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Two Classes of T1 Hypointense Lesions in Multiple Sclerosis With Different Clinical Relevance
Background: Hypointense lesions on T1-weighted images have important clinical relevance in multiple sclerosis patients. Traditionally, spin-echo (SE) sequences are used to assess these lesions (termed black holes), but Fast Spoiled Gradient-Echo (FSPGR) sequences provide an excellent alternative. Ob...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7966518/ https://www.ncbi.nlm.nih.gov/pubmed/33746876 http://dx.doi.org/10.3389/fneur.2021.619135 |
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author | Kocsis, Krisztián Szabó, Nikoletta Tóth, Eszter Király, András Faragó, Péter Kincses, Bálint Veréb, Dániel Bozsik, Bence Boross, Katalin Katona, Melinda Bodnár, Péter László, Nyúl Gábor Vécsei, László Klivényi, Péter