The gene set enrichment and pathway-specific PRS analyses, focusing on the variants used to calculate the IPF PRS models significantly associated with COVID-19 severity, suggest that integrin and cadherin signalling pathways, previously related to fibrosis and lung repair processes, could have a role in COVID-19 severity. The gene discussed is CDH17; the disease is idiopathic pulmonary fibrosis.