Upon stratification, it was observed that these changes are associated with an increase in cystatin C, underscoring stronger associations with heightened inflammation and metabolic dysregulation in conjunction with renal dysfunction, thereby indicating a cardiorenometabolic association [16,26-27]. This is in line with our results of correlation analyses. Here, CST3 is linked to Abnormal renal physiology.