Moreover, the top 10 cancer-related pathways were showed in Fig. 2G, including the MAPK, PI3K-Akt, cAMP, Jak-STAT, Wnt, NF-kappa B, AMPK and HIF-1 signalling pathways. The gene discussed is AKT1; the disease is cancer.