We then examined the relationship between GirLncSig and cell proliferation and found that in the glioma samples from the TCGA database, the expression of almost all model-related sub-risk lncRNAs was positively correlated with the expression of cell proliferation markers Ki67 and PCNA (Figs. 8A and 8B). Here, MKI67 is linked to glioma.