AGHmatrix: R Package to Construct Relationship Matrices for Autotetraploid and Diploid Species: A Blueberry Example

被引:169
作者
Amadeu, Rodrigo R. [1 ]
Cellon, Catherine [2 ]
Olmstead, James W. [2 ]
Garcia, Antonio A. F. [1 ]
Resende, Marcio F. R., Jr. [3 ]
Munoz, Patricio R. [4 ]
机构
[1] Univ Sao Paulo, Luiz de Queiroz Coll Agr, Dept Genet, Av Padua Dias 11,POB 87, BR-13400970 Piracicaba, SP, Brazil
[2] Univ Florida, Inst Food & Agr Sci, Dept Hort Sci, POB 110690, Gainesville, FL 32611 USA
[3] RAPiD Genom LLC, 756 2nd Ave, Gainesville, FL 32601 USA
[4] Univ Florida, Dept Agron, Inst Food & Agr Sci, POB 110965, Gainesville, FL 32611 USA
基金
美国食品与农业研究所;
关键词
NUMERATOR RELATIONSHIP MATRIX; SINGLE-CROSS PERFORMANCE; VACCINIUM-CORYMBOSUM L; HIGHBUSH BLUEBERRY; CHROMOSOME ASSOCIATIONS; BREEDING VALUES; PREDICTION; LINKAGE; MAIZE; CULTIVARS;
D O I
10.3835/plantgenome2016.01.0009
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Progress in the rate of improvement in autopolyploid species has been limited compared with diploids, mainly because software and methods to apply advanced prediction and selection methodologies in autopolyploids are lacking. The objectives of this research were to (i) develop an R package for autopolyploids to construct the relationship matrix derived from pedigree information that accounts for autopolyploidy and double reduction and (ii) use the package to estimate the level and effect of double reduction in an autotetraploid blueberry breeding population with extensive pedigree information. The package is unique, as it can create A-matrices for different levels of ploidy and double reduction, which can then be used by breeders to fit mixed models in the context of predicting breeding values (BVs). Using the data from this blueberry population, we found for all the traits that tetrasomic inheritance creates a better fit than disomic inheritance. In one of the five traits studied, the level of double reduction was different from zero, decreasing the estimated heritability, but it did not affect the prediction of BVs. We also discovered that different depths of pedigree would have significant implications on the estimation of double reduction using this approach. This freely available R package is available for autopolyploid breeders to estimate the level of double reduction present in their populations and the impact in the estimation of genetic parameters as well as to use advanced methods of prediction and selection.
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页数:10
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