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 MGP and metastatic neoplasm.