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). Here, SPP1 is linked to neoplasm.