However, these studies primarily used data from a Danish nationwide cohort, which lacked clinical details such as ejection fraction, heart rate, blood pressure, body mass index, NT-proBNP, and hemoglobin A1c – all of which are important for understanding HF and diabetes. This evidence concerns the gene NPPB and diabetes mellitus.