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General Combining Ability Model for Genomewide Selection in a Biparental Cross
Author(s) -
Jacobson Amy,
Lian Lian,
Zhong Shengqiang,
Bernardo Rex
Publication year - 2014
Publication title -
crop science
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.76
H-Index - 147
eISSN - 1435-0653
pISSN - 0011-183X
DOI - 10.2135/cropsci2013.11.0774
Subject(s) - biology , heritability , population , linkage disequilibrium , selection (genetic algorithm) , pooling , genetics , statistics , genotype , mathematics , haplotype , demography , artificial intelligence , sociology , gene , computer science
Genomewide selection within an A/B biparental cross is most advantageous if it could be effectively done before the cross is phenotyped. Our objectives were to determine if a general combining ability (GCA) model is useful for genomewide selection in an A/B cross, and to assess the influence of training population size ( N GCA ), number of crosses pooled into the training population ( N × ), linkage disequilibrium ( r 2 ), and heritability (h 2 ) on the prediction accuracy with the GCA model. The GCA model involved pooling 4 to 38 maize crosses with A and B as one of the parents into the training population for an A/B cross, whereas the same background (SB) model involved pooling crosses between random inbreds. Across 30 A/B test populations, the mean response to selection (R) with the GCA model was 0.19 Mg ha –1 for testcross grain yield, –6 g kg –1 for moisture, and 0.38 kg hL –1 for test weight. These R values with the GCA model were 68 to 76% of the corresponding R values with phenotypic selection (PS). The R values with the SB model were only 15 to 28% of the R values with PS. Increasing the size of the training population with random crosses from the same heterotic group was less important than including crosses with A and B as one of the parents. Prediction accuracy was most highly correlated withh 2 r 2N GCAandh 2 r 2N ×. Our results indicated that the GCA model is routinely effective for genomewide selection within A/B crosses, before phenotyping the progeny in the cross.