In the metastatic tumors, our study predominantly found a significant increase in macrophages expressing CCL2, MGP, SPP1, and MMP9, which have been previously associated with tumor cell invasion, metastasis, and immunoresistance21,63–68. This evidence concerns the gene CCL2 and neoplasm.