To address these gaps, we employed integrative bioinformatics approaches to comprehensively characterize DDR1 expression patterns, genetic alterations, immune landscape associations, and prognostic significance in NSCLC, supported by machine learning and external validation (18). Here, DDR1 is linked to non-small cell lung carcinoma.