However, HSP90AA1 exhibited an up–down expression pattern along the trajectory, while TAGLN2 remained stable during early differentiation and markedly increased at the later stages (Supplementary Figure S9), indicating potential roles in fibroblast maturation and tumor microenvironment remodeling. Here, HSP90AA1 is linked to neoplasm.