
294
11
128395947
127901157
G
A
G
1.049678


IBD
ETS1
imm_11_127901948
rs7117118
295
11
128396738
127901948
G
A
G
1.069811


IBD
ETS1
imm_11_127905841
rs35656079
296
11
128400631
127905841
G
A
A
1.065081


IBD
ETS1
imm_11_127906568
rs73030729
297
11
128401358
127906568
A
G
A
1.037954


IBD
ETS1
imm_11_127908214
rs11825217
298
11
128403004
127908214
A
G
A
1.038876


IBD
ETS1
imm_11_127911648
rs3802826
299
11
128406438
127911648
G
A
A
1.039032


IBD
ETS1
imm_11_127911985
rs4520607
300
11
128406775
127911985
A
G
A
1.033773


IBD
ETS1
imm_11_127914294
rs10750400
301
11
128409084
127914294
A
G
A
1.033742


IBD
ETS1
imm_11_127915474
rs10893884
302
11
128410264
127915474
G
A
A
1.033532


IBD
ETS1
imm_11_127915554
rs10893885
303
11
128410344
127915554
G
A
A
1.036858


IBD
ETS1
imm_11_127916046
rs3809006
304
11
128410836
127916046
G
A
G
1.032452


IBD
ETS1
imm_11_127929821
rs78814353
305
11
128424611
127929821
A
G
G
1.97122


IBD
ETS1
imm_11_127931099
rs115308851
306
11
128425889
127931099
A
G
G
2.369107


IBD
ETS1
imm_11_127940676
rs12788788
307
11
128435466
127940676
G
C
C
1.064003


IBD
ETS1
imm_11_127943244
rs12284728
308
11
128438034
127943244
A
G
G
2.2531


IBD
ETS1
imm_11_127945727
rs10893887
309
11
128440517
127945727
A
G
A
1.093


IBD
ETS1
imm_11_127945953
rs10893888
310
11
128440743
127945953
G
A
A
1.051642


IBD
ETS1
imm_11_127948912
rs117334295
311
11
128443702
127948912
A
G
G
1.14044


IBD
ETS1
imm_11_127956842
rs55781052
312
11
128451632
127956842
A
G
A
1.030903


IBD
ETS1
imm_11_127957543
rs78704287
313
11
128452333
127957543
C
A
C
1.123815


IBD
ETS1
imm_11_127957904
rs73030764
314
11
128452694
127957904
C
A
C
1.122206


IBD
ETS1
imm_11_127974263
rs12364915
315
11
128469053
127974263
A
C
C
1.049778


IBD
ETS1
imm_11_127979301
rs11221386
316
11
128474091
127979301
A
G
G
1.035064


IBD
ETS1
imm_11_127979905
rs117333396
317
11
128474695
127979905
A
G
G
1.120199


IBD
ETS1
imm_11_127981559
rs56244679
318
11
128476349
127981559
C
G
G
1.029851


IBD
ETS1
imm_11_127982379
rs11221390
319
11
128477169
127982379
A
G
G
1.029943


IBD
ETS1
imm_11_127982748
rs11221391
320
11
128477538
127982748
C
A
A
1.033682


IBD
ETS1
imm_11_127983590
rs73569213
321
11
128478380
127983590
A
G
G
1.030825


IBD
ETS1
imm_11_127983743
rs73569215
322
11
128478533
127983743
A
C
C
1.029943


IBD
ETS1
imm_11_127984265
rs73569219
323
11
128479055
127984265
A
G
G
1.030692


IBD
ETS1
imm_11_127984721
rs10893894
324
11
128479511
127984721
G
A
A
1.033407


IBD
ETS1
rs7935286
rs7935286
325
11
128501572
128006782
G
A
G
1.048707


IBD
SLC5A1
rs738203
rs738203
326
22
32607074
30937074
G
A
G
1.029285


IBD
SLC5A1
rs9609429
rs9609429
327
22
32517431
30847431
G
A
A
1.041716


IBD
TET2
rs10010325
rs10010325
328
4
106106353
106325802
A
C
C
1.064877


IBD
TET2
rs17035310
rs17035310
329
4
106064754
106284203
A
G
A
1.061851


IBD
TET2
rs2189234
rs2189234
330
4
106075498
106294947
A
C
A
1.03441


IBD
TET2
rs7661349
rs7661349
331
4
106066982
106286431
A
G
A
1.035217


IBD
TET2
rs974801
rs974801
332
4
106071064
106290513
G
A
A
1.056745










(Continued, part 2)


















