OBJECTIVES: Interstitial lung disease (ILD) is a severe pulmonary complication observed in Rheumatoid Arthritis (RA) patients and is a leading cause of mortality within this population. The objective of this study is to provide a comprehensive comparative analysis of a real-world observational cohort, distinguishing between patients with and without ILD. This analysis encompasses various aspects including sociodemographic, clinical, biological, and radiological factors. METHODS: A retrospective chart review was conducted from April 2015 to April 2021, including all patients diagnosed with RA according to the 2010 American College of Rheumatology/European League Against Rheumatism (ACR/EULAR) classification. Demographics, clinical characteristics, laboratory markers, and treatment data were retrieved from electronic medical records. Multiple regression analyses were performed to investigate the risk factors associated with ILD in RA patients. RESULTS: The study enrolled 153 RA patients diagnosed with RA, with 53 having RA-ILD and 100 without ILD. Multivariable analyses were conducted, treating ILD presence in RA patients as the dependent variable in RA patients, revealing notable associations. Smoking status (OR=8.82), presence of rheumatoid factor (OR=4.98), elevated Disease Activity Score-28 for RA with CRP (DAS-CRP) levels (OR=2.05) were all significantly associated with ILD presence in RA patients. CONCLUSIONS: This study underscores the substantial association between serologies, disease activity scores, and smoking history, contributing to the heightened susceptibility to ILD in RA patients. Recognising these risk factors and instituting systematic monitoring of routine disease activity metrics would facilitate targeted strategies for early detection and intervention.