# Multiomics Result Result #88 — Analysis Report

Generated 2026-09-21 02:39:13 · 1 run(s) · CAT-G Data Analyzer

## 1. cca (#88)

2026-09-21 02:18:24 · multiomics_result · status: completed

*The first canonical variate correlates the two views at r = 1.000.*

### canonical correlations

| Variate | Correlation |
|---|---|
| CV1 | 1.0 |
| CV2 | 1.0 |
| CV3 | 1.0 |

### gallery — example metabolomics.csv top CV1 loadings

| Feature | CV1 loading |
|---|---|
| Protein_content | -0.092203 |
| Tryptophan | -0.004801 |
| Valine | -0.004569 |
| Serine | -0.004562 |
| Leucine | -0.002716 |
| Phenylalanine | 0.002147 |
| Threonine | 0.001742 |
| Isoleucine | -0.001573 |
| Alanine | 0.001427 |
| Proline | -0.001098 |
| Glycine | -0.000278 |

### gallery — example proteomics.csv top CV1 loadings

| Feature | CV1 loading |
|---|---|
| Protein_content | -0.009469 |
| Protein_E05 | 0.0 |
| Protein_H08 | 0.0 |
| Protein_F06 | -0.0 |
| Protein_A01 | 0.0 |
| Protein_D04 | 0.0 |
| Protein_C03 | -0.0 |
| Protein_I09 | -0.0 |
| Protein_J10 | -0.0 |
| Protein_G07 | 0.0 |
| Protein_B02 | -0.0 |

![cca variate scatter](data:image/png;base64,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)

*cca variate scatter*

![cca correlation 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)

*cca correlation bar*

![cca loadings 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)

*cca loadings bar*

**Warnings**

- All canonical correlations are at or near 1.0. With 20 samples and 3 components the model is almost certainly overfit; interpret the correlations as a description of this dataset only, not as evidence of real cross-omics structure.

### Method & Provenance

- **Method:** Multi-omics — Canonical Correlation Analysis
- **Engine:** Python · statsmodels (CanCorr) 0.14.6
- **Input datasets:** gallery — example_metabolomics.csv
- **Started:** 2026-09-21 02:18:24.618760
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/multiomics/results/by-token/21244bc41b924556a8939806cdeb2457

| Parameter | Value |
|---|---|
| dataset_ids | — |
| pipeline_type | cca |

**Command history**

```python
from statsmodels.multivariate.cancorr import CanCorr
```

```python
cca = CanCorr(X_block, Y_block).fit()
```