F_A_ce-
F_U_ce-
OR_ce-
SE_ce-
L95_ce-
U95_ce-
STAT_ce-
P_ce-


gene.i
SNP
dars
dars
dars
dars
dars
dars
dars
dars





SLC26A4
rs10247487
0.2877
0.2731
0.8841
0.04188
0.8144
0.9597
−2.942
0.003263


SLC26A4
rs10263826
0.3131
0.2921
0.8917
0.0408
0.8232
0.9659
−2.81
0.004955


SLC26A4
rs10273733
0.3147
0.315
1.027
0.05335
0.9252
1.14
0.5027
0.6152


SLC26A4
rs12539555
0.2629
0.2472
1.074
0.04243
0.988
1.167
1.676
0.09383


SLC26A4
rs2248465
0.3052
0.2718
1.085
0.04075
1.002
1.175
2.008
0.04465


SLC26A4
rs2808
0.3165
0.2907
1.108
0.04051
1.023
1.2
2.532
0.01134


DLG4
rs3785794
0.07404
0.08212
0.7731
0.07098
0.6727
0.8885
−3.625
0.000289


GIPR
chr19:50983512
0.2676
0.2762
0.9193
0.05478
0.8257
1.023
−1.536
0.1244


GIPR
chr19:51014231
NA
NA
NA
NA
NA
NA
NA
NA


GIPR
chr19:51026971
0.2793
0.3171
0.9117
0.04067
0.8419
0.9874
−2.273
0.02303


GIPR
rs10401439
NA
NA
NA
NA
NA
NA
NA
NA


GIPR
rs10402263
0.3052
0.3394
0.9243
0.03954
0.8554
0.9988
−1.99
0.04658


GIPR
rs10421891
0.3172
0.3509
0.9207
0.03857
0.8537
0.993
−2.141
0.03229


GIPR
rs10500292
0.3716
0.3949
0.932
0.03805
0.865
1.004
−1.852
0.06402


GIPR
rs11883351
0.3054
0.3395
0.914
0.03949
0.8459
0.9875
−2.278
0.02273


GIPR
rs12463359
0.3664
0.3886
0.9227
0.03818
0.8561
0.9944
−2.108
0.035


GIPR
rs16980013
0.2662
0.3005
0.9146
0.04129
0.8435
0.9917
−2.163
0.03056


GIPR
rs16980051
0.469
0.4875
0.9272
0.03698
0.8624
0.9969
−2.043
0.04106


GIPR
rs17878252
0.2515
0.2783
0.9247
0.04211
0.8514
1.004
−1.859
0.06298


GIPR
rs2070736
0.2674
0.3031
0.9115
0.04125
0.8407
0.9883
−2.245
0.02474


GIPR
rs2334255
0.2628
0.2417
1.098
0.0424
1.011
1.193
2.211
0.02703


GIPR
rs4514788
0.2802
0.2773
0.9195
0.09025
0.7704
1.097
−0.9301
0.3523


GIPR
rs4802273
0.26
0.2896
0.9181
0.04178
0.8459
0.9964
−2.045
0.04083


GIPR
rs4802274
0.2681
0.3032
0.915
0.04121
0.844
0.992
−2.156
0.03109


GIPR
rs4803861
0.2789
0.3162
0.9142
0.04071
0.8441
0.9901
−2.205
0.02746


GIPR
rs8111071
0.1183
0.08879
1.139
0.05996
1.013
1.281
2.174
0.02971


GIPR
rs918490
0.2789
0.316
0.9158
0.04067
0.8456
0.9918
−2.164
0.0305


ZHX3
rs6072275
0.1551
0.1448
1.143
0.05126
1.034
1.264
2.609
0.009076


ZHX3
rs6072343
0.1334
0.1342
1.128
0.05394
1.015
1.254
2.239
0.02513


ZHX3
rs6093462
NA
NA
NA
NA
NA
NA
NA
NA


TNRC6B
rs114607
0.397
0.3784
1.083
0.2487
0.6649
1.763
0.3192
0.7496


TNRC6B
rs137955
0.4479
0.4323
1.11
0.03725
1.032
1.194
2.807
0.004997


TNRC6B
rs137956
0.4584
0.4381
1.115
0.03718
1.037
1.2
2.937
0.003312


TNRC6B
rs137977
0.3734
0.3967
0.9134
0.03819
0.8475
0.9843
−2.373
0.01764


TNRC6B
rs137981
0.1026
0.1205
0.8424
0.05943
0.7497
0.9464
−2.887
0.003892


TNRC6B
rs138027
0.2471
0.264
0.8709
0.04296
0.8005
0.9474
−3.218
0.001289


TNRC6B
rs2958647
0.4584
0.4376
1.114
0.03715
1.036
1.198
2.903
0.003698


TNRC6B
rs713925
0.3773
0.3875
0.9268
0.03813
0.8601
0.9987
−1.993
0.04622


CDK6
rs2282978
0.358
0.3463
0.9286
0.04835
0.8447
1.021
−1.532
0.1255


CDK6
rs4272
0.2059
0.2185
0.9167
0.05615
0.8211
1.023
−1.55
0.1212


PRR5L
rs11033597
0.1402
0.1309
1.226
0.06517
1.079
1.393
3.128
0.001761


PRR5L
rs11600757
0.1637
0.1433
1.213
0.06156
1.075
1.368
3.134
0.001723


PRR5L
rs11601211
0.07153
0.07066
1.13
0.08584
0.9549
1.337
1.423
0.1548


PRR5L
rs12281565
0.1669
0.1468
1.214
0.06094
1.077
1.368
3.185
0.001449


PRR5L
rs1365120
0.09551
0.09455
1.179
0.07526
1.018
1.367
2.191
0.02843


PRR5L
rs1895840
0.1022
0.09673
1.172
0.07468
1.012
1.357
2.125
0.03357


PRR5L
rs2303439
0.1673
0.1518
1.072
0.0615
0.9501
1.209
1.127
0.2596


PRR5L
rs330260
0.1842
0.1711
1.192
0.05831
1.064
1.337
3.017
0.002556


PRR5L
rs331485
0.1142
0.1079
0.9739
0.07277
0.8445
1.123
−0.363
0.7166


PRR5L
rs4077044
0.4605
0.4096
1.2
0.07443
1.037
1.389
2.452
0.01422


PRR5L
rs5030437
0.1636
0.1698
1.016
0.1083
0.8216
1.256
0.1458
0.8841


PRR5L
rs5030445
0.1673
0.152
1.068
0.06145
0.9469
1.205
1.072
0.2839


PRR5L
rs5030472
0.1192
0.1064
1.163
0.07051
1.013
1.336
2.145
0.03195


PRR5L
rs7929195
0.1381
0.1195
0.9793
0.0679
0.8573
1.119
−0.3081
0.758


WNT2B
rs10745330
0.4958
0.471
1.076
0.03194
1.011
1.146
2.294
0.02178


WNT2B
rs2999155
0.4903
0.4663
1.073
0.03192
1.008
1.142
2.203
0.0276


WNT2B
rs3790609
0.2092
0.1771
1.098
0.04041
1.014
1.188
2.313
0.02074


WNT2B
rs6682737
0.4926
0.4667
1.079
0.03193
1.013
1.148
2.376
0.01749


LRRC16A
rs10456320
0.1262
0.1178
1.005
0.04921
0.9127
1.107
0.1028
0.9181


LRRC16A
rs11755567
0.205
0.189
0.9618
0.04071
0.888
1.042
−0.9579
0.3381


LRRC16A
rs13191296
0.04082
0.08105
0.8496
0.08258
0.7227
0.9989
−1.973
0.04846


LRRC16A
rs2690110
0.3664
0.3425
1.08
0.03325
1.012
1.153
2.309
0.02094


LRRC16A
rs4712908
0.3535
0.3505
0.976
0.05691
0.873
1.091
−0.4274
0.6691


LRRC16A
rs6921589
0.1162
0.1293
1.007
0.05161
0.9102
1.114
0.1376
0.8906


LRRC16A
rs6937918
0.4464
0.4014
1.067
0.0323
1.002
1.137
2.007
0.04479


LRRC16A
rs742132
0.2809
0.2888
1.005
0.03593
0.9367
1.078
0.1397
0.8889


LRRC16A
rs7752195
0.0457
0.07408
0.9385
0.07684
0.8073
1.091
−0.8261
0.4087


LRRC16A
rs7752524
0.09413
0.09466
1.017
0.05426
0.9148
1.132
0.3179
0.7505


LRRC16A
rs7762757
0.4002
0.3824
1.013
0.03876
0.939
1.093
0.3349
0.7377


LRRC16A
rs880226
0.4469
0.4016
1.068
0.03231
1.002
1.138
2.035
0.04185


LRRC16A
rs9295661
0.03926
0.07291
0.8785
0.08061
0.7501
1.029
−1.607
0.1081


LRRC16A
rs9358854
0.3764
0.3399
0.9563
0.03384
0.895
1.022
−1.319
0.1872


LRRC16A
rs9461157
0.4459
0.4009
1.067
0.03232
1.001
1.136
1.996
0.04589


LRRC16A
rs9461165
0.4459
0.4011
1.066
0.03231
1.001
1.136
1.98
0.04766


LRRC16A
rs9467445
0.2258
0.2055
0.9524
0.03955
0.8814
1.029
−1.232
0.2179


All
rs10484399
0.05103
0.09845
0.8471
0.08727
0.7139
1.005
−1.901
0.05726


Histone


cluster1


gene


All
rs10484439
0.05239
0.09177
0.8574
0.07884
0.7346
1.001
−1.952
0.05098


Histone


cluster1


gene


All
rs12176317
0.06961
0.1171
0.8307
0.06794
0.7271
0.949
−2.73
0.00634


Histone


cluster1


gene


All
rs13194053
0.1298
0.1697
1.02
0.04971
0.9254
1.125
0.4008
0.6885


Histone


cluster1


gene


All
rs13194491
0.0514
0.08248
0.8723
0.06512
0.7677
0.991
−2.098
0.03588


Histone


cluster1


gene


All
rs13194781
0.05128
0.09881
0.8476
0.08751
0.714
1.006
−1.889
0.05883


Histone


cluster1


gene


All
rs13195040
0.05301
0.09513
0.8981
0.08556
0.7595
1.062
−1.255
0.2093


Histone


cluster1


gene


All
rs13199772
0.0514
0.09872
0.8551
0.08745
0.7204
1.015
−1.79
0.0735


Histone


cluster1


gene


All
rs13212651
0.05115
0.09848
0.8494
0.08765
0.7153
1.009
−1.862
0.06256


Histone


cluster1


gene


All
rs1321578
0.02515
0.02356
0.9242
0.1494
0.6896
1.238
−0.528
0.5975


Histone


cluster1


gene


All
rs13217599
0.04509
0.05347
1.092
0.1541
0.8077
1.478
0.5738
0.5661


Histone


cluster1


gene


All
rs13218875
0.05028
0.09619
0.8697
0.09246
0.7255
1.042
−1.51
0.131


Histone


cluster1


gene


All
rs13219354
0.07828
0.1193
0.9521
0.0649
0.8384
1.081
−0.7568
0.4492


Histone


cluster1


gene


All
rs16867901
0.01178
0.009631
0.8439
0.1903
0.5812
1.225
−0.8918
0.3725


Histone


cluster1


gene


All
rs16867911
0.01164
0.01047
0.8883
0.1547
0.656
1.203
−0.7655
0.444


Histone


cluster1


gene


All
rs16891725
0.07382
0.1186
0.8387
0.06792
0.7341
0.9581
−2.59
0.009589


Histone


cluster1


gene


All
rs175597
0.06849
0.1182
0.8257
0.07324
0.7153
0.9532
−2.615
0.008922


Histone


cluster1


gene


All
rs17693963
0.05933
0.1038
0.9317
0.08051
0.7957
1.091
−0.8792
0.3793


Histone


cluster1


gene


All
rs17739310
0.1637
0.1606
1.054
0.06205
0.9333
1.19
0.8475
0.3967


Histone


cluster1


gene


All
rs17750424
NA
NA
NA
NA
NA
NA
NA
NA


Histone


cluster1


gene


All
rs1977
0.06961
0.1172
0.8303
0.06792
0.7268
0.9485
−2.739
0.006165


Histone


cluster1


gene


All
rs1985732
0.2535
0.2925
0.9425
0.0373
0.876
1.014
−1.589
0.1122


Histone


cluster1


gene


All
rs200483
0.06899
0.1182
0.8382
0.073
0.7265
0.9672
−2.417
0.01563


Histone


cluster1


gene


All
rs200484
0.06874
0.1182
0.8328
0.07321
0.7215
0.9613
−2.499
0.01244


Histone


cluster1


gene


All
rs200490
0.06863
0.1187
0.8227
0.07317
0.7128
0.9496
−2.667
0.007645


Histone


cluster1


gene


All
rs200501
0.06989
0.119
0.8337
0.07267
0.723
0.9614
−2.502
0.01234


Histone


cluster1


gene


All
rs200948
0.06849
0.1183
0.8248
0.07332
0.7144
0.9523
−2.627
0.008616


Histone


cluster1


gene


All
rs200953
0.06886
0.1188
0.8188
0.07312
0.7095
0.945
−2.734
0.006253


Histone


cluster1


gene


All
rs200989
0.06849
0.1185
0.8206
0.07325
0.7108
0.9473
−2.7
0.006941


Histone


cluster1


gene


All
rs200990
0.06899
0.119
0.818
0.07301
0.7089
0.9438
−2.752
0.005918


Histone


cluster1


gene


All
rs200991
0.1274
0.1585
0.9787
0.05359
0.8811
1.087
−0.4021
0.6876


Histone


cluster1


gene


All
rs200995
0.06862
0.1186
0.8242
0.07316
0.7141
0.9513
−2.642
0.00823


Histone


cluster1


gene


All
rs201002
0.06899
0.1188
0.823
0.073
0.7133
0.9496
−2.668
0.007631


Histone


cluster1


gene


All
rs201004
0.1514
0.1945
0.9781
0.06811
0.8559
1.118
−0.3246
0.7455


Histone


cluster1


gene


All
rs2064092
0.09884
0.06948
1.161
0.05845
1.035
1.301
2.547
0.01086


Histone


cluster1


gene


All
rs2072806
0.06616
0.09787
0.7719
0.1687
0.5546
1.074
−1.534
0.125


Histone


cluster1


gene


All
rs2073529
NA
NA
NA
NA
NA
NA
NA
NA


Histone


cluster1


gene


All
rs2093169
0.1479
0.1792
0.9559
0.04838
0.8694
1.051
−0.9323
0.3512


Histone


cluster1


gene


All
rs2393997
0.08422
0.1084
0.9463
0.05424
0.8509
1.052
−1.017
0.3092


Histone


cluster1


gene


All
rs2494711
0.3718
0.3585
1.056
0.03353
0.9886
1.127
1.617
0.1059


Histone


cluster1


gene


All
rs2747054
0.06874
0.1182
0.8324
0.07315
0.7212
0.9607
−2.508
0.01213


Histone


cluster1


gene


All
rs2893910
0.1734
0.1917
0.9412
0.04668
0.8589
1.031
−1.299
0.1938


Histone


cluster1


gene


All
rs34706883
0.05115
0.09854
0.8501
0.0876
0.716
1.009
−1.853
0.06382


Histone


cluster1


gene


All
rs370155
0.06911
0.1188
0.8263
0.07295
0.7162
0.9533
−2.616
0.008905


Histone


cluster1


gene


All
rs3799378
0.1841
0.2212
0.8456
0.2738
0.4944
1.446
−0.6127
0.5401


Histone


cluster1


gene


All
rs3799380
0.175
0.1937
0.9812
0.04545
0.8975
1.073
−0.4185
0.6756


Histone


cluster1


gene


All
rs3799383
0.08075
0.1241
0.8228
0.06529
0.724
0.9352
−2.986
0.002822


Histone


cluster1


gene


All
rs3800307
0.1582
0.1941
1.002
0.04583
0.9157
1.096
0.03818
0.9695


Histone


cluster1


gene


All
rs3800316
0.2617
0.279
0.9671
0.03862
0.8966
1.043
−0.8669
0.386


Histone


cluster1


gene


All
rs4452638
0.07766
0.1186
0.9554
0.06539
0.8405
1.086
−0.6977
0.4854


Histone


cluster1


gene


All
rs4634439
0.06948
0.1166
0.8152
0.06928
0.7117
0.9338
−2.948
0.003195


Histone


cluster1


gene


All
rs4712981
0.2476
0.284
0.9437
0.03773
0.8764
1.016
−1.537
0.1244


Histone


cluster1


gene


All
rs4713119
0.08647
0.1099
0.9468
0.05375
0.8522
1.052
−1.016
0.3095


Histone


cluster1


gene


All
rs6456728
0.175
0.1936
0.9811
0.04546
0.8975
1.073
−0.4187
0.6754


Histone


cluster1


gene


All
rs6904071
0.1288
0.169
1.019
0.04992
0.9241
1.124
0.3779
0.7055


Histone


cluster1


gene


All
rs6904596
0.0623
0.1092
0.8336
0.07738
0.7163
0.9701
−2.353
0.01864


Histone


cluster1


gene


All
rs6913660
0.1292
0.1692
1.023
0.04987
0.9275
1.128
0.451
0.652


Histone


cluster1


gene


All
rs6915101
0.01858
0.01608
0.8718
0.1242
0.6835
1.112
−1.105
0.2694


Histone


cluster1


gene


All
rs6920256
0.0758
0.1216
0.8308
0.0666
0.7292
0.9467
−2.783
0.00539


Histone


cluster1


gene


All
rs6923139
0.09289
0.1142
0.8966
0.06213
0.7938
1.013
−1.756
0.07912


Histone


cluster1


gene


All
rs6932590
0.2221
0.2553
0.9681
0.04017
0.8948
1.047
−0.8065
0.42


Histone


cluster1


gene


All
rs6933583
0.2496
0.2851
0.9491
0.03764
0.8816
1.022
−1.389
0.1648


Histone


cluster1


gene


All
rs6934794
0.2156
0.1878
1.092
0.03964
1.01
1.18
2.209
0.02716


Histone


cluster1


gene


All
rs6938200
0.1611
0.1567
0.9747
0.06571
0.8569
1.109
−0.3893
0.697


Histone


cluster1


gene


All
rs721600
0.2458
0.2271
1.057
0.03752
0.9821
1.138
1.478
0.1395


Histone


cluster1


gene


All
rs7745603
0.1828
0.2223
0.9949
0.04314
0.9142
1.083
−0.1189
0.9054


Histone


cluster1


gene


All
rs7746199
0.1747
0.1929
0.9434
0.07528
0.814
1.093
−0.7735
0.4392


Histone


cluster1


gene


All
rs7749305
0.06205
0.1089
0.812
0.07602
0.6996
0.9424
−2.74
0.006146


Histone


cluster1


gene


All
rs7749319
0.02514
0.0407
0.8489
0.08917
0.7128
1.011
−1.837
0.06618


Histone


cluster1


gene


All
rs7756567
0.1479
0.1794
0.955
0.04837
0.8686
1.05
−0.9523
0.3409


Histone


cluster1


gene


All
rs7773938
0.1478
0.1795
0.9514
0.04837
0.8653
1.046
−1.03
0.3028


Histone


cluster1


gene


All
rs911186
NA
NA
NA
NA
NA
NA
NA
NA


Histone


cluster1


gene


All
rs9295739
0.01164
0.01047
0.8903
0.1547
0.6574
1.206
−0.7513
0.4524


Histone


cluster1


gene


All
rs9295749
0.06886
0.05046
1.147
0.06866
1.003
1.312
2
0.04548


Histone


cluster1


gene


All
rs9358944
0.148
0.1794
0.9553
0.04834
0.8689
1.05
−0.9469
0.3437


Histone


cluster1


gene


All
rs9358945
0.148
0.1795
0.9544
0.04834
0.8682
1.049
−0.9646
0.3347


Histone


cluster1


gene


All
rs9358946
0.1483
0.1871
0.9062
0.05661
0.8111
1.013
−1.739
0.08199


Histone


cluster1


gene


All
rs9366653
0.07035
0.1178
0.8326
0.06753
0.7293
0.9504
−2.713
0.006659


Histone


cluster1


gene


All
rs9366658
0.148
0.1794
0.9553
0.04834
0.8689
1.05
−0.9469
0.3437


Histone


cluster1


gene


All
rs9379844
0.421
0.3743
1.064
0.03304
0.9976
1.136
1.887
0.05922


Histone


cluster1


gene


All
rs9379851
0.0701
0.1178
0.8314
0.06757
0.7283
0.9492
−2.732
0.006303


Histone


cluster1


gene


All
rs9379856
NA
NA
NA
NA
NA
NA
NA
NA


Histone


cluster1


gene


All
rs9379858
0.06998
0.1179
0.8284
0.06762
0.7256
0.9458
−2.784
0.005364


Histone


cluster1


gene


All
rs9379859
0.06998
0.1179
0.8284
0.06762
0.7256
0.9458
−2.784
0.005364


Histone


cluster1


gene


All
rs9379870
0.2491
0.2842
0.9503
0.03768
0.8827
1.023
−1.353
0.1761


Histone


cluster1


gene


All
rs9379897
0.06948
0.1166
0.8148
0.06928
0.7114
0.9334
−2.955
0.003123


Histone


cluster1


gene


All
rs9393691
0.4209
0.3741
1.064
0.03302
0.9976
1.135
1.888
0.05902


Histone


cluster1


gene


All
rs9393705
0.06998
0.1178
0.8305
0.06765
0.7273
0.9482
−2.746
0.006036


Histone


cluster1


gene


All
rs9393708
0.06998
0.1178
0.8305
0.06765
0.7273
0.9482
−2.746
0.006036


Histone


cluster1


gene


All
rs9393713
0.06962
0.1171
0.8318
0.06795
0.7281
0.9503
−2.711
0.006712


Histone


cluster1


gene


All
rs9393714
0.06961
0.1171
0.831
0.06794
0.7274
0.9493
−2.725
0.006424


Histone


cluster1


gene


All
rs9393777
0.09297
0.1022
0.8332
0.1037
0.68
1.021
−1.759
0.07859


Histone


cluster1


gene


All
rs9461362
0.1837
0.1489
1.045
0.04316
0.9599
1.137
1.012
0.3117


Histone


cluster1


gene


All
rs9467704
0.0893
0.1131
0.8967
0.06277
0.7929
1.014
−1.737
0.08239


Histone


cluster1


gene


All
rs9468152
0.1702
0.1442
1.188
0.2952
0.666
2.119
0.5832
0.5598


Histone


cluster1


gene


All
rs9468159
0.0924
0.06363
1.194
0.06055
1.061
1.345
2.932
0.003371


Histone


cluster1


gene


All
rs9468202
0.01189
0.01056
0.8965
0.1537
0.6634
1.212
−0.7106
0.4773


Histone


cluster1


gene


All
rs9468227
0.01808
0.01615
0.8413
0.125
0.6585
1.075
−1.382
0.1669


Histone


cluster1


gene


GTF2IRD2B
imm_7_74094413
0.3916
0.4088
0.8676
0.03268
0.8138
0.925
−4.346
1.38E−05


GTF2IRD2B
imm_7_74108242
0.4014
0.4193
0.8748
0.03242
0.8209
0.9322
−4.125
3.71E−05


GTF2IRD2B
imm_7_74117236
0.4035
0.4192
0.8776
0.03238
0.8237
0.9351
−4.031
5.56E−05


GTF2IRD2B
imm_7_74118166
0.4666
0.46
0.8855
0.03208
0.8315
0.9429
−3.793
0.000149


GTF2IRD2B
imm_7_74120730
0.1026
0.1225
0.8373
0.05057
0.7583
0.9245
−3.513
0.000443


GTF2IRD2B
imm_7_74133859
0.1929
0.2297
0.7912
0.2746
0.4619
1.355
−0.8529
0.3937


GTF2IRD2B
imm_7_74145400
NA
NA
NA
NA
NA
NA
NA
NA


ETS1
imm_11_127760024
0.09923
0.09729
1.057
0.05358
0.9513
1.174
1.029
0.3036


ETS1
imm_11_127761269
0.1045
0.08108
1.337
0.4248
0.5816
3.075
0.6843
0.4938


ETS1
imm_11_127765567
0.1225
0.1356
1.065
0.0466
0.9719
1.167
1.349
0.1775


ETS1
imm_11_127767721
0.0296
0.02617
0.8282
0.09903
0.6821
1.006
−1.904
0.0569


ETS1
imm_11_127770666
0.2654
0.2634
0.9872
0.03588
0.9202
1.059
−0.3584
0.72


ETS1
imm_11_127770668
0.2656
0.2638
0.9866
0.03586
0.9196
1.058
−0.3761
0.7068


ETS1
imm_11_127774308
0.1281
0.1396
1.066
0.04595
0.9746
1.167
1.4
0.1614


ETS1
imm_11_127775128
0.1286
0.1396
1.069
0.04592
0.9772
1.17
1.458
0.1449


ETS1
imm_11_127776527
0.03517
0.02933
0.8327
0.09292
0.694
0.999
−1.97
0.04879


ETS1
imm_11_127776913
0.03344
0.02833
0.8482
0.09417
0.7053
1.02
−1.748
0.08043


ETS1
imm_11_127777217
0.4176
0.4708
0.9489
0.03186
0.8915
1.01
−1.646
0.09979


ETS1
imm_11_127778327
NA
NA
NA
NA
NA
NA
NA
NA


ETS1
imm_11_127778329
0.2401
0.247
1.034
0.03684
0.9621
1.112
0.9124
0.3616


ETS1
imm_11_127779030
0.04471
0.04792
0.888
0.07615
0.7649
1.031
−1.56
0.1188


ETS1
imm_11_127780425
0.03802
0.03367
1.122
0.08549
0.9491
1.327
1.349
0.1775


ETS1
imm_11_127780902
0.04581
0.0487
0.8837
0.08254
0.7517
1.039
−1.498
0.1341


ETS1
imm_11_127781839
0.2692
0.2885
0.8392
0.2397
0.5246
1.343
−0.7313
0.4646


ETS1
imm_11_127785739
0.1848
0.1972
0.9376
0.04033
0.8663
1.015
−1.599
0.1098


ETS1
imm_11_127785963
0.1421
0.1489
1.064
0.0447
0.9749
1.162
1.391
0.1644


ETS1
imm_11_127786010
0.2006
0.1899
1.055
0.03989
0.9759
1.141
1.349
0.1772


ETS1
imm_11_127786836
0.2008
0.1903
1.053
0.03987
0.9737
1.138
1.291
0.1965


ETS1
imm_11_127787128
0.2003
0.1897
1.055
0.03992
0.9757
1.141
1.345
0.1787


ETS1
imm_11_127788828
0.1906
0.2041
0.9357
0.03986
0.8654
1.012
−1.668
0.0953


ETS1
imm_11_127789306
0.2006
0.1962
1.087
0.05728
0.9719
1.217
1.463
0.1435


ETS1
imm_11_127789441
0.201
0.1971
1.085
0.05721
0.9697
1.213
1.422
0.1551


ETS1
imm_11_127791651
0.1622
0.1548
1.087
0.04321
0.9988
1.183
1.931
0.05342


ETS1
imm_11_127792287
0.201
0.1903
1.053
0.0399
0.9737
1.138
1.291
0.1967


ETS1
imm_11_127792800
0.05115
0.04665
1.064
0.07416
0.9201
1.231
0.8374
0.4024


ETS1
imm_11_127793060
0.2016
0.1912
1.053
0.03983
0.974
1.139
1.298
0.1943


ETS1
imm_11_127794685
0.1632
0.1557
1.087
0.04309
0.9988
1.183
1.933
0.05325


ETS1
imm_11_127795453
0.202
0.1916
1.053
0.03978
0.974
1.138
1.296
0.1948


ETS1
imm_11_127796816
0.000277
0
2.68E+08
17210
0
Inf
0.001128
0.9991


ETS1
imm_11_127797523
0.2018
0.1911
1.055
0.0398
0.9757
1.14
1.341
0.1798


ETS1
imm_11_127798230
0.306
0.2976
0.9407
0.03477
0.8788
1.007
−1.757
0.07891


ETS1
imm_11_127799892
0.5051
0.4805
0.997
0.03194
0.9365
1.061
−0.09376
0.9253


ETS1
imm_11_127804916
0.1434
0.1323
0.9649
0.04645
0.881
1.057
−0.7684
0.4423


ETS1
imm_11_127805367
0.03579
0.0314
0.9317
0.08952
0.7818
1.11
−0.7899
0.4296


ETS1
imm_11_127806163
0.3755
0.3846
1.022
0.03283
0.9585
1.09
0.6682
0.504


ETS1
imm_11_127806304
0.03443
0.03077
0.9126
0.09083
0.7637
1.09
−1.007
0.3137


ETS1
imm_11_127807384
0.1611
0.1639
0.993
0.04335
0.9121
1.081
−0.1631
0.8705


ETS1
imm_11_127808758
0.03592
0.03158
0.9304
0.08931
0.781
1.108
−0.8078
0.4192


ETS1
imm_11_127809308
0.005202
0.008031
0.9228
0.1958
0.6288
1.354
−0.4103
0.6816


ETS1
imm_11_127812329
0.05871
0.0545
1.083
0.06867
0.9464
1.239
1.158
0.2467


ETS1
imm_11_127812420
0
0.000904
1.25E−10
24380
0
Inf
−0.00094
0.9993


ETS1
imm_11_127813024
0.3752
0.3846
1.02
0.03283
0.9564
1.088
0.6007
0.548


ETS1
imm_11_127819226
0.1616
0.164
0.9959
0.04328
0.9149
1.084
−0.09454
0.9247


ETS1
imm_11_127822686
0.03592
0.03176
0.9255
0.08905
0.7773
1.102
−0.8694
0.3846


ETS1
imm_11_127823420
0.005203
0.008031
0.9229
0.1957
0.6288
1.354
−0.4101
0.6817


