The multivariate analysis identified several key factors for ILD progression: age at RA diagnosis, male gender, smoking, high RF, serum KL-6, DAS28 score, lower baseline DLCO, and the presence of a UIP pattern on high-resolution computed tomography (HRCT). Here, MUC1 is linked to idiopathic pulmonary fibrosis.