Overall, several nonhub proteins, including IGFBP2, PAPPA, CDH17, TGIF1, THY1, NID2, TGM2, and AEBP1, have been identified as oncogenic in specific stages of cancer [49, 50, 51]. This evidence concerns the gene PAPPA and cancer.