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. 2017 Aug 15;18:618. doi: 10.1186/s12864-017-4030-x

Table 3.

The multi-breed prediction accuracy and bias of GBLUP, BayesR, and HyB_BR on SEQ data related to Fat Yield, Milk Yield, Protein Yield, Fat%, Protein% and Fertility

Holstein and Jersey reference to predict Holstein validation
Fat Yield Milk Yield Protein Yield Fat% Protein% Fertility
Acc. Bias Acc. Bias Acc. Bias Acc. Bias Acc. Bias Acc. Bias
GBLUP +Polya 0.64 1.07 0.66 0.92 0.63 0.95 0.76 0.95 0.83 0.98 0.42 1.70
-Polyb 0.62 1.32 0.60 0.83 0.58 1.15 0.75 1.01 0.81 1.09 0.42 1.70
BayesR +Polya 0.65 1.27 0.69 0.91 0.68 1.04 0.81 1.01 0.83 0.99 0.42 1.32
-Polyb 0.63 1.17 0.67 0.85 0.65 0.91 0.80 1.01 0.82 0.96 0.42 1.32
HyB_BR +Polya 0.66 1.04 0.69 0.89 0.68 0.96 0.81 0.99 0.83 0.96 0.42 1.32
-Polyb 0.63 0.96 0.69 0.89 0.66 0.88 0.81 0.99 0.81 0.94 0.42 1.32
Holstein and Jersey reference to predict Jersey validation
Fat Yield Milk Yield Protein Yield Fat% Protein% Fertility
Acc. Bias Acc. Bias Acc. Bias Acc. Bias Acc. Bias Acc. Bias
GBLUP +Polya 0.54 0.76 0.65 0.88 0.69 0.94 0.67 0.86 0.77 0.94 0.23 1.13
-Polyb 0.52 0.93 0.65 1.03 0.68 1.24 0.66 0.93 0.75 1.02 0.23 1.13
BayesR +Polya 0.57 0.88 0.70 0.96 0.72 1.22 0.77 0.97 0.77 0.89 0.23 1.03
-Polyb 0.52 0.73 0.68 0.87 0.67 1.02 0.76 0.95 0.77 0.87 0.23 1.02
HyB_BR +Polya 0.58 0.87 0.69 0.95 0.73 0.91 0.77 0.93 0.79 0.87 0.23 0.97
-Polyb 0.57 0.74 0.69 0.85 0.73 0.91 0.76 0.93 0.78 0.85 0.23 0.97

The bulls and cows from two breeds of Holstein and Jersey are used as the reference set to predict Holstein bulls and Jersey bulls separately. aThe prediction accuracy when adding the polygenic term in the model; whilebis the prediction accuracy when leaving out the polygenic term from the model