The impact of cell type and context-dependent regulatory variants on human immune traits.
The impact of cell type and context-dependent regulatory variants on human immune traits.
复制标题
DOI:
10.1186/s13059-021-02334-x
复制
发表时间:
2021-04-29
期刊:
影响因子:
12.3
通讯作者:
Li YI
中科院分区:
文献类型:
--
作者:
Mu Z;Wei W;Fair B;Miao J;Zhu P;Li YI
The vast majority of trait-associated variants identified using genome-wide association studies (GWAS) are noncoding, and therefore assumed to impact gene regulation. However, the majority of trait-associated loci are unexplained by regulatory quantitative trait loci (QTLs). We perform a comprehensive characterization of the putative mechanisms by which GWAS loci impact human immune traits. By harmonizing four major immune QTL studies, we identify 26,271 expression QTLs (eQTLs) and 23,121 splicing QTLs (sQTLs) spanning 18 immune cell types. Our colocalization analyses between QTLs and trait-associated loci from 72 GWAS reveals that genetic effects on RNA expression and splicing in immune cells colocalize with 40.4% of GWAS loci for immune-related traits, in many cases increasing the fraction of colocalized loci by two fold compared to previous studies. Notably, we find that the largest contributors of this increase are splicing QTLs, which colocalize on average with 14% of all GWAS loci that do not colocalize with eQTLs. By contrast, we find that cell type-specific eQTLs, and eQTLs with small effect sizes contribute very few new colocalizations. To investigate the 60% of GWAS loci that remain unexplained, we collect H3K27ac CUT&Tag data from rheumatoid arthritis and healthy controls, and find large-scale differences between immune cells from the different disease contexts, including at regions overlapping unexplained GWAS loci. Altogether, our work supports RNA splicing as an important mediator of genetic effects on immune traits, and suggests that we must expand our study of regulatory processes in disease contexts to improve functional interpretation of as yet unexplained GWAS loci. The online version contains supplementary material available at (10.1186/s13059-021-02334-x).
登录
查看更多内容
影响因子:
64.8
作者:
GTEx Consortium;Laboratory, Data Analysis &Coordinating Center (LDACC)—Analysis Working Group;Statistical Methods groups—Analysis Working Group;Enhancing GTEx (eGTEx) groups;NIH Common Fund;NIH/NCI;NIH/NHGRI;NIH/NIMH;NIH/NIDA;Biospecimen Collection Source Site—NDRI;Biospecimen Collection Source Site—RPCI;Biospecimen Core Resource—VARI;Brain Bank Repository—University of Miami Brain Endowment Bank;Leidos Biomedical—Project Management;ELSI Study;Genome Browser Data Integration &Visualization—EBI;Genome Browser Data Integration &Visualization—UCSC Genomics Institute, University of California Santa Cruz;Lead analysts:;Laboratory, Data Analysis &Coordinating Center (LDACC):;NIH program management:;Biospecimen collection:;Pathology:;eQTL manuscript working group:;Battle A;Brown CD;Engelhardt BE;Montgomery SB
通讯作者:
Montgomery SB
影响因子:
30.8
作者:
