High expression of ‘angiogenic’ genes and specific ‘invasion’ genes is applied to sub-classify RCC as ‘angiogenic’, which would be predictive for response to TKIs targeting VEGF signaling. This evidence concerns the gene VEGFA and renal cell carcinoma.