Notably, CysC demonstrated the highest predictive efficacy across all mortality outcomes, followed by eGFR, while urea nitrogen, creatinine, uric acid, and CRP exhibited relatively lower predictive performance for all-cause, CVD, and cancer mortality (Fig. 3C). Here, CRP is linked to cancer.