ETS1
imm_11_127824356
0.1587
0.1614
0.988
0.04363
0.907
1.076
−0.2778
0.7811


ETS1
imm_11_127825016
0.03629
0.03158
0.9352
0.08918
0.7852
1.114
−0.7514
0.4524


ETS1
imm_11_127825282
0.3776
0.3871
1.023
0.03279
0.9592
1.091
0.69
0.4902


ETS1
imm_11_127825669
0.3776
0.3869
1.024
0.0328
0.9598
1.092
0.7097
0.4779


ETS1
imm_11_127826087
0.3214
0.3391
0.9933
0.0338
0.9296
1.061
−0.2003
0.8412


ETS1
imm_11_127826464
0.1491
0.1481
1.005
0.04514
0.9203
1.098
0.119
0.9053


ETS1
imm_11_127827422
0.1496
0.149
1.005
0.04498
0.9199
1.097
0.1047
0.9166


ETS1
imm_11_127828334
0.03406
0.03032
0.9041
0.09167
0.7554
1.082
−1.1
0.2713


ETS1
imm_11_127831280
0.01663
0.0246
1.022
0.1232
0.8025
1.301
0.1735
0.8622


ETS1
imm_11_127831611
0.1616
0.152
1.026
0.04416
0.9407
1.118
0.5757
0.5648


ETS1
imm_11_127831673
0.2755
0.2923
0.9931
0.03555
0.9263
1.065
−0.1945
0.8458


ETS1
imm_11_127834123
0.267
0.3026
1.029
0.03531
0.9599
1.102
0.7999
0.4238


ETS1
imm_11_127834484
0.02106
0.02681
0.9249
0.1037
0.7548
1.133
−0.7522
0.4519


ETS1
imm_11_127837472
0.01585
0.01922
1.016
0.1212
0.8012
1.288
0.1314
0.8955


ETS1
imm_11_127838265
0.07167
0.08269
1.021
0.06775
0.8943
1.166
0.3112
0.7556


ETS1
imm_11_127838713
0.4488
0.4731
1.016
0.03193
0.9544
1.082
0.4976
0.6187


ETS1
imm_11_127839719
0.008546
0.01534
0.7867
0.1489
0.5876
1.053
−1.61
0.1073


ETS1
imm_11_127840459
0.1553
0.1515
1.032
0.0442
0.9466
1.126
0.7171
0.4733


ETS1
imm_11_127840867
0.122
0.1295
1.012
0.06897
0.8843
1.159
0.1765
0.8599


ETS1
imm_11_127841724
0.1095
0.106
0.8683
0.05228
0.7837
0.962
−2.701
0.006915


ETS1
imm_11_127841864
0.43
0.4439
0.9506
0.03218
0.8925
1.012
−1.574
0.1154


ETS1
imm_11_127843207
0.109
0.1057
0.8676
0.05234
0.783
0.9614
−2.713
0.006676


ETS1
imm_11_127843341
0.1088
0.1053
0.8728
0.05243
0.7876
0.9673
−2.594
0.009475


ETS1
imm_11_127844385
0.1558
0.1525
1.026
0.04417
0.9407
1.119
0.5761
0.5646


ETS1
imm_11_127844729
0.02551
0.01967
1.13
0.1089
0.913
1.399
1.124
0.2609


ETS1
imm_11_127845557
0.1145
0.1088
0.8748
0.05135
0.7911
0.9674
−2.605
0.009196


ETS1
imm_11_127846698
0.1561
0.1529
1.028
0.04405
0.9428
1.12
0.6218
0.534


ETS1
imm_11_127848167
0.1566
0.1529
1.031
0.04402
0.9454
1.123
0.6847
0.4935


ETS1
imm_11_127848372
0.156
0.1526
1.027
0.04407
0.9425
1.12
0.6151
0.5385


ETS1
imm_11_127849992
0.1561
0.1528
1.029
0.04405
0.9434
1.121
0.6383
0.5233


ETS1
imm_11_127851599
0.1577
0.1532
1.03
0.04393
0.9446
1.122
0.662
0.508


ETS1
imm_11_127852250
0.1051
0.104
0.8571
0.05302
0.7725
0.9509
−2.909
0.003627


ETS1
imm_11_127853705
0.1053
0.1043
0.8574
0.05294
0.7729
0.9512
−2.906
0.003665


ETS1
imm_11_127855281
0.1578
0.1537
1.028
0.04389
0.9435
1.121
0.6351
0.5253


ETS1
imm_11_127855956
0.1073
0.1055
0.8632
0.05254
0.7787
0.9568
−2.8
0.00511


ETS1
imm_11_127857027
0.1036
0.1029
0.8621
0.05334
0.7766
0.9572
−2.781
0.005423


ETS1
imm_11_127861069
0.2813
0.264
0.9939
0.03613
0.926
1.067
−0.1688
0.866


ETS1
imm_11_127863304
0.2818
0.264
0.9915
0.03613
0.9237
1.064
−0.2355
0.8138


ETS1
imm_11_127863391
0.2819
0.264
0.9934
0.03611
0.9255
1.066
−0.1826
0.8551


ETS1
imm_11_127866379
0.2602
0.2434
1.01
0.03687
0.9393
1.085
0.2617
0.7936


ETS1
imm_11_127868447
0.01177
0.01215
1.459
0.2081
0.97
2.193
1.814
0.06974


ETS1
imm_11_127868927
0.2025
0.1913
0.9583
0.04052
0.8852
1.038
−1.051
0.2933


ETS1
imm_11_127869177
0.2994
0.3094
1.012
0.05015
0.9171
1.116
0.2349
0.8143


ETS1
imm_11_127870403
0.2722
0.2563
0.9918
0.03655
0.9232
1.065
−0.2256
0.8215


ETS1
imm_11_127870895
0.2995
0.2695
0.9909
0.03589
0.9236
1.063
−0.2535
0.7999


ETS1
imm_11_127871431
0.2995
0.2697
0.9901
0.03589
0.9229
1.062
−0.2762
0.7824


ETS1
imm_11_127872972
0.2003
0.1863
0.893
0.05916
0.7952
1.003
−1.914
0.05568


ETS1
imm_11_127874486
0.2995
0.2696
0.9913
0.03588
0.924
1.064
−0.2438
0.8074


ETS1
imm_11_127874807
0.2851
0.2647
0.983
0.03611
0.9158
1.055
−0.4745
0.6351


ETS1
imm_11_127877378
0.2989
0.269
0.9921
0.0359
0.9247
1.064
−0.2201
0.8258


ETS1
imm_11_127879923
0.1999
0.1907
0.9578
0.04065
0.8844
1.037
−1.062
0.2883


ETS1
imm_11_127881686
0.1909
0.1676
1.043
0.04194
0.9607
1.132
1.003
0.3159


ETS1
imm_11_127882690
0.4045
0.3813
1.017
0.03273
0.9535
1.084
0.506
0.6128


ETS1
imm_11_127884689
0.05927
0.06757
0.8456
0.472
0.3353
2.133
−0.3554
0.7223


ETS1
imm_11_127885952
0.3706
0.3524
1.029
0.03319
0.9646
1.099
0.8743
0.382


ETS1
imm_11_127886184
0.2435
0.2214
1.066
0.03763
0.9906
1.148
1.709
0.08748


ETS1
imm_11_127887077
0.3702
0.3521
1.029
0.03319
0.9642
1.098
0.8607
0.3894


ETS1
imm_11_127889134
0.2431
0.221
1.066
0.03774
0.9904
1.148
1.705
0.08811


ETS1
imm_11_127891116
0.2431
0.2211
1.067
0.03774
0.9907
1.149
1.714
0.08661


ETS1
imm_11_127892632
0.3704
0.3521
1.03
0.0332
0.9655
1.1
0.9013
0.3674


ETS1
imm_11_127894601
0.2506
0.2405
0.9395
0.03731
0.8733
1.011
−1.672
0.09462


ETS1
imm_11_127894638
0.003716
0.002075
1.374
0.3097
0.7489
2.521
1.026
0.3048


ETS1
imm_11_127895279
0.243
0.2207
1.068
0.03774
0.9915
1.15
1.735
0.08275


ETS1
imm_11_127897147
0.2232
0.2121
1.066
0.03857
0.9886
1.15
1.662
0.09658


ETS1
imm_11_127898835
0.01239
0.01814
0.9176
0.1286
0.7133
1.181
−0.6686
0.5037


ETS1
imm_11_127901157
0.3059
0.2861
1.062
0.03509
0.9912
1.137
1.709
0.08752


ETS1
imm_11_127901948
0.228
0.2155
1.061
0.03837
0.9844
1.144
1.549
0.1213


ETS1
imm_11_127905841
0.03579
0.04864
0.995
0.07786
0.8542
1.159
−0.06386
0.9491


ETS1
imm_11_127906568
0.388
0.3836
0.9752
0.03276
0.9146
1.04
−0.7663
0.4435


ETS1
imm_11_127908214
0.3883
0.384
0.9755
0.03276
0.9148
1.04
−0.7587
0.448


ETS1
imm_11_127911648
0.4828
0.4715
1.016
0.04546
0.9295
1.111
0.3513
0.7253


ETS1
imm_11_127911985
0.4903
0.49
0.9633
0.03179
0.9051
1.025
−1.177
0.2392


ETS1
imm_11_127914294
0.4918
0.4912
0.9631
0.03178
0.905
1.025
−1.182
0.2372


ETS1
imm_11_127915474
0.4825
0.4941
1.033
0.0318
0.9707
1.1
1.024
0.306


ETS1
imm_11_127915554
0.4827
0.4941
1.034
0.0318
0.9712
1.1
1.04
0.2983


ETS1
imm_11_127916046
0.4921
0.4908
0.9665
0.03176
0.9081
1.029
−1.074
0.2827


ETS1
imm_11_127929821
0.000832
0
2.22E+08
9897
0
Inf
0.001942
0.9985


ETS1
imm_11_127931099
0.000124
0
3.89E+08
24380
0
Inf
0.000811
0.9994


ETS1
imm_11_127940676
0.0322
0.04675
0.8901
0.08166
0.7584
1.045
−1.426
0.1538


ETS1
imm_11_127943244
0.000139
0.000904
0.1276
1.417
0.007941
2.05
−1.453
0.1461


ETS1
imm_11_127945727
0.3529
0.3654
1.093
0.03356
1.023
1.167
2.647
0.008125


ETS1
imm_11_127945953
0.07208
0.07679
0.9935
0.0607
0.882
1.119
−0.1079
0.9141


ETS1
imm_11_127948912
0.01338
0.01886
0.8931
0.1262
0.6974
1.144
−0.8959
0.3703


ETS1
imm_11_127956842
0.2394
0.2512
0.9858
0.03721
0.9165
1.06
−0.3845
0.7006


ETS1
imm_11_127957543
0.01553
0.01099
1.247
0.1637
0.9046
1.718
1.348
0.1778


ETS1
imm_11_127957904
0.006936
0.01471
0.7343
0.1582
0.5386
1.001
−1.952
0.05088


ETS1
imm_11_127974263
0.07146
0.07661
0.9949
0.06078
0.8832
1.121
−0.08418
0.9329


ETS1
imm_11_127979301
0.1644
0.1768
0.9816
0.04237
0.9034
1.067
−0.4374
0.6618


ETS1
imm_11_127979905
0.006069
0.01065
0.8416
0.1763
0.5957
1.189
−0.9781
0.328


ETS1
imm_11_127981559
0.1593
0.1708
0.9882
0.043
0.9083
1.075
−0.2764
0.7822


ETS1
imm_11_127982379
0.1593
0.1708
0.9882
0.043
0.9083
1.075
−0.2764
0.7822


ETS1
imm_11_127982748
0.1594
0.1709
0.9878
0.04302
0.908
1.075
−0.2848
0.7758


ETS1
imm_11_127983590
0.1578
0.1698
0.9895
0.04311
0.9093
1.077
−0.2454
0.8062


ETS1
imm_11_127983743
0.1593
0.1708
0.9882
0.043
0.9083
1.075
−0.2764
0.7822


ETS1
imm_11_127984265
0.1593
0.1705
0.9898
0.043
0.9098
1.077
−0.2391
0.811


ETS1
imm_11_127984721
0.1639
0.1818
0.9766
0.04889
0.8874
1.075
−0.4836
0.6287


ETS1
rs7935286
0.1731
0.1549
1.076
0.04318
0.9887
1.171
1.697
0.08975


SLC5A1
rs738203
0.2295
0.1081
2.421
0.3734
1.165
5.033
2.368
0.01787


SLC5A1
rs9609429
0.2286
0.2801
0.8632
0.0372
0.8025
0.9285
−3.955
7.65E−05


TET2
rs10010325
0.4693
0.4772
0.9764
0.03186
0.9173
1.039
−0.7485
0.4541


TET2
rs17035310
0.1487
0.1265
1.097
0.04675
1.001
1.202
1.972
0.0486


TET2
rs2189234
0.3562
0.3837
0.9611
0.03307
0.9008
1.025
−1.2
0.23


TET2
rs7661349
0.3235
0.3641
0.9541
0.03359
0.8933
1.019
−1.399
0.1619


TET2
rs974801
0.3636
0.355
1.028
0.03308
0.9633
1.097
0.8306
0.4062










(Continued, part 3)














