Most of the hallmarks were related to the lactate score, as shown in Fig. 6A. Tumor-specific hallmarks such as hypoxia, the P53 pathway, MYC targets, PI3K-AKT-mTOR signaling and WNT-beta-CATENIN signaling were related to the lactate score. Here, CTNNB1 is linked to neoplasm.