In summary, we used context-specific eQTL datasets of fibroblasts, monocytes, and lungs affected by smoking and IPF to show that ATP11A and DPP9 were likely causal genes in critically ill COVID-19 and IPF. This evidence concerns the gene DPP9 and idiopathic pulmonary fibrosis.