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. 2018 Aug 2;9:289. doi: 10.3389/fgene.2018.00289

Table 3.

Intercept and regression coefficient of true breeding value on predicted genomic breeding value and coefficient of determination for different estimation methods for 5-fold cross validation in training population.

Ridge-R Bayes-Ridge BayesA BayesB PCR-Normal PCR-t PCR-Lasso PCR-Eigen
105 b0 0.88 ± 0.03 0.86 ± 0.04 0.88 ± 0.03 0.86 ± 0.03 0.83 ± 0.04 0.85 ± 0.04 0.85 ± 0.04 0.66 ± 0.04
b1 1.22 ± 0.04 1.002 ± 0.04 1.05 ± 0.04 1.05 ± 0.05 1.004 ± 0.04 1.09 ± 0.07 1.2 ± 0.08 0.76 ± 0.03
R2 0.48 ± 0.02 0.49 ± 0.02 0.50 ± 0.02 0.50 ± 0.03 0.49 ± 0.02 0.49 ± 0.03 0.48 ± 0.03 0.46 ± 0.02
60 b0 0.85 ± 0.05 0.84 ± 0.05 0.83 ± 0.06 0.84 ± 0.05 0.78 ± 0.05 0.79 ± 0.05 0.81 ± 0.05 0.63 ± 0.05
b1 1.141 ± 0.05 0.964 ± 0.03 1.007 ± 0.04 1.09 ± 0.05 0.962 ± 0.03 1.05 ± 0.05 1.09 ± 0.05 0.706 ± 0.03
R2 0.46 ± 0.03 0.47 ± 0.03 0.48 ± 0.03 0.48 ± 0.04 0.47 ± 0.03 0.48 ± 0.04 0.46 ± 0.03 0.43 ± 0.03
15 b0 0.94 ± 0.08 0.92 ± 0.08 0.92 ± 0.08 0.90 ± 0.07 0.87 ± 0.08 0.89 ± 0.08 0.90 ± 0.08 0.79 ± 0.1
b1 0.97 ± 0.1 0.85 ± 0.07 1.02 ± 0.1 0.93 ± 0.06 0.85 ± 0.07 1.007 ± 0.09 1.08 ± 0.1 0.58 ± 0.07
R2 0.35 ± 0.04 0.36 ± 0.05 0.36 ± 0.05 0.38 ± 0.05 0.36 ± 0.05 0.36 ± 0.05 0.35 ± 0.05 0.30 ± 0.05

b0, Intercept; b1, regression coefficient; R2, determination coefficient.