Objective: To systematically evaluate the causal relationships between fitness-related metabolites (glutamine, citrulline, testosterone, and lactate) and myasthenia gravis (MG) as well as late-onset myasthenia gravis (LOMG) using a two-sample bidirectional Mendelian randomization approach, providing genetic evidence for their etiological exploration and preventive interventions.