Clinical response to immune checkpoint inhibitors (ICIs) varies significantly and the majority of studies into their effectiveness are focused on primary tumours of single histologies. This retrospective study utilises whole genome and transcriptome analysis (WGTA) to examine a pan-cancer cohort of advanced and previously treated patients which are currently underrepresented in the field, yet encompass a large proportion of cancer patients routinely seen in clinics. Our results reveal that tumour mutation burden and immune expression signatures are efficient at stratifying patients in this context, but suggest that PD-L1 testing may not be the most appropriate clinical biomarker for these patients. This study also demonstrates the benefit of measuring multiple markers simultaneously, highlighting the clinical utility of WGTA in selecting patients most likely to benefit from ICIs. Research.