The candidate protein markers (AOC3, CAT, CLEC3B, SEPP1, HBB) and traditional tumor markers (CEA, CYFRA21-1, NSE) were combined to construct screening models for lung cancer by machine learning techniques. The gene discussed is HBB; the disease is neoplasm.