GAPDH and hepatocellular carcinoma: Among the upregulated genes presented, most of them (NUPR1, GSTA2, CCL15, UQCRH, GAPDH, and so on) have been documented previously to be elevated in HCC and play oncogenic roles in various aspects (Figure 2C) 33-36.