gene.i
SNP
F_A_iibdgc
F_U_iibdgc
OR_iibdgc
SE_iibdgc
L95_iibdgc
U95_iibdgc





SLC26A4
rs10247487
0.2562
0.2535
0.9522
0.0161
0.9226
0.9827


SLC26A4
rs10263826
0.2723
0.2697
0.9459
0.01578
0.9171
0.9756


SLC26A4
rs10273733
0.2937
0.2773
1.068
0.01553
1.036
1.101


SLC26A4
rs12539555
0.2607
0.2621
1.029
0.01607
0.9967
1.061


SLC26A4
rs2248465
0.2781
0.2642
1.057
0.01573
1.025
1.09


SLC26A4
rs2808
0.2968
0.2799
1.07
0.01547
1.038
1.103


DLG4
rs3785794
0.07336
0.07494
0.9162
0.02669
0.8695
0.9654


GIPR
chr19:50983512
0.2904
0.3095
0.9404
0.01544
0.9124
0.9693


GIPR
chr19:51014231
0.2991
0.3218
0.9347
0.01531
0.907
0.9631


GIPR
chr19:51026971
0.3022
0.3244
0.9344
0.01522
0.907
0.9628


GIPR
rs10401439
0.2987
0.3224
0.9284
0.01566
0.9003
0.9573


GIPR
rs10402263
0.3321
0.3504
0.9441
0.01489
0.917
0.9721


GIPR
rs10421891
0.3395
0.3596
0.9391
0.01466
0.9125
0.9665


GIPR
rs10500292
0.383
0.4041
0.9396
0.01445
0.9134
0.9666


GIPR
rs11883351
0.3289
0.3486
0.9389
0.01493
0.9118
0.9668


GIPR
rs12463359
0.3775
0.3969
0.9433
0.01449
0.9169
0.9705


GIPR
rs16980013
0.2881
0.3073
0.9407
0.01548
0.9126
0.9697


GIPR
rs16980051
0.4789
0.5034
0.9424
0.01408
0.9167
0.9687


GIPR
rs17878252
0.2689
0.2873
0.9391
0.01577
0.9106
0.9686


GIPR
rs2070736
0.2909
0.3101
0.9396
0.01543
0.9116
0.9685


GIPR
rs2334255
0.2601
0.2473
1.045
0.01603
1.013
1.079


GIPR
rs4514788
0.3041
0.3246
0.9433
0.01517
0.9157
0.9718


GIPR
rs4802273
0.2787
0.2977
0.9383
0.01561
0.91
0.9675


GIPR
rs4802274
0.2915
0.311
0.938
0.01542
0.9101
0.9668


GIPR
rs4803861
0.3016
0.3235
0.9359
0.01523
0.9084
0.9642


GIPR
rs8111071
0.09803
0.08834
1.066
0.02406
1.017
1.118


GIPR
rs918490
0.3002
0.3228
0.9334
0.01524
0.9059
0.9617


ZHX3
rs6072275
0.1584
0.1541
1.079
0.0193
1.039
1.121


ZHX3
rs6072343
0.1469
0.1415
1.097
0.01997
1.055
1.141


ZHX3
rs6093462
0.2969
0.3115
0.9301
0.01516
0.9029
0.9582


TNRC6B
rs114607
0.3738
0.3803
0.9553
0.01445
0.9286
0.9827


TNRC6B
rs137955
0.4466
0.4379
1.041
0.01413
1.013
1.071


TNRC6B
rs137956
0.4545
0.4442
1.045
0.01412
1.016
1.074


TNRC6B
rs137977
0.383
0.3852
0.9769
0.01443
0.9497
1.005


TNRC6B
rs137981
0.1172
0.1193
0.9627
0.0217
0.9226
1.005


TNRC6B
rs138027
0.2464
0.2498
0.9653
0.01625
0.935
0.9965


TNRC6B
rs2958647
0.4529
0.4434
1.042
0.01412
1.014
1.071


TNRC6B
rs713925
0.3734
0.3741
0.9722
0.0148
0.9444
1.001


CDK6
rs2282978
0.3299
0.3463
0.9252
0.01595
0.8967
0.9546


CDK6
rs4272
0.203
0.2149
0.9376
0.01859
0.9041
0.9724


PRR5L
rs11033597
0.1408
0.1371
1.052
0.02179
1.008
1.098


PRR5L
rs11600757
0.1609
0.156
1.069
0.02064
1.026
1.113


PRR5L
rs11601211
0.07534
0.07393
1.056
0.02867
0.9985
1.117


PRR5L
rs12281565
0.1636
0.1588
1.065
0.0205
1.023
1.108


PRR5L
rs1365120
NA
NA
NA
NA
NA
NA


PRR5L
rs1895840
0.1078
0.106
1.05
0.02442
1.001
1.101


PRR5L
rs2303439
0.1648
0.1563
1.071
0.02079
1.028
1.115


PRR5L
rs330260
0.1762
0.1711
1.04
0.01987
0.9998
1.081


PRR5L
rs331485
0.1044
0.1088
0.9352
0.02452
0.8913
0.9812


PRR5L
rs4077044
0.4255
0.4166
1.032
0.01527
1.001
1.063


PRR5L
rs5030437
0.1644
0.1564
1.068
0.02047
1.026
1.112


PRR5L
rs5030445
0.1642
0.1565
1.064
0.02048
1.022
1.108


PRR5L
rs5030472
0.1172
0.1119
1.073
0.02363
1.025
1.124


PRR5L
rs7929195
0.1151
0.1176
0.9472
0.02357
0.9044
0.992


WNT2B
rs10745330
0.4918
0.4858
1.044
0.01185
1.02
1.068


WNT2B
rs2999155
0.4886
0.4837
1.042
0.01185
1.019
1.067


WNT2B
rs3790609
0.1816
0.1714
1.054
0.01562
1.023
1.087


WNT2B
rs6682737
0.4882
0.4826
1.042
0.01185
1.018
1.067


LRRC16A
rs10456320
0.1246
0.117
1.081
0.01823
1.043
1.121


LRRC16A
rs11755567
0.1874
0.1875
0.9515
0.0152
0.9236
0.9803


LRRC16A
rs13191296
0.06723
0.07411
0.9191
0.02308
0.8784
0.9616


LRRC16A
rs2690110
0.3606
0.3506
1.058
0.01239
1.032
1.084


LRRC16A
rs4712908
0.3591
0.3703
0.9622
0.01257
0.9387
0.9862


LRRC16A
rs6921589
0.1181
0.1271
0.9289
0.01803
0.8966
0.9623


LRRC16A
rs6937918
0.4176
0.406
1.031
0.01213
1.007
1.056


LRRC16A
rs742132
0.3025
0.2961
1.035
0.0129
1.009
1.061


LRRC16A
rs7752195
0.0614
0.06885
0.9
0.02404
0.8585
0.9434


LRRC16A
rs7752524
0.09931
0.09399
1.099
0.02007
1.057
1.143


LRRC16A
rs7762757
0.3822
0.3714
1.034
0.01225
1.009
1.059


LRRC16A
rs880226
0.4177
0.4066
1.029
0.01214
1.005
1.054


LRRC16A
rs9295661
0.06122
0.06873
0.9067
0.02405
0.865
0.9505


LRRC16A
rs9358854
0.3352
0.3363
0.964
0.01258
0.9405
0.9881


LRRC16A
rs9461157
0.4165
0.4052
1.031
0.01214
1.007
1.056


LRRC16A
rs9461165
0.4169
0.4055
1.032
0.01213
1.008
1.057


LRRC16A
rs9467445
0.2048
0.2063
0.9477
0.01469
0.9208
0.9754


All
rs10484399
0.08249
0.08954
0.9297
0.02116
0.8919
0.969


Histone


cluster1


gene


All
rs10484439
0.07707
0.08335
0.9336
0.02179
0.8945
0.9743


Histone


cluster1


gene


All
rs12176317
0.1064
0.1129
0.9475
0.01931
0.9123
0.984


Histone


cluster1


gene


All
rs13194053
0.1646
0.173
0.9407
0.01584
0.9119
0.9703


Histone


cluster1


gene


All
rs13194491
0.07371
0.06948
1.075
0.02311
1.028
1.125


Histone


cluster1


gene


All
rs13194781
0.0828
0.08981
0.93
0.02112
0.8923
0.9693


Histone


cluster1


gene


All
rs13195040
0.08117
0.08842
0.9222
0.02162
0.8839
0.9621


Histone


cluster1


gene


All
rs13199772
0.0828
0.0898
0.9298
0.02112
0.8921
0.9691


Histone


cluster1


gene


All
rs13212651
0.08267
0.08977
0.9292
0.02113
0.8915
0.9684


Histone


cluster1


gene


All
rs1321578
0.03625
0.04163
0.9317
0.03097
0.8768
0.99


Histone


cluster1


gene


All
rs13217599
0.07214
0.06972
1.058
0.02321
1.011
1.107


Histone


cluster1


gene


All
rs13218875
0.08106
0.08864
0.9279
0.02129
0.89
0.9675


Histone


cluster1


gene


All
rs13219354
0.1074
0.1155
0.9404
0.01886
0.9063
0.9758


Histone


cluster1


gene


All
rs16867901
0.008384
0.008575
0.8326
0.06461
0.7336
0.945


Histone


cluster1


gene


All
rs16867911
0.008367
0.008525
0.8381
0.06472
0.7382
0.9514


Histone


cluster1


gene


All
rs16891725
0.1081
0.1149
0.9483
0.01917
0.9133
0.9846


Histone


cluster1


gene


All
rs175597
0.1011
0.1088
0.9258
0.01934
0.8914
0.9616


Histone


cluster1


gene


All
rs17693963
0.08976
0.09625
0.9418
0.02044
0.9048
0.9802


Histone


cluster1


gene


All
rs17739310
0.1507
0.1418
1.045
0.01685
1.011
1.08


Histone


cluster1


gene


All
rs17750424
0.07922
0.08769
0.9051
0.02218
0.8666
0.9453


Histone


cluster1


gene


All
rs1977
0.1065
0.1131
0.9468
0.0193
0.9116
0.9833


Histone


cluster1


gene


All
rs1985732
0.2866
0.2918
0.9763
0.01307
0.9516
1.002


Histone


cluster1


gene


All
rs200483
0.1014
0.1089
0.9273
0.01932
0.8929
0.9631


Histone


cluster1


gene


All
rs200484
0.1013
0.1087
0.9274
0.01935
0.8929
0.9633


Histone


cluster1


gene


All
rs200490
0.1014
0.109
0.9272
0.01931
0.8928
0.963


Histone


cluster1


gene


All
rs200501
0.1021
0.1094
0.9303
0.01926
0.8958
0.9661


Histone


cluster1


gene


All
rs200948
0.1011
0.1088
0.9251
0.01934
0.8907
0.9608


Histone


cluster1


gene


All
rs200953
0.1015
0.1091
0.9253
0.01931
0.891
0.961


Histone


cluster1


gene


All
rs200989
0.1012
0.1089
0.9257
0.01933
0.8913
0.9614


Histone


cluster1


gene


All
rs200990
0.1015
0.1092
0.9246
0.0193
0.8902
0.9602


Histone


cluster1


gene


All
rs200991
0.1474
0.1511
0.9629
0.01661
0.9321
0.9948


Histone


cluster1


gene


All
rs200995
0.1013
0.1089
0.926
0.01932
0.8915
0.9617


Histone


cluster1


gene


All
rs201002
0.1015
0.109
0.9275
0.0193
0.8931
0.9633


Histone


cluster1


gene


All
rs201004
0.1773
0.1813
0.9683
0.01569
0.939
0.9986


Histone


cluster1


gene


All
rs2064092
0.0821
0.07479
1.037
0.02204
0.9932
1.083


Histone


cluster1


gene


All
rs2072806
0.1088
0.1148
0.9534
0.01912
0.9184
0.9898


Histone


cluster1


gene


All
rs2073529
0.1066
0.113
0.9482
0.01928
0.913
0.9847


Histone


cluster1


gene


All
rs2093169
0.1742
0.1786
0.9618
0.01557
0.9329
0.9916


Histone


cluster1


gene


All
rs2393997
0.1124
0.1192
0.9672
0.01861
0.9326
1.003


Histone


cluster1


gene


All
rs2494711
0.3864
0.383
1.028
0.01217
1.004
1.053


Histone


cluster1


gene


All
rs2747054
0.1014
0.1091
0.9256
0.01931
0.8913
0.9613


Histone


cluster1


gene


All
rs2893910
0.1688
0.1672
0.9605
0.01585
0.9311
0.9908


Histone


cluster1


gene


All
rs34706883
0.08273
0.08976
0.9301
0.02112
0.8924
0.9694


Histone


cluster1


gene


All
rs370155
0.1017
0.1092
0.927
0.01929
0.8926
0.9627


Histone


cluster1


gene


All
rs3799378
0.2164
0.225
0.9583
0.01517
0.9302
0.9872


Histone


cluster1


gene


All
rs3799380
0.1884
0.1907
0.961
0.01512
0.933
0.9899


Histone


cluster1


gene


All
rs3799383
0.1152
0.1206
0.9571
0.01841
0.9232
0.9923


Histone


cluster1


gene


All
rs3800307
0.1926
0.1998
0.9485
0.01492
0.9212
0.9767


Histone


cluster1


gene


All
rs3800316
0.266
0.2635
0.9587
0.01346
0.9337
0.9843


Histone


cluster1


gene


All
rs4452638
0.1072
0.115
0.9426
0.01886
0.9084
0.9781


Histone


cluster1


gene


All
rs4634439
0.1051
0.1122
0.95
0.01907
0.9152
0.9862


Histone


cluster1


gene


All
rs4712981
0.2765
0.2812
0.9741
0.01319
0.9492
0.9996


Histone


cluster1


gene


All
rs4713119
0.114
0.1209
0.9676
0.01852
0.9331
1.003


Histone


cluster1


gene


All
rs6456728
0.1883
0.1906
0.9611
0.01512
0.9331
0.99


Histone


cluster1


gene


All
rs6904071
0.1645
0.1727
0.942
0.01584
0.9132
0.9717


Histone


cluster1


gene


All
rs6904596
0.09093
0.09787
0.9214
0.02027
0.8855
0.9587


Histone


cluster1


gene


All
rs6913660
0.1644
0.1727
0.9419
0.01585
0.9131
0.9716


Histone


cluster1


gene


All
rs6915101
0.0154
0.01453
0.9074
0.04865
0.8249
0.9982


Histone


cluster1


gene


All
rs6920256
0.1115
0.1181
0.9493
0.01894
0.9147
0.9852


Histone


cluster1


gene


All
rs6923139
0.09521
0.0993
0.9267
0.01995
0.8912
0.9637


Histone


cluster1


gene


All
rs6932590
0.2445
0.247
0.9455
0.014
0.9199
0.9718


Histone


cluster1


gene


All
rs6933583
0.2779
0.2825
0.9737
0.01317
0.9489
0.9991


Histone


cluster1


gene


All
rs6934794
0.2054
0.1997
1.032
0.01481
1.003
1.063


Histone


cluster1


gene


All
rs6938200
0.1935
0.2009
0.9456
0.01514
0.918
0.9741


Histone


cluster1


gene


All
rs721600
0.244
0.2357
1.052
0.01385
1.024
1.081


Histone


cluster1


gene


All
rs7745603
0.2233
0.2288
0.9591
0.01419
0.9328
0.9861


Histone


cluster1


gene


All
rs7746199
0.1738
0.1696
0.9686
0.01667
0.9374
1.001


Histone


cluster1


gene


All
rs7749305
0.09055
0.0974
0.9244
0.02025
0.8885
0.9619


Histone


cluster1


gene


All
rs7749319
0.03685
0.04178
0.9446
0.0308
0.8893
1.003


Histone


cluster1


gene


All
rs7756567
0.1742
0.1785
0.9624
0.01557
0.9335
0.9923


Histone


cluster1


gene


All
rs7773938
0.1742
0.1786
0.9626
0.01556
0.9336
0.9924


Histone


cluster1


gene


All
rs911186
0.2158
0.2223
0.9343
0.01453
0.9081
0.9613


Histone


cluster1


gene


All
rs9295739
0.008401
0.008577
0.8339
0.06458
0.7348
0.9464


Histone


cluster1


gene


All
rs9295749
0.06175
0.05791
1.04
0.02499
0.9901
1.092


Histone


cluster1


gene


All
rs9358944
0.1741
0.1786
0.9621
0.01557
0.9332
0.9919


Histone


cluster1


gene


All
rs9358945
0.1742
0.1786
0.9622
0.01556
0.9333
0.992


Histone


cluster1


gene


All
rs9358946
0.1741
0.1785
0.9615
0.01557
0.9326
0.9913


Histone


cluster1


gene


All
rs9366653
0.1075
0.1136
0.951
0.01922
0.9158
0.9875


Histone


cluster1


gene


All
rs9366658
0.174
0.1784
0.9621
0.01557
0.9332
0.9919


Histone


cluster1


gene


All
rs9379844
0.3814
0.3795
1.018
0.01224
0.9941
1.043


Histone


cluster1


gene


All
rs9379851
0.1076
0.1138
0.9507
0.01919
0.9156
0.9871


Histone


cluster1


gene


All
rs9379856
0.1062
0.1128
0.9443
0.01944
0.909
0.981


Histone


cluster1


gene


All
rs9379858
0.1075
0.1136
