This review integrates recent research advances to systematically elaborate on the molecular characteristics of Musclin, its dual roles in MetS, and its pivotal function in exercise adaptation, thereby offering new perspectives for the precise prevention and treatment of MetS. This evidence concerns the gene OSTN and metabolic syndrome.