Through integrated single-cell RNA sequencing and cytokine array analysis, granulocyte colony stimulating factor (G-CSF) is identified as a key tumor-derived mediator that modulates the pre-metastatic niche through activating the VEGFA-KDR signaling axis in the lung, thereby promoting angiogenesis and PMN development. This evidence concerns the gene VEGFA and neoplasm.