0.9507
0.01923
0.9156
0.9872


Histone


cluster1


gene


All
rs9379859
0.1074
0.1136
0.9504
0.01923
0.9152
0.9869


Histone


cluster1


gene


All
rs9379870
0.2769
0.2818
0.9731
0.01319
0.9482
0.9986


Histone


cluster1


gene


All
rs9379897
0.1051
0.1122
0.9498
0.01907
0.915
0.986


Histone


cluster1


gene


All
rs9393691
0.3813
0.3793
1.019
0.01224
0.9947
1.044


Histone


cluster1


gene


All
rs9393705
0.1075
0.1136
0.9513
0.01922
0.9161
0.9878


Histone


cluster1


gene


All
rs9393708
0.1075
0.1136
0.9504
0.01923
0.9153
0.9869


Histone


cluster1


gene


All
rs9393713
0.1065
0.1129
0.9481
0.0193
0.9129
0.9846


Histone


cluster1


gene


All
rs9393714
0.1059
0.1129
0.9414
0.01932
0.9065
0.9778


Histone


cluster1


gene


All
rs9393777
0.1291
0.1356
0.9526
0.01746
0.9206
0.9858


Histone


cluster1


gene


All
rs9461362
0.1656
0.1562
1.044
0.01613
1.012
1.078


Histone


cluster1


gene


All
rs9467704
0.0935
0.09761
0.9307
0.02007
0.8948
0.9681


Histone


cluster1


gene


All
rs9468152
0.141
0.1351
1.054
0.01725
1.019
1.091


Histone


cluster1


gene


All
rs9468159
0.07473
0.06852
1.036
0.02295
0.9901
1.083


Histone


cluster1


gene


All
rs9468202
0.008533
0.008812
0.8182
0.06399
0.7218
0.9275


Histone


cluster1


gene


All
rs9468227
0.01521
0.01454
0.8951
0.0488
0.8135
0.985


Histone


cluster1


gene


GTF2IRD2B
imm_7_74094413
NA
NA
NA
NA
NA
NA


GTF2IRD2B
imm_7_74108242
0.4115
0.4149
0.9669
0.01207
0.9443
0.9901


GTF2IRD2B
imm_7_74117236
NA
NA
NA
NA
NA
NA


GTF2IRD2B
imm_7_74118166
0.4481
0.4464
0.9725
0.01197
0.95
0.9956


GTF2IRD2B
imm_7_74120730
0.1095
0.1148
0.9425
0.01881
0.9084
0.9779


GTF2IRD2B
imm_7_74133859
0.1855
0.1917
0.9638
0.01538
0.9352
0.9933


GTF2IRD2B
imm_7_74145400
0.2109
0.2169
0.9643
0.01458
0.9371
0.9922


ETS1
imm_11_127760024
0.09922
0.08999
1.042
0.02024
1.001
1.084


ETS1
imm_11_127761269
0.09956
0.08984
1.046
0.02016
1.006
1.088


ETS1
imm_11_127765567
0.1472
0.1416
1.049
0.01691
1.014
1.084


ETS1
imm_11_127767721
0.02355
0.02322
0.9396
0.03937
0.8698
1.015


ETS1
imm_11_127770666
0.2646
0.254
1.034
0.01352
1.007
1.062


ETS1
imm_11_127770668
0.2647
0.2543
1.033
0.01351
1.006
1.061


ETS1
imm_11_127774308
0.1495
0.1444
1.046
0.01681
1.012
1.081


ETS1
imm_11_127775128
0.1493
0.1446
1.044
0.01682
1.01
1.079


ETS1
imm_11_127776527
0.02585
0.0254
0.9365
0.03746
0.8702
1.008


ETS1
imm_11_127776913
0.02484
0.02456
0.935
0.03816
0.8676
1.008


ETS1
imm_11_127777217
0.4539
0.467
0.9649
0.01193
0.9426
0.9877


ETS1
imm_11_127778327
0.2567
0.2557
1.028
0.01368
1
1.056


ETS1
imm_11_127778329
0.2599
0.2578
1.032
0.01352
1.005
1.06


ETS1
imm_11_127779030
0.0399
0.04089
0.9337
0.0301
0.8802
0.9905


ETS1
imm_11_127780425
0.03316
0.02847
1.065
0.03436
0.9961
1.14


ETS1
imm_11_127780902
0.04105
0.0418
0.9342
0.02972
0.8814
0.9903


ETS1
imm_11_127781839
0.2721
0.2603
1.034
0.01347
1.007
1.062


ETS1
imm_11_127785739
0.1949
0.1969
0.9695
0.01494
0.9415
0.9983


ETS1
imm_11_127785963
0.1598
0.1524
1.052
0.01641
1.019
1.087


ETS1
imm_11_127786010
0.1928
0.1842
1.036
0.01521
1.006
1.068


ETS1
imm_11_127786836
0.193
0.1845
1.035
0.0152
1.005
1.067


ETS1
imm_11_127787128
0.1926
0.1839
1.038
0.01546
1.007
1.069


ETS1
imm_11_127788828
0.2023
0.2042
0.9714
0.01475
0.9438
0.9999


ETS1
imm_11_127789306
0.1917
0.1836
1.034
0.01524
1.003
1.065


ETS1
imm_11_127789441
0.1917
0.1835
1.034
0.01524
1.003
1.065


ETS1
imm_11_127791651
0.1617
0.1537
1.051
0.01634
1.018
1.086


ETS1
imm_11_127792287
0.1928
0.1845
1.034
0.0152
1.004
1.065


ETS1
imm_11_127792800
0.04818
0.04146
1.069
0.02876
1.01
1.131


ETS1
imm_11_127793060
0.1932
0.1851
1.032
0.01519
1.002
1.063


ETS1
imm_11_127794685
0.1622
0.1544
1.048
0.01631
1.015
1.082


ETS1
imm_11_127795453
0.1932
0.1851
1.032
0.01518
1.002
1.063


ETS1
imm_11_127796816
4.97E−05
0.0001685
0.1892
0.6633
0.05156
0.6941


ETS1
imm_11_127797523
0.193
0.1849
1.032
0.01519
1.002
1.063


ETS1
imm_11_127798230
0.29
0.2885
0.9769
0.0131
0.9521
1.002


ETS1
imm_11_127799892
0.4819
0.4679
1.03
0.01188
1.007
1.055


ETS1
imm_11_127804916
0.1266
0.127
0.9676
0.01783
0.9344
1.002


ETS1
imm_11_127805367
0.02671
0.02685
0.9274
0.03669
0.863
0.9965


ETS1
imm_11_127806163
0.3819
0.3803
1.028
0.01227
1.003
1.053


ETS1
imm_11_127806304
0.0259
0.02615
0.926
0.03726
0.8608
0.9961


ETS1
imm_11_127807384
0.1779
0.1697
1.035
0.01568
1.003
1.067


ETS1
imm_11_127808758
0.02694
0.02699
0.9302
0.03659
0.8659
0.9994


ETS1
imm_11_127809308
0.00681
0.007868
0.8251
0.06948
0.72
0.9454


ETS1
imm_11_127812329
0.05509
0.0491
1.056
0.02675
1.002
1.113


ETS1
imm_11_127812420
0.0003485
0.0001181
2.813
0.4443
1.178
6.721


ETS1
imm_11_127813024
0.3817
0.3801
1.028
0.01226
1.003
1.053


ETS1
imm_11_127819226
0.1782
0.17
1.034
0.01567
1.003
1.066


ETS1
imm_11_127822686
0.02694
0.02711
0.9267
0.0365
0.8627
0.9954


ETS1
imm_11_127823420
0.00681
0.007868
0.8251
0.06948
0.7201
0.9455


ETS1
imm_11_127824356
0.1728
0.1635
1.038
0.0159
1.006
1.07


ETS1
imm_11_127825016
0.02693
0.02704
0.928
0.03657
0.8638
0.9969


ETS1
imm_11_127825282
0.3867
0.3861
1.027
0.01223
1.003
1.052


ETS1
imm_11_127825669
0.3867
0.3861
1.027
0.01223
1.002
1.052


ETS1
imm_11_127826087
0.3308
0.3444
0.96
0.01259
0.9366
0.984


ETS1
imm_11_127826464
0.1616
0.1525
1.036
0.01634
1.004
1.07


ETS1
imm_11_127827422
0.1625
0.1534
1.036
0.01631
1.003
1.069


ETS1
imm_11_127828334
0.02583
0.02575
0.9352
0.03729
0.8693
1.006


ETS1
imm_11_127831280
0.02528
0.02935
0.918
0.03643
0.8548
0.986


ETS1
imm_11_127831611
0.1634
0.1544
1.032
0.01627
1
1.066


ETS1
imm_11_127831673
0.2897
0.3008
0.9715
0.01305
0.947
0.9967


ETS1
imm_11_127834123
0.3021
0.3039
1.032
0.01301
1.006
1.059


ETS1
imm_11_127834484
0.02454
0.027
0.9195
0.03741
0.8545
0.9894


ETS1
imm_11_127837472
0.01796
0.01939
0.9051
0.0438
0.8307
0.9863


ETS1
imm_11_127838265
0.08005
0.08871
0.948
0.02134
0.9092
0.9885


ETS1
imm_11_127838713
0.4807
0.4766
1.033
0.0119
1.009
1.057


ETS1
imm_11_127839719
0.01287
0.01496
0.9178
0.05089
0.8307
1.014


ETS1
imm_11_127840459
0.171
0.1594
1.074
0.01598
1.04
1.108


ETS1
imm_11_127840867
0.1083
0.1173
0.9393
0.01868
0.9056
0.9744


ETS1
imm_11_127841724
0.09519
0.09676
0.9589
0.02015
0.9217
0.9975


ETS1
imm_11_127841864
0.4192
0.4279
0.9746
0.01201
0.9519
0.9978


ETS1
imm_11_127843207
0.09459
0.09635
0.9572
0.0202
0.92
0.9958


ETS1
imm_11_127843341
0.09506
0.09672
0.958
0.02017
0.9209
0.9966


ETS1
imm_11_127844385
0.1721
0.1603
1.072
0.01597
1.039
1.106


ETS1
imm_11_127844729
0.026
0.02423
1.082
0.03808
1.004
1.166


ETS1
imm_11_127845557
0.09794
0.0995
0.956
0.01992
0.9194
0.9941


ETS1
imm_11_127846698
0.172
0.1606
1.07
0.01591
1.037
1.104


ETS1
imm_11_127848167
0.1719
0.1604
1.07
0.01593
1.037
1.104


ETS1
imm_11_127848372
0.1708
0.1593
1.071
0.01597
1.038
1.105


ETS1
imm_11_127849992
0.1718
0.1603
1.07
0.01593
1.037
1.104


ETS1
imm_11_127851599
0.1724
0.1605
1.073
0.0159
1.04
1.107


ETS1
imm_11_127852250
0.09357
0.09526
0.9588
0.02029
0.9214
0.9977


ETS1
imm_11_127853705
0.09349
0.0952
0.9589
0.0203
0.9215
0.9978


ETS1
imm_11_127855281
0.1721
0.1605
1.07
0.01592
1.038
1.104


ETS1
imm_11_127855956
0.09482
0.09605
0.9622
0.02019
0.9249
1.001


ETS1
imm_11_127857027
0.09246
0.09451
0.9556
0.02039
0.9181
0.9945


ETS1
imm_11_127861069
0.2667
0.2531
1.04
0.01357
1.013
1.068


ETS1
imm_11_127863304
0.2666
0.2528
1.041
0.01358
1.014
1.069


ETS1
imm_11_127863391
0.2668
0.2531
1.041
0.01358
1.013
1.069


ETS1
imm_11_127866379
0.247
0.2357
1.031
0.01392
1.003
1.06


ETS1
imm_11_127868447
0.001438
0.0007947
1.274
0.1839
0.8881
1.826


ETS1
imm_11_127868927
0.1886
0.1862
0.9713
0.01518
0.9428
1.001


ETS1
imm_11_127869177
0.2692
0.2553
1.046
0.01355
1.018
1.074


ETS1
imm_11_127870403
0.2604
0.2475
1.048
0.01366
1.02
1.076


ETS1
imm_11_127870895
0.2704
0.256
1.048
0.01351
1.02
1.076


ETS1
imm_11_127871431
0.2704
0.2561
1.047
0.01351
1.02
1.075


ETS1
imm_11_127872972
0.1881
0.1857
0.9711
0.0152
0.9426
1


ETS1
imm_11_127874486
0.2705
0.2561
1.047
0.0135
1.02
1.075


ETS1
imm_11_127874807
0.2679
0.2544
1.046
0.01353
1.019
1.075


ETS1
imm_11_127877378
0.2696
0.2553
1.048
0.01353
1.021
1.076


ETS1
imm_11_127879923
0.187
0.1854
0.9699
0.01521
0.9414
0.9993


ETS1
imm_11_127881686
0.1838
0.1678
1.083
0.01554
1.05
1.116


ETS1
imm_11_127882690
0.3868
0.3761
1.03
0.01225
1.006
1.055


ETS1
imm_11_127884689
0.06242
0.06577
0.9481
0.02426
0.9041
0.9943


ETS1
imm_11_127885952
0.3619
0.3492
1.053
0.01239
1.028
1.079


ETS1
imm_11_127886184
0.2407
0.2278
1.076
0.01398
1.047
1.106


ETS1
imm_11_127887077
0.3616
0.3489
1.053
0.0124
1.028
1.079


ETS1
imm_11_127889134
0.24
0.2272
1.074
0.01401
1.045
1.104


ETS1
imm_11_127891116
0.2401
0.2276
1.073
0.01401
1.044
1.103


ETS1
imm_11_127892632
0.3616
0.3489
1.053
0.0124
1.028
1.079


ETS1
imm_11_127894601
0.2237
0.2193
0.9786
0.01426
0.9516
1.006


ETS1
imm_11_127894638
0.003712
0.004179
0.7901
0.09484
0.6561
0.9515


ETS1
imm_11_127895279
0.2405
0.2275
1.076
0.014
1.047
1.106


ETS1
imm_11_127897147
0.233
0.2215
1.075
0.01414
1.046
1.106


ETS1
imm_11_127898835
0.01773
0.02054
0.8992
0.04333
0.826
0.9789


ETS1
imm_11_127901157
0.3033
0.2932
1.048
0.01299
1.022
1.075


ETS1
imm_11_127901948
0.2366
0.2253
1.071
0.01406
1.041
1.1


ETS1
imm_11_127905841
0.04931
0.05841
0.9326
0.02651
0.8854
0.9823


ETS1
imm_11_127906568
0.3857
0.3706
1.047
0.01222
1.022
1.073


ETS1
imm_11_127908214
0.3861
0.3708
1.048
0.01221
1.023
1.074


ETS1
imm_11_127911648
0.504
0.488
0.958773
0.01206
1.018
1.068


ETS1
imm_11_127911985
0.4904
0.4756
1.044
0.01187
1.02
1.068


ETS1
imm_11_127914294
0.4917
0.4766
1.044
0.01187
1.02
1.068


ETS1
imm_11_127915474
0.5043
0.4882
0.958773
0.01187
1.019
1.068


ETS1
imm_11_127915554
0.5053
0.4884
0.95511
0.01189
1.023
1.072


ETS1
imm_11_127916046
0.4916
0.4769
1.042
0.01186
1.018
1.067


ETS1
imm_11_127929821
0.0003317
0.0005059
0.5073
0.2845
0.2905
0.8861


ETS1
imm_11_127931099
0.0002154
0.0003706
0.4221
0.355
0.2105
0.8465


ETS1
imm_11_127940676
0.04603
0.05305
0.9457
0.02759
0.896
0.9983


ETS1
imm_11_127943244
0.0001657
0.0002359
0.4952
0.42
0.2174
1.128


ETS1
imm_11_127945727
NA
NA
NA
NA
NA
NA


ETS1
imm_11_127945953
0.07363
0.07921
0.9453
0.02227
0.905
0.9875


ETS1
imm_11_127948912
0.0179
0.0213
0.875
0.04286
0.8045
0.9517


ETS1
imm_11_127956842
0.2625
0.2581
1.037
0.01351
1.009
1.064


ETS1
imm_11_127957543
0.01694
0.0148
1.114
0.04754
1.015
1.223


ETS1
imm_11_127957904
0.01243
0.01016
1.184
0.05624
1.061
1.322


ETS1
imm_11_127974263
0.07319
0.07868
0.947
0.02235
0.9064
0.9894


ETS1
imm_11_127979301
0.1778
0.1862
0.9641
0.01539
0.9354
0.9936


ETS1
imm_11_127979905
0.01105
0.01341
0.8977
0.05428
0.8071
0.9985


ETS1
imm_11_127981559
0.1743
0.1821
0.9688
0.01551
0.9398
0.9987


ETS1
imm_11_127982379
0.1742
0.1821
0.9687
0.01552
0.9396
0.9986


ETS1
imm_11_127982748
0.1743
0.1828
0.9648
0.0155
0.9359
0.9946


ETS1
imm_11_127983590
0.173
0.1813
0.9676
0.01555
0.9385
0.9975


ETS1
imm_11_127983743
0.1742
0.1821
0.9687
0.01552
0.9397
0.9987


ETS1
imm_11_127984265
0.1741
0.1821
0.9677
0.01552
0.9387
0.9975


ETS1
imm_11_127984721
0.1797
0.1878
0.9668
0.01533
0.9382
0.9963


ETS1
rs7935286
0.168
0.1606
1.045
0.01603
1.012
1.078


SLC5A1
rs738203
0.2253
0.2201
1.028
0.01427
0.9996
1.057


SLC5A1
rs9609429
0.2575
0.2651
0.9735
0.01351
0.948
0.9996


TET2
rs10010325
0.4771
0.4978
0.934
0.01188
0.9125
0.956


TET2
rs17035310
0.1357
0.1276
1.057
0.01753
1.021
1.093


TET2
rs2189234
0.3781
0.3659
1.045
0.01231
1.02
1.071


TET2
rs7661349
0.3552
0.3446
1.047
0.01251
1.022
1.073


TET2
rs974801
0.3639
0.3836
0.9356
0.01226
0.9134
0.9584










(Continued, part 4)













