# Multiomics Analysis Report - 79

**Date**: 2026-01-06 09:50:33
**Algorithm**: random_forest
**Folds**: 5

## Aggregate Metrics

| Metric | Mean | Std | Min | Max |
|---|---|---|---|---|
| accuracy | 0.8900 | 0.0735 | 0.7500 | 0.9500 |
| precision | 0.8923 | 0.0740 | 0.7525 | 0.9545 |
| recall | 0.8900 | 0.0735 | 0.7500 | 0.9500 |
| f1 | 0.8898 | 0.0737 | 0.7494 | 0.9499 |
| auc | 0.9220 | 0.0797 | 0.7750 | 1.0000 |

## Top Features

| Rank | Feature | Selection Freq (%) |
|---|---|---|
| 1 | succinate | 100.0% |
| 2 | asparagine | 100.0% |
| 3 | malate | 100.0% |
| 4 | uracil | 100.0% |
| 5 | aspartate | 100.0% |
| 6 | isoleucine | 100.0% |
| 7 | valine | 100.0% |
| 8 | pyruvate | 80.0% |
| 9 | glutamine | 60.0% |
| 10 | urea | 40.0% |
| 11 | glucose | 20.0% |
| 12 | phenylalanine | 20.0% |
| 13 | glutamate | 20.0% |
| 14 | taurine | 20.0% |
| 15 | tryptophan | 20.0% |
| 16 | threonine | 20.0% |

### Feature Importance (Mean ± Std)

| Rank | Feature | Importance |
|---|---|---|
| 1 | asparagine | 0.1820 ± 0.0315 |
| 2 | isoleucine | 0.1523 ± 0.0147 |
| 3 | aspartate | 0.1247 ± 0.0180 |
| 4 | succinate | 0.1196 ± 0.0218 |
| 5 | valine | 0.1072 ± 0.0301 |
| 6 | malate | 0.0896 ± 0.0192 |
| 7 | pyruvate | 0.0767 ± 0.0191 |
| 8 | urea | 0.0625 ± 0.0028 |
| 9 | glutamine | 0.0593 ± 0.0111 |
| 10 | glutamate | 0.0566 ± 0.0000 |
| 11 | tryptophan | 0.0496 ± 0.0000 |
| 12 | glucose | 0.0494 ± 0.0000 |
| 13 | taurine | 0.0492 ± 0.0000 |
| 14 | threonine | 0.0448 ± 0.0000 |
| 15 | uracil | 0.0445 ± 0.0060 |
| 16 | phenylalanine | 0.0413 ± 0.0000 |