The substantial overlap in metabolically regulated genes—such as IL6, IL1B, and COL1A1—in lung epithelial cells associated with PH and all published cancer analyses (where metabolites were elevated) suggests shared mechanisms linking transcriptional changes to genomic alterations (Thakur and Chen, 2019; Ibrahim and Muhammad, 2020). The gene discussed is COL1A1; the disease is cancer.