Characterized by high expression of CXCL17, CEACAM6, IL1RN, and CLDN4, the number of Cluster B cells was significantly increased in IPF patients, and these cells were more abundant in the lower lobes of IPF lungs, which exhibit more severe pathological changes. Here, IL1RN is linked to idiopathic pulmonary fibrosis.