This study identified several independent predictors of cognitive decline, including diabetes, stroke or TIA history, carotid artery disease, reduced eGFR, elevated NT-proBNP levels, and lower quality of life as assessed by the 12-KCCQ. The gene discussed is NPPB; the disease is diabetes mellitus.