Abstract Recent evidence has suggested a positive association between the C-reactive protein-triglyceride-glucose index (CTI) and chronic kidney disease (CKD), but its generalizability and prognostic utility remain to be fully established. In this study, we examined the CTI and CKD association in a nationally representative US cohort and further evaluated its prognostic value for mortality using machine learning, with external validation in an independent Chinese population.