Table 5.
REML output of the fit of different mixed models to the CIMMYT maize stress trials.
| Model 7 | Model 8 | Model 9 | ||||||
|---|---|---|---|---|---|---|---|---|
| Fixed | Wald (DF) | P | Fixed | Wald (DF) | P | Fixed | Wald (DF) | P |
| E | 10265.3 (7) | <0.001 | E | 9759.4 (7) | <0.001 | E | 6268.8 (7) | <0.001 |
| Random | Estimate | SE | Random | Estimate | SE | Random | Estimate | SE |
| σ2G | 0.297 | 0.036 | σ2G | 0.125 | 0.017 | σ2C1 | 0.439 | 0.053 |
| σ2ε | 0.553 | 0.020 | σ2ε1 | 0.551 | 0.057 | σ2C2 | 1 | – |
| σ2ε2 | 0.692 | 0.071 | σ2C3 | 0.042 | 0.013 | |||
| σ2ε3 | 1.399 | 0.140 | σC1C2 | 0.551 | 0.077 | |||
| σ2ε4 | 0.672 | 0.069 | σC1C3 | 0.109 | 0.019 | |||
| σ2ε5 | 0.704 | 0.072 | σC2C3 | 0.115 | 0.032 | |||
| σ2ε6 | 0.135 | 0.018 | σ2ε1 | 0.446 | 0.051 | |||
| σ2ε7 | 0.152 | 0.019 | σ2ε2 | 0.445 | 0.052 | |||
| σ2ε8 | 0.761 | 0.078 | σ2ε3 | 0.736 | 0.169 | |||
| σ2ε4 | 0.428 | 0.050 | ||||||
| σ2ε5 | 0.508 | 0.057 | ||||||
| σ2ε6 | 0.145 | 0.018 | ||||||
| σ2ε7 | 0.138 | 0.017 | ||||||
| σ2ε8 | 0.740 | 0.080 | ||||||
| Deviance (DF) | 1077.9 (1678) | Deviance (DF) | 838.4 (1671) | Deviance (DF) | 619.9 (1667) | |||
Model 7 assumes compound symmetry, model 8: assumes heterogeneity of genetic variance across environments, and model 9 assumes heterogeneity of genetic covariance between groups of environments and heterogeneity of genetic variance across individual environments. Environments are indexed as: 1 = SS92a, 2 = IS92a, 3 = NS92a, 4 = IS94a, 5 = SS94a, 6 = LN96a, 7 = LN96b, 8 = HN96b. Groups of environments are indexed as: C1 = SS92a, IS92a, IS94a, SS94a, HN96b; C2 = NS92a; C3 = LN96a, LN96b.