Our findings provide preliminary evidence that compounds of M. oleifera interact with 80 protein targets, with compounds such as caffeic acid showing results in inhibiting EGFR and modulating critical signaling pathways associated with lung cancer compared to experimentally know EGFR inhibitor erlotinib. Here, EGFR is linked to lung cancer.