Table 8.
Correlations between observed phenotypes corrected for fixed effects and breeding values predicted based on the best three or ten SNPs according to the single marker regression and to the Bayesian Power Lasso.
Top 3 SNPs | Top 10 SNPs | |||||||
---|---|---|---|---|---|---|---|---|
SNP selection | Single marker regression | Bayesian Power Lasso | Single marker regression | Bayesian Power Lasso | ||||
Effect re-estimation | Single marker regression | SNP-BLUP | Bayesian Power Lasso | SNP-BLUP | Single marker regression | SNP-BLUP | Bayesian Power Lasso | SNP-BLUP |
Grain protein content | 0.21 | 0.27 | 0.11 | 0.14 | 0.34 | 0.38 | 0.25 | 0.28 |
Zeleny sedimentation | 0.61 | 0.61 | 0.59 | 0.59 | 0.62 | 0.66 | 0.68 | 0.69 |
Test weight | 0.26 | 0.22 | 0.16 | 0.18 | 0.42 | 0.46 | 0.19 | 0.29 |
Falling number | 0.17 | 0.28 | 0.17 | 0.14 | 0.41 | 0.36 | 0.34 | 0.17 |
Thousand-kernel weight | 0.24 | 0.21 | 0.09 | 0.24 | 0.31 | 0.43 | 0.18 | 0.43 |