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检测自然种群中多态性标记位点与性状位点之间的连锁不平衡。

Detecting linkage disequilibrium between a polymorphic marker locus and a trait locus in natural populations.

作者信息

Luo Z W

机构信息

Institute of Genetics, Fudan University, Shanghai, China.

出版信息

Heredity (Edinb). 1998 Feb;80 ( Pt 2):198-208. doi: 10.1046/j.1365-2540.1998.00275.x.

Abstract

A novel statistical model was developed to test for linkage disequilibrium between a polymorphic genetic marker locus and a locus underlying a quantitative trait (QTL) in natural populations using principles of analysis of variance of unbalanced data and analysis of regression involving data of non-normal distribution. Powers of these statistical tests are formulated as functions of census population size, allelic frequencies at the marker locus and the trait locus, additive and dominance effects at the QTL as well as the coefficient of linkage disequilibrium. Theoretical predictions of the power are validated by extensive Monte Carlo simulations. Among all these factors examined, the amount of the disequilibrium and the size of effect of the QTL are of most importance in determining the power, and the dominance and the allele frequencies at the two loci have substantial effects on the power. Numerical analyses based upon the theoretical calculations and simulation studies favour use of regression of the number of marker alleles on the trait phenotypes as a measure of detection of linkage disequilibrium. Theoretical analysis is also performed to investigate robustness of the formula for predicting the variance of the regression coefficient, which requires normality of the regression variables, whereas normality may not be strictly warranted.

摘要

利用不平衡数据的方差分析原理和涉及非正态分布数据的回归分析,开发了一种新的统计模型,用于检验自然种群中多态遗传标记位点与数量性状(QTL)潜在位点之间的连锁不平衡。这些统计检验的功效被表述为普查种群大小、标记位点和性状位点的等位基因频率、QTL的加性和显性效应以及连锁不平衡系数的函数。通过广泛的蒙特卡罗模拟验证了功效的理论预测。在所有这些考察因素中,不平衡量和QTL的效应大小在决定功效方面最为重要,而显性和两个位点的等位基因频率对功效有实质性影响。基于理论计算和模拟研究的数值分析支持使用标记等位基因数对性状表型的回归作为检测连锁不平衡的一种方法。还进行了理论分析,以研究预测回归系数方差公式的稳健性,该公式要求回归变量呈正态分布,而正态性可能并不严格成立。

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