For malignant cells, consistently upregulated metabolic genes were predominantly associated with cancer hallmark pathways, including glycolysis (GAPDH, GPI and LDHA), OXPHOS (COX6B1 and ATP5MC2), and nucleotide metabolism (TK1, GUK1, NME1) (Fig. 3a). Here, GAPDH is linked to cancer.