'Within a minute' detection of focal cortical dysplasia

Autor: Marco Reisert, Ralf Schwarzwald, Dirk-Matthias Altenmueller, Andreas Schulze-Bonhage, Anke M. Staack, Christoph P. Kaller, Theo Demerath, H.-J. Huppertz, Horst Urbach, Thomas Bast, Marcel Heers
Rok vydání: 2021
Předmět:
Zdroj: Neuroradiology. 64:715-726
ISSN: 1432-1920
0028-3940
DOI: 10.1007/s00234-021-02823-7
Popis: 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.
Databáze: OpenAIRE
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