In an analysis of the roles of the differentially expressed genes in signal transduction, we found that malignant exosomes were involved in the tumor immune process mainly via the interferon signaling pathway, STAT signaling pathway, and NF-κB signaling pathway (Table 3). This evidence concerns the gene SOAT1 and neoplasm.