MUC1 and interstitial lung disease: Importantly, four indicators, age, KL-6, D-dimer, and CA19-9, were identified as the most valuable biomarkers by the three machine learning algorithms and univariate analysis; and the four biomarkers might be involved in the occurrence and development of ILD.