The trained KPNN models recapitulated characteristic molecular differences between glioblastoma cell states (Fig. 5d, Additional file 9: Table S7, Additional file 1: Fig. S13d), including an association of HIF1A regulatory importance with MES cells [85] and of ERBB2 with NPC cells [86]. Here, HIF1A is linked to glioblastoma.