NPPB and Obesity: Other factors, including gender, age ≥ 70 years, smoking, obesity, HTN, DM, CAD, AFib, ACEi use, ARB use, device implants, CRP, and BNP levels, showed no statistically significant association with mortality risk in this analysis.