Mathematical multi-locus approaches to localizing complex human trait genes

被引:208
作者
Hoh, J [1 ]
Ott, J [1 ]
机构
[1] Rockefeller Univ, Lab Stat Genet, New York, NY 10021 USA
关键词
D O I
10.1038/nrg1155
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Statistical analysis methods for gene mapping originated in counting recombinant and non-recombinant offspring, but have now progressed to sophisticated approaches for the mapping of complex trait genes. Here, we outline new statistical methods that capture the simultaneous effects of multiple gene loci and thereby achieve a more global view of gene action and interaction than is possible by traditional gene-by-gene analysis. We aim to show that the work of statisticians goes far beyond the running of computer programs.
引用
收藏
页码:701 / 709
页数:9
相关论文
共 58 条
[11]   Loci on chromosomes 2 (NIDDM1) and 15 interact to increase susceptibility to diabetes in Mexican Americans [J].
Cox, NJ ;
Frigge, M ;
Nicolae, DL ;
Concannon, P ;
Hanis, CL ;
Bell, GI ;
Kong, A .
NATURE GENETICS, 1999, 21 (02) :213-215
[12]  
Crama Y., 1988, Annals of Operations Research, V16, P299, DOI 10.1007/BF02283750
[13]   GENETIC-MARKER ASSOCIATIONS WITH PROLIFERATIVE RETINOPATHY IN PERSONS DIAGNOSED WITH DIABETES BEFORE 30-YR OF AGE [J].
CRUICKSHANKS, KJ ;
VADHEIM, CM ;
MOSS, SE ;
ROTH, MP ;
RILEY, WJ ;
MACLAREN, NK ;
LANGFIELD, D ;
SPARKES, RS ;
KLEIN, R ;
ROTTER, JI .
DIABETES, 1992, 41 (07) :879-885
[14]   A perspective on epistasis: Limits of models displaying no main effect [J].
Culverhouse, R ;
Suarez, BK ;
Lin, J ;
Reich, T .
AMERICAN JOURNAL OF HUMAN GENETICS, 2002, 70 (02) :461-471
[15]   Applying data mining techniques to the mapping of complex disease genes [J].
Czika, WA ;
Weir, BS ;
Edwards, SR ;
Thompson, RW ;
Nielsen, DM ;
Brocklebank, JC ;
Zinkus, C ;
Martin, ER ;
Hobler, KE .
GENETIC EPIDEMIOLOGY, 2001, 21 :S435-S440
[16]   COMPUTER-INTENSIVE METHODS IN STATISTICS [J].
DIACONIS, P ;
EFRON, B .
SCIENTIFIC AMERICAN, 1983, 248 (05) :116-&
[17]   Mapping and analysis of quantitative trait loci in experimental populations [J].
Doerge, RW .
NATURE REVIEWS GENETICS, 2002, 3 (01) :43-52
[18]  
DUPUIS J, 1995, GENETICS, V140, P843
[19]   GENERAL MODEL FOR GENETIC ANALYSIS OF PEDIGREE DATA [J].
ELSTON, RC ;
STEWART, J .
HUMAN HEREDITY, 1971, 21 (06) :523-&
[20]  
Fan RZ, 2001, ADV APPL STAT, V1, P277