Compared with the non-MACCE group, MACCE group’s diabetes, body mass growth rate, TG, NT-proBNP, SBP-SD, SBP-CV, DBP-SD, and DBP-CV showed significant differences (P< 0.05). This evidence concerns the gene NPPB and diabetes mellitus.