Table 5 Fold Change results for the top 15 metabolites identified through partial least square discrepant analysis (PLS-DA), random forest (RF) and significant analysis of metabolites (SAM).
Metabolites | SAM (d-value) | PLS-DA VIP score (variance For component 1) | RF (Mean Decrease Accuracy) | Sensitive Variety (Pb Noor-2009) | Tolerant Variety (93127) | ||
|---|---|---|---|---|---|---|---|
Consortium/Control | Consortium/Drought | Consortium/Control | Consortium/Drought | ||||
L-Histidine | 13.699 | 0.78134 | 0.022891 | 0.6259 | 2.0353 | 0.95862 | 1.7102 |
Leu Pro | 7.4422 | 1.2096 | 0.02324 | 0.45916 | 3.0445 | 1.7947 | 2.3216 |
Glycerol | 4.5958 | 0.80756 | 0.0123 | 1.7003 | 0.46959 | 2.5975 | 0.55017 |
Citrulline | 8.9761 | 0.561 | 0.0098248 | 1.3648 | 2.2151 | 0.73095 | 2.1002 |
Pipecolate | 2.6301 | 0.17334 | 0.001843 | 0.80534 | 1.49718 | 0.87957 | 2.1193 |
Riboflavin | 5.8685 | 0.58757 | 0.0053125 | 1.91284 | 0.033231 | 2.8154 | 0.2145 |
3-Hydroxy-3-Methylglutarate | 11.611 | 0.53419 | 0.013604 | 1.6331 | 0.58684 | 2.1484 | 1.3843 |
L-Asparagine | 0.58759 | 0.38126 | 0.00055552 | 1.6521 | 1.138 | 1.9976 | 0.55303 |
5-Oxo-L-Proline | 1.1228 | 0.070754 | 0.00021442 | 0.76712 | 1.9273 | 1.52248 | 2.3664 |
Nicotinate | 2.272 | 0.081542 | 0.0043686 | 0.76863 | 1.5513 | 0.89901 | 2.3142 |
Aspartate | 8.6665 | 0.63323 | 0.027177 | 1.92148 | 0.31464 | 3.1182 | 1.22958 |
Nicotinamide | 0.61979 | 0.042192 | 0.019595 | 1.6602 | 0.33112 | 1.4331 | 0.2246 |
Threonine | 16.51 | 0.27547 | 0.042461 | 0.9468 | 1.68094 | 0.99299 | 1.9921 |
L-Methionine | 8.7535 | 0.70495 | 0.019143 | 0.86428 | 2.3553 | 2.3026 | 5.2437 |
N-Butylbenzenesulfonamide | 8.6504 | 2.0704 | 0.0066463 | 3.6937 | 0.926 | 2.1847 | 1.5272 |