This study elucidates the intricate regulatory mechanisms of perilipin-mediated organelle interactions under diverse exercise modalities and their contributions to optimizing skeletal muscle lipid metabolism, providing a robust theoretical framework for developing targeted exercise-based interventions and potential therapeutic targets for metabolic disorders. Here, PLIN1 is linked to metabolic disease.