Widespread Allelic Heterogeneity in Complex Traits

被引:51
|
作者
Hormozdiari, Farhad [1 ,2 ]
Zhu, Anthony [1 ]
Kichaev, Gleb [3 ]
Ju, Chelsea J. -T. [1 ]
Segre, Ayellet V. [4 ,5 ]
Joo, Jong Wha J. [1 ,6 ]
Won, Hyejung [7 ]
Sankararaman, Sriram [1 ,8 ]
Pasaniuc, Bogdan [8 ,9 ,10 ]
Shifman, Sagiv [8 ,11 ]
Eskin, Eleazar [1 ]
机构
[1] Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
[2] Harvard TH Chan Sch Pub lic Hlth, Dept Epidemiol, Boston, MA 02115 USA
[3] Univ Calif Los Angeles, Bioinformat IDP, Los Angeles, CA 90095 USA
[4] MIT, Broad Inst, Canc Program, Cambridge, MA 02142 USA
[5] Harvard Univ, Cambridge, MA 02142 USA
[6] Dongguk Univ Seoul, Dept Comp Sci Engn, Seoul 04620, South Korea
[7] Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Neurogenet Program, Los Angeles, CA 90095 USA
[8] Univ Calif Los Angeles, Dept Human Genet, Los Angeles, CA 90095 USA
[9] Univ Calif Los Angeles, Dept Pathol, Los Angeles, CA 90095 USA
[10] Univ Calif Los Angeles, Lab Med, Los Angeles, CA 90095 USA
[11] Hebrew Univ Jerusalem, Inst Life Sci, Dept Genet, IL-91904 Jerusalem, Israel
基金
美国国家科学基金会; 以色列科学基金会;
关键词
GENOME-WIDE ASSOCIATION; MIXED-MODEL ANALYSIS; INCREASING POWER; GENETIC-VARIANTS; LOCI; GWAS; IDENTIFICATION; COLOCALIZATION; EXPRESSION; SIGNALS;
D O I
10.1016/j.ajhg.2017.04.005
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Recent successes in genome-wide association studies (GWASs) make it possible to address important questions about the genetic architecture of complex traits, such as allele frequency and effect size. One lesser-known aspect of complex traits is the extent of allelic heterogeneity (AH) arising from multiple causal variants at a locus. We developed a computational method to infer the probability of AH and applied it to three GWASs and four expression quantitative trait loci (eQTL) datasets. We identified a total of 4,152 loci with strong evidence of AH. The proportion of all loci with identified AH is 4%-23% in eQTLs, 35% in GWASs of high-density lipoprotein (HDL), and 23% in GWASs of schizophrenia. For eQTLs, we observed a strong correlation between sample size and the proportion of loci with AH (R-2 = 0.85, p = 2.2 x 10(-16)), indicating that statistical power prevents identification of AH in other loci. Understanding the extent of AH may guide the development of new methods for fine mapping and association mapping of complex traits.
引用
收藏
页码:789 / 802
页数:14
相关论文
共 50 条
  • [31] Allelic penetrance approach as a tool to model two-locus interaction in complex binary traits
    N Sepúlveda
    C D Paulino
    J Carneiro
    C Penha-Gonçalves
    [J]. Heredity, 2007, 99 : 173 - 184
  • [32] Explicating heterogeneity of complex traits has strong potential for improving GWAS efficiency
    Alexander M. Kulminski
    Yury Loika
    Irina Culminskaya
    Konstantin G. Arbeev
    Svetlana V. Ukraintseva
    Eric Stallard
    Anatoliy I. Yashin
    [J]. Scientific Reports, 6
  • [33] Explicating heterogeneity of complex traits has strong potential for improving GWAS efficiency
    Kulminski, Alexander M.
    Loika, Yury
    Culminskaya, Irina
    Arbeev, Konstantin G.
    Ukraintseva, Svetlana V.
    Stallard, Eric
    Yashin, Anatoliy I.
    [J]. SCIENTIFIC REPORTS, 2016, 6
  • [34] Genome-wide detection of intervals of genetic heterogeneity associated with complex traits
    Llinares-Lopez, Felipe
    Grimm, Dominik G.
    Bodenham, Dean A.
    Gieraths, Udo
    Sugiyama, Mahito
    Rowan, Beth
    Borgwardt, Karsten
    [J]. BIOINFORMATICS, 2015, 31 (12) : 240 - 249
  • [35] GENETIC-HETEROGENEITY AND ALLELIC VARIATION IN THE MUCOPOLYSACCHARIDOSES
    不详
    [J]. JOHNS HOPKINS MEDICAL JOURNAL, 1980, 146 (02): : 71 - 72
  • [36] Lactase persistence, allelic association, and possible heterogeneity
    Poulter, M
    Hollox, EJ
    Harvey, CB
    Mulcare, C
    Peuhkuri, K
    Kajander, K
    Samer, M
    Korpela, R
    Swallow, DM
    [J]. GASTROENTEROLOGY, 2003, 124 (04) : A21 - A21
  • [37] Allelic and locus heterogeneity in inherited venous malformations
    Calvert, JT
    Riney, TJ
    Kontos, CD
    Cha, EH
    Prieto, VG
    Shea, CR
    Berg, JN
    Nevin, NC
    Simpson, SA
    Pasyk, KA
    Speer, MC
    Peters, KG
    Marchuk, DA
    [J]. HUMAN MOLECULAR GENETICS, 1999, 8 (07) : 1279 - 1289
  • [38] Heterogeneity of allelic deletions within melanoma metastases
    Bogdan, I
    Xin, H
    Burg, G
    Böni, R
    [J]. MELANOMA RESEARCH, 2001, 11 (04) : 349 - 354
  • [39] Allelic but not genetic heterogeneity underlies Tangier disease
    Brooks-Wilson, AR
    Genest, JJ
    van Dam, MJ
    Marcil, M
    Brewer, C
    Mott, S
    Morgan, K
    Hayden, MR
    Kastelein, JJP
    [J]. CIRCULATION, 1999, 100 (18) : 198 - 198
  • [40] Detecting associations in the presence of extreme allelic heterogeneity
    Li, B.
    Leal, S. M.
    [J]. GENETIC EPIDEMIOLOGY, 2007, 31 (05) : 483 - 484