Factors related to CKD progression and treatment, such as renin–angiotensin–aldosterone system inhibitors, dialysis initiation, or nutritional interventions, may influence both the CALLY index and mortality risk but were unavailable in NHANES. Here, REN is linked to chronic kidney disease.