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Theoretical basis for genetic linkage analysis in autotetraploid species

机译:四倍体物种遗传连锁分析的理论基础

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Linkage analysis in autotetraploid species has been an historical challenge in quantitative genetics theory and is a stumbling block that urgently needs to be removed in the rapidly emerging genome research on this species, such as cultivated potato. This article presents theory of a full model of tetrasomic linkage and develops a statistical framework for the linkage analysis. The model considers both double reduction and recombination, the most essential features of tetrasomic inheritance with linked loci, whereas the statistical method takes appropriate account of the major complexities in analyzing both dominant and codominant molecular marker data during map reconstruction in tetraploid species. These complexities include the problems arising from multiple dosage of allelic inheritance, the null allele, allelic segregation distortion, mixed bivalent and quadrivalent pairing in meiosis, and incomplete information of marker phenotype data. The theoretical analysis established the relationship between the coefficients of double reduction at linked loci, which is essential in the present tetrasomic linkage analysis and in assessing the impact of double reduction on the evolution of tetraploid populations. The statistical method, based on the combination of theoretical analysis and a computer-based algorithm, provided analytical tools for predicting the maximum-likelihood estimates of the model parameters. A simulation study showed the feasibility of a practical implementation of the method, detailed the procedure of the analysis, validated the power and reliability in the parameter estimation, and compared the present method with those proposed in the current literature.
机译:四倍体物种的连锁分析一直是定量遗传学理论的历史性挑战,并且是在该物种的快速新兴基因组研究中迫切需要删除的绊脚石,例如栽培马铃薯。本文介绍了四体链接完整模型的理论,并开发了用于链接分析的统计框架。该模型考虑了双重还原和重组,这是具有连锁基因座的四体遗传的最基本特征,而统计方法则适当地考虑了在四倍体物种的地图重建过程中分析显性和共性分子标记数据时的主要复杂性。这些复杂性包括由于多重剂量的等位基因遗传,无效的等位基因,等位基因分离畸变,减数分裂中混合的二价和四价配对以及标记表型数据信息不完整而引起的问题。理论分析建立了在连锁基因座处的双重还原系数之间的关系,这在当前的四体连锁分析中以及在评估双重还原对四倍体种群进化的影响中至关重要。基于理论分析和基于计算机的算法相结合的统计方法,提供了用于预测模型参数的最大似然估计的分析工具。仿真研究表明了该方法的实际实现的可行性,详细了分析过程,验证了参数估计的能力和可靠性,并将本方法与现有文献中提出的方法进行了比较。

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