Spatial comparison of MR perfusion and radio-pathomic model derived cell density in newly diagnosed glioma patients: prognostic implications
Motivation: Deliniating non-angiogenic and early-angiogenic areas of tumor prevents detection of the full extent of glioblastoma invasion. Goal(s): This study investigated the relationship between perfusion and radio-pathomic estimates of cell density in glioblastoma. Approach: This study compared ASL- and DSC-based perfusion estimates to predicted cellularity maps in two large publicly available datasets. Results: Positive cellularity-perfusion associations were observed within contrast enhancement but not in non-enhancing regions. Per-subject positive cellularity-perfusion associations within FLAIR hyperintensity were associated with worse prognosis in glioblastoma patients following gross total resection. Impact: Areas of increased perfusion and hypercellularity can be used to direct surgical intervention to capture early-angiogenic areas of tumor missed by contrast enhancement, which may in turn improve survival outcomes. Non-angiogenic hypercellular tumor may persist outside even this margin.
Authors
- Fitzgerald Kyereme
- Max Krucoff (ORCID: https://orcid.org/0000-0002-9577-8944)
- Biprojit Nath
- Michael Flatley
- Aleksandra Winiarz (ORCID: https://orcid.org/0000-0002-6994-5796)
- Peter S. LaViolette (ORCID: https://orcid.org/0000-0002-9602-6891)
- Anjishnu Banerjee (ORCID: https://orcid.org/0000-0002-6898-9148)
- Samuel Bobholz (ORCID: https://orcid.org/0000-0003-1525-7418)
- Savannah Duenweg (ORCID: https://orcid.org/0000-0003-4010-7737)
- Allison K. Lowman (ORCID: https://orcid.org/0000-0002-2520-8145)
- Jennifer Connelly (ORCID: https://orcid.org/0000-0002-6122-8573)
- Dylan Coss
Publication Details
- Journal
- Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
- Published
- 2024-11-26
- DOI
- https://doi.org/10.58530/2024/3583
- Primary Topic
- MRI in cancer diagnosis
- Type
- article
- Field-Weighted Citation Impact
- 0.00