Bayesian analyses of multiple epistatic QTL models for body weight and body composition in mice.

Nengjun Yi, Denise K Zinniel, Kyoungmi Kim, Eugene J Eisen, Alfred Bartolucci, David B Allison, Daniel Pomp
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引用次数: 37

Abstract

To comprehensively investigate the genetic architecture of growth and obesity, we performed Bayesian analyses of multiple epistatic quantitative trait locus (QTL) models for body weights at five ages (12 days, 3, 6, 9 and 12 weeks) and body composition traits (weights of two fat pads and five organs) in mice produced from a cross of the F1 between M16i (selected for rapid growth rate) and CAST/Ei (wild-derived strain of small and lean mice) back to M16i. Bayesian model selection revealed a temporally regulated network of multiple QTL for body weight, involving both strong main effects and epistatic effects. No QTL had strong support for both early and late growth, although overlapping combinations of main and epistatic effects were observed at adjacent ages. Most main effects and epistatic interactions had an opposite effect on early and late growth. The contribution of epistasis was more pronounced for body weights at older ages. Body composition traits were also influenced by an interacting network of multiple QTLs. Several main and epistatic effects were shared by the body composition and body weight traits, suggesting that pleiotropy plays an important role in growth and obesity.

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小鼠体重和体组成的多个上位QTL模型的贝叶斯分析。
为了全面研究生长和肥胖的遗传结构,我们对M16i(因生长速度快而被选择)和CAST/Ei(小瘦小鼠野生品系)的F1杂交产生的5龄小鼠(12日龄、3周、6周、9周和12周)的体重和体成分性状(两个脂肪层和五个器官的重量)的多个epistatic数量性状位点(QTL)模型进行了贝叶斯分析。贝叶斯模型选择揭示了体重多QTL的时间调控网络,涉及强烈的主效应和上位效应。虽然在相邻年龄观察到主效和上位效的重叠组合,但没有QTL对早、晚生长都有强有力的支持。大多数主效应和上位交互作用对早、晚生长的影响相反。上位性的贡献在老年体重中更为明显。体组成性状也受到多个qtl相互作用网络的影响。身体组成和体重性状共有几个主要和次要的影响,表明多效性在生长和肥胖中起重要作用。
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