Linkage disequilibrium interval mapping of quantitative trait loci

被引:7
|
作者
Boitard, Simon
Abdallah, Jihad
de Rochambeau, Hubert
Cierco-Ayrolles, Christine
Mangin, Brigitte
机构
[1] INRA, Unite Biometrie & Intelligence Artificielle, F-31326 Castanet Tolosan, France
[2] Univ Toulouse 3, Lab Stat & Probabil, F-31400 Toulouse, France
[3] INRA, Lab Genet Cellulaire, F-31326 Castanet Tolosan, France
[4] INRA, Stn Ameliorat Genet Anim, F-31326 Castanet Tolosan, France
关键词
D O I
10.1186/1471-2164-7-54
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: For many years gene mapping studies have been performed through linkage analyses based on pedigree data. Recently, linkage disequilibrium methods based on unrelated individuals have been advocated as powerful tools to refine estimates of gene location. Many strategies have been proposed to deal with simply inherited disease traits. However, locating quantitative trait loci is statistically more challenging and considerable research is needed to provide robust and computationally efficient methods. Results: Under a three-locus Wright-Fisher model, we derived approximate expressions for the expected haplotype frequencies in a population. We considered haplotypes comprising one trait locus and two flanking markers. Using these theoretical expressions, we built a likelihood-maximization method, called HAPim, for estimating the location of a quantitative trait locus. For each postulated position, the method only requires information from the two flanking markers. Over a wide range of simulation scenarios it was found to be more accurate than a two-marker composite likelihood method. It also performed as well as identity by descent methods, whilst being valuable in a wider range of populations. Conclusion: Our method makes efficient use of marker information, and can be valuable for fine mapping purposes. Its performance is increased if multiallelic markers are available. Several improvements can be developed to account for more complex evolution scenarios or provide robust confidence intervals for the location estimates.
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页数:14
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