Method for using complete and incomplete trios to identify genes related to a quantitative trait

被引:40
作者
Kistner, EO [1 ]
Weinberg, CR [1 ]
机构
[1] NIEHS, Biostat Branch, Res Triangle Pk, NC 27709 USA
关键词
linkage disequilibrium; association; polytomous logistic; missing parents; population admixture; TDT;
D O I
10.1002/gepi.20001
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
A number of tests for linkage and association with qualitative traits have been developed, with the most well-known being the transmission/disequilibrium test (TDT). For quantitative traits, varying extensions of the TDT have been suggested. The quantitative trait approach we propose is based on extending the log-linear model for case-parent trio data (Weinberg et al. [1998] Am. J. Hum. Genet. 62:969-978). Like the log-linear approach for qualitative traits, our proposed polytomous logistic approach for quantitative traits allows for population admixture by conditioning on parental genotypes. Compared to other methods, simulations demonstrate good power and robustness of the proposed test under various scenarios of the genotype effect, distribution of the quantitative trait, and population stratification. In addition, missing parental genotype data can be accommodated through an expectation-maximization (EM) algorithm approach. The EM approach allows recovery of most of the lost power due to incomplete trios. Published 2004 Wiley-Liss, Inc.
引用
收藏
页码:33 / 42
页数:10
相关论文
共 15 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]   MAXIMUM LIKELIHOOD FROM INCOMPLETE DATA VIA EM ALGORITHM [J].
DEMPSTER, AP ;
LAIRD, NM ;
RUBIN, DB .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1977, 39 (01) :1-38
[4]  
Laird NM, 2000, GENET EPIDEMIOL, V19, pS36, DOI 10.1002/1098-2272(2000)19:1+<::AID-GEPI6>3.3.CO
[5]  
2-D
[6]  
Little R.J., 1987, Statistical Analysis With Missing Data
[7]   Removing the sampling restrictions from family-based tests of association for a quantitative-trait locus [J].
Monks, SA ;
Kaplan, NL .
AMERICAN JOURNAL OF HUMAN GENETICS, 2000, 66 (02) :576-592
[8]   A transmission disequilibrium test for quantitative trait loci [J].
Rabinowitz, D .
HUMAN HEREDITY, 1997, 47 (06) :342-350
[9]  
*SAS I, 2001, SAS
[10]  
SCHAID DJ, 1993, AM J HUM GENET, V53, P1114