The logistic regression model to predict 1 yr mortality in these non-HAD patients, including age, gender, CCI and albumin confirmed the strong effect of CCI (OR 1.26) and hypoalbuminemia (OR 4.49, p < 0.01), with AUC 0.79 (Table 7). This evidence concerns the gene ALB and Hypoalbuminemia.