Spatial mapping revealed spatial association of RCC progression-associated cancer and immune cell subpopulations, suggesting the potential role of the <i>VEGF</i>, <i>GDF</i>, <i>PTN</i> and <i>IL16</i> pathways in the remodeling of the tumor microenvironment. Here, PAEP is linked to renal cell carcinoma.