In metastatic tumors, our study identified a significant presence of macrophages expressing CCL2, MGP, SPP1, and MMP9, which are associated with various aspects of tumor metastasis and may play a crucial role in preparing the metastatic niche for malignant cell growth21,63–68. This evidence concerns the gene MMP9 and metastatic neoplasm.