Preoperative prediction of Ki-67 expression and risk stratification in gliomas using multiparametric MRI and intratumor heterogeneity-based habitat imaging: a multicenter study

Multiparametric MRI-based habitat imaging effectively enables preoperative noninvasive prediction of Ki-67 expression and risk stratification in gliomas, with potential to offer insights into tumor biological behavior and inform individualized treatment planning.