A Bayesian approach to the transmission/disequilibrium test for binary traits

被引:6
作者
George, V
Laud, PW
机构
[1] Univ Alabama, Dept Biostat, Birmingham, AL 35294 USA
[2] Med Coll Wisconsin, Div Biostat, Milwaukee, WI 53226 USA
关键词
association; Bayes factor; credible interval; likelihood; linkage; Markov chain Monte Carlo method;
D O I
10.1002/gepi.1042
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
The transmission/disequilibrium test (TDT) for binary traits is a powerful method for detecting linkage between a marker locus and a trait locus in the presence of allelic association. The TDT uses information on the parent-to-offspring transmission status of the associated allele at the marker locus to assess linkage or association in the presence of the other, using one affected offspring from each set of parents. For testing for linkage in the presence of association, more than one offspring per family can be used. However, without incorporating the correlation structure among offspring, it is not possible to correctly assess the association in the presence of linkage. In this presentation, we propose a Bayesian TDT method as a complementary alternative to the classical approach. In the hypothesis testing setup, given two competing hypotheses, the Bayes factor can be used to weigh the evidence in favor of one of them, thus allowing us to decide between the two hypotheses using established criteria. We compare the proposed Bayesian TDT with a competing frequentist-testing method with respect to power and type I error validity. If we know the mode of inheritance of the disease, then the joint and marginal posterior distributions for the recombination fraction (theta) and disequilibrium coefficient (delta) can be obtained via standard MCMC methods, which lead naturally to Bayesian credible intervals for both parameters. (C) 2002 Wiley-Liss, Inc.
引用
收藏
页码:41 / 51
页数:11
相关论文
共 17 条
[1]   A general test of association for quantitative traits in nuclear families [J].
Abecasis, GR ;
Cardon, LR ;
Cookson, WOC .
AMERICAN JOURNAL OF HUMAN GENETICS, 2000, 66 (01) :279-292
[2]  
Allison DB, 1997, AM J HUM GENET, V60, P676
[3]   Bayesian sequential and fixed sample testing of multihypotheses [J].
Babb, J ;
Rogatko, A ;
Zacks, S .
ASYMPTOTIC METHODS IN PROBABILITY AND STATISTICS: A VOLUME IN HONOUR OF MIKLOS CSORGO, 1998, :801-809
[4]  
Brooks SP, 1998, J ROY STAT SOC D-STA, V47, P69, DOI 10.1111/1467-9884.00117
[5]  
Carlin B. P., 2001, BAYES EMPIRICAL BAYE
[6]   A test of transmission disequilibrium for quantitative traits in pedigree data, by multiple regression [J].
George, V ;
Tiwari, HK ;
Zhu, XF ;
Elston, RC .
AMERICAN JOURNAL OF HUMAN GENETICS, 1999, 65 (01) :236-245
[7]   A discordant-sibship test for disequilibrium and linkage: No need for parental data [J].
Horvath, S ;
Laird, NM .
AMERICAN JOURNAL OF HUMAN GENETICS, 1998, 63 (06) :1886-1897
[8]   Using historical controls to adjust for covariates in trend tests for binary data [J].
Ibrahim, JG ;
Ryan, LM ;
Chen, MH .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1998, 93 (444) :1282-1293
[9]  
Jeffreys H., 1961, The Theory of Probability, V3rd
[10]  
Kadane JB, 1980, BAYESIAN ANAL ECONOM, P89