To explore the consistency of the link between NHHR and elevated NT-proBNP in Group 1, we stratified based on covariates such as gender, age, BMI, hypertension, and diabetes for subgroup analysis, which are considered potential modifying factors. This evidence concerns the gene NPPB and diabetes mellitus.