Further evaluations showed that the GRB2 gene in both COPD and MLD and the ESR1 and IRF7 genes in asthma and IPF had the highest association with the other genes, respectively (Supplementary file S2). Here, GRB2 is linked to idiopathic pulmonary fibrosis.