TNF and chronic thromboembolic pulmonary hypertension: Another study identified ten key genes as highly relevant to CTEPH progression, including IL-1B, CXCL8, CCL22, CCL5, CCL20, TNF, IL-12B, JUN, EP300, and CCL4, which are linked to inflammatory responses, thrombus formation, and endothelial cell dysfunction.