Our findings reveal that a more pronounced decline in eGFR, alongside factors such as younger age, lower serum albumin levels, hypocalcemia, and effective management of electrolyte abnormalities, serves as a robust predictor for early KRT initiation. This evidence concerns the gene ALB and Hypocalcemia.