# Gwas Result Result #29 — Analysis Report

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

## 1. gwas result (#29)

2026-09-21 02:18:47 · gwas_result · status: completed

*GWAS tested 8 SNPs after QC (of 20 input); 0 passed significance.*

| Metric | Value |
|---|---|
| n_snps_input | 20 |
| n_snps_after_qc | 8 |
| maf_filtered | 0 |
| missingness_filtered | 0 |
| hwe_filtered | 12 |
| hwe_not_testable | 0 |
| ld_pruned | 0 |

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

*ld heatmap*

![missingness plot](data:image/png;base64,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)

*missingness plot*

![genotype pca](data:image/png;base64,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)

*genotype pca*

### Method & Provenance

- **Method:** GWAS — association analysis
- **Engine:** Python · scikit-learn/statsmodels 1.8.0
- **Input datasets:** gallery — cat_g_gwas_real_data.csv
- **Started:** 2026-09-21 02:18:47.650556
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/bb45ab95d37f40eb83d4d8e3b1980205

| Parameter | Value |
|---|---|
| target_column | Protein_Y19 |
| encoding_model | additive |
| significance_threshold | 0.00625 |
| n_snps_input | 20 |
| n_snps_after_qc | 8 |
| n_samples | 283 |
| n_significant | 0 |
| lambda_gc | 33.578415 |

**Command history**

```python
# app.services.gwas_qc_service — SNP QC + allele encoding
```

```python
from sklearn.linear_model import LogisticRegression
```

```python
for snp in snp_matrix.columns:  # per-SNP association test
```

```python
    model = LogisticRegression(max_iter=1000).fit(X_snp, y)
```

```python
    p = association_pvalue(model)
```

```python
fdr = statsmodels.stats.multitest.multipletests(p_values, method='fdr_bh')
```
