The IE subgroup, characterized as the inflamed TME phenotype, consisted of patients with higher numbers of tumor-infiltrating lymphocytes (TILs) (Fig. 3e), high IFN-γ and IFN-α activity (Fig. 3d) and higher TMB (Extended Data Fig. 5c). Here, IFNA1 is linked to neoplasm.