This review systematically integrates current knowledge on JMJD5 structure, enzymatic activities, physiological functions, and cancer-associated mechanisms, identifies critical research gaps, and discusses future directions for translating JMJD5 into clinical applications. This evidence concerns the gene KDM8 and cancer.