Testing for an Unusual Distribution of Rare Variants

被引:432
作者
Neale, Benjamin M. [1 ,2 ]
Rivas, Manuel A. [1 ,2 ]
Voight, Benjamin F. [1 ,2 ]
Altshuler, David [2 ,3 ,4 ]
Devlin, Bernie [5 ]
Orho-Melander, Marju [6 ]
Kathiresan, Sekar [1 ,2 ,7 ,8 ]
Purcell, Shaun M. [2 ,9 ]
Roeder, Kathryn [10 ]
Daly, Mark J. [1 ,2 ]
机构
[1] Massachusetts Gen Hosp, Ctr Human Genet Res, Boston, MA 02114 USA
[2] Broad Inst Harvard & MIT, Cambridge, MA USA
[3] Harvard Univ, Sch Med, Dept Genet, Boston, MA USA
[4] Massachusetts Gen Hosp, Dept Mol Biol, Boston, MA 02114 USA
[5] Univ Pittsburgh Sch Med, Dept Psychiat, Pittsburgh, PA USA
[6] Malmo Univ Hosp, Dept Clin Sci Malmo Diabet & Cardiovasc Dis, Genet Epidemiol CRC, Malmo, Sweden
[7] Massachusetts Gen Hosp, Cardiovasc Res Ctr, Boston, MA 02114 USA
[8] Harvard Univ, Sch Med, Dept Med, Boston, MA USA
[9] Massachusetts Gen Hosp, Psychiat & Neurodev Genet Unit, Boston, MA 02114 USA
[10] Carnegie Mellon Univ, Dept Stat, Pittsburgh, PA 15213 USA
来源
PLOS GENETICS | 2011年 / 7卷 / 03期
关键词
AMINO-ACID SUBSTITUTIONS; GENOME-WIDE ASSOCIATION; COMMON DISEASES; PLASMA-LEVELS; CHOLESTEROL; ALLELES; PCSK9; POLYMORPHISMS; MUTATIONS; GENES;
D O I
10.1371/journal.pgen.1001322
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Technological advances make it possible to use high-throughput sequencing as a primary discovery tool of medical genetics, specifically for assaying rare variation. Still this approach faces the analytic challenge that the influence of very rare variants can only be evaluated effectively as a group. A further complication is that any given rare variant could have no effect, could increase risk, or could be protective. We propose here the C-alpha test statistic as a novel approach for testing for the presence of this mixture of effects across a set of rare variants. Unlike existing burden tests, C-alpha, by testing the variance rather than the mean, maintains consistent power when the target set contains both risk and protective variants. Through simulations and analysis of case/control data, we demonstrate good power relative to existing methods that assess the burden of rare variants in individuals.
引用
收藏
页数:8
相关论文
共 29 条
[1]   Mutations and Polymorphisms in the Proprotein Convertase Subtilisin Kexin 9 (PCSK9) Gene in Cholesterol Metabolism and Disease [J].
Abifadel, Marianne ;
Rabes, Jean-Pierre ;
Devillers, Martine ;
Munnich, Arnold ;
Erlich, Daniele ;
Junien, Claudine ;
Varret, Mathilde ;
Boileau, Catherine .
HUMAN MUTATION, 2009, 30 (04) :520-529
[2]   Apolipoprotein B levels, APOB alleles, and risk of ischemic cardiovascular disease in the general population, a review [J].
Benn, Marianne .
ATHEROSCLEROSIS, 2009, 206 (01) :17-30
[3]   A simple correction for multiple comparisons in interval mapping genome scans [J].
Cheverud, JM .
HEREDITY, 2001, 87 (1) :52-58
[4]   Sequence variations in PCSK9, low LDL, and protection against coronary heart disease [J].
Cohen, JC ;
Boerwinkle, E ;
Mosley, TH ;
Hobbs, HH .
NEW ENGLAND JOURNAL OF MEDICINE, 2006, 354 (12) :1264-1272
[5]   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
[6]   Genomic control for association studies [J].
Devlin, B ;
Roeder, K .
BIOMETRICS, 1999, 55 (04) :997-1004
[7]   PMUT:: a web-based tool for the annotation of pathological mutations on proteins [J].
Ferrer-Costa, C ;
Gelpí, JL ;
Zamakola, L ;
Parraga, I ;
de la Cruz, X ;
Orozco, M .
BIOINFORMATICS, 2005, 21 (14) :3176-3178
[8]  
Fisher R. A., 1919, Transactions of the Royal Society of Edinburgh, V52
[9]   Low LDL cholesterol in individuals of African descent resulting from frequent nonsense mutations in PCSK9 [J].
Jonathan, C ;
Pertsemlidis, A ;
Kotowski, IK ;
Graham, R ;
Christine, KG ;
Garcia, CK ;
Hobbs, HH .
NATURE GENETICS, 2005, 37 (02) :161-165
[10]   Polymorphisms associated with cholesterol and risk of cardiovascular events [J].
Kathiresan, Sekar ;
Melander, Olle ;
Anevski, Dragi ;
Guiducci, Candace ;
Burtt, Noel P. ;
Roos, Charlotta ;
Hirschhorn, Joel N. ;
Berglund, Goran ;
Hedblad, Bo ;
Groop, Leif ;
Altshuler, David M. ;
Newton-Cheh, Christopher ;
Orho-Melander, Marju .
NEW ENGLAND JOURNAL OF MEDICINE, 2008, 358 (12) :1240-1249