# Multiomics Result Result #89 — Analysis Report

Generated 2026-09-21 02:39:16 · 1 run(s) · CAT-G Data Analyzer

## 1. nmf (#89)

2026-09-21 02:18:28 · multiomics_result · status: completed

*NMF decomposed the integrated matrix into latent factors.*

| Metric | Value |
|---|---|
| reconstruction_error | 12381233.822941 |

### nmf top features

| Component | Feature | Weight |
|---|---|---|
| Component 1 | Threonine | 6562.082156 |
| Component 1 | Tryptophan | 5457.500878 |
| Component 1 | Glycine | 5344.563369 |
| Component 1 | Valine | 5181.768061 |
| Component 1 | Phenylalanine | 4138.363356 |
| Component 1 | Serine | 739.267238 |
| Component 1 | Proline | 490.375805 |
| Component 1 | Alanine | 63.395161 |
| Component 1 | Protein_H08 | 0.220272 |
| Component 1 | Protein_J10 | 0.097666 |

![nmf h heatmap](data:image/png;base64,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)

*nmf h heatmap*

![nmf w heatmap](data:image/png;base64,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)

*nmf w heatmap*

### Method & Provenance

- **Method:** Multi-omics — NMF
- **Engine:** Python · scikit-learn (NMF) 1.8.0
- **Input datasets:** gallery — example_metabolomics.csv
- **Started:** 2026-09-21 02:18:28.760895
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/multiomics/results/by-token/3921b1b7149041ad9892a294bbabf931

| Parameter | Value |
|---|---|
| dataset_ids | — |
| pipeline_type | nmf |

**Command history**

```python
from sklearn.decomposition import NMF
```

```python
W = NMF(n_components=3).fit_transform(X)
```
