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Table 2 Estimated heritability (h2) in Dutch Holstein (DH) and New Zealand Jersey (NZJ), and the estimated genetic correlation between breeds (rg) estimated using the different genomic relationship matrices (GRM) and simulated phenotypes (100 replicates)

From: Genomic prediction for numerically small breeds, using models with pre-selected and differentially weighted markers

GRM fitted

h2 DH

h2 NZJ

r g

Simulated rg = 1

MBSG (1 GRM fitted in a bivariate model)

 ALL

0.80 (0.01)

0.76 (0.06)

0.98 (0.19)

 50k

0.79 (0.01)

0.76 (0.07)

0.67 (0.18)

 TOP

0.44 (0.03)

0.38 (0.06)

0.85 (0.05)

 TOP + RN

0.48 (0.03)

0.44 (0.05)

0.77 (0.07)

 CAUSAL

0.80 (0.02)

0.76 (0.02)

1.00 (0.00)

 NON CAUSAL

0.77 (0.01)

0.71 (0.20)

0.20 (0.20)

MBMG (2 separate GRM fitted simultaneously in a bivariate model)

 TOP and 50k

0.37 (0.04) and 0.41 (0.04)

0.29 (0.05) and 0.48 (0.07)

1.01 (0.03) and 0.98 (0.21)

 TOP and NON CAUSAL

0.37 (0.04) and 0.41 (0.03)

0.31 (0.05) and 0.47 (0.07)

1.02 (0.03) and 0.19 (0.22)

 CAUSAL and NON CAUSAL

0.80 (0.02) and 0.00 (0.00)

0.76 (0.04) and 0.00 (0.02)

1.01 (0.01) and NA

Simulated rg = 0.5

MBSG (1 GRM fitted in a bivariate model)

 ALL

0.80 (0.01)

0.80 (0.06)

0.50 (0.18)

 50k

0.79 (0.01)

0.79 (0.06)

0.34 (0.18)

 TOP

0.44 (0.03)

0.39 (0.05)

0.43 (0.12)

 TOP + RN

0.48 (0.03)

0.44 (0.05)

0.41 (0.11)

 CAUSAL

0.80 (0.01)

0.80 (0.02)

0.51 (0.05)

 NON CAUSAL

0.78 (0.01)

0.79 (0.06)

0.11 (0.18)

MBMG (2 separate GRM fitted simultaneously in a bivariate model)

 TOP and 50k

0.37 (0.03) and 0.43 (0.04)

0.31 (0.05) and 0.49 (0.07)

0.52 (0.11) and 0.53 (0.21)

 TOP and NON CAUSAL

0.38 (0.03) and 0.41 (0.03)

0.31 (0.05) and 0.48 (0.07)

0.52 (0.12) and 0.12 (0.21)

 CAUSAL and NON CAUSAL

0.80 (0.01) and 0.00 (0.00)

0.80 (0.02) and 0.00 (0.02)

0.51 (0.05) and NA

Simulated rg = 0.25

MBSG (1 GRM fitted in a bivariate model)

ALL

0.80 (0.01)

0.80 (0.06)

0.27 (0.19)

 50k

0.79 (0.01)

0.79 (0.06)

0.18 (0.18)

 TOP

0.44 (0.03)

0.39 (0.05)

0.22 (0.13)

 TOP + RN

0.48 (0.03)

0.44 (0.05)

0.22 (0.12)

 CAUSAL

0.80 (0.01)

0.80 (0.02)

0.26 (0.06)

 NON CAUSAL

0.78 (0.01)

0.76 (0.06)

0.06 (0.18)

MBMG (2 separate GRM fitted simultaneously in a bivariate model)

 TOP and 50k

0.37 (0.03) and 0.43 (0.04)

0.31 (0.05) and 0.49 (0.07)

0.27 (0.14) and 0.29 (0.21)

 TOP and NON CAUSAL

0.38 (0.03) and 0.41 (0.03)

0.31 (0.05) and 0.48 (0.07)

0.27 (0.13) and 0.08 (0.21)

 CAUSAL and NON CAUSAL

0.80 (0.01) and 0.00 (0.00)

0.80 (0.02) and 0.00 (0.03)

0.26 (0.06) and NA

  1. Simulated heritability for the trait was 0.8 and simulated rg between breed were 1, 0.5 and 0.25