We used the ssGSEA method to score the TCGA and CGGA samples separately using HALLMARK and then compared tumor-related differences in TNFA signaling via NFkb, hypoxia, WNT beta-catenin signaling, TGF beta signaling, IL6 jak stat3 signaling and other pathway scores in subtypes. Here, STAT3 is linked to neoplasm.