Another study investigated the shared pathways involved in the comorbidity of COVID-19 and COPD, identifying critical genes, such as CCL2, MMP9, IL1A, and HIF1A, which play pivotal roles in immune responses, angiogenesis, and inflammation. Here, HIF1A is linked to COVID-19.