Evaluating empirical bounds on complex disease genetic architecture

被引:108
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
相关论文
共 71 条
  • [51] The allelic architecture of human disease genes: common disease - common variant ... or not?
    Pritchard, JK
    Cox, NJ
    [J]. HUMAN MOLECULAR GENETICS, 2002, 11 (20) : 2417 - 2423
  • [52] Common polygenic variation contributes to risk of schizophrenia and bipolar disorder
    Purcell, Shaun M.
    Wray, Naomi R.
    Stone, Jennifer L.
    Visscher, Peter M.
    O'Donovan, Michael C.
    Sullivan, Patrick F.
    Sklar, Pamela
    Ruderfer, Douglas M.
    McQuillin, Andrew
    Morris, Derek W.
    O'Dushlaine, Colm T.
    Corvin, Aiden
    Holmans, Peter A.
    Macgregor, Stuart
    Gurling, Hugh
    Blackwood, Douglas H. R.
    Craddock, Nick J.
    Gill, Michael
    Hultman, Christina M.
    Kirov, George K.
    Lichtenstein, Paul
    Muir, Walter J.
    Owen, Michael J.
    Pato, Carlos N.
    Scolnick, Edward M.
    St Clair, David
    Williams, Nigel M.
    Georgieva, Lyudmila
    Nikolov, Ivan
    Norton, N.
    Williams, H.
    Toncheva, Draga
    Milanova, Vihra
    Thelander, Emma F.
    Sullivan, Patrick
    Kenny, Elaine
    Quinn, Emma M.
    Choudhury, Khalid
    Datta, Susmita
    Pimm, Jonathan
    Thirumalai, Srinivasa
    Puri, Vinay
    Krasucki, Robert
    Lawrence, Jacob
    Quested, Digby
    Bass, Nicholas
    Crombie, Caroline
    Fraser, Gillian
    Kuan, Soh Leh
    Walker, Nicholas
    [J]. NATURE, 2009, 460 (7256) : 748 - 752
  • [53] A rare penetrant mutation in CFH confers high risk of age-related macular degeneration
    Raychaudhuri, Soumya
    Iartchouk, Oleg
    Chin, Kimberly
    Tan, Perciliz L.
    Tai, Albert K.
    Ripke, Stephan
    Gowrisankar, Sivakumar
    Vemuri, Soumya
    Montgomery, Kate
    Yu, Yi
    Reynolds, Robyn
    Zack, Donald J.
    Campochiaro, Betsy
    Campochiaro, Peter
    Katsanis, Nicholas
    Daly, Mark J.
    Seddon, Johanna M.
    [J]. NATURE GENETICS, 2011, 43 (12) : 1232 - U91
  • [54] On the allelic spectrum of human disease
    Reich, DE
    Lander, ES
    [J]. TRENDS IN GENETICS, 2001, 17 (09) : 502 - 510
  • [55] RISCH N, 1990, AM J HUM GENET, V46, P229
  • [56] Deep resequencing of GWAS loci identifies independent rare variants associated with inflammatory bowel disease
    Rivas, Manuel A.
    Beaudoin, Melissa
    Gardet, Agnes
    Stevens, Christine
    Sharma, Yashoda
    Zhang, Clarence K.
    Boucher, Gabrielle
    Ripke, Stephan
    Ellinghaus, David
    Burtt, Noel
    Fennell, Tim
    Kirby, Andrew
    Latiano, Anna
    Goyette, Philippe
    Green, Todd
    Halfvarson, Jonas
    Haritunians, Talin
    Korn, Joshua M.
    Kuruvilla, Finny
    Lagace, Caroline
    Neale, Benjamin
    Lo, Ken Sin
    Schumm, Phil
    Torkvist, Leif
    Dubinsky, Marla C.
    Brant, Steven R.
    Silverberg, Mark S.
    Duerr, Richard H.
    Altshuler, David
    Gabriel, Stacey
    Lettre, Guillaume
    Franke, Andre
    D'Amato, Mauro
    McGovern, Dermot P. B.
    Cho, Judy H.
    Rioux, John D.
    Xavier, Ramnik J.
    Daly, Mark J.
    [J]. NATURE GENETICS, 2011, 43 (11) : 1066 - U50
  • [57] Population-based resequencing of ANGPTL4 uncovers variations that reduce triglycerides and increase HDL
    Romeo, Stefano
    Pennacchio, Len A.
    Fu, Yunxin
    Boerwinkle, Eric
    Tybjaerg-Hansen, Anne
    Hobbs, Helen H.
    Cohen, Jonathan C.
    [J]. NATURE GENETICS, 2007, 39 (04) : 513 - 516
  • [58] Calibrating a coalescent simulation of human genome sequence variation
    Schaffner, SF
    Foo, C
    Gabriel, S
    Reich, D
    Daly, MJ
    Altshuler, D
    [J]. GENOME RESEARCH, 2005, 15 (11) : 1576 - 1583
  • [59] Silventoinen K, 2003, TWIN RES, V6, P399, DOI 10.1375/twin.6.5.399
  • [60] Bayesian inference analyses of the polygenic architecture of rheumatoid arthritis
    Stahl, Eli A.
    Wegmann, Daniel
    Trynka, Gosia
    Gutierrez-Achury, Javier
    Do, Ron
    Voight, Benjamin F.
    Kraft, Peter
    Chen, Robert
    Kallberg, Henrik J.
    Kurreeman, Fina A. S.
    Kathiresan, Sekar
    Wijmenga, Cisca
    Gregersen, Peter K.
    Alfredsson, Lars
    Siminovitch, Katherine A.
    Worthington, Jane
    de Bakker, Paul I. W.
    Raychaudhuri, Soumya
    Plenge, Robert M.
    [J]. NATURE GENETICS, 2012, 44 (05) : 483 - +