An algorithm for haplotype analysis

被引:17
作者
Lin, SL [1 ]
Speed, TP [1 ]
机构
[1] UNIV CALIF BERKELEY, DEPT STAT, BERKELEY, CA 94720 USA
关键词
conditional distribution; haplotype configuration; Markov chain; Monte Carlo;
D O I
10.1089/cmb.1997.4.535
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
This paper proposes an algorithm for haplotype analysis based on a Monte Carlo method. Haplotype configurations are generated according to the distribution of joint haplotypes of individuals in a pedigree given their phenotype data, via a Markov chain Monte Carlo algorithm, The haplotype configuration which maximizes this conditional probability distribution can thus be estimated, In addition, the set of haplotype configurations with relatively high probabilities can also be estimated as possible alternatives to the most probable one, This flexibility enables geneticists to choose the haplotype configurations which are most reasonable to them, allowing them to include their knowledge of the data under analysis.
引用
收藏
页码:535 / 546
页数:12
相关论文
共 18 条
[1]   PROGRAM DESCRIPTION - CENTER-DETUDE-DU-POLYMORPHISME-HUMAIN (CEPH) - COLLABORATIVE GENETIC-MAPPING OF THE HUMAN GENOME [J].
DAUSSET, J ;
CANN, H ;
COHEN, D ;
LATHROP, M ;
LALOUEL, JM ;
WHITE, R .
GENOMICS, 1990, 6 (03) :575-577
[2]  
Gelman A., 1992, Stat. Sci., V7, P457, DOI DOI 10.1214/SS/1177011136
[3]   STOCHASTIC RELAXATION, GIBBS DISTRIBUTIONS, AND THE BAYESIAN RESTORATION OF IMAGES [J].
GEMAN, S ;
GEMAN, D .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (06) :721-741
[4]  
Geyer CJ, 1992, STAT SCI, V7, P473, DOI [10.1214/ss/1177011137, DOI 10.1214/SS/1177011137]
[5]  
GREEN P, 1990, UNPUB DOCUMENTATION
[6]   CHROMLOOK - AN INTERACTIVE PROGRAM FOR ERROR-DETECTION AND MAPPING IN REFERENCE LINKAGE DATA [J].
HAINES, JL .
GENOMICS, 1992, 14 (02) :517-519
[7]  
HASTINGS WK, 1970, BIOMETRIKA, V57, P97, DOI 10.1093/biomet/57.1.97
[8]   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
[9]   GENERAL PROGRAM FOR ESTIMATION OF HAPLOTYPE FREQUENCIES FROM POPULATION DIPLOID DATA [J].
LARSEN, SO .
COMPUTER PROGRAMS IN BIOMEDICINE, 1979, 10 (01) :48-54
[10]  
LIN S, 1996, BIOMETRICS, V52, P299