Cortical myelin and thickness mapping provide insights into whole-brain tumor burden in diffuse midline glioma

Simin Zhang1,2, Xibiao Yang3,4, Qiaoyue Tan5

  • 1Huaxi MR Research Center (HMRRC), Department of Radiology, West China Hospital of Sichuan University, Chengdu 610041, China.

Insights

Diffuse midline glioma, particularly H3 K27-altered types, causes significant cortical myelin loss and thickness changes. These brain alterations can help predict patient survival, aiding clinical treatment strategies.

Area of Science:

  • Neuro-oncology
  • Neuroimaging
  • Brain tumor pathogenesis

Background:

  • Diffuse midline glioma (DMG) is characterized by systemic infiltration affecting distant cortical structures.
  • Previous research has underexamined the specific cortical changes induced by DMG.

Purpose of the Study:

  • To investigate whole-brain cortical myelin and thickness alterations in patients with diffuse midline glioma (DMG).
  • To assess the potential of these cortical changes for short-term survival prediction.

Main Methods:

  • Acquisition of high-resolution T1- and T2-weighted MRI scans from 90 DMG H3 K27-altered patients, 64 DMG H3 K27 wild-type patients, and 86 healthy controls.
  • Calculation of cortical thickness and myelin content using the Human Connectome Project pipeline.
  • Development of a short-term survival prediction model using automated machine learning, incorporating cortical features and tumor radiomics.

Main Results:

  • DMG H3 K27-altered patients exhibited significantly reduced cortical myelin in multiple brain regions compared to controls.
  • DMG H3 K27 wild-type patients showed largely preserved myelin content.
  • DMG H3 K27-altered patients displayed decreased cortical thickness in parietal/occipital regions and demyelination in the medial orbitofrontal cortex compared to wild-type DMG.
  • A combined model of cortical features and radiomics achieved 0.80 accuracy and 0.84 AUC for short-term survival prediction.

Conclusions:

  • Diffuse midline glioma, especially H3 K27-altered, induces significant cortical demyelination and thickness changes.
  • Cortical characteristics, combined with radiomics, offer a promising tool for predicting short-term survival in DMG patients.
  • These findings can inform clinical management and therapeutic strategies for diffuse midline glioma.

Related Concept Videos