In both comparisons, we obtained models with a lower AIC than that of the individual parameters, which were thus better predictors of the IDH status and the discrimination between astrocytomas and oligodendrogliomas, even when considering the larger number of variables. Here, IDH1 is linked to oligodendroglioma.