gene.i
SNP
STAT_iibdgc
P_iibdgc
beta_meta_fixed
se_meta_fixed
P_meta_fixed





SLC26A4
rs10247487
−3.044
0.002336
−0.058534716
0.015027789
9.82E−05


SLC26A4
rs10263826
−3.525
0.0004233
−0.063296566
0.014717569
1.70E−05


SLC26A4
rs10273733
4.232
2.32E−05
0.062729759
0.014911083
2.59E−05


SLC26A4
rs12539555
1.753
0.07962
0.033957032
0.015028243
0.023849341


SLC26A4
rs2248465
3.499
0.0004666
0.058825282
0.014674647
6.11E−05


SLC26A4
rs2808
4.39
1.13E−05
0.072100199
0.014452056
6.07E−07


DLG4
rs3785794
−3.279
0.001041
−0.108558148
0.024982227
1.39E−05


GIPR
chr19:50983512
−3.978
6.96E−05
−0.06312005
0.014860986
2.16E−05


GIPR
chr19:51014231
−4.412
1.02E−05
−0.067529657
0.01531
1.03E−05


GIPR
chr19:51026971
−4.454
8.45E−06
−0.070871869
0.014254528
6.63E−07


GIPR
rs10401439
−4.746
2.08E−06
−0.074292605
0.01566
2.09E−06


GIPR
rs10402263
−3.859
0.000114
−0.060155652
0.013934687
1.58E−05


GIPR
rs10421891
−4.286
1.82E−05
−0.065331129
0.013703526
1.87E−06


GIPR
rs10500292
−4.313
1.61E−05
−0.063324672
0.013508683
2.76E−06


GIPR
rs11883351
−4.223
2.41E−05
−0.06640775
0.013965247
1.98E−06


GIPR
rs12463359
−4.026
5.67E−05
−0.061150814
0.013547181
6.36E−06


GIPR
rs16980013
−3.951
7.78E−05
−0.06459853
0.014494808
8.32E−06


GIPR
rs16980051
−4.217
2.47E−05
−0.061384259
0.013158489
3.09E−06


GIPR
rs17878252
−3.982
6.83E−05
−0.064733932
0.01476836
1.17E−05


GIPR
rs2070736
−4.036
5.43E−05
−0.066027936
0.014452018
4.91E−06


GIPR
rs2334255
2.756
0.005854
0.050203976
0.014994188
0.000813298


GIPR
rs4514788
−3.846
0.0001199
−0.059073081
0.014960132
7.86E−05


GIPR
rs4802273
−4.078
4.55E−05
−0.066351462
0.014622704
5.69E−06


GIPR
rs4802274
−4.147
3.37E−05
−0.067054341
0.014442081
3.43E−06


GIPR
rs4803861
−4.351
1.36E−05
−0.06912685
0.014264465
1.26E−06


GIPR
rs8111071
2.662
0.00776
0.073099463
0.022329376
0.001061529


GIPR
rs918490
−4.521
6.14E−06
−0.071265294
0.014270954
5.92E−07


ZHX3
rs6072275
3.936
8.28E−05
0.083189003
0.018062159
4.11E−06


ZHX3
rs6072343
4.657
3.20E−06
0.095938396
0.018727722
3.01E−07


ZHX3
rs6093462
−4.779
1.76E−06
−0.072463172
0.01516
1.75E−06


TNRC6B
rs114607
−3.167
0.001542
−0.045307725
0.014425671
0.001685039


TNRC6B
rs137955
2.873
0.00406
0.048254792
0.013211434
0.000259697


TNRC6B
rs137956
3.097
0.001955
0.052189562
0.013200134
7.69E−05


TNRC6B
rs137977
−1.618
0.1056
−0.03176774
0.013498551
0.018601682


TNRC6B
rs137981
−1.753
0.07963
−0.0537168
0.020383686
0.008406691


TNRC6B
rs138027
−2.173
0.02978
−0.048197853
0.015199003
0.001518527


TNRC6B
rs2958647
2.914
0.003573
0.049575793
0.01319879
0.000172591


TNRC6B
rs713925
−1.906
0.05667
−0.034455366
0.013797129
0.012514829


CDK6
rs2282978
−4.876
1.08E−06
−0.077385341
0.01514709
3.24E−07


CDK6
rs4272
−3.465
0.0005296
−0.06665877
0.01764793
0.000158637


PRR5L
rs11033597
2.333
0.01965
0.066084117
0.020665458
0.001384776


PRR5L
rs11600757
3.227
0.001252
0.079494189
0.019569349
4.86E−05


PRR5L
rs11601211
1.906
0.05667
0.061285288
0.02719336
0.024215943


PRR5L
rs12281565
3.058
0.002229
0.076286578
0.019430079
8.63E−05


PRR5L
rs1365120
NA
NA
0.164666622
0.07526
0.028671788


PRR5L
rs1895840
1.992
0.04641
0.059408267
0.023210602
0.010481334


PRR5L
rs2303439
3.289
0.001006
0.068688505
0.019695087
0.000487384


PRR5L
rs330260
1.95
0.05112
0.053412942
0.018807986
0.00451266 


PRR5L
rs331485
−2.732
0.006288
−0.062860555
0.023236366
0.006824967


PRR5L
rs4077044
2.032
0.04212
0.037590443
0.014958442
0.011971209


PRR5L
rs5030437
3.215
0.001304
0.064066031
0.020113864
0.001446701


PRR5L
rs5030445
3.046
0.002317
0.062410516
0.01942935
0.001317331


PRR5L
rs5030472
2.985
0.00284
0.078591165
0.022405282
0.000451987


PRR5L
rs7929195
−2.301
0.02139
−0.050660959
0.022266607
0.022894005


WNT2B
rs10745330
3.629
0.0002849
0.046712378
0.011110013
2.62E−05


WNT2B
rs2999155
3.507
0.0004534
0.044692937
0.011109171
5.74E−05


WNT2B
rs3790609
3.389
0.0007022
0.057908753
0.014569453
7.05E−05


WNT2B
rs6682737
3.484
0.0004939
0.045366037
0.011109592
4.44E−05


LRRC16A
rs10456320
4.283
1.84E−05
0.069089475
0.017094699
5.31E−05


LRRC16A
rs11755567
−3.27
0.001076
−0.048398263
0.014239808
0.000676821


LRRC16A
rs13191296
−3.657
0.0002549
−0.090057293
0.02222817
5.09E−05


LRRC16A
rs2690110
4.521
6.15E−06
0.058889627
0.011610134
3.93E−07


LRRC16A
rs4712908
−3.068
0.002157
−0.037870543
0.012274163
0.002032874


LRRC16A
rs6921589
−4.091
4.29E−05
−0.064973129
0.017021208
0.000134982


LRRC16A
rs6937918
2.547
0.01085
0.034771379
0.011355649
0.002198387


LRRC16A
rs742132
2.65
0.008053
0.031042809
0.012141191
0.010563462


LRRC16A
rs7752195
−4.384
1.16E−05
−0.101626038
0.02294336
9.45E−06


LRRC16A
rs7752524
4.709
2.49E−06
0.085068327
0.018823587
6.21E−06


LRRC16A
rs7762757
2.712
0.006697
0.031571387
0.011680522
0.006873559


LRRC16A
rs880226
2.361
0.01824
0.033189564
0.011364287
0.003494541


LRRC16A
rs9295661
−4.072
4.67E−05
−0.100526188
0.023046161
1.29E−05


LRRC16A
rs9358854
−2.913
0.003579
−0.037637711
0.011791575
0.001413326


LRRC16A
rs9461157
2.527
0.01151
0.034772904
0.011364722
0.002215417


LRRC16A
rs9461165
2.596
0.009444
0.035502949
0.011356083
0.001769983


LRRC16A
rs9467445
−3.659
0.0002536
−0.053117524
0.013770777
0.000114663


All
rs10484399
−3.446
0.0005686
−0.078059586
0.020564152
0.000147105


Histone


cluster1


gene


All
rs10484439
−3.156
0.001602
−0.074749526
0.021002594
0.000372182


Histone


cluster1


gene


All
rs12176317
−2.796
0.005176
−0.063761509
0.018574335
0.000597438


Histone


cluster1


gene


All
rs13194053
−3.863
0.0001122
−0.053670759
0.015092309
0.000376306


Histone


cluster1


gene


All
rs13194491
3.139
0.001698
0.048949414
0.021779199
0.024606145


Histone


cluster1


gene


All
rs13194781
−3.437
0.0005871
−0.077677154
0.020530542
0.000154643


Histone


cluster1


gene


All
rs13195040
−3.747
0.0001788
−0.082582505
0.020961156
8.16E−05


Histone


cluster1


gene


All
rs13199772
−3.447
0.0005665
−0.077401483
0.020529767
0.000163112


Histone


cluster1


gene


All
rs13212651
−3.477
0.0005067
−0.078363109
0.020541534
0.000136259


Histone


cluster1


gene


All
rs1321578
−2.286
0.02228
−0.071077407
0.030325291
0.019086731


Histone


cluster1


gene


All
rs13217599
2.421
0.01546
0.057081966
0.022951133
0.012878599


Histone


cluster1


gene


All
rs13218875
−3.514
0.0004412
−0.078092819
0.020747093
0.000167192


Histone


cluster1


gene


All
rs13219354
−3.26
0.001115
−0.060487086
0.018110779
0.00083827 


Histone


cluster1


gene


All
rs16867901
−2.835
0.004582
−0.181808618
0.061179996
0.002961555


Histone


cluster1


gene


All
rs16867911
−2.729
0.006351
−0.167952934
0.059705622
0.004907905


Histone


cluster1


gene


All
rs16891725
−2.769
0.005622
−0.062146342
0.018449232
0.000755768


Histone


cluster1


gene


All
rs175597
−3.986
6.72E−05
−0.084555864
0.018699048
6.13E−06


Histone


cluster1


gene


All
rs17693963
−2.936
0.003324
−0.060615226
0.019811487
0.002216328


Histone


cluster1


gene


All
rs17739310
2.613
0.008972
0.044605836
0.016261099
0.006086197


Histone


cluster1


gene


All
rs17750424
−4.497
6.88E−06
−0.099709844
0.02218
6.94E−06


Histone


cluster1


gene


All
rs1977
−2.835
0.004583
−0.064477268
0.018565026
0.000514579


Histone


cluster1


gene


All
rs1985732
−1.832
0.06692
−0.027838373
0.012334681
0.024013157


Histone


cluster1


gene


All
rs200483
−3.905
9.42E−05
−0.0820908
0.018676968
1.11E−05


Histone


cluster1


gene


All
rs200484
−3.894
9.84E−05
−0.082395729
0.018707585
1.06E−05


Histone


cluster1


gene


All
rs200490
−3.912
9.16E−05
−0.083371878
0.018670767
7.99E−06


Histone


cluster1


gene


All
rs200501
−3.751
0.0001759
−0.0794437
0.018617232
1.98E−05


Histone


cluster1


gene


All
rs200948
−4.027
5.65E−05
−0.085318783
0.018700377
5.06E−06


Histone


cluster1


gene


All
rs200953
−4.019
5.86E−05
−0.085609176
0.018669936
4.53E−06


Histone


cluster1


gene


All
rs200989
−3.995
6.47E−05
−0.085051111
0.018690175
5.35E−06


Histone


cluster1


gene


All
rs200990
−4.065
4.81E−05
−0.08639512
0.018659065
3.65E−06


Histone


cluster1


gene


All
rs200991
−2.275
0.02291
−0.036379215
0.015865406
0.02184859 


Histone


cluster1


gene


All
rs200995
−3.981
6.85E−05
−0.084473289
0.01867964
6.12E−06


Histone


cluster1


gene


All
rs201002
−3.897
9.74E−05
−0.083072055
0.018658898
8.50E−06


Histone


cluster1


gene


All
rs201004
−2.05
0.04039
−0.031705869
0.015289559
0.03810772 


Histone


cluster1


gene


All
rs2064092
1.651
0.09883
0.050392502
0.020622596
0.014543248


Histone


cluster1


gene


All
rs2072806
−2.495
0.0126
−0.050399006
0.018998369
0.007982551


Histone


cluster1


gene


All
rs2073529
−2.76
0.005781
−0.053189829
0.01928
0.005801251


Histone


cluster1


gene


All
rs2093169
−2.503
0.0123
−0.039526244
0.014821362
0.007656748


Histone


cluster1


gene


All
rs2393997
−1.792
0.07312
−0.035650813
0.017602717
0.042836389


Histone


cluster1


gene


All
rs2494711
2.25
0.02442
0.030743293
0.011439774
0.007200984


Histone


cluster1


gene


All
rs2747054
−4.003
6.27E−05
−0.084226868
0.018670435
6.44E−06


Histone


cluster1


gene


All
rs2893910
−2.542
0.01104
−0.042399602
0.015008424
0.004727271


Histone


cluster1


gene


All
rs34706883
−3.429
0.0006061
−0.077403838
0.020531703
0.000163269


Histone


cluster1


gene


All
rs370155
−3.931
8.47E−05
−0.083316959
0.018649027
7.91E−06


Histone


cluster1


gene


All
rs3799378
−2.808
0.004985
−0.042977293
0.015146769
0.0045484 


Histone


cluster1


gene


All
rs3799380
−2.629
0.008566
−0.03770809
0.01434693
0.008581185


Histone


cluster1


gene


All
rs3799383
−2.381
0.01728
−0.054983285
0.017719062
0.001915318


Histone


cluster1


gene


All
rs3800307
−3.542
0.0003964
−0.047615302
0.014187129
0.000790121


Histone


cluster1


gene


All
rs3800316
−3.133
0.001733
−0.041232193
0.012710172
0.001178508


Histone


cluster1


gene


All
rs4452638
−3.137
0.001709
−0.05807739
0.018121317
0.001350996


Histone


cluster1


gene


All
rs4634439
−2.688
0.007195
−0.062071323
0.018386175
0.000735538


Histone


cluster1


gene


All
rs4712981
−1.99
0.04664
−0.029694159
0.012451086
0.017085387


Histone


cluster1


gene


All
rs4713119
−1.777
0.07556
−0.035242617
0.017509761
0.044141868


Histone


cluster1


gene


All
rs6456728
−2.623
0.008717
−0.037625374
0.014347244
0.008729217


Histone


cluster1


gene


All
rs6904071
−3.774
0.0001608
−0.052562718
0.015098153
0.000498799


Histone


cluster1


gene


All
rs6904596
−4.041
5.33E−05
−0.08829141
0.019608398
6.71E−06


Histone


cluster1


gene


All
rs6913660
−3.775
0.0001599
−0.052278347
0.015105424
0.000538375


Histone


cluster1


gene


All
rs6915101
−1.996
0.04591
−0.10249597
0.04529877
0.023656309


Histone


cluster1


gene


All
rs6920256
−2.749
0.005984
−0.062007017
0.01821765
0.00066485 


Histone


cluster1


gene


All
rs6923139
−3.814
0.0001366
−0.07921173
0.018994782
3.04E−05


Histone


cluster1


gene


All
rs6932590
−4.006
6.19E−05
−0.053482958
0.013220111
5.22E−05


Histone


cluster1


gene


All
rs6933583
−2.025
0.04291
−0.029443093
0.012431026
0.017859578


Histone


cluster1


gene


All
rs6934794
2.135
0.03275
0.038420767
0.013873353
0.005616085


Histone


cluster1


gene


All
rs6938200
−3.692
0.0002221
−0.054407673
0.014753455
0.000226208


Histone


cluster1


gene


All
rs721600
3.681
0.0002323
0.051261731
0.012993034
7.97E−05


Histone


cluster1


gene


All
rs7745603
−2.944
0.003236
−0.038182055
0.01347952
0.004617148


Histone


cluster1


gene


All
rs7746199
−1.914
0.05556
−0.033135773
0.01627573
0.041760311


Histone


cluster1


gene


All
rs7749305
−3.879
0.0001048
−0.087200073
0.019567667
8.34E−06


Histone


cluster1


gene


All
rs7749319
−1.85
0.06438
−0.068379642
0.02911228
0.018832771


Histone


cluster1


gene


All
rs7756567
−2.459
0.01392
−0.039049815
0.014821075
0.008419948


Histone


cluster1


gene


All
rs7773938
−2.452
0.01422
−0.039214842
0.014812449
0.008110743


Histone


cluster1


gene


All
rs911186
−4.676
2.93E−06
−0.067957693
0.01453
2.91E−06


Histone


cluster1


gene


All
rs9295739
−2.813
0.004915
−0.171929423
0.059595654
0.003914979


Histone


cluster1


gene


All
rs9295749
1.562
0.1183
0.050676086
0.02348294
0.03092816 


Histone


cluster1


gene


Histone
rs9358944
−2.484
0.01298
−0.039303573
0.014820211
0.008001058


cluster1


gene


All
rs9358945
−2.478
0.0132
−0.039297112
0.014811587
0.00797484 


Histone


cluster1


gene


All
rs9358946
−2.521
0.01172
−0.043426492
0.015012525
0.003819653


Histone


cluster1


gene


All
rs9366653
−2.616
0.008893
−0.060204646
0.018485852
0.001126775


Histone


cluster1


gene


All
rs9366658
−2.484
0.01301
−0.039303573
0.014820211
0.008001058


Histone


cluster1


gene


All
rs9379844
1.473
0.1407
0.023173367
0.01147771
0.04348838 


Histone


cluster1


gene


All
rs9379851
−2.634
0.008427
−0.060564616
0.018459972
0.001034905


Histone


cluster1


gene


All
rs9379856
−2.948
0.003203
−0.057311367
0.01944
0.003197175


Histone


cluster1


gene


All
rs9379858
−2.629
0.008567
−0.060859987
0.018496594
0.001000683


Histone


cluster1


gene


All
rs9379859
−2.648
0.008105
−0.061151979
0.018496594
0.000945972


Histone


cluster1


gene


All
rs9379870
−2.069
0.0385
−0.029856537
0.012449286
0.016473483


Histone


cluster1


gene


All
rs9379897
−2.698
0.006973
−0.06230161
0.018386175
0.000702752


Histone


cluster1


gene


All
rs9393691
1.526
0.1271
0.024042273
0.01147687
0.036184711


Histone


cluster1


gene


All
rs9393705
−2.599
0.00936
−0.060068739
0.018488308
0.001158065


Histone


cluster1


gene


All
rs9393708
−2.644
0.008194
−0.060954265
0.018497208
0.000983088


Histone


cluster1


gene


All
rs9393713
−2.762
0.00575
−0.063064838
0.018565638
0.000681643


Histone


cluster1


gene


All
rs9393714
−3.124
0.001784
−0.069719509
0.018583234
0.00017561 


Histone


cluster1


gene


All
rs9393777
−2.78
0.005444
−0.052252011
0.017217658
0.002407016


Histone


cluster1


gene


All
rs9461362
2.679
0.007387
0.043176822
0.01510931
0.004268175


Histone


cluster1


gene


All
rs9467704
−3.575
0.0003501
−0.075270063
0.019116602
8.24E−05


Histone


cluster1


gene


All
rs9468152
3.068
0.002153
0.05299972
0.017220624
0.002086127


Histone


cluster1


gene


All
rs9468159
1.528
0.1265
0.05319711
0.021460219
0.013179903


Histone


cluster1


gene


All
rs9468202
−3.135
0.001717
−0.187147607
0.05907474
0.00153502 


Histone


cluster1


gene


All
rs9468227
−2.27
0.02321
−0.119017937
0.045458584
0.008840483


Histone


cluster1


gene


GTF2IRD2B
imm_7_74094413
NA
NA
−0.1420245
0.03268
1.39E−05


GTF2IRD2B
imm_7_74108242
−2.787
0.005313
−0.045845816
0.011311498
5.06E−05


GTF2IRD2B
imm_7_74117236
NA
NA
−0.13056437
0.03238
5.52E−05


GTF2IRD2B
imm_7_74118166
−2.329
0.01984
−0.039338514
0.011214741
0.000451913


GTF2IRD2B
imm_7_74120730
−3.147
0.001648
−0.073603881
0.017629911
2.98E−05


GTF2IRD2B
imm_7_74133859
−2.398
0.01648
−0.037488569
0.015355933
0.014634152


GTF2IRD2B
imm_7_74145400
−2.495
0.01261
−0.036352829
0.01458
0.012654926


ETS1
imm_11_127760024
2.032
0.04215
0.042926789
0.018934111
0.023380035


ETS1
imm_11_127761269
2.237
0.02528
0.045524943
0.020137336
0.023776399


ETS1
imm_11_127765567
