This study provides the first molecular insight into how CCNE1 exerts neuroprotective effects through the regulation of the ferroptosis key protein PARP16, offering a novel perspective for Parkinson's disease mechanism research. The gene discussed is CCNE1; the disease is Parkinson disease.