Table 3. LRT analysis and Tukey’s pairwise test (p≤0.05) for genomic selection prediction considering the 2nd, 3rd, and 4th cross-validation strategies to estimate the effect of population structure for fresh root yield, dry root yield and dry matter content.
Deviance | DF | Fresh root yield | Dry root yield | Dry matter content | |||
---|---|---|---|---|---|---|---|
b | b | b | |||||
Methods | 4 | 79.75* | 855.48* | 70.99* | 479.64* | 10.81* | 375.23* |
Cross validation | 1 | 581.54* | 85.18* | 512.58* | 149.22* | 490.46* | 277.74* |
Population structure | 1 | 1956.77* | 342.7* | 1716.17* | 611.94* | 1466.70* | 778.03* |
Tukey multiple comparison test | |||||||
BayesB | 0.0821B (0.1770) |
1.5013B (0.0902) |
0.1327B (0.1539) |
1.4778C (0.0805) |
0.2675B (0.1480) |
1.3458C (0.0818) |
|
BLASSO | 0.0773B (0.1738) |
1.4105C (0.1059) |
0.1434B (0.1604) |
1.6179B (0.1330) |
0.2779AB (0.1382) |
1.4896A (0.1461) |
|
G-BLUP | 0.0848B (0.1756) |
1.6941A (0.1856) |
0.1415B (0.1808) |
1.6519A (0.0795) |
0.2735AB (0.1427) |
1.4179B (0.1397) |
|
RKHS | 0.1176A (0.1680) |
1.6866A (0.1995) |
0.1722A (0.1808) |
1.6631A (0.0795) |
0.2840A (0.1366) |
1.4181B (0.1443) |
|
RR-BLUP | 0.0858B (0.1736) |
1.6903A (0.1870) |
0.1415B (0.1808) |
1.6493A (0.0795) |
0.2752AB (0.1459) |
1.4214B (0.1414) |
: predictive ability; b: bias, DF: degrees of freedom.
*significance deviance for 5% probability in χ2 test.
Major letters indicate significance difference between genomic prediction methods (p<0.05) by Tukey’s pairwise test. Standard error for the genomic prediction method is in parentheses.