Heatmaps revealed consistent trends: CHST11, SLC16A1, RHOF, ANO6, and SPRR1B were upregulated in the high-risk group, while PAH and MAN1C1 showed the opposite pattern (Figures 3E, J). This evidence concerns the gene CHST11 and pulmonary arterial hypertension.