Subgroup analysis showed that the predictive value of 5-MTP for 1-year MACE was more significant in patients aged ≤ 65 years, males, and those with higher baseline NT-proBNP, T2DM, STEMI, and baseline HFpEF characteristics. Here, NPPB is linked to type 2 diabetes mellitus.