While many of the findings in the TNF-Tg model are shared with PAH patients and other rodent PH models, the RNA velocity analysis findings including the gCAP to aCAP transition should be confirmed in other models and PAH patients, and lineage tracing would be useful to more definitively confirm cellular fate transitions. The gene discussed is GUCA1A; the disease is pulmonary arterial hypertension.