We also found that CHI3L1 is involved in various malignant tumor-associated signaling pathways (Fig. 5B), among which epithelial-mesenchymal transition, PI3K/AKT, RAS/MAPK, and TSC-mTOR were associated with tumor migration and invasion. Here, AKT1 is linked to cancer.