The Spearman’s test revealed a high correlation between the immune-related gene signature-based risk score and TNF-α signalling via NF-kB or immune-related pathways, which further confirmed the findings in TCGA tumour tissues (Fig. 4b–c). Here, TNF is linked to neoplasm.