The combination of high MELD-XI score and low physical function measures was a significant predictor of all-cause mortality after adjusting for age, sex, body mass index (BMI), LVEF, NYHA classification, BNP, hypertension, dyslipidemia, diabetes mellitus, obesity, and current smoking. The gene discussed is NPPB; the disease is Obesity.