ReMIND: The Brain Resection Multimodal Imaging Database.
Parikshit JuvekarReuben DorentFryderyk KöglErickson TorioColton BarrLaura RigoloColin GalvinNick JowkarAnees KaziNazim HaouchineHarneet CheemaNassir NavabSteve PieperWilliam M WellsWenya Linda BiAlexandra GolbySarah FriskenTina KapurPublished in: Scientific data (2024)
The standard of care for brain tumors is maximal safe surgical resection. Neuronavigation augments the surgeon's ability to achieve this but loses validity as surgery progresses due to brain shift. Moreover, gliomas are often indistinguishable from surrounding healthy brain tissue. Intraoperative magnetic resonance imaging (iMRI) and ultrasound (iUS) help visualize the tumor and brain shift. iUS is faster and easier to incorporate into surgical workflows but offers a lower contrast between tumorous and healthy tissues than iMRI. With the success of data-hungry Artificial Intelligence algorithms in medical image analysis, the benefits of sharing well-curated data cannot be overstated. To this end, we provide the largest publicly available MRI and iUS database of surgically treated brain tumors, including gliomas (n = 92), metastases (n = 11), and others (n = 11). This collection contains 369 preoperative MRI series, 320 3D iUS series, 301 iMRI series, and 356 segmentations collected from 114 consecutive patients at a single institution. This database is expected to help brain shift and image analysis research and neurosurgical training in interpreting iUS and iMRI.
Keyphrases
- magnetic resonance imaging
- artificial intelligence
- resting state
- white matter
- contrast enhanced
- machine learning
- big data
- healthcare
- functional connectivity
- cerebral ischemia
- deep learning
- minimally invasive
- gene expression
- electronic health record
- high grade
- patients undergoing
- emergency department
- computed tomography
- adverse drug
- palliative care
- social media
- high resolution
- multiple sclerosis
- blood pressure
- blood brain barrier
- atrial fibrillation
- quality improvement
- acute coronary syndrome
- brain injury
- robot assisted
- health information
- newly diagnosed