Raidionics
Pre- and post-operative central nervous
system tumor segmentation
and standardized reporting


A software platform for the analysis and visualization of neurological MR scans

ABOUT Raidionics

A description of the different use-cases supported by Raidionics, along with Youtube presentation videos, are available on our wiki.
























Segmentation

The most common central nervous system tumor types can be segmented pre-operatively: glioblastomas, diffuse lower-grade gliomas, meningiomas, and metastases. Early post-operative segmentation is limited to the glioblastoma subtype.

All models have been trained using patient data from our partnered hospitals, using the AGU-Net architecture (more details available in the Publications section).

Standardized reporting (RADS)

Pre-operatively, the standardized reports include the following tumor characteristics, all computed in the MNI reference space: volume, multifocality, laterality, location w.r.t. cortical structures (MNI, Harvard-Oxford, and Schaefer atlases), and location w.r.t. subcortical structures (BCB atlas). The computational pipeline is illustrated to the left.

Post-operatively, the rest tumor volume and extent-of-resection are automatically computed.

Hospital partners

Northwest Clinics (Alkmaar), Amsterdam University Medical Centers, University Medical Center Groningen, Medical Center Haaglanden (The Hague), Humanitas Research Hospital (Milano), Hôpital Lariboisière (Paris), University of California San Francisco Medical Center, Medical Center Slotervaart (Amsterdam), St Elisabeth Hospital (Tilburg), University Medical Center Utrecht, Medical University Vienna, Isala hospital (Zwolle), St. Olavs hospital (Trondheim), Sahlgrenska University Hospital (Gothenburg), Brigham and Women's Hospital (Boston), and Oslo University Hospital.

ORIGINAL TEAM

Core participants

David

David Bouget

Lead developer, maintainer

david.bouget@sintef.no

Andre

André Pedersen

DevOps engineer

andre.pedersen@sintef.no

Demah

Demah Alsinan

Designer

demah.alsinan@sintef.no

Valeria

Valeria Gaitan

Designer

valeria.gaitan@sintef.no

Ingerid

Ingerid Reinertsen

Project manager

ingerid.reinertsen@sintef.no

Ole

Ole Solheim

Neurosurgeon

ole.solheim@ntnu.no

Downloads

Latest release (1.2.2)

Disclaimer: Raidionics has problems running on some specific CPU (cf. FAQ).

Examples


Stand-alone Raidionics






















View on GitHub


3D Slicer plugin





















View on GitHub

×

Publications

Raidionics research

* Raidionics: an open software for pre- and postoperative central nervous system tumor segmentation and standardized reporting. Bouget, D., Alsinan, D., Gaitan, V., Helland, R.H., Solheim, O., & Reinertsen, I. Nature Scientific Reports 13, 15570, 2023.

* Preoperative brain tumor imaging: models and software for segmentation and standardized reporting. Bouget, D., Pedersen, A., Jakola, A. S., Kavouridis, V., Emblem, K. E., Eijgelaar, R. S., ... & Reinertsen, I. Frontiers in neurology, 1500, 2022.

* Meningioma segmentation in T1-weighted MRI leveraging global context and attention mechanisms. Bouget, D., Pedersen, A., Hosainey, S. A. M., Solheim, O., & Reinertsen, I.. Frontiers in Radiology, 1, 711514, 2021.

* Glioblastoma surgery imaging–reporting and data system: Validation and performance of the automated segmentation task. Bouget, D., Eijgelaar, R. S., Pedersen, A., Kommers, I., Ardon, H., Barkhof, F., ... & Solheim, O.. Cancers, 13(18), 4674, 2021.

* Glioblastoma surgery imaging—reporting and data system: Standardized reporting of tumor volume, location, and resectability based on automated segmentations. Kommers, I., Bouget, D., Pedersen, A., Eijgelaar, R. S., Ardon, H., Barkhof, F., ... & De Witt Hamer, P. C.. Cancers, 13(12), 2854, 2021.

* Fast meningioma segmentation in T1-weighted magnetic resonance imaging volumes using a lightweight 3D deep learning architecture. Bouget, D., Pedersen, A., Hosainey, S. A. M., Vanel, J., Solheim, O., & Reinertsen, I. . Journal of Medical Imaging, 8(2), 024002-024002, 2021.

Related research

* Pretreatment patient-reported cognitive function in patients with diffuse glioma. Schei, S., Solheim, O., Salvesen, Ø., Hjermstad, M. J., Bouget, D., & Sagberg, L. M.. Acta Neurochirurgica, 164(3), 703-711, 2022.

CONTACT

Lets get in touch. Feel free to contact us for collaboration or data sharing.

Trondheim, Norway

Email: david.bouget@sintef.no

https://github.com/raidionics

Report issues or request features