Furthermore, spatial transcriptomics research by Tong and colleagues demonstrated tumor-derived SPP1 activates PI3K/Akt pathways in HSCs, promoting their differentiation into cancer-associated fibroblasts (CAFs) (Tong et al., 2024). This evidence concerns the gene AKT1 and neoplasm.