2.805
0.005028
0.049598679
0.015895787
0.001807035


ETS1
imm_11_127767721
−1.582
0.1136
−0.079524768
0.036584875
0.029727209


ETS1
imm_11_127770666
2.497
0.01254
0.027675982
0.012651619
0.028702789


ETS1
imm_11_127770668
2.422
0.01543
0.026754934
0.012642548
0.034322604


ETS1
imm_11_127774308
2.691
0.007129
0.047208966
0.015786763
0.002785991


ETS1
imm_11_127775128
2.544
0.01096
0.045858868
0.015793826
0.003689054


ETS1
imm_11_127776527
−1.751
0.07986
−0.08202922
0.034742961
0.018224191


ETS1
imm_11_127776913
−1.761
0.0783
−0.080950891
0.035366597
0.022084689


ETS1
imm_11_127777217
−2.993
0.00276
−0.037787017
0.011172423
0.000719161


ETS1
imm_11_127778327
1.993
0.0463
0.027615167
0.01368
0.043523344


ETS1
imm_11_127778329
2.349
0.01883
0.031728477
0.012692271
0.012425409


ETS1
imm_11_127779030
−2.278
0.02271
−0.075381275
0.027992548
0.007083243


ETS1
imm_11_127780425
1.845
0.06506
0.070225777
0.031881326
0.027614175


ETS1
imm_11_127780902
−2.289
0.02208
−0.074442787
0.027962569
0.007762485


ETS1
imm_11_127781839
2.504
0.0123
0.032777667
0.013448782
0.014800589


ETS1
imm_11_127785739
−2.072
0.0383
−0.035012045
0.014009631
0.012449473


ETS1
imm_11_127785963
3.101
0.001927
0.052040195
0.015404731
0.000729632


ETS1
imm_11_127786010
2.345
0.01902
0.037673992
0.014211921
0.008028412


ETS1
imm_11_127786836
2.275
0.0229
0.036589399
0.014202859
0.009989296


ETS1
imm_11_127787128
2.382
0.0172
0.039414469
0.01441664
0.006257827


ETS1
imm_11_127788828
−1.965
0.04944
−0.033526672
0.013833259
0.01536634 


ETS1
imm_11_127789306
2.183
0.029
0.036739352
0.014727637
0.01261043 


ETS1
imm_11_127789441
2.164
0.03043
0.036624882
0.014726445
0.012882018


ETS1
imm_11_127791651
3.062
0.002198
0.053955711
0.015283716
0.000415129


ETS1
imm_11_127792287
2.193
0.02832
0.035742383
0.014204214
0.011858661


ETS1
imm_11_127792800
2.306
0.02113
0.066110717
0.026814214
0.013681829


ETS1
imm_11_127793060
2.06
0.03942
0.034056541
0.014192892
0.01641528 


ETS1
imm_11_127794685
2.898
0.003755
0.051462381
0.015253854
0.000741571


ETS1
imm_11_127795453
2.084
0.03712
0.034059211
0.014182472
0.016327993


ETS1
imm_11_127796816
−2.51
0.01206
−1.664950591
0.6633
0.012069633


ETS1
imm_11_127797523
2.077
0.03779
0.034301166
0.014191533
0.01564832 


ETS1
imm_11_127798230
−1.785
0.07422
−0.028064721
0.012258798
0.022058826


ETS1
imm_11_127799892
2.523
0.01165
0.025601331
0.011134725
0.021491698


ETS1
imm_11_127804916
−1.846
0.06484
−0.03329535
0.016645797
0.045475907


ETS1
imm_11_127805367
−2.056
0.03982
−0.074705008
0.033949249
0.027772097


ETS1
imm_11_127806163
2.233
0.02553
0.026897717
0.0114935
0.019270591


ETS1
imm_11_127806304
−2.064
0.03899
−0.078980642
0.034472261
0.021955543


ETS1
imm_11_127807384
2.165
0.0304
0.029608627
0.014745076
0.044639585


ETS1
imm_11_127808758
−1.977
0.04808
−0.072324763
0.033858572
0.032672546


ETS1
imm_11_127809308
−2.768
0.005647
−0.179735204
0.065479608
0.006052869


ETS1
imm_11_127812329
2.044
0.04094
0.0578145
0.024925603
0.020368891


ETS1
imm_11_127812420
2.328
0.01991
1.034251522
0.4443
0.019921533


ETS1
imm_11_127813024
2.23
0.02575
0.026659
0.01148528
0.020279014


ETS1
imm_11_127819226
2.124
0.0337
0.029083683
0.014734003
0.048391311


ETS1
imm_11_127822686
−2.085
0.03704
−0.076311769
0.033773092
0.0238496 


ETS1
imm_11_127823420
−2.766
0.005668
−0.179711713
0.065475865
0.006056594


ETS1
imm_11_127824356
2.321
0.02029
0.031507947
0.014938913
0.034934297


ETS1
imm_11_127825016
−2.044
0.04092
−0.073610998
0.033835636
0.029589194


ETS1
imm_11_127825282
2.168
0.03012
0.026165347
0.011458899
0.022406326


ETS1
imm_11_127825669
2.152
0.03141
0.026284858
0.011459326
0.021804716


ETS1
imm_11_127826087
−3.239
0.001199
−0.036667302
0.01179811
0.001884242


ETS1
imm_11_127826464
2.179
0.02933
0.031847589
0.015364357
0.038188781


ETS1
imm_11_127827422
2.146
0.03188
0.031836913
0.0153331
0.037861413


ETS1
imm_11_127828334
−1.796
0.07255
−0.0717967
0.034541489
0.03765743 


ETS1
imm_11_127831280
−2.347
0.01891
−0.076928682
0.034934703
0.02766032 


ETS1
imm_11_127831611
1.965
0.04947
0.030801761
0.015266783
0.043636358


ETS1
imm_11_127831673
−2.213
0.02687
−0.026302648
0.012250664
0.03179022 


ETS1
imm_11_127834123
2.449
0.01434
0.031150692
0.012207726
0.010719278


ETS1
imm_11_127834484
−2.245
0.02479
−0.083250933
0.035190155
0.017993833


ETS1
imm_11_127837472
−2.276
0.02286
−0.086358386
0.04119264
0.036042131


ETS1
imm_11_127838265
−2.501
0.01238
−0.0467051
0.020354171
0.021754875


ETS1
imm_11_127838713
2.706
0.0068
0.030443434
0.011150762
0.006330239


ETS1
imm_11_127839719
−1.685
0.09208
−0.101896739
0.048155183
0.034344151


ETS1
imm_11_127840459
4.443
8.88E−06
0.066778559
0.015027999
8.85E−06


ETS1
imm_11_127840867
−3.349
0.0008102
−0.057525516
0.018030387
0.001420387


ETS1
imm_11_127841724
−2.083
0.03722
−0.05480528
0.018801811
0.003558098


ETS1
imm_11_127841864
−2.143
0.03209
−0.028776523
0.01125191
0.010543391


ETS1
imm_11_127843207
−2.168
0.03017
−0.056484024
0.018845217
0.002724178


ETS1
imm_11_127843341
−2.128
0.03337
−0.054915038
0.018825026
0.00353269 


ETS1
imm_11_127844385
4.361
1.29E−05
0.064455567
0.015018502
1.77E−05


ETS1
imm_11_127844729
2.063
0.03914
0.083540439
0.035945727
0.020121663


ETS1
imm_11_127845557
−2.259
0.02389
−0.056607744
0.018571567
0.002303036


ETS1
imm_11_127846698
4.256
2.08E−05
0.063037728
0.014963881
2.52E−05


ETS1
imm_11_127848167
4.248
2.15E−05
0.063359292
0.014979336
2.34E−05


ETS1
imm_11_127848372
4.292
1.77E−05
0.063723341
0.01501456
2.19E−05


ETS1
imm_11_127849992
4.259
2.05E−05
0.063139897
0.014980517
2.50E−05


ETS1
imm_11_127851599
4.416
1.00E−05
0.065721185
0.014950847
1.10E−05


ETS1
imm_11_127852250
−2.074
0.03811
−0.056396101
0.018949807
0.002919607


ETS1
imm_11_127853705
−2.069
0.03855
−0.056310436
0.018954288
0.002969723


ETS1
imm_11_127855281
4.274
1.92E−05
0.063002728
0.014965887
2.56E−05


ETS1
imm_11_127855956
−1.906
0.05663
−0.052503353
0.018846373
0.005338596


ETS1
imm_11_127857027
−2.228
0.02586
−0.058543871
0.019045877
0.002113268


ETS1
imm_11_127861069
2.908
0.003636
0.033615546
0.012703529
0.008141175


ETS1
imm_11_127863304
2.985
0.002833
0.034151141
0.012711732
0.007218671


ETS1
imm_11_127863391
2.936
0.003319
0.0343825
0.01271086
0.006831048


ETS1
imm_11_127866379
2.209
0.02719
0.027961868
0.013022783
0.031781351


ETS1
imm_11_127868447
1.315
0.1886
0.301617605
0.137802383
0.028613623


ETS1
imm_11_127868927
−1.917
0.05524
−0.030778263
0.014215206
0.030375071


ETS1
imm_11_127869177
3.291
0.0009998
0.042725144
0.01308094
0.00108996 


ETS1
imm_11_127870403
3.406
0.0006589
0.040128462
0.012795572
0.001711985


ETS1
imm_11_127870895
3.461
0.0005381
0.039930201
0.012643861
0.001588174


ETS1
imm_11_127871431
3.409
0.000651
0.038993789
0.012643861
0.002042311


ETS1
imm_11_127872972
−1.931
0.0535
−0.034517826
0.014721847
0.019044089


ETS1
imm_11_127874486
3.415
0.0006384
0.039149608
0.012635226
0.001945363


ETS1
imm_11_127874807
3.355
0.0007941
0.037325948
0.012669831
0.00321861 


ETS1
imm_11_127877378
3.476
0.0005082
0.040066089
0.01266069
0.001552934


ETS1
imm_11_127879923
−2.006
0.04482
−0.032104052
0.014245451
0.024219122


ETS1
imm_11_127881686
5.101
3.38E−07
0.07519188
0.014571861
2.47E−07


ETS1
imm_11_127882690
2.424
0.01534
0.027998152
0.011472767
0.014670969


ETS1
imm_11_127884689
−2.195
0.02818
−0.053596757
0.024228018
0.026954177


ETS1
imm_11_127885952
4.173
3.01E−05
0.04882324
0.011607573
2.60E−05


ETS1
imm_11_127886184
5.214
1.85E−07
0.072118037
0.013104848
3.73E−08


ETS1
imm_11_127887077
4.156
3.24E−05
0.048819243
0.011615795
2.64E−05


ETS1
imm_11_127889134
5.127
2.94E−07
0.070484447
0.013134204
8.03E−08


ETS1
imm_11_127891116
5.021
5.13E−07
0.069779303
0.013134204
1.08E−07


ETS1
imm_11_127892632
4.17
3.05E−05
0.048939649
0.011616223
2.52E−05


ETS1
imm_11_127894601
−1.516
0.1296
−0.026829502
0.013320245
0.043989602


ETS1
imm_11_127894638
−2.484
0.01299
−0.188155241
0.090683227
0.037999265


ETS1
imm_11_127895279
5.254
1.49E−07
0.072347736
0.013125964
3.55E−08


ETS1
imm_11_127897147
5.135
2.82E−07
0.071324587
0.013275971
7.77E−08


ETS1
imm_11_127898835
−2.452
0.01419
−0.104184655
0.041061849
0.011172342


ETS1
imm_11_127901157
3.634
0.0002788
0.048482987
0.012182068
6.90E−05


ETS1
imm_11_127901948
4.845
1.27E−06
0.067482299
0.013201602
3.19E−07


ETS1
imm_11_127905841
−2.633
0.008471
−0.06305062
0.02509525
0.011989528


ETS1
imm_11_127906568
3.779
0.0001574
0.037251522
0.011449394
0.001139605


ETS1
imm_11_127908214
3.85
0.0001181
0.038139717
0.011441168
0.000857449


ETS1
imm_11_127911648
3.474
0.0005128
−0.038289326
0.011656784
0.001020821


ETS1
imm_11_127911985
3.592
0.0003287
0.033215696
0.01112011
0.002817358


ETS1
imm_11_127914294
3.612
0.0003037
0.033184837
0.011119682
0.00284197 


ETS1
imm_11_127915474
3.587
0.0003349
−0.032982076
0.011120538
0.003018275


ETS1
imm_11_127915554
3.886
0.0001018
−0.036194682
0.011136979
0.001154232


ETS1
imm_11_127916046
3.497
0.00047
0.031936936
0.011110604
0.004047249


ETS1
imm_11_127929821
−2.385
0.01708
−0.678652718
0.2845
0.017059514


ETS1
imm_11_127931099
−2.429
0.01513
−0.862513022
0.355
0.015114905


ETS1
imm_11_127940676
−2.022
0.04321
−0.062037894
0.026138425
0.01762342 


ETS1
imm_11_127943244
−1.673
0.09426
−0.812307098
0.402683738
0.043671159


ETS1
imm_11_127945727
NA
NA
0.088926209
0.03356
0.00805471 


ETS1
imm_11_127945953
−2.524
0.01162
−0.050352946
0.020907291
0.016022978


ETS1
imm_11_127948912
−3.115
0.001838
−0.131414033
0.040583382
0.001203184


ETS1
imm_11_127956842
2.659
0.007839
0.030434638
0.012698899
0.016546358


ETS1
imm_11_127957543
2.276
0.02283
0.116729213
0.0456538
0.010562944


ETS1
imm_11_127957904
3.005
0.002655
0.115296546
0.052991094
0.029572303


ETS1
imm_11_127974263
−2.438
0.01479
−0.04857884
0.020976737
0.020566818


ETS1
imm_11_127979301
−2.378
0.01741
−0.034463525
0.014465314
0.017195808


ETS1
imm_11_127979905
−1.988
0.04682
−0.113506773
0.051876884
0.028669391


ETS1
imm_11_127981559
−2.045
0.04084
−0.029414518
0.014589917
0.04379105 


ETS1
imm_11_127982379
−2.052
0.04018
−0.029503242
0.01459824
0.043278356


ETS1
imm_11_127982748
−2.311
0.02081
−0.033127504
0.014582372
0.023101611


ETS1
imm_11_127983590
−2.119
0.03407
−0.0303598
0.014627509
0.037937657


ETS1
imm_11_127983743
−2.046
0.04074
−0.029503242
0.01459824
0.043278356


ETS1
imm_11_127984265
−2.118
0.03414
−0.030230583
0.01459824
0.038373979


ETS1
imm_11_127984721
−2.201
0.02777
−0.032860786
0.014627752
0.02467401 


ETS1
rs7935286
2.73
0.006328
0.047557767
0.015027868
0.001552758


SLC5A1
rs738203
1.932
0.05333
0.02886435
0.014259591
0.042948954


SLC5A1
rs9609429
−1.99
0.04659
−0.040869749
0.012698502
0.001288764


TET2
rs10010325
−5.75
8.95E−09
−0.062859518
0.011131325
1.63E−08


TET2
rs17035310
3.138
0.001702
0.06001359
0.016413995
0.000255937


TET2
rs2189234
3.607
0.0003095
0.033831361
0.011536644
0.003362306


TET2
rs7661349
3.663
0.0002491
0.034610864
0.011723345
0.003154135


TET2
rs974801
−5.427
5.73E−08
−0.055192987
0.011495877
1.58E−06









Many variations and alternative elements have been disclosed in embodiments of the present invention. Still further variations and alternate elements will be apparent to one of skill in the art. Among these variations, without limitation, are the selection of constituent modules for the inventive methods, compositions, kits, and systems, and the various conditions, diseases, and disorders that may be diagnosed, prognosed or treated therewith. Various embodiments of the invention can specifically include or exclude any of these variations or elements.


In some embodiments, the numbers expressing quantities of ingredients, properties such as concentration, reaction conditions, and so forth, used to describe and claim certain embodiments of the invention are to be understood as being modified in some instances by the term “about.” Accordingly, in some embodiments, the numerical parameters set forth in the written description and attached claims are approximations that can vary depending upon the desired properties sought to be obtained by a particular embodiment. In some embodiments, the numerical parameters should be construed in light of the number of reported significant digits and by applying ordinary rounding techniques. Notwithstanding that the numerical ranges and parameters setting forth the broad scope of some embodiments of the invention are approximations, the numerical values set forth in the specific examples are reported as precisely as practicable. The numerical values presented in some embodiments of the invention may contain certain errors necessarily resulting from the standard deviation found in their respective testing measurements.


Groupings of alternative elements or embodiments of the invention disclosed herein are not to be construed as limitations. Each group member can be referred to and claimed individually or in any combination with other members of the group or other elements found herein. One or more members of a group can be included in, or deleted from, a group for reasons of convenience and/or patentability. When any such inclusion or deletion occurs, the specification is herein deemed to contain the group as modified thus fulfilling the written description of all Markush groups used in the appended claims.


EXAMPLES

The invention will be further explained by the following Examples, which are intended to be purely exemplary of the invention, and should not be considered as limiting the invention in any way. The following examples are provided to better illustrate the claimed invention and are not to be interpreted as limiting the scope of the invention. To the extent that specific materials are mentioned, it is merely for purposes of illustration and is not intended to limit the invention. One skilled in the art may develop equivalent means or reactants without the exercise of inventive capacity and without departing from the scope of the invention.


Example 1 GLS-SKAT: A Novel Approach for Gene-Based Analysis in Cohorts with Family Structure

Gene-based analysis can be important in identifying novel loci for complex diseases. However most of the available approaches are based on independent assumption, aiming at population based case-control sample. Here we proposed a generalized least square (GLS) based analysis strategy to identify genes using data with complex family structures. Rational of this approach can be described as following.


Given a linear specification of the association of a set of genetic factors X and the outcome y, we have:

y=Xβ+e  (1)


Suppose that the variance of outcome y can be written as:

var(y)=Σo  (2)


When the subjects in the sample are uncorrelated, the estimate of β can be written as:

{circumflex over (β)}T=(X′X)−1X′y  (3)
custom character({circumflex over (β)}T)={circumflex over (σ)}T2(X′X)−1.  (4)


When the samples are correlated, e.g. in family-based samples, the ordinary least squares (OLS) estimate of β will be problematic and will lead to a biased estimate of custom character({circumflex over (β)}T). This will affect any model based on independent assumption, including most gene-based tests.


