Replicates from a subject with CTD-APAH found to have histopathological evidence of PVOD demonstrated transcriptional changes in genes that govern the response to hypoxia (e.g., HIF-3α), a hallmark clinical sequela in patients with PVOD. Here, HIF3A is linked to pulmonary venoocclusive disease.