This study investigates the prognostic relevance of 12 overlapping genes (ACE, CCL2, COL1A1, COL5A1, F2, IFNG, IL1B, IL6, IL10, MPO, PRL, and REN) across different cancer types by analyzing their correlation with overall survival (OS). The gene discussed is COL1A1; the disease is cancer.