AssocTests: An R Package for Genetic Association Studies

被引:21
作者
Wang, Lin [1 ]
Zhang, Wei [2 ]
Li, Qizhai [2 ,3 ]
机构
[1] Capital Univ Econ & Business, Sch Stat, 121 Zhangjialukou, Beijing 100070, Peoples R China
[2] Chinese Acad Sci, Acad Math & Syst Sci, LSC, 55 Zhongguancun East Rd, Beijing 100190, Peoples R China
[3] Univ Chinese Acad Sci, Sch Math Sci, Beijing 100049, Peoples R China
基金
美国国家卫生研究院; 美国国家科学基金会; 北京市自然科学基金;
关键词
distance regression; genetic association studies; population stratification; Tracy-Widom test; R; GENOME-WIDE ASSOCIATION; DISTANCE-BASED REGRESSION; POPULATION STRATIFICATION; CORRELATED TESTS; P-VALUES; SUBSTRUCTURE; POWER; LOCI;
D O I
10.18637/iss.v04.i05
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The R package AssocTests provides some procedures which are commonly used in genetic association studies. These procedures are population stratification correction through eigenvectors, principal coordinates of clusterings, Tracy-Widom test, distance regression, single-marker test, maximum test based on three Cochran-Armitage trend tests, non-parametric trend test, and non-parametric maximum test. The trait values for these methods should be discrete or continuous. The discrete traits can be coded by 1/0 for cases/controls. The genotype values can be 0, 1, or 2 indicating the number of risk alleles for a biallelic single-nucleotide polymorphism. This article introduces the methods and algorithms implemented in the package. Some examples are provided to illustrate the package's capability.
引用
收藏
页码:1 / 26
页数:26
相关论文
共 51 条
[1]  
Amos Christopher I, 2009, BMC Proc, V3 Suppl 7, pS2
[2]   The Genotype-Tissue Expression (GTEx) pilot analysis: Multitissue gene regulation in humans [J].
Ardlie, Kristin G. ;
DeLuca, David S. ;
Segre, Ayellet V. ;
Sullivan, Timothy J. ;
Young, Taylor R. ;
Gelfand, Ellen T. ;
Trowbridge, Casandra A. ;
Maller, Julian B. ;
Tukiainen, Taru ;
Lek, Monkol ;
Ward, Lucas D. ;
Kheradpour, Pouya ;
Iriarte, Benjamin ;
Meng, Yan ;
Palmer, Cameron D. ;
Esko, Tonu ;
Winckler, Wendy ;
Hirschhorn, Joel N. ;
Kellis, Manolis ;
MacArthur, Daniel G. ;
Getz, Gad ;
Shabalin, Andrey A. ;
Li, Gen ;
Zhou, Yi-Hui ;
Nobel, Andrew B. ;
Rusyn, Ivan ;
Wright, Fred A. ;
Lappalainen, Tuuli ;
Ferreira, Pedro G. ;
Ongen, Halit ;
Rivas, Manuel A. ;
Battle, Alexis ;
Mostafavi, Sara ;
Monlong, Jean ;
Sammeth, Michael ;
Mele, Marta ;
Reverter, Ferran ;
Goldmann, Jakob M. ;
Koller, Daphne ;
Guigo, Roderic ;
McCarthy, Mark I. ;
Dermitzakis, Emmanouil T. ;
Gamazon, Eric R. ;
Im, Hae Kyung ;
Konkashbaev, Anuar ;
Nicolae, Dan L. ;
Cox, Nancy J. ;
Flutre, Timothee ;
Wen, Xiaoquan ;
Stephens, Matthew .
SCIENCE, 2015, 348 (6235) :648-660
[3]  
Aulchenko Y, 2013, GENABEL GENOME WIDE
[4]  
Bejan A, 2005, THESIS
[5]  
Bejan AI, 2008, 1 WORKSH ERCIM WORK
[6]   Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls [J].
Burton, Paul R. ;
Clayton, David G. ;
Cardon, Lon R. ;
Craddock, Nick ;
Deloukas, Panos ;
Duncanson, Audrey ;
Kwiatkowski, Dominic P. ;
McCarthy, Mark I. ;
Ouwehand, Willem H. ;
Samani, Nilesh J. ;
Todd, John A. ;
Donnelly, Peter ;
Barrett, Jeffrey C. ;
Davison, Dan ;
Easton, Doug ;
Evans, David ;
Leung, Hin-Tak ;
Marchini, Jonathan L. ;
Morris, Andrew P. ;
Spencer, Chris C. A. ;
Tobin, Martin D. ;
Attwood, Antony P. ;
Boorman, James P. ;
Cant, Barbara ;
Everson, Ursula ;
Hussey, Judith M. ;
Jolley, Jennifer D. ;
Knight, Alexandra S. ;
Koch, Kerstin ;
Meech, Elizabeth ;
Nutland, Sarah ;
Prowse, Christopher V. ;
Stevens, Helen E. ;
Taylor, Niall C. ;
Walters, Graham R. ;
Walker, Neil M. ;
Watkins, Nicholas A. ;
Winzer, Thilo ;
Jones, Richard W. ;
McArdle, Wendy L. ;
Ring, Susan M. ;
Strachan, David P. ;
Pembrey, Marcus ;
Breen, Gerome ;
St Clair, David ;
Caesar, Sian ;
Gordon-Smith, Katherine ;
Jones, Lisa ;
Fraser, Christine ;
Green, Elain K. .
NATURE, 2007, 447 (7145) :661-678
[7]  
Clayton D, 2008, SNPMATRIX SNPMATRIX
[8]   So many correlated tests, so little time!: Rapid adjustment of P values for multiple correlated tests [J].
Conneely, Karen N. ;
Boehnke, Michael .
AMERICAN JOURNAL OF HUMAN GENETICS, 2007, 81 (06) :1158-1168
[9]  
Cupples L Adrienne, 2009, BMC Proc, V3 Suppl 7, pS1
[10]   Genomic control for association studies [J].
Devlin, B ;
Roeder, K .
BIOMETRICS, 1999, 55 (04) :997-1004