4.5 Article

Genomic investigation of milk production in Italian buffalo

期刊

ITALIAN JOURNAL OF ANIMAL SCIENCE
卷 20, 期 1, 页码 539-547

出版社

TAYLOR & FRANCIS LTD
DOI: 10.1080/1828051X.2021.1902404

关键词

Validation; single-step; LR method

向作者/读者索取更多资源

This study aimed to test the feasibility of genomic selection in the Italian Mediterranean water buffalo, analyzing genotyped animals and milk production records. Including genotypes of females can improve breeding values accuracy in the Italian buffalo.
The aim of this study was to test the feasibility of genomic selection in the Italian Mediterranean water buffalo, which is farmed mainly in the south Italy for milk, and mozzarella, production. A total of 498 animals were genotyped at 49,164 loci. Test day records (80,417) of milk (MY), fat (FY) and protein (PY) yields from 4127 cows, born between 1975 and 2009, were analysed in a three-trait model. Cows born in 2008 and 2009 with phenotypes and genotypes were selected as validation animals (n = 50). Variance components (VC) were estimated with BLUP and ssGBLUP. Heritabilities for BLUP were 0.25 +/- 0.02 (MY), 0.16 +/- 0.01 (FY) and 0.25 +/- 0.01 (PY). Breeding values were computed using BLUP and ssGBLUP, using VC estimated from BLUP. ssGBLUP was applied in five scenarios, each with a different number of genotypes available: (A) bulls (35); (B) validation cows (50); (C) bulls and validation cows (85); (D) all genotyped cows (463); (E) all genotypes (498). Model validation was performed using the LR method: correlation, accuracy, dispersion, and bias statistics were calculated. Average correlations were 0.71 +/- 0.02 and 0.82 +/- 0.01 for BLUP and ssGBLUP-E, respectively. Accuracies were also higher in ssGBLUP-E (0.75 +/- 0.03) compared to BLUP (0.57 +/- 0.03). The best dispersions (i.e. closer to 1) were found for ssGBLUP-C. The use of genotypes only for the 35 bulls did not change the validation values compared to BLUP. Results of the present study, even if based on small number of animals, showed that the inclusion of genotypes of females can improve breeding values accuracy in the Italian Buffalo.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.5
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据