Partitioning Heritability of Regulatory and Cell-Type-Specific Variants across 11 Common Diseases

被引:439
作者
Gusev, Alexander [1 ]
Lee, S. Hong [2 ]
Trynka, Gosia [3 ,4 ,5 ,6 ,7 ]
Finucane, Hilary [8 ]
Vilhjalmsson, Bjarni J. [1 ]
Xu, Han [1 ,9 ]
Zang, Chongzhi [1 ,9 ]
Ripke, Stephan [4 ,10 ,11 ]
Bulik-Sullivan, Brendan [4 ,10 ,11 ]
Stahl, Eli [12 ]
Kaehler, Anna K. [13 ]
Hultman, Christina M. [13 ]
Purcell, Shaun M. [4 ,10 ,11 ,12 ]
McCarroll, Steven A. [11 ]
Daly, Mark [4 ,7 ,10 ,11 ]
Pasaniuc, Bogdan [14 ]
Sullivan, Patrick F. [13 ,15 ]
Neale, Benjamin M. [4 ,7 ,10 ,11 ]
Wray, Naomi R. [2 ]
Raychaudhuri, Soumya [3 ,4 ,5 ,6 ,7 ,16 ]
Price, Alkes L. [1 ,7 ]
机构
[1] Harvard Univ, Sch Publ Hlth, Boston, MA 02115 USA
[2] Univ Queensland, Queensland Brain Inst, Brisbane, Qld 4072, Australia
[3] Brigham & Womens Hosp, Div Genet, Boston, MA 02115 USA
[4] Harvard Univ, Sch Med, Boston, MA 02115 USA
[5] Brigham & Womens Hosp, Div Rheumatol, Boston, MA 02115 USA
[6] Partners Ctr Personalized Genet Med, Boston, MA 02115 USA
[7] Broad Inst MIT & Harvard, Program Med & Populat Genet, Cambridge, MA 02142 USA
[8] MIT, Dept Math, Cambridge, MA 02142 USA
[9] Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA
[10] Massachusetts Gen Hosp, Analyt & Translat Genet Unit, Boston, MA 02114 USA
[11] Broad Inst MIT & Harvard, Stanley Ctr Psychiat Res, Cambridge, MA 02142 USA
[12] Mt Sinai Sch Med, Dept Psychiat, New York, NY 10029 USA
[13] Karolinska Inst, Dept Med Epidemiol & Biostat, S-17177 Stockholm, Sweden
[14] Univ Calif Los Angeles, Geffen Sch Med, Dept Pathol & Lab Med, Los Angeles, CA 90095 USA
[15] Univ N Carolina, Dept Genet, Chapel Hill, NC 27599 USA
[16] Univ Manchester, Fac Med & Human Sci, Manchester M13 9PL, Lancs, England
基金
英国惠康基金; 英国医学研究理事会; 澳大利亚研究理事会;
关键词
GENOME-WIDE ASSOCIATION; GENOTYPE IMPUTATION; GENE-EXPRESSION; LARGE-SCALE; INFORMATION; LOCI; METAANALYSIS; STATISTICS; PROPORTION; ELEMENTS;
D O I
10.1016/j.ajhg.2014.10.004
中图分类号
Q3 [遗传学];
学科分类号
071007 [遗传学];
摘要
Regulatory and coding variants are known to be enriched with associations identified by genome-wide association studies (GWASs) of complex disease, but their contributions to trait heritability are currently unknown. We applied variance-component methods to imputed genotype data for 11 common diseases to partition the heritability explained by genotyped SNPs (h(g)(2)) across functional categories (while accounting for shared variance due to linkage disequilibrium). Extensive simulations showed that in contrast to current estimates from GWAS summary statistics, the variance-component approach partitions heritability accurately under a wide range of complex-disease architectures. Across the 11 diseases DNaseI hypersensitivity sites (DHSs) from 217 cell types spanned 16% of imputed SNPs (and 24% of genotyped SNPs) but explained an average of 79% (SE = 8%) of h(g)(2) from imputed SNPs (5.1 x enrichment; p = 3.7 x 10(-17)) and 38% (SE = 4%) of h(g)(2) from genotyped SNPs (1.6 x enrichment, p = 1.0 x 10(-4)). Further enrichment was observed at enhancer DHSs and cell-type-specific DHSs. In contrast, coding variants, which span 1% of the genome, explained <10% of h(g)(2) despite having the highest enrichment. We replicated these findings but found no significant contribution from rare coding variants in independent schizophrenia cohorts genotyped on GWAS and exome chips. Our results highlight the value of analyzing components of heritability to unravel the functional architecture of common disease.
引用
收藏
页码:535 / 552
页数:18
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