OncoPeptTUME deeply interrogates RNA-Seq data sets to produce high resolution mapping of the tumor microenvironment using proprietary cell type specific gene expression signatures. OncoPeptTUME provides a critical assessment of the inflammatory microenvironment that modulates T-cell infiltration and its anti-tumor activities to enable better prediction of treatment response and efficacy.