CTRW_α exhibited the highest AUC and effect size for predicting IDH and 1p/19q status, highlighting its potential as a promising biomarker for the preoperative evaluation of these molecular characteristics in gliomas. This evidence concerns the gene IDH1 and central nervous system cancer.