Our study develops a novel lipid metabolism-related risk model to predict immunotherapeutic response, and elucidates the molecular mechanism by which CYP19A1-catalyzed estrogen synthesis mediates immune escape, providing new targets and candidates for sensitizing colon cancer immunotherapy. The gene discussed is CYP19A1; the disease is malignant colon neoplasm.