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“Within a minute” detection of focal cortical dysplasia

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...

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Autores principales: Urbach, Horst, Heers, Marcel, Altenmueller, Dirk-Matthias, Schulze-Bonhage, Andreas, Staack, Anke Maren, Bast, Thomas, Reisert, Marco, Schwarzwald, Ralf, Kaller, Christoph P., Huppertz, Hans-Juergen, Demerath, Theo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2021
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Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8907094/
https://www.ncbi.nlm.nih.gov/pubmed/34625834
http://dx.doi.org/10.1007/s00234-021-02823-7
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author Urbach, Horst
Heers, Marcel
Altenmueller, Dirk-Matthias
Schulze-Bonhage, Andreas
Staack, Anke Maren
Bast, Thomas
Reisert, Marco
Schwarzwald, Ralf
Kaller, Christoph P.
Huppertz, Hans-Juergen
Demerath, Theo
author_facet Urbach, Horst
Heers, Marcel
Altenmueller, Dirk-Matthias
Schulze-Bonhage, Andreas
Staack, Anke Maren
Bast, Thomas
Reisert, Marco
Schwarzwald, Ralf
Kaller, Christoph P.
Huppertz, Hans-Juergen
Demerath, Theo
author_sort Urbach, Horst
collection PubMed
description 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 < 0.001). The area under the curve of the receiver operating curve was 0.851 with a cut-off volume of 0.05 ml best indicating a FCD. 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.
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spelling pubmed-89070942022-03-15 “Within a minute” detection of focal cortical dysplasia Urbach, Horst Heers, Marcel Altenmueller, Dirk-Matthias Schulze-Bonhage, Andreas Staack, Anke Maren Bast, Thomas Reisert, Marco Schwarzwald, Ralf Kaller, Christoph P. Huppertz, Hans-Juergen Demerath, Theo Neuroradiology Diagnostic Neuroradiology 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 < 0.001). The area under the curve of the receiver operating curve was 0.851 with a cut-off volume of 0.05 ml best indicating a FCD. 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. Springer Berlin Heidelberg 2021-10-09 2022 /pmc/articles/PMC8907094/ /pubmed/34625834 http://dx.doi.org/10.1007/s00234-021-02823-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Diagnostic Neuroradiology
Urbach, Horst
Heers, Marcel
Altenmueller, Dirk-Matthias
Schulze-Bonhage, Andreas
Staack, Anke Maren
Bast, Thomas
Reisert, Marco
Schwarzwald, Ralf
Kaller, Christoph P.
Huppertz, Hans-Juergen
Demerath, Theo
“Within a minute” detection of focal cortical dysplasia
title “Within a minute” detection of focal cortical dysplasia
title_full “Within a minute” detection of focal cortical dysplasia
title_fullStr “Within a minute” detection of focal cortical dysplasia
title_full_unstemmed “Within a minute” detection of focal cortical dysplasia
title_short “Within a minute” detection of focal cortical dysplasia
title_sort “within a minute” detection of focal cortical dysplasia
topic Diagnostic Neuroradiology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8907094/
https://www.ncbi.nlm.nih.gov/pubmed/34625834
http://dx.doi.org/10.1007/s00234-021-02823-7
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