Its predictive power for survival aligns with the roles of these genes in glioma biology: CHI3L1 promotes invasiveness via NF-κB activation (Xu et al., 2023), while IGFBP2 enhances angiogenesis through IGF signaling (Kharkova et al., 2014). The gene discussed is IGF1; the disease is glioma.