Table 5.
Coefficients and the associated standard errors (SE) of the predictor variables of the final ANIM-B (CH4 production; g/d) model.
| Predictor variables | glmmLasso1 | Conventional2 | |
|---|---|---|---|
| Animal | Intercept | 21.9 (0.19) | 21.9 (0.23) |
| Body weight (kg) | 1.17 (0.24) | 1.48 (0.18) | |
| Dry matter intake (kg/d) | 1.35 (0.24) | 1.18(0.25) | |
| Acetate to propionate (A:P) ratio | 1.17 (0.18) | 1.29 (0.26) | |
| Bacteria** | Uncl_Genus of Oscillospiraceae | 0.59 (0.17) | |
| Uncl_Genus of the order Clostridia | 0.49 (0.16) | ||
| Uncl_Family of the order Gastranaerophilales | 0.46 (0.17) | ||
| Genus Moryella | 0.24 (0.15) | ||
| Uncl_Family of the order RF39 | − 0.27 (0.16) | ||
| Genus Prevotella 7 | − 0.30 (0.18) | ||
| Uncl_Genus of Marinifilaceae | − 0.34 (0.16) | ||
| Genus Syntrophococcus | − 0.37 (0.17) | ||
| Genus Oribacterium | − 0.40 (0.17) | ||
| Uncl_Family of Oscillospirales | − 0.44 (0.18) | ||
| Number of predictors | 13 | 3 | |
| 1.59 | 2.04 |
The bolded genera were shared between the ANIM-B and the DMI-B models.
Uncl unclassified.
For all the models, the predictor variables were centered and scaled to have a mean of 0 and variance of 1.
**Log-transformed relative sequence abundance.
1Developed using glmmLasso and all the available data after log transformation of the microbial data.
2Developed using conventional model and only animal-related data.