In contrast, the KP subgroup exhibits an ‘immune-hot’ phenotype, characterized by a high tumor mutational burden (TMB), elevated PD-L1 expression, and increased levels of inflammatory markers (131). The gene discussed is CD274; the disease is neoplasm.