Pyruvate, one of the most important metabolites, is located in the central position of Module_4, and 7 genes that interact with it were differentially expressed in ESCC, including LDHB, SDS, PDHB, MPST, TST, PC and GPT. Here, GPT is linked to esophageal squamous cell carcinoma.