Multivariable regression analyses demonstrated that the combination of clinical variables, tumor CT features, and ILA CT features significantly improved the predictive ability, with non-fibrotic ILA and small tumors as significant independent predictive factors for EGFR mutation. The gene discussed is EGFR; the disease is neoplasm.