Additionally, even though TNF-α and IL-1β are well-known biomarkers for sepsis and VAP, previous studies did not evaluate their values at baseline, meaning the first day of intubation, but instead after a few days under mechanical ventilation. Here, TNF is linked to ventilator-associated pneumonia.