Flow cytometry analysis further confirmed a lower proportion of M2 macrophages in the ST3GAL4 knockdown group compared to the control group, confirming the regulation of ST3GAL4 on macrophage polarization in osteosarcoma (Fig. 10D). Here, ST3GAL4 is linked to osteosarcoma.