Accuracy of genomic selection predictions for hip height in Brahman cattle using different relationship matrices

Authors

  • Michel Marques Farah Universidade Estadual Paulista (Unesp), Faculdade de Ciências Agrárias e Veterinárias, Campus Jaboticabal, Via de Acesso Prof. Paulo Donato Castellane, s/no, CEP 14884-900 Jaboticabal, SP.
  • Marina Rufino Salinas Fortes The University of Queensland, School of Chemistry and Molecular Biosciences, Brisbane, QLD 4072, Australia.
  • Matthew Kelly Australian Agricultural Company, Corporate Office, GPO Box 587, Brisbane, QLD 4001, Australia.
  • Laercio Ribeiro Porto-Neto Commonwealth Scientific and Industrial Research Organisation, Queensland Bioscience Precinct, St Lucia Reception, 306 Carmody Road, St Lucia, QLD 4067, Australia.
  • Camila Tangari Meira Universidade Estadual Paulista (Unesp), Faculdade de Ciências Agrárias e Veterinárias, Campus Jaboticabal, Via de Acesso Prof. Paulo Donato Castellane, s/no, CEP 14884-900 Jaboticabal, SP.
  • Luis Orlando Duitama Carreño Universidade Estadual Paulista (Unesp), Faculdade de Ciências Agrárias e Veterinárias, Campus Jaboticabal, Via de Acesso Prof. Paulo Donato Castellane, s/no, CEP 14884-900 Jaboticabal, SP.
  • Ricardo da Fonseca Universidade Estadual Paulista (Unesp), Faculdade de Ciências Agrárias e Tecnológicas, Rodovia Comandante João Ribeiro de Barros, SP 294, Km 651, Bairro das Antas, CEP 17900-000 Dracena, SP.
  • Stephen Stewart Moore The University of Queensland, Queensland Alliance for Agriculture and Food Innovation, Centre for Animal Science, Queensland Bioscience Precint, Building #80, 306 Carmody Road, St Lucia, QLD 4069, Australia.

DOI:

https://doi.org/10.1590/S1678-3921.pab2018.v53.25432

Keywords:

Bos indicus, beef cattle, genomics, rare alleles

Abstract

The objective of this work was to evaluate the effects of genomic information on the genetic evaluation of hip height in Brahman cattle using different matrices built from genomic and pedigree data. Hip height measurements from 1,695 animals, genotyped with high-density SNP chip or imputed from 50 K high-density SNP chip, were used. The numerator relationship matrix (NRM) was compared with the H matrix, which incorporated the NRM and genomic relationship (G) matrix simultaneously. The genotypes were used to estimate three versions of G: observed allele frequency (HGOF), average minor allele frequency (HGMF), and frequency of 0.5 for all markers (HG50). For matrix comparisons, animal data were either used in full or divided into calibration (80% older animals) and validation (20% younger animals) datasets. The accuracy values for the NRM, HGOF, and HG50 were 0.776, 0.813, and 0.594, respectively. The NRM and HGOF showed similar minor variances for diagonal and off-diagonal elements, as well as for estimated breeding values. The use of genomic information resulted in relationship estimates similar to those obtained based on pedigree; however, HGOF is the best option for estimating the genomic relationship matrix and results in a higher prediction accuracy. The ranking of the top 20% animals was very similar for all matrices, but the ranking within them varies depending on the method used.

Author Biographies

Michel Marques Farah, Universidade Estadual Paulista (Unesp), Faculdade de Ciências Agrárias e Veterinárias, Campus Jaboticabal, Via de Acesso Prof. Paulo Donato Castellane, s/no, CEP 14884-900 Jaboticabal, SP.

Camila Tangari Meira, Universidade Estadual Paulista (Unesp), Faculdade de Ciências Agrárias e Veterinárias, Campus Jaboticabal, Via de Acesso Prof. Paulo Donato Castellane, s/no, CEP 14884-900 Jaboticabal, SP.

Luis Orlando Duitama Carreño, Universidade Estadual Paulista (Unesp), Faculdade de Ciências Agrárias e Veterinárias, Campus Jaboticabal, Via de Acesso Prof. Paulo Donato Castellane, s/no, CEP 14884-900 Jaboticabal, SP.

Ricardo da Fonseca, Universidade Estadual Paulista (Unesp), Faculdade de Ciências Agrárias e Tecnológicas, Rodovia Comandante João Ribeiro de Barros, SP 294, Km 651, Bairro das Antas, CEP 17900-000 Dracena, SP.

Published

2018-08-23

How to Cite

Farah, M. M., Fortes, M. R. S., Kelly, M., Porto-Neto, L. R., Meira, C. T., Duitama Carreño, L. O., … Moore, S. S. (2018). Accuracy of genomic selection predictions for hip height in Brahman cattle using different relationship matrices. Pesquisa Agropecuaria Brasileira, 53(6), 717–726. https://doi.org/10.1590/S1678-3921.pab2018.v53.25432

Issue

Section

GENETICS