Genome-wide association study for residual concentrate intake using different approaches in Italian Brown Swiss
Articolo
Data di Pubblicazione:
2021
Citazione:
Genome-wide association study for residual concentrate intake using different approaches in Italian Brown Swiss / Manca, E.; Cesarani, A.; Falchi, L.; Atzori, A. S.; Gaspa, G.; Rossoni, A.; Macciotta, N. P. P.; Dimauro, C.. - In: ITALIAN JOURNAL OF ANIMAL SCIENCE. - ISSN 1828-051X. - 20:1(2021), pp. 1957-1967. [10.1080/1828051X.2021.1963864]
Abstract:
Residual feed intake (RFI) is the most used measure of feed efficiency. However, considering the
importance of concentrates in the ration, a new index, the residual concentrate intake (RCI), was
here defined. RCI aims to measure the individual efficiency in converting the concentrate into
animal products. Brown Swiss young bulls (N¼736) were genotyped at 41,183 loci. Animals
were housed in pens equipped with an automatic feeding system able to recognise the animal
and record the concentrate intake. The diet consisted of concentrate and hay (ad libitum). The
new RCI index was calculated as the residuals of the linear regression of concentrate intake on
metabolic live weight and average daily gain. Animals were ranked according to their corrected
RCI and divided into low (LRCI) and high phenotypes (HRCI). A low heritability (0.06 ± 0.03) was
estimated using only genomics for this new index. Results from multivariate (M-GWAS) and
Bayesian (B-GWAS) approaches were combined to identify SNP associated with RCI. The MGWAS selected 698 SNPs potentially associated, whereas no significant markers were obtained in B-GWAS. Markers in the last approach were ranked according to their posterior inclusion probability and the first 698 were retained. Only SNPs in common between sorted B-GWAS and M-GWAS (N¼11) were considered associated with RCI. A total of 48 candidate genes were retrieved near these SNPs. Most of them were previously reported to be associated with feed efficiency and RFI. The combined use of multivariate and Bayesian techniques allow to identify SNPs associated with the investigated trait.
importance of concentrates in the ration, a new index, the residual concentrate intake (RCI), was
here defined. RCI aims to measure the individual efficiency in converting the concentrate into
animal products. Brown Swiss young bulls (N¼736) were genotyped at 41,183 loci. Animals
were housed in pens equipped with an automatic feeding system able to recognise the animal
and record the concentrate intake. The diet consisted of concentrate and hay (ad libitum). The
new RCI index was calculated as the residuals of the linear regression of concentrate intake on
metabolic live weight and average daily gain. Animals were ranked according to their corrected
RCI and divided into low (LRCI) and high phenotypes (HRCI). A low heritability (0.06 ± 0.03) was
estimated using only genomics for this new index. Results from multivariate (M-GWAS) and
Bayesian (B-GWAS) approaches were combined to identify SNP associated with RCI. The MGWAS selected 698 SNPs potentially associated, whereas no significant markers were obtained in B-GWAS. Markers in the last approach were ranked according to their posterior inclusion probability and the first 698 were retained. Only SNPs in common between sorted B-GWAS and M-GWAS (N¼11) were considered associated with RCI. A total of 48 candidate genes were retrieved near these SNPs. Most of them were previously reported to be associated with feed efficiency and RFI. The combined use of multivariate and Bayesian techniques allow to identify SNPs associated with the investigated trait.
Tipologia CRIS:
1.1 Articolo in rivista
Keywords:
Feed efficiency; feed conversion; multivariate GWAS
Elenco autori:
Manca, E.; Cesarani, A.; Falchi, L.; Atzori, A. S.; Gaspa, G.; Rossoni, A.; Macciotta, N. P. P.; Dimauro, C.
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