Among all investigated biomarkers, IL-6 and its day-to-day ratio demonstrated the strongest and most consistent associations with VAP, with high effect sizes of 0.4–0.6 and AUC values above 0.8. The gene discussed is IL6; the disease is ventilator-associated pneumonia.