A higher GAI was associated with less overall mortality [hazard ratio and 95% confidence interval per-1SD: 0.781, 0.655–0.930] and cardiovascular death (0.718, 0.558–0.925), independent of age, gender, diabetes, hypertension, mean blood pressure, LVEF, eGFR, sodium, and NT-proBNP. This evidence concerns the gene NPPB and hypertensive disorder.