One of the solutions to the violation of independence assumption in linear model is to perform the generalized least square transformation. Let:

G==Σo−1/2  (5)


And a GLS transformed model can be written as:

Gy=GXβ+Ge  (6)


And estimate based on the transformed model can be written as:

{circumflex over (β)}GLS=(X′Σo−1X)−1X′Σo−1y  (7)
var({circumflex over (β)}GLS)=var((X′Σo−1X)−1X′Σo−1y)=(X′Σo−1X)−1  (8)


Clearly this is Best Linear Unbiased Predictor (BLUP) by construction. In other words, after the GLS transformation the data is de-correlated while retaining an unbiased estimator. Thereby any model developed with independence assumption can be applied to the GLS transformed data. Here for gene-based analysis, we choose to apply SKAT-CommonRare in the GLS transformed data as it has better performance in most scenarios while the independence assumption holds. The transformation matrix G was calculated as the inverse of the decomposition of the kinship matrix. We call this approach GLS-SKAT.


Example 2 Multiple Novel Loci Identified Via Gene-Based Analysis

Single-SNP based association drives most GWAS findings mostly because it's simple and straightforward (FIG. 1A). It tests if frequency of a single SNP is the same in case and control. However, it suffers from some drawbacks including: multiple testing correction, forbidding as the number of variants increases, ignoring multiple weak signals; and missing some causal loci.


Gene-based analysis examines a gene as a whole instead of looking at single SNPs (FIG. 1B). It tests if distribution of all the SNPs in a given gene is the same in case and control. It is more powerful, when there are multiple causal SNPs with weak effects. It can reduce multiple-testing penalty for millions of SNPs and about 25000 known genes.


Current approaches for gene-based analysis include data collapsing approaches (e.g., Combining Multivariate and Collapsing approach (CMC), Weighted Sum Statistics (WSS), variable threshold, and comprehensive approach) and distribution based approaches (e.g., C-alpha, SNP Set Kernel Association Test (SKAT), and SKAT-CommonRare. Most of these approaches can only be applied to population-based design, assuming independence of the subjects.


The present invention provides a new approach GLS-SKAT for gene-based analysis in families. Considering the following linear model:







Y

n
×
1


=



G

n
×
m




β

m
×
1



+

ɛ

n
×
1







For independent subjects:

ε˜MVN(0,τ2I)


For correlated subjects:

ε˜MVN(0,τ2Σ)


To transform the correlated data to independent, we let:

UU′=Σ;T=U−1


So we can multiply T in the linear model:








T

n
×
n




Y

n
×
1



=



T


n
×
n









G


n
×
m









β

m
×
1



+


T

n
×
n




ɛ






n
×
1










Then,
var(Tε)=τ2TUU′T′=τ2I


That is, the correlated data are now “de-correlated”.


OLS estimate with the GLS transformed data:

βGLS=(G′T′TG)−1G′T′TY=(G′Y′G)−1G′Σ−1Y
var(βGLS)=(G′Σ−1G)−1


This is exactly the maximal likelihood estimate of the true model:

Y˜N(Gβ,Σ)


GLS-SKAT is applied to iChip data Cedars vs. BBC: 4600 cases and 6800 controls. SKAT-CommonRare is applied to IIBDGC (excluding Cedars and BBC samples): 30200 cases and 29700 controls. PCA is included to control for confounding factors. Gene region is defined as 100 Kb up and downstream of each gene. Analysis is focused on IBD and genes with at least 2 SNPs (about 8000 genes). Thus, the significant threshold is 0.05/8000=6.25E-6. Fisher's combined P value is used for the meta-analysis of the gene-level p-value.


TET2 codes for Tet Methylcytosine Dioxygenase 2, is involved in Foxp3 demethylation to drive regulatory T Cell differentiation and maintain immune homeostasis.


LRRC16A (leucine rich repeat containing 16A) is a protein-coding gene. Diseases associated with LRRC16A include acute urate nephropathy. An important paralog of this gene is LRRC16B. LR16A_HUMAN Q5VZK9 binds CAPZA2 with high affinity and significantly decreases CAPZA2 affinity for actin barbed ends. It increases the rate of elongation from seeds in the presence of CAPZA2; however, it seems unable to nucleate filaments. It rapidly uncaps barbed ends capped by CAPZA2 and enhances barbed-end actin polymerization b similarity. It may control actin dynamics in lamellipodia, and is required for cell migration.


The whole HIST1 region has joint association. HIST1 cluster portion 1 (˜26.2M, first portion) and HIST1 cluster portion 2 (˜27.8 M, second portion). After combining the ˜1.6M (from 26.2 M to 27.8 M) into one big region, the overall region-based association P value is 1.64×107.


BTN3A1/A2/A3 is an interesting gene cluster. Butyrophilin, Subfamily 3; belong to the B7 family members and are expressed in various immune cells such as T and NK cells. BTN3/CD277 comprises three structurally related members, BTN3A1, BTN3A2 and BTN3A3. It plays a role in T-cell responses in the adaptive immune response, and inhibits the release of IFNG from activated T-cells. It plays an important role in human γδ T-cell antigenic activation. It has differential role for CD277 as a co-regulator of the immune signal in T and NK cells (see e.g., Messal N, Mamessier E, et al. Eur J Immunol. 2011 December; 41(12):3443-54). While T cells express all BTN3/CD277 transcripts, NK cells express mostly BTN3A2, which lacks the B30.2 intracellular domain. Furthermore, NKp30-induced cytokine production is decreased by the specific engagement of BTN3A2, but not by BTN3A1 triggering.


We identified fourteen novel loci via gene-based analysis of iChip data (FIG. 4 and Table 1). All of them have multiple weak signals, while some signals are very strong in joint model. BTN3A2 is also strongly implicated in IBD pathogenesis based on the eQTL analysis of the LRRC16A region.


Example 3 Gene-Based Analysis Identified Multiple Novel IBD Loci

More than 200 genetic loci have been identified in Inflammatory Bowel Disease (IBD), mostly via single SNP analysis. In this study, we aim to utilize gene-based analysis, which combines signals from all the SNPs in a gene, to identify novel IBD loci that have been missed in single SNP analysis.


3312 IBD cases from Cedars-Sinai Medical Center and 7154 family and population-based controls with ImmunoChip data were included as the discovery cohort. Genes with gene-level p-value <0.05 were then replicated in IIBDGC (30179 cases and 29678 controls, with samples overlapped with the discovery stage excluded). SKAT-CommonRare was performed to evaluate the gene-level association. Fisher's combined p-value was calculated to combine p-value from the discovery and replication cohorts. Bonferroni Corrected significance threshold of 6.25E-6 was used for gene-based p-value to count for 7,924 genes with at least 2 SNPs on iChip.


In addition to the known IBD genes such as L23R and NOD2, we identified multiple novel genes associated with IBD. Those genes include: TET2 (Discovery p-value 0.019, replication p-value 2.82E-9, combined p-value 1.33E-9); LRRC16A (Discovery p-value 1.55E-6, replication p-value 3.43E-5, combined p-value 1.19E-8); and multiple genes in Histone Cluster 1 locus (e.g.: HIST1H4H, discovery p-value 2.89E-5, replication p-value 2.44E-4, combined p-value 4.24E-6; HIST1H1B. discovery p-value 1.45E-4, replication p-value 8.61E-5, combined p-value 2.41E-7). The SNPs of these genes are listed in Table 1.


Our Bioinformatics analysis indicates that top SNP (rs7752195) driving the LRRC16A signal is a strong expression quantitative trait locus (eQTL) (In seeQTL, p=5.96E-51; in SCANdb, p=8E-9; in GeneVar, p=0.0025) of BTN3A2, which plays an important role in regulating adaptive immune response. Moreover, the top gene identified in current study, TET2 which codes for translocation (Tet) methylcytosine dioxygenase 2, was reported to drive T cell differentiation via DNA demethylation of FOXP3. It has also been reported to mediate interleukin-6 (IL-6) transcription by regulation of chromatin structure.


Without being bound to any particular theory, novel loci identified via gene-based analysis in the current study strongly suggest that it is worthwhile to re-examine previous single-SNP based GWAS at gene level.


The various methods and techniques described above provide a number of ways to carry out the application. Of course, it is to be understood that not necessarily all objectives or advantages described can be achieved in accordance with any particular embodiment described herein. Thus, for example, those skilled in the art will recognize that the methods can be performed in a manner that achieves or optimizes one advantage or group of advantages as taught herein without necessarily achieving other objectives or advantages as taught or suggested herein. A variety of alternatives are mentioned herein. It is to be understood that some preferred embodiments specifically include one, another, or several features, while others specifically exclude one, another, or several features, while still others mitigate a particular feature by inclusion of one, another, or several advantageous features.


Furthermore, the skilled artisan will recognize the applicability of various features from different embodiments. Similarly, the various elements, features and steps discussed above, as well as other known equivalents for each such element, feature or step, can be employed in various combinations by one of ordinary skill in this art to perform methods in accordance with the principles described herein. Among the various elements, features, and steps some will be specifically included and others specifically excluded in diverse embodiments.


Although the application has been disclosed in the context of certain embodiments and examples, it will be understood by those skilled in the art that the embodiments of the application extend beyond the specifically disclosed embodiments to other alternative embodiments and/or uses and modifications and equivalents thereof.


Preferred embodiments of this application are described herein, including the best mode known to the inventors for carrying out the application. Variations on those preferred embodiments will become apparent to those of ordinary skill in the art upon reading the foregoing description. It is contemplated that skilled artisans can employ such variations as appropriate, and the application can be practiced otherwise than specifically described herein. Accordingly, many embodiments of this application include all modifications and equivalents of the subject matter recited in the claims appended hereto as permitted by applicable law. Moreover, any combination of the above-described elements in all possible variations thereof is encompassed by the application unless otherwise indicated herein or otherwise clearly contradicted by context.


All patents, patent applications, publications of patent applications, and other material, such as articles, books, specifications, publications, documents, things, and/or the like, referenced herein are hereby incorporated herein by this reference in their entirety for all purposes, excepting any prosecution file history associated with same, any of same that is inconsistent with or in conflict with the present document, or any of same that may have a limiting affect as to the broadest scope of the claims now or later associated with the present document. By way of example, should there be any inconsistency or conflict between the description, definition, and/or the use of a term associated with any of the incorporated material and that associated with the present document, the description, definition, and/or the use of the term in the present document shall prevail.


It is to be understood that the embodiments of the application disclosed herein are illustrative of the principles of the embodiments of the application. Other modifications that can be employed can be within the scope of the application. Thus, by way of example, but not of limitation, alternative configurations of the embodiments of the application can be utilized in accordance with the teachings herein. Accordingly, embodiments of the present application are not limited to that precisely as shown and described.


Various embodiments of the invention are described above in the Detailed Description. While these descriptions directly describe the above embodiments, it is understood that those skilled in the art may conceive modifications and/or variations to the specific embodiments shown and described herein. Any such modifications or variations that fall within the purview of this description are intended to be included therein as well. Unless specifically noted, it is the intention of the inventors that the words and phrases in the specification and claims be given the ordinary and accustomed meanings to those of ordinary skill in the applicable art(s).


The foregoing description of various embodiments of the invention known to the applicant at this time of filing the application has been presented and is intended for the purposes of illustration and description. The present description is not intended to be exhaustive nor limit the invention to the precise form disclosed and many modifications and variations are possible in the light of the above teachings. The embodiments described serve to explain the principles of the invention and its practical application and to enable others skilled in the art to utilize the invention in various embodiments and with various modifications as are suited to the particular use contemplated. Therefore, it is intended that the invention not be limited to the particular embodiments disclosed for carrying out the invention.


While particular embodiments of the present invention have been shown and described, it will be obvious to those skilled in the art that, based upon the teachings herein, changes and modifications may be made without departing from this invention and its broader aspects and, therefore, the appended claims are to encompass within their scope all such changes and modifications as are within the true spirit and scope of this invention.

Claims
  • 1. A method of treating Inflammatory Bowel Disease (IBD) in a subject, the method comprising administering an IBD therapy to the subject, wherein the subject is determined to comprise at least one single nucleotide polymorphism (SNP), the at least one SNP comprising a SNP at rs918490 comprising a “G” allele at nucleoposition 501 within SEQ ID NO: 27.
  • 2. The method of claim 1, wherein the at least one SNP further comprises a SNP at rs911186 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 147, a SNP at rs138546574 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 174, a SNP at rs10745330 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 55, a SNP at rs11600757 comprising an “A” allele at nucleoposition 301 within SEQ ID NO: 42, a SNP at rs137956 comprising a “G” allele at nucleoposition 604 within SEQ ID NO: 33, a SNP at rs10010325 comprising a “C” allele at nucleoposition 501 within SEQ ID NO: 328, a SNP at rs7120822 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 291, a SNP at rs11221332 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 284, a SNP at rs6072343 comprising an “A” allele at nucleoposition 401 within SEQ ID NO: 29, a SNP at rs2282978 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 39, a SNP at rs2690110 comprising a “G” allele at nucleoposition 501 within SEQ ID NO: 62, a SNP at rs2808 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 6, a SNP at rs3785794 comprising a “G” allele at nucleoposition 501 within SEQ ID NO: 7, and/or a SNP at rs9609429 comprising an “A” allele at nucleoposition 1000 within SEQ ID NO: 327.
  • 3. The method of claim 1, wherein the subject is determined to comprise at least two SNPs, the at least two SNPs comprising the SNP at rs918490 comprising a “G” allele at nucleoposition 501 within SEQ ID NO: 27 and a SNP at rs911186 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 147.
  • 4. The method of claim 1, wherein the subject is determined to comprise at least three SNPs, the at least three SNPs comprising the SNP at rs918490 comprising a “G” allele at nucleoposition 501 within SEQ ID NO: 27, a SNP at rs911186 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 147, and a SNP at rs138546574 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 174.
  • 5. The method of claim 1, wherein the subject is determined to comprise the at least one SNP in a determination method comprising: a. contacting a sample from the subject with an oligonucleotide probe capable of hybridizing to the “G” allele at nucleoposition 501 within SEQ ID NO: 27; andb. detecting an allele-specific hybridization complex between the oligonucleotide probe and the “G” allele at nucleoposition 501 within SEQ ID NO: 27.
  • 6. The method of claim 1, wherein the IBD therapy is an anti-tumor necrosis factor (TNF)α therapy.
  • 7. The method of claim 1, wherein the IBD is Crohn's disease (CD) or ulcerative colitis (UC).
  • 8. A method of treating Inflammatory Bowel Disease (IBD) in a subject, the method comprising: a) genotyping a sample obtained from the subject for a presence of a genotype comprising a single nucleotide polymorphism (SNP) at rs918490 comprising a “G” allele at nucleoposition 501 within SEQ ID NO: 27;b) detecting the presence of the genotype; andc) treating the IBD in the subject by administering a therapeutically effective amount of a therapeutic agent for the IBD, provided that the presence of genotype is detected in step b).
  • 9. The method of claim 8, wherein steps a) and b) are performed by: (i) contacting the sample with an oligonucleotide probe specific to the “G” allele at nucleoposition 501 within SEQ ID NO: 27;(ii) generating an allele-specific hybridization complex between the oligonucleotide probe and the “G” allele at nucleoposition 501 within SEQ ID NO: 27; and(iii) upon detecting the allele-specific hybridization complex, detecting the presence of the genotype.
  • 10. The method of claim 8, wherein step a) is performed by a genotyping assay, polymerase chain reaction (PCR), reverse transcription PCR, quantitative PCR, a microarray, DNA sequencing, and/or RNA sequencing.
  • 11. The method of claim 8, wherein the genotype further comprises a SNP at rs911186 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 147, a SNP at rs138546574 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 174, a SNP at rs10745330 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 55, a SNP at rs11600757 comprising an “A” allele at nucleoposition 301 within SEQ ID NO: 42, a SNP at rs137956 comprising a “G” allele at nucleoposition 604 within SEQ ID NO: 33, a SNP at rs10010325 comprising a “C” allele at nucleoposition 501 within SEQ ID NO: 328, a SNP at rs7120822 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 291, a SNP at rs11221332 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 284, a SNP at rs6072343 comprising an “A” allele at nucleoposition 401 within SEQ ID NO: 29, a SNP at rs2282978 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 39, a SNP at rs2690110 comprising a “G” allele at nucleoposition 501 within SEQ ID NO: 62, a SNP at rs2808 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 6, a SNP at rs3785794 comprising a “G” allele at nucleoposition 501 within SEQ ID NO: 7, and/or a SNP at rs9609429 comprising an “A” allele at nucleoposition 1000 within SEQ ID NO: 327.
  • 12. The method of claim 8, wherein the genotype further comprises a SNP at rs911186 comprising an “A” allele at nucleoposition 501 within SEQ ID NO: 147.
  • 13. The method of claim 8, wherein the IBD is Crohn's disease (CD) or ulcerative colitis (UC).
CROSS REFERENCE TO RELATED APPLICATIONS

This application is a U.S. National Phase of International Application No. PCT/US2017/033625 filed May 19, 2017, which claims the benefit of U.S. Provisional Application Ser. No. 62/339,357 filed on May 20, 2016 which is incorporated by reference in its entirety.

STATEMENT REGARDING FEDERALLY-SPONSORED RESEARCH

This invention was made with government support under Grant Nos. DK108140 and DK062413 awarded by the National Institutes of Health. The government has certain rights in the invention.

PCT Information
Filing Document Filing Date Country Kind
PCT/US2017/033625 5/19/2017 WO
Publishing Document Publishing Date Country Kind
WO2017/201461 11/23/2017 WO A
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Related Publications (1)
Number Date Country
20190194754 A1 Jun 2019 US
Provisional Applications (1)
Number Date Country
62339357 May 2016 US