Importantly, although non-survivors in our cohort exhibited clustering of established high-risk features—such as elevated NT-proBNP levels and a higher prevalence of CKD and DM [16]—EASIX remained independently associated with in-hospital mortality after adjustment for these factors. Here, NPPB is linked to diabetes mellitus.