In this model, age, male gender, hypertension, COPD, dependency/frailty, creatinine levels, CRP > 60 U/L and LDH > 400 U/L were also independently associated with all-cause mortality (Table 3). This evidence concerns the gene CRP and chronic obstructive pulmonary disease.