Based on these observations, the purpose of this study was to explore whether radiomics analysis of APTW images could acquire a higher efficacy than commonly used univariate analysis in predicting IDH mutation of grade II/III gliomas. The gene discussed is IDH1; the disease is central nervous system cancer.