This meta-analysis suggests a potential positive association between elevated parathyroid hormone levels and sarcopenia risk. However, given the substantial heterogeneity and the observational nature of the included studies, these findings should be interpreted with caution. Further large-scale, prospective investigations are warranted to clarify the causal relationship and to explore whether targeting parathyroid hormone could contribute to sarcopenia prevention or management.