Normals in red, tumors in blue (This option does not work with clinical variables).

TCGA cohort (Nature, 2013)

Sato et al. cohort (Nature Genetics, 2013)

About the Data

Clear cell renal cell carcinoma (ccRCC) is the most common form of kidney cancer. We profiled immune cell infiltration and angiogenesis levels in the TCGA cohort of 519 tumor and 72 normal samples, and also in the Sato et al.* cohort of 101 tumor samples. The data are provided here as a resource for the general research community. A link to download the data will become available upon publication.

About the Data Explorer

The data explorer was built by Augustin Luna and Yasin Senbabaoglu using R Shiny.


  • Sato et al. (2013) Integrated molecular analysis of clear-cell renal cell carcinoma. Nature Genetics 45:860-867