Finally, the screening models for lung cancer were constructed by combining candidate protein markers (AOC3, CAT, CLEC3B, SEPP1, HBB) with tumor markers (CEA, CYFRA21-1, NSE) using machine learning. Here, HBB is linked to lung carcinoma.