In our study, we also observed evidence of HP, ART4 and TNFSF12 as candidate pathogenic proteins for sarcopenia, and the direction of the associations obtained is consistent with the results reported in the aforementioned two studies. The gene discussed is ART4; the disease is sarcopenia.