8 variables (coexisting arrhythmia or chronic kidney disease, requiring oxygen and IMV usage, systemic corticosteroids and antibiotics usage, values of hemoglobin and albumin) were associated with survival probability when the optimal λ value was 0.07 (Supplementary Fig. S1). This evidence concerns the gene ALB and chronic kidney disease.