Prediction of genomic breeding values for reproductive traits in Nellore heifers

被引:11
作者
Costa, Raphael Bermal [1 ,2 ]
Irano, Natalia [1 ]
Solar Diaz, Lara Del Pilar [1 ]
Takada, Luciana [1 ]
Hermisdorff, Isis da Costa [2 ]
Carvalheiro, Roberto [1 ]
Baldi, Fernando [1 ]
de Oliveira, Henrique Nunes [1 ]
Tonhati, Humberto [1 ]
de Albuquerque, Lucia Galva [1 ]
机构
[1] Sao Paulo State Univ, Via Acesso Prof Paulo Donato Castellane S-N, BR-14884900 Jaboticabal, Brazil
[2] Univ Fed Bahia, Ave Adhemar de Barros 500, BR-40170110 Salvador, BA, Brazil
基金
巴西圣保罗研究基金会;
关键词
Genomic selection; Predicative ability; Reproductive efficiency; SNP; SELECTION; ASSOCIATION; HOLSTEIN; LASSO; FERTILITY; SHRINKAGE; PUBERTY; GROWTH;
D O I
10.1016/j.theriogenology.2018.10.014
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The objective of this study was to assess the accuracy of genomic predictions for female reproductive traits in Nellore cattle. A total of 1853 genotyped cows and 305,348 SNPs were used for genomic selection analyses. GBLUP, BAYESC pi, and IBLASSO were applied to estimate SNP effects. The pseudo-phenotypes used as dependent variables were: observed phenotype (PHEN), adjusted phenotype (CPHEN), estimated breeding value (EBV), and deregressed estimated breeding value (DEBV). Predictive abilities were assessed by the average correlation between CPHEN and genomic estimated breeding value (GEBV) and by the average correlation between DEBV and GEBV in the validation population. Regression coefficients of pseudo phenotypes on GEBV in the validation population were indicators of prediction bias in GEBV. BAYESC pi showed higher predictive ability to estimate SNP effects and GEBV for all traits. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:12 / 17
页数:6
相关论文
共 36 条
[1]  
Boligon Arione Augusti, 2007, R. Bras. Zootec., V36, P565, DOI 10.1590/S1516-35982007000300007
[2]   Genetic associations of visual scores with subsequent rebreeding and days to first calving in Nellore cattle [J].
Boligon, A. A. ;
Ayres, D. R. ;
Pereira, R. J. ;
Morotti, N. P. ;
Albuquerque, L. G. .
JOURNAL OF ANIMAL BREEDING AND GENETICS, 2012, 129 (06) :448-456
[3]   The importance of information on relatives for the prediction of genomic breeding values and the implications for the makeup of reference data sets in livestock breeding schemes [J].
Clark, Samuel A. ;
Hickey, John M. ;
Daetwyler, Hans D. ;
van der Werf, Julius H. J. .
GENETICS SELECTION EVOLUTION, 2012, 44 :4
[4]   Evidence that leptin genotype is associated with fertility, growth, and milk production in Holstein cows [J].
Clempson, A. M. ;
Pollott, G. E. ;
Brickell, J. S. ;
Bourne, N. E. ;
Munce, N. ;
Wathes, D. C. .
JOURNAL OF DAIRY SCIENCE, 2011, 94 (07) :3618-3628
[5]   Polymorphisms in the autosomal genes for mitochondrial function TFAM and UCP2 are associated with performance and longevity in dairy cows [J].
Clempson, A. M. ;
Pollott, G. E. ;
Brickell, J. S. ;
Bourne, N. E. ;
Munce, N. ;
Wathes, D. C. .
ANIMAL, 2011, 5 (09) :1335-1343
[6]   Application of Bayesian least absolute shrinkage and selection operator (LASSO) and BayesCπ methods for genomic selection in French Holstein and Montbeliarde breeds [J].
Colombani, C. ;
Legarra, A. ;
Fritz, S. ;
Guillaume, F. ;
Croiseau, P. ;
Ducrocq, V. ;
Robert-Granie, C. .
JOURNAL OF DAIRY SCIENCE, 2013, 96 (01) :575-591
[7]   Genome-wide association study of reproductive traits in Nellore heifers using Bayesian inference [J].
Costa, Raphael B. ;
Camargo, Gregorio M. F. ;
Diaz, Iara D. P. S. ;
Irano, Natalia ;
Dias, Marina M. ;
Carvalheiro, Roberto ;
Boligon, Arione A. ;
Baldi, Fernando ;
Oliveira, Henrique N. ;
Tonhati, Humberto ;
Albuquerque, Lucia G. .
GENETICS SELECTION EVOLUTION, 2015, 47
[8]  
Forni S, 2005, J ANIM SCI, V83, P1511
[9]   The IGF1 pathway genes and their association with age of puberty in cattle [J].
Fortes, Marina R. S. ;
Li, Yutao ;
Collis, Eliza ;
Zhang, Yuandan ;
Hawken, Rachel J. .
ANIMAL GENETICS, 2013, 44 (01) :91-95
[10]   Association weight matrix for the genetic dissection of puberty in beef cattle [J].
Fortes, Marina R. S. ;
Reverter, Antonio ;
Zhang, Yuandan ;
Collis, Eliza ;
Nagaraj, Shivashankar H. ;
Jonsson, Nick N. ;
Prayaga, Kishore C. ;
Barris, Wes ;
Hawken, Rachel J. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2010, 107 (31) :13642-13647