In addition, RNA-seq data from a research group led by Charles Spruck indicated activation of antiviral pathways within tumor cells, including RIG-I/MDA5-MAVS, cGAS-STING, interferon IFN pathways, surface antigen presentation pathways, and various cytokines recruiting T cells and NK cells. This evidence concerns the gene MAVS and neoplasm.