Irrespective of these caveats, we did identify a subset of immune transcripts that were co-expressed with PD-L1, and we are evaluating these potential biomarkers in cohorts of melanoma, NSCLC and renal carcinoma patients who receive ICBs as part of their treatment. This evidence concerns the gene CD274 and non-small cell lung carcinoma.