Thirty clinical liver cancer samples and multi-omics databases were collected; the expression of AFP, GMR-related proteins, pyruvate kinase M2 (PKM2), and the PI3K/AKT signalling pathway-associated proteins were assessed using immunohistochemistry (IHC) or Western blotting. Here, AFP is linked to liver cancer.