Evaluating empirical bounds on complex disease genetic architecture

被引:109
作者
Agarwala, Vineeta [1 ,2 ,3 ]
Flannick, Jason [2 ,4 ,5 ]
Sunyaev, Shamil [1 ,2 ,3 ,6 ]
Altshuler, David [2 ,4 ,5 ,7 ]
机构
[1] MIT, Harvard MIT Div Hlth Sci & Technol, Cambridge, MA 02139 USA
[2] Broad Inst MIT & Harvard, Cambridge, MA 02142 USA
[3] Harvard Univ, Program Biophys, Grad Sch Arts & Sci, Cambridge, MA 02138 USA
[4] Harvard Univ, Sch Med, Dept Genet, Boston, MA USA
[5] Massachusetts Gen Hosp, Ctr Human Genet Res, Boston, MA 02114 USA
[6] Harvard Univ, Brigham & Womens Hosp, Sch Med, Div Genet, Boston, MA 02115 USA
[7] MIT, Dept Biol, Cambridge, MA USA
基金
美国国家卫生研究院;
关键词
GENOME-WIDE ASSOCIATION; RARE VARIANTS; MISSING HERITABILITY; RISK PREDICTION; COMMON DISEASE; POPULATION; SUSCEPTIBILITY; EXCESS; LINKAGE; TRAITS;
D O I
10.1038/ng.2804
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
The genetic architecture of human diseases governs the success of genetic mapping and the future of personalized medicine. Although numerous studies have queried the genetic basis of common disease, contradictory hypotheses have been advocated about features of genetic architecture (for example, the contribution of rare versus common variants). We developed an integrated simulation framework, calibrated to empirical data, to enable the systematic evaluation of such hypotheses. For type 2 diabetes (T2D), two simple parameters-(i) the target size for causal mutation and (ii) the coupling between selection and phenotypic effect-define a broad space of architectures. Whereas extreme models are excluded by the combination of epidemiology, linkage and genome-wide association studies, many models remain consistent, including those where rare variants explain either little (<25%) or most (>80%) of T2D heritability. Ongoing sequencing and genotyping studies will further constrain the space of possible architectures, but very large samples (for example, >250,000 unselected individuals) will be required to localize most of the heritability underlying T2D and other traits characterized by these models.
引用
收藏
页码:1418 / U167
页数:12
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