Among these, the feature Exponential_Glrlm_Shortrunemphasis exhibited the highest observed correlation (r = 0.259), suggesting high discriminative potential and reinforcing its role as a promising radiomic biomarker for the non-invasive prediction of EGFR mutations in patients with NSCLC. Here, EGFR is linked to non-small cell lung carcinoma.