Cox proportional hazard model demonstrated a hazard ratio of 0.9 (p < 0.05) for APOD, suggesting that each unit increase in its expression is linked to a 10% reduction in risk of non-response, indicating a potential protective role in breast cancer. This evidence concerns the gene APOD and breast cancer.