After minimizing the potential risk of overfitting, we established nine ferroptosis-related genes associated with CLL prognosis: AKR1C3, BECN1, CAV1, CDKN2A, CXCL2, JDP2, SIRT1, SLC1A5, and SP1. Here, SIRT1 is linked to B-cell chronic lymphocytic leukemia.