In the current study, age-stratified sub-analysis revealed that in the younger subgroup, urinary levels of ACTA, CEMA, CYMA, MA, and MHBMA3 were positively correlated with an increased risk of sarcopenia. This evidence concerns the gene ACTA1 and sarcopenia.