Das, Sayantan;Forer, Lukas;Schoenherr, Sebastian;Sidore, Carlo;Locke, Adam E.;Kwong, Alan;Vrieze, Scott I.;Chew, Emily Y.;Levy, Shawn;McGue, Matt;Schlessinger, David;Stambolian, Dwight;Loh, Po-Ru;Iacono, William G.;Swaroop, Anand;Scott, Laura J.;Cucca, Francesco;Kronenberg, Florian;Boehnke, Michael;Abecasis, Goncalo R.;Fuchsberger, Christian
通讯作者:
Fuchsberger, Christian
影响因子:
30.8
作者:
Finucane HK;Bulik-Sullivan B;Gusev A;Trynka G;Reshef Y;Loh PR;Anttila V;Xu H;Zang C;Farh K;Ripke S;Day FR;ReproGen Consortium;Schizophrenia Working Group of the Psychiatric Genomics Consortium;RACI Consortium;Purcell S;Stahl E;Lindstrom S;Perry JR;Okada Y;Raychaudhuri S;Daly MJ;Patterson N;Neale BM;Price AL
通讯作者:
Price AL
影响因子:
14.9
作者:
Frankish A;Diekhans M;Ferreira AM;Johnson R;Jungreis I;Loveland J;Mudge JM;Sisu C;Wright J;Armstrong J;Barnes I;Berry A;Bignell A;Carbonell Sala S;Chrast J;Cunningham F;Di Domenico T;Donaldson S;Fiddes IT;García Girón C;Gonzalez JM;Grego T;Hardy M;Hourlier T;Hunt T;Izuogu OG;Lagarde J;Martin FJ;Martínez L;Mohanan S;Muir P;Navarro FCP;Parker A;Pei B;Pozo F;Ruffier M;Schmitt BM;Stapleton E;Suner MM;Sycheva I;Uszczynska-Ratajczak B;Xu J;Yates A;Zerbino D;Zhang Y;Aken B;Choudhary JS;Gerstein M;Guigó R;Hubbard TJP;Kellis M;Paten B;Reymond A;Tress ML;Flicek P
通讯作者:
Flicek P
影响因子:
30.8
作者:
Demenais F;Margaritte-Jeannin P;Barnes KC;Cookson WOC;Altmüller J;Ang W;Barr RG;Beaty TH;Becker AB;Beilby J;Bisgaard H;Bjornsdottir US;Bleecker E;Bønnelykke K;Boomsma DI;Bouzigon E;Brightling CE;Brossard M;Brusselle GG;Burchard E;Burkart KM;Bush A;Chan-Yeung M;Chung KF;Couto Alves A;Curtin JA;Custovic A;Daley D;de Jongste JC;Del-Rio-Navarro BE;Donohue KM;Duijts L;Eng C;Eriksson JG;Farrall M;Fedorova Y;Feenstra B;Ferreira MA;Australian Asthma Genetics Consortium (AAGC) collaborators;Freidin MB;Gajdos Z;Gauderman J;Gehring U;Geller F;Genuneit J;Gharib SA;Gilliland F;Granell R;Graves PE;Gudbjartsson DF;Haahtela T;Heckbert SR;Heederik D;Heinrich J;Heliövaara M;Henderson J;Himes BE;Hirose H;Hirschhorn JN;Hofman A;Holt P;Hottenga J;Hudson TJ;Hui J;Imboden M;Ivanov V;Jaddoe VWV;James A;Janson C;Jarvelin MR;Jarvis D;Jones G;Jonsdottir I;Jousilahti P;Kabesch M;Kähönen M;Kantor DB;Karunas AS;Khusnutdinova E;Koppelman GH;Kozyrskyj AL;Kreiner E;Kubo M;Kumar R;Kumar A;Kuokkanen M;Lahousse L;Laitinen T;Laprise C;Lathrop M;Lau S;Lee YA;Lehtimäki T;Letort S;Levin AM;Li G;Liang L;Loehr LR;London SJ;Loth DW;Manichaikul A;Marenholz I;Martinez FJ;Matheson MC;Mathias RA;Matsumoto K;Mbarek H;McArdle WL;Melbye M;Melén E;Meyers D;Michel S;Mohamdi H;Musk AW;Myers RA;Nieuwenhuis MAE;Noguchi E;O'Connor GT;Ogorodova LM;Palmer CD;Palotie A;Park JE;Pennell CE;Pershagen G;Polonikov A;Postma DS;Probst-Hensch N;Puzyrev VP;Raby BA;Raitakari OT;Ramasamy A;Rich SS;Robertson CF;Romieu I;Salam MT;Salomaa V;Schlünssen V;Scott R;Selivanova PA;Sigsgaard T;Simpson A;Siroux V;Smith LJ;Solodilova M;Standl M;Stefansson K;Strachan DP;Stricker BH;Takahashi A;Thompson PJ;Thorleifsson G;Thorsteinsdottir U;Tiesler CMT;Torgerson DG;Tsunoda T;Uitterlinden AG;van der Valk RJP;Vaysse A;Vedantam S;von Berg A;von Mutius E;Vonk JM;Waage J;Wareham NJ;Weiss ST;White WB;Wickman M;Widén E;Willemsen G;Williams LK;Wouters IM;Yang JJ;Zhao JH;Moffatt MF;Ober C;Nicolae DL
通讯作者:
Nicolae DL