IFNA1 and cancer: In the cancer hallmark gene set, the high-risk group exhibited significant upregulation of pathways related to epithelial-mesenchymal transition and angiogenesis, while suppressing immune pathways such as IFN-α and IFN-β responses, as well as oxidative phosphorylation (Fig. 6A).