By combining SMFs with clinical indexes (protein tumor marker, carcinoembryonic antigen (CEA) and image features), we achieved both early diagnosis of LUAD and accurate classification of pulmonary nodule with artificial intelligence strategies toward multi‐modal recognition. The gene discussed is CEACAM5; the disease is neoplasm.