Conclusion: Glutamine is a potential protective factor for LOMG, with a moderate shared signal at the rs2039098 locus; the protective signals of citrulline and testosterone should be interpreted with caution, while lactate is a potential risk factor. This study provides genetic clues for the role of metabolic and dietary factors in the pathogenesis of MG and LOMG, but some results still require validation with larger datasets.