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'Within a minute' detection of focal cortical dysplasia
- Source :
- Neuroradiology. 64:715-726
- Publication Year :
- 2021
- Publisher :
- Springer Science and Business Media LLC, 2021.
-
Abstract
- Purpose To evaluate a MRI postprocessing tool for the enhanced and rapid detection of focal cortical dysplasia (FCD). Methods MP2RAGE sequences of 40 consecutive, so far MRI-negative patients and of 32 healthy controls were morphometrically analyzed to highlight typical FCD features. The resulting morphometric maps served as input for an artificial neural network generating a FCD probability map. The FCD probability map was inversely normalized, co-registered to the MPRAGE2 sequence, and re-transferred into the PACS system. Co-registered images were scrolled through “within a minute” to determine whether a FCD was present or not. Results Fifteen FCD, three subcortical band heterotopias (SBH), and one periventricular nodular heterotopia were identified. Of those, four FCD and one SBH were only detected by MRI postprocessing while one FCD and one focal polymicrogryia were missed, respectively. False-positive results occurred in 21 patients and 22 healthy controls. However, true positive cluster volumes were significantly larger than volumes of false-positive clusters (p Conclusion Automated MRI postprocessing and presentation of co-registered output maps in the PACS allowed for rapid (i.e., “within a minute”) identification of FCDs in our clinical setting. The presence of false-positive findings currently requires a careful comparison of postprocessing results with conventional MR images but may be reduced in the future using a neural network better adapted to MP2RAGE images.
- Subjects :
- Receiver operating characteristic
business.industry
Periventricular Nodular Heterotopia
Cortical dysplasia
medicine.disease
Magnetic Resonance Imaging
Rapid detection
Malformations of Cortical Development
SUBCORTICAL BAND HETEROTOPIA
medicine
Humans
Radiology, Nuclear Medicine and imaging
Neural Networks, Computer
Neurology (clinical)
Mr images
Cardiology and Cardiovascular Medicine
Nuclear medicine
business
Probability
Neuroradiology
Subjects
Details
- ISSN :
- 14321920 and 00283940
- Volume :
- 64
- Database :
- OpenAIRE
- Journal :
- Neuroradiology
- Accession number :
- edsair.doi.dedup.....cbe434d4b001edfa8e6a4504e6e0861c
- Full Text :
- https://doi.org/10.1007/s00234-021-02823-7