The above-noted univariate and multivariate approaches were also employed to identify compounds of statistical significance with respect to the differentiation of the metabolic profiles of high- and low-grade gliomas, gliomas with and without IDH mutations, and gliomas with and without 1p19q codeletion. Here, IDH1 is linked to central nervous system cancer.