Notably, SHAP analysis was used to enhance model interpretability, highlighting serum albumin, nutritional status and diabetes as the key factors in predicting sarcopenia risk, thus aligning overall with the obtained outcomes by Porciello et al. [32]. The gene discussed is ALB; the disease is diabetes mellitus.