Radio-pathomic signatures within and beyond FLAIR hyperintensity predict prognosis in glioblastoma following gross total resection
Motivation: Glioblastoma (GBM), a highly lethal brain tumor, poses a significant threat to patient survival, even after gross total resection (GTR). Goal(s): This study explored whether radio-pathomic features from autopsy-trained models could predict survival in GTR-treated GBM patients. Approach: The relationship between cell density and tumor probability (TPM) beyond the FLAIR hyperintense (FH) region, as well as a habitat-based labeling within FH was investigated. Cox regressions evaluated the impact of habitat volume and radio-pathomic characteristics within FH on survival. Results: The study revealed that radio-pathomic features of FH predicted overall survival, suggesting the ability to identify infiltrative tumor ultimately missed by surgery. Impact: In GTR-treated GBM patients, the presence of infiltrative tumor cells within and beyond FLAIR hyperintensity may predict patient prognosis and could be used for optimizing treatment.
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/10.58530/2024/0020
- Primary Topic
- Glioma Diagnosis and Treatment
- Type
- article
- Field-Weighted Citation Impact
- 0.00