Additionally, the downregulation of TNF signaling, chemokine activity and inflammatory pathways, including “cytokine-cytokine receptor interaction” and “NF-κB signaling”, suggests a state of immune dysregulation or exhaustion in advanced PAH (Fig 1F). Here, TNF is linked to pulmonary arterial hypertension.