The causal effects of IL16, CTACK, MIP1b and PDGFbb were proven in both analyses with two significance thresholds, which suggested that these four factors may have the most significant causal effects on sarcopenia and aging traits. The gene discussed is CCL4; the disease is sarcopenia.