In this study, seven genetic biomarkers closely associated with sarcopenia, such as CISD1, ETNPPL, and WISP2, were identified by RF and were used to construct a diagnostic prediction model for sarcopenia with high diagnostic performance. The gene discussed is ETNPPL; the disease is sarcopenia.