Moreover, it was observed that age, gender, race, education, PIR, HBP, DM, CKD, ALT, AST, cholesterol, triglycerides, serum phosphorus, and dietary phosphorus were all identified as significant risk factors associated with the development of sarcopenia (Supplementary Tables 1, 2). The gene discussed is GPT; the disease is chronic kidney disease.