A New Testing Strategy to Identify Rare Variants with Either Risk or Protective Effect on Disease

被引:113
作者
Ionita-Laza, Iuliana [1 ]
Buxbaum, Joseph D. [2 ]
Laird, Nan M. [3 ]
Lange, Christoph [3 ,4 ,5 ]
机构
[1] Columbia Univ, Dept Biostat, New York, NY 10027 USA
[2] Mt Sinai Sch Med, Dept Psychiat, New York, NY USA
[3] Harvard Univ, Dept Biostat, Boston, MA 02115 USA
[4] Univ Bonn, Inst Genom Math, D-5300 Bonn, Germany
[5] German Ctr Neurodegenerat Dis, Bonn, Germany
来源
PLOS GENETICS | 2011年 / 7卷 / 02期
基金
美国国家科学基金会;
关键词
MISSING HERITABILITY; COLORECTAL ADENOMAS; COMPLEX DISEASES; GENES; SUSCEPTIBILITY; SCHIZOPHRENIA; ASSOCIATION; CONTRIBUTE; TRAITS; GENOME;
D O I
10.1371/journal.pgen.1001289
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Rapid advances in sequencing technologies set the stage for the large-scale medical sequencing efforts to be performed in the near future, with the goal of assessing the importance of rare variants in complex diseases. The discovery of new disease susceptibility genes requires powerful statistical methods for rare variant analysis. The low frequency and the expected large number of such variants pose great difficulties for the analysis of these data. We propose here a robust and powerful testing strategy to study the role rare variants may play in affecting susceptibility to complex traits. The strategy is based on assessing whether rare variants in a genetic region collectively occur at significantly higher frequencies in cases compared with controls (or vice versa). A main feature of the proposed methodology is that, although it is an overall test assessing a possibly large number of rare variants simultaneously, the disease variants can be both protective and risk variants, with moderate decreases in statistical power when both types of variants are present. Using simulations, we show that this approach can be powerful under complex and general disease models, as well as in larger genetic regions where the proportion of disease susceptibility variants may be small. Comparisons with previously published tests on simulated data show that the proposed approach can have better power than the existing methods. An application to a recently published study on Type-1 Diabetes finds rare variants in gene IFIH1 to be protective against Type-1 Diabetes.
引用
收藏
页数:6
相关论文
共 28 条
[1]   Multiple rare variants in NPC1L1 associated with reduced sterol absorption and plasma low-density lipoprotein levels [J].
Cohen, JC ;
Pertsemlidis, A ;
Fahmi, S ;
Esmail, S ;
Vega, GL ;
Grundy, SM ;
Hobbs, HH .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (06) :1810-1815
[2]   Multiple rare Alleles contribute to low plasma levels of HDL cholesterol [J].
Cohen, JC ;
Kiss, RS ;
Pertsemlidis, A ;
Marcel, YL ;
McPherson, R ;
Hobbs, HH .
SCIENCE, 2004, 305 (5685) :869-872
[3]   Rare variant hypothesis for multifactorial inheritance - Susceptibility to colorectal adenomas as a model [J].
Fearnhead, NS ;
Winney, B ;
Bodmer, WF .
CELL CYCLE, 2005, 4 (04) :521-525
[4]   Multiple rare variants in different genes account for multifactorial inherited susceptibility to colorectal adenomas [J].
Fearnhead, NS ;
Wilding, JL ;
Winney, B ;
Tonks, S ;
Bartlett, S ;
Bicknell, DC ;
Tomlinson, IPM ;
Mortensen, NJM ;
Bodmer, WF .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (45) :15992-15997
[5]   15q13.3 microdeletions increase risk of idiopathic generalized epilepsy [J].
Helbig, Ingo ;
Mefford, Heather C. ;
Sharp, Andrew J. ;
Guipponi, Michel ;
Fichera, Marco ;
Franke, Andre ;
Muhle, Hiltrud ;
de Kovel, Carolien ;
Baker, Carl ;
von Spiczak, Sarah ;
Kron, Katherine L. ;
Steinich, Ines ;
Kleefuss-Lie, Ailing A. ;
Leu, Costin ;
Gaus, Verena ;
Schmitz, Bettina ;
Klein, Karl M. ;
Reif, Philipp S. ;
Rosenow, Felix ;
Weber, Yvonne ;
Lerche, Holger ;
Zimprich, Fritz ;
Urak, Lydia ;
Fuchs, Karoline ;
Feucht, Martha ;
Genton, Pierre ;
Thomas, Pierre ;
Visscher, Frank ;
de Haan, Gerrit-Jan ;
Moller, Rikke S. ;
Hjalgrim, Helle ;
Luciano, Daniela ;
Wittig, Michael ;
Nothnagel, Michael ;
Elger, Christian E. ;
Nuernberg, Peter ;
Romano, Corrado ;
Malafosse, Alain ;
Koeleman, Bobby P. C. ;
Lindhout, Dick ;
Stephani, Ulrich ;
Schreiber, Stefan ;
Eichler, Evan E. ;
Sander, Thomas .
NATURE GENETICS, 2009, 41 (02) :160-162
[6]  
Hindorff L., CATALOG PUBLISHED GE
[7]   Rare independent mutations in renal salt handling genes contribute to blood pressure variation [J].
Ji, Weizhen ;
Foo, Jia Nee ;
O'Roak, Brian J. ;
Zhao, Hongyu ;
Larson, Martin G. ;
Simon, David B. ;
Newton-Cheh, Christopher ;
State, Matthew W. ;
Levy, Daniel ;
Lifton, Richard P. .
NATURE GENETICS, 2008, 40 (05) :592-599
[8]   GENETIC DISSECTION OF COMPLEX TRAITS - GUIDELINES FOR INTERPRETING AND REPORTING LINKAGE RESULTS [J].
LANDER, E ;
KRUGLYAK, L .
NATURE GENETICS, 1995, 11 (03) :241-247
[9]   Methods for detecting associations with rare variants for common diseases: Application to analysis of sequence data [J].
Li, Bingshan ;
Leal, Suzanne M. .
AMERICAN JOURNAL OF HUMAN GENETICS, 2008, 83 (03) :311-321
[10]   GENOME:: a rapid coalescent-based whole genome simulator [J].
Liang, Liming ;
Zollner, Sebastian ;
Abecasis, Goncalo R. .
BIOINFORMATICS, 2007, 23 (12) :1565-1567