Remarkably, ten genes - CCDC32, CNPY4, FAM13A, GAL3ST4, GPC2, KNL1, MBLAC1, RAD51, RPUSD2, and TRAPPC14 - exhibited significant genetic associations with IPF and three comorbidities. This evidence concerns the gene RAD51 and idiopathic pulmonary fibrosis.