A subtype and multivariate analysis showed that the AI-based features captured information that was beyond the explainability of any other single molecular biomarker or tumor subtype, and that the additive value of all 19 biomarkers together over the AI score for PD-L1 prediction was only moderate. Here, CD274 is linked to neoplasm.