Integrative machine learning highlighted four hub genes, HYAL3, ADIPOQ, ZNF852, and SCD, all of which showed excellent diagnostic value for PAH-CMP comorbidity, with an area under curve exceeding 0.9. This evidence concerns the gene HYAL3 and pulmonary arterial hypertension.