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Genomic selection and association analysis in simulated data and meat quality of Santa Inês sheep breed

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Author(s):
Simone Fernanda Nedel Pértile
Total Authors: 1
Document type: Doctoral Thesis
Press: Piracicaba.
Institution: Universidade de São Paulo (USP). Escola Superior de Agricultura Luiz de Queiroz (ESALA/BC)
Defense date:
Examining board members:
Gerson Barreto Mourão; Luiz Lehmann Coutinho; Renato Ribeiro de Lima; Luís Fernando Batista Pinto; Fabyano Fonseca e Silva
Advisor: Gerson Barreto Mourão
Abstract

Thousands of genetic markers data have been included in animal breeding programs to allow the selection of animals considering this information and to identify genomic regions associated to traits of economic interest. Simulated data have great importance to the study of new methodologies due to the high cost associated with this technology and data collection. The objectives of this study were to evaluate the efficiency of the ssGBLUP method using genotype and phenotype information, with or without pedigree information, and attributing weights for genetic markers, for selection and genome-wide association considering different coefficients of heritability, the presence of polygenic effect, different numbers of quantitative trait loci and selection pressures. Additionally, meat quality data of Santa Ines sheep breed were compared with the standards for the breed. The population of simulated data was composed by 8.150 individuals and 5.850 genotyped animals. The simulated data was analysed by the ssGBLUP method and by two relationship matrix, with or without pedigree information, and weights for genetic markers were obtained in every iteration. The traits of meat quality evaluated were: rib eye area, fat thickness, color, pH at slaughter and 24 hours after the carcass cooling, cooking losses and shear force. The results of selection and genomic association were better for the traits with the highest heritability coefficients. For traits with the greater selection pressure, more accurate predictions of the genomic breeding values were obtained. There was no difference between the relationship matrix studied to identify the regions associated with traits of interest. For the traits with and without polygenic effect, considering the same heritability coefficient, they did not show differences in genomic selection, but the identification of the QTL was better for traits without polygenic effect. The meat quality data obtained from Santa Ines sheep breed are in accordance with the standards for this breed and different genomic regions associated to the studied characteristics were identified. (AU)

FAPESP's process: 12/21006-4 - Incorporation of genomic information in the study of meat quality in Santa Inês sheep
Grantee:Simone Fernanda Nedel Pertile
Support Opportunities: Scholarships in Brazil - Doctorate