Therefore, in this study, we performed a comprehensive analysis and developed a combined model based on 18F-FDG PET radiomic signatures and the preoperative clinical characteristics of patients for non-invasive prediction of glioma IDH genotype status. This evidence concerns the gene IDH1 and glioma.