Enrichment analysis of hallmark gene sets suggested that the upregulated genes in ESCC tumor were enriched in multiple metabolic related pathways, such as xenobiotic, bile acid and heme metabolism pathways, as well as PI3K/Akt/mTOR pathways (Fig. 1C). This evidence concerns the gene AKT1 and esophageal squamous cell carcinoma.