A novel Markov chain monte carlo approach for constructing accurate meiotic maps.

Abstract:

:Mapping markers from linkage data continues to be a task performed in many genetic epidemiological studies. Data collected in a study may be used to refine published map estimates and a study may use markers that do not appear in any published map. Furthermore, inaccuracies in meiotic maps can seriously bias linkage findings. To make best use of the available marker information, multilocus linkage analyses are performed. However, two computational issues greatly limit the number of markers currently mapped jointly; the number of candidate marker orders increases exponentially with marker number and computing exact multilocus likelihoods on general pedigrees is computationally demanding. In this article, a new Markov chain Monte Carlo (MCMC) approach that solves both these computational problems is presented. The MCMC approach allows many markers to be mapped jointly, using data observed on general pedigrees with unobserved individuals. The performance of the new mapping procedure is demonstrated through the analysis of simulated and real data. The MCMC procedure performs extremely well, even when there are millions of candidate orders, and gives results superior to those of CRI-MAP.

journal_name

Genetics

journal_title

Genetics

authors

George AW

doi

10.1534/genetics.105.042705

keywords:

subject

Has Abstract

pub_date

2005-10-01 00:00:00

pages

791-801

issue

2

eissn

0016-6731

issn

1943-2631

pii

genetics.105.042705

journal_volume

171

pub_type

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