TNF and post-traumatic stress disorder: Finally, studies indicate a notable negative link between pro-inflammatory cytokines like IL-1β, TNF-α, and non-rapid eye movement sleep, suggesting that higher cytokine concentrations correlate with poorer sleep quality in PTSD patients (39).