Abstract Prostate cancer remains a complex and challenging disease. necessitating innovative approaches for prognosis and therapeutic guidance. This study integrates machine learning techniques to develop a novel mitophagy-related long non-coding RNA (lncRNA) signature for predicting the progression of prostate cancer. Leveraging the TCGA-PRAD dataset. https://danddcollectiblers.shop/product-category/christmas/