Increased levels of cytokines in VAP patients, especially of IL-1β, have been associated with VAP diagnosis, as well as with the differential production of early-onset cytokines, rather than cytokines such as TNF-α that are present in more advanced stages of inflammation [32]. Here, TNF is linked to ventilator-associated pneumonia.