Post$-$operative glioblastoma cancer cell distribution in the peritumoural oedema
Andrei Ciprian Macarie, Szabolcs Suveges, Mohamed Okasha, Kismet, Hossain-Ibrahim, J Douglas Steele, and Dumitru Trucu

TL;DR
This study introduces a multiscale mathematical model to analyze glioblastoma infiltration in peritumoural oedema, predicting relapse scenarios and reconstructing initial tumour distributions from MRI data, aiding in treatment planning.
Contribution
The paper presents a novel multiscale modeling approach for glioblastoma infiltration and relapse prediction, integrating MRI data for initial distribution reconstruction.
Findings
Higher GBM cell concentration near surgical cavity slows relapse
Model predictions align well with MRI scans over 881 days
Reconstruction of initial tumour shape from MRI is feasible
Abstract
Glioblastoma multiforme (GBM), the most aggressive primary brain tumour, exhibits low survival rates due to its rapid growth, infiltrates surrounding brain tissue, and is highly resistant to treatment. One major challenge is oedema infiltration, a fluid buildup that provides a path for cancer cells to invade other areas. MRI resolution is insufficient to detect these infiltrating cells, leading to relapses despite chemotherapy and radiotherapy. In this work, we propose a new multiscale mathematical modelling method, to explore the oedema infiltration and predict tumour relapses. To address tumour relapses, we investigated several possible scenarios for the distribution of remaining GBM cells within the oedema after surgery. Furthermore, in this computational modelling investigation on tumour relapse scenarios were investigated assuming the presence of clinically relevant…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsGlioma Diagnosis and Treatment · Brain Metastases and Treatment
