We employed the lightweight CNN model to classify patient-derived lung cancer cells, both categorized as adenocarcinomas but with distinct genetic profiles: one harboring the KRAS oncogene (HCC 4087) and the other the EGFR oncogene (HCC 4190). The gene discussed is EGFR; the disease is hepatocellular carcinoma.