ALB and chronic kidney disease: Since the inputs did not include the diagnostic indicators of CKD, the estimated glomerular filtration rate (eGFR) and the urinary albumin to creatinine ratio (ACR), we first sought to test if the digital twin-based models could reflect the CKD condition, based on the evaluation of the holistic metabolic state of the patient (Fig. 1).