Conditional probability methods for haplotyping in pedigrees

被引:19
作者
Gao, GM
Hoeschele, I
Sorensen, P
Du, FX
机构
[1] Virginia Tech, Dept Stat, Blacksburg, VA 24061 USA
[2] Danish Inst Agr Sci, Dept Anim Breeding & Genet, DK-8830 Tjele, Denmark
[3] Monsanto Co, Chesterfield, MO 63198 USA
关键词
D O I
10.1534/genetics.103.021055
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Efficient haplotyping in pedigrees is important for the fine mapping of quantitative trait locus (QTL) or complex disease genes. To reconstruct haplotypes efficiently for a large pedigree with a large number of linked loci, two algorithms based on conditional probabilities and likelihood computations are presented. The first algorithm (the conditional probability method) produces a single, approximately optimal haplotype configuration, with computing time increasing linearly in the number of linked loci and the pedigree size. The other algorithm (the conditional enumeration method) identifies a set of haplotype configurations with high probabilities conditional on the observed genotype data for a pedigree. Its computing time increases less than exponentially with the size of a Subset of the set of person-loci with unordered genotypes and linearly with its complement. The size of the subset is controlled by a threshold parameter. The set of identified haplotype configurations can be used to estimate the identity-by-descent (IBD) matrix at a map position for a pedigree. The algorithms have been tested on published and simulated data sets. The new haplotyping methods are much faster and provide more information than several existing stochastic and rule-based methods. The accuracies of the new methods are equivalent to or better than those of these existing methods.
引用
收藏
页码:2055 / 2065
页数:11
相关论文
共 15 条
[1]   Merlin-rapid analysis of dense genetic maps using sparse gene flow trees [J].
Abecasis, GR ;
Cherny, SS ;
Cookson, WO ;
Cardon, LR .
NATURE GENETICS, 2002, 30 (01) :97-101
[2]  
HOESCHELE I, 2001, HDB STAT GENETICS, P599
[3]   CONSTRUCTION OF MULTILOCUS GENETIC-LINKAGE MAPS IN HUMANS [J].
LANDER, ES ;
GREEN, P .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1987, 84 (08) :2363-2367
[4]   An algorithm for haplotype analysis [J].
Lin, SL ;
Speed, TP .
JOURNAL OF COMPUTATIONAL BIOLOGY, 1997, 4 (04) :535-546
[5]  
O'Connell JR, 2000, GENET EPIDEMIOL, V19, pS64, DOI 10.1002/1098-2272(2000)19:1+<::AID-GEPI10>3.0.CO
[6]  
2-G
[7]  
OEHLMANN R, 1993, AM J HUM GENET, V53, P1250
[8]  
Pong-Wong R, 2001, GENET SEL EVOL, V33, P453, DOI 10.1051/gse:2001127
[9]   Minimum-recombinant haplotyping in pedigrees [J].
Qian, DJ ;
Beckmann, L .
AMERICAN JOURNAL OF HUMAN GENETICS, 2002, 70 (06) :1434-1445
[10]  
Sobel E, 1996, AM J HUM GENET, V58, P1323