# Multiomics Result Result #91 — Analysis Report

Generated 2026-09-21 02:39:19 · 1 run(s) · CAT-G Data Analyzer

## 1. mofa2 (#91)

2026-09-21 02:18:34 · multiomics_result · status: completed

*MOFA factor analysis completed across the input views.*

### mofa variance explained

| View | Factor | R² |
|---|---|---|
| gallery — example_metabolomics.csv | Factor 1 | 0.138522 |
| gallery — example_metabolomics.csv | Factor 2 | 0.0 |
| gallery — example_metabolomics.csv | Factor 3 | 0.027202 |
| gallery — example_proteomics.csv | Factor 1 | 0.000944 |
| gallery — example_proteomics.csv | Factor 2 | 0.0 |
| gallery — example_proteomics.csv | Factor 3 | 0.000339 |

![mofa factor scatter](data:image/png;base64,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)

*mofa factor scatter*

![mofa variance bar](data:image/png;base64,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)

*mofa variance bar*

### Method & Provenance

- **Method:** Multi-omics — MOFA2
- **Engine:** Python · mofapy2 0.7.5
- **Input datasets:** gallery — example_metabolomics.csv
- **Started:** 2026-09-21 02:18:34.569473
- **Completed:** 2026-09-21 02:18:35.258126
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/multiomics/results/by-token/cea42a29cdd8490685f8217ef2055842

| Parameter | Value |
|---|---|
| dataset_ids | — |
| pipeline_type | mofa2 |

**Command history**

```python
from mofapy2.run.entry_point import entry_point
```

```python
ent = entry_point()
```

```python
ent.set_data_options(scale_views=True)
```

```python
ent.set_model_options(factors=10)
```

```python
ent.set_train_options(iter=1000, convergence_mode='fast', seed=42)
```

```python
ent.build()
```

```python
ent.run()
```