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Genetic evaluation for latent variables derived from factor analysis in broilers

机译:肉鸡因子分析衍生因子分析的遗传评价

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摘要

1. The aim of this study was to investigate the associations between several carcass, performance and meat quality traits in broilers through factor analysis and use the latent variables (i.e. factors) as pseudo-phenotypes in genetic evaluations. 2. Factors were extracted using the principal components method and varimax rotation algorithm. Genetic parameters were estimated via Bayesian inference under a multiple-trait animal model. 3. All factors taken together explained 71% of the original variance of the data. The first factor, denominated as 'weight', was associated with carcass and body weight traits; and the second factor, defined as 'tenderness', represented traits related to water-holding capacity and shear force. The third factor, 'colour', was associated with traits related to meat colour, whereas the fourth, referenced as 'viscera', was related to heart, liver and abdominal fat. 4. The four biological factors presented moderate to high heritability (ranging from 0.35 to 0.75), which may confer genetic gains in this population. 5. In conclusion, it seems possible to reduce the number of traits in the genetic evaluation of broilers using latent variables derived from factor analysis.
机译:本研究的目的是通过因子分析研究肉鸡的几种胴体,性能和肉质性状之间的关联,并使用潜在变量(即因子)作为遗传评估中的伪表型。 2.使用主成分方法和VARIMAX旋转算法提取因子。在多特征动物模型下通过贝叶斯推断估算遗传参数。 3.所有的因素都解释了数据的原始方差的71%。作为“重量”的第一因素与胴体和体重特征有关;和第二个因素定义为“温柔”,代表与水持能力和剪切力相关的特征。第三个因素'颜色',与与肉颜色相关的特征有关,而第四则称为“内脏”,与心脏,肝脏和腹部脂肪有关。 4.四种生物因素呈现中度至高遗传性(范围从0.35〜0.75),这可能会赋予该人群的遗传增益。最后,似乎可以使用因因子分析的潜在变量来减少肉鸡遗传评估中的特征的数量。

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