Notably, BRSK2, LRRC37A2, and ADAM15 exhibited shared associations, while CDH15 showed no significant association with IPF (refer to Table 1 and Fig. 2). The gene discussed is CDH15; the disease is idiopathic pulmonary fibrosis.