Four genetic association signals showed evidence of a shared causal variant between idiopathic pulmonary fibrosis and at least one COVID-19 phenotype, namely loci at 7q22.1, near MUC5B, near ATP11A, and near DPP9 (94). This evidence concerns the gene DPP9 and COVID-19.