Table 5.
Prediction accuracy in 2287 validation animals, and the intercept and slope for the regression of phenotype on the breeding value estimated using GRM with different selected sets of variants for protein yield (PY), somatic cell score (SCS) and interval first–last insemination (IFL)
Trait | Selection criteria | ISQ | HD | 50k | ISQ | HD | 50k | ISQ | HD | 50k |
---|---|---|---|---|---|---|---|---|---|---|
Accuracy | Intercept | Slope | ||||||||
PY | All variants | 0.68 | 0.68 | 0.68 | −0.6 | −0.6 | −0.7 | 0.90 | 0.90 | 0.89 |
−log10(p) > 3 | 0.58 | 0.56 | 0.42 | 2.3 | 3.6 | 6.9 | 0.73 | 0.65 | 0.57 | |
−log10(p) > 5 | 0.39 | 0.30 | 0.28 | 7.2 | 8.7 | 9.4 | 0.54 | 0.51 | 0.71 | |
COJO3 | 0.40 | 7.2 | 0.45 | |||||||
COJO5 | 0.38 | 7.7 | 0.41 | |||||||
COJO5LD | 0.33 | 8.1 | 0.51 | |||||||
COJO#100 | 0.34 | 7.2 | 0.47 | |||||||
SCS | All variants | 0.70 | 0.71 | 0.70 | 100 | 100 | 100 | 1.02 | 1.03 | 1.03 |
−log10(p) > 3 | 0.63 | 0.55 | 0.36 | 100 | 100 | 101 | 0.82 | 0.79 | 0.70 | |
−log10(p) > 5 | 0.40 | 0.22 | 0.11 | 100 | 101 | 101 | 0.79 | 0.66 | 0.57 | |
COJO3 | 0.48 | 100 | 0.64 | |||||||
COJO5 | 0.48 | 100 | 0.60 | |||||||
COJO5LD | 0.35 | 100 | 0.68 | |||||||
COJO#100 | 0.39 | 100 | 0.66 | |||||||
IFL | All variants | 0.60 | 0.60 | 0.60 | 99 | 99 | 99 | 0.88 | 0.87 | 0.86 |
−log10(p) > 3 | 0.51 | 0.45 | 0.31 | 99 | 99 | 99 | 0.70 | 0.62 | 0.52 | |
−log10(p) > 5 | 0.27 | 0.16 | 0.10 | 99 | 98 | 98 | 0.47 | 0.51 | 0.77 | |
COJO3 | 0.38 | 99 | 0.45 | |||||||
COJO5 | 0.35 | 99 | 0.41 | |||||||
COJO5LD | 0.30 | 99 | 0.52 | |||||||
COJO#100 | 0.32 | 99 | 0.45 |
ISQ are all imputed sequence variants, HD and 50k are the SNPs on the common HD and 50k panels. Set of variants that were selected using GWAS and subsequently trained in 3469 discovery animals