The algorithm showed that comorbidities (diabetes, neurological diseases), invasive procedures (central venous catheter, urinary catheter), baseline inflammatory markers levels (IL-6, PCT), and creatinine were associated with an increased risk of bacterial/fungal infection. The gene discussed is IL6; the disease is diabetes mellitus.