The former studies built radiomics models using medical imaging for prediction of PD-L1 overexpression in a certain percentage of cells, i.e., a model would generate a binary output that roughly translated to a prediction that over or under 1% of cells within an analyzed tumor had increased expression of PD-L1. Here, CD274 is linked to neoplasm.