In order to quantify the observed association, we investigated, if TIPs provide orthogonal, non-redundant information for the prediction of MSI and tumor mutational burden (TMB) when compared to a baseline model consisting of the biomarkers CD8+ T cell density, CD4+ T cell density, Age and Tumor stage (≥ Stage 4). Here, CD8A is linked to neoplasm.