The advantages of our deep learning model include: Automatic feature extraction from hierarchical representations directly correlated with EGFR status; No requirement for manual tumor delineation, thus reducing workload and variability; Integration of the tumor microenvironment, potentially enhancing predictive accuracy; Clinical usability, requiring only PET/CT input without additional preprocessing. Here, EGFR is linked to neoplasm.