By combining contrast-enhanced CT images and RNA-seq genomic data from tumour biopsies, Roger et al. demonstrated that imaging biomarker could be useful in estimating CD8 cell count and predicting clinical outcomes of patients treated with anti-PD-1 and PD-L1[49]. This evidence concerns the gene CD274 and neoplasm.