The overall results suggest that caffeic acid, a key bioactive compound in M. oleifera, is an EGFR-mediated oncogenic signaling inhibitor for lung cancer therapy, warranting further experimental validation to translate these findings into clinical applications. Here, EGFR is linked to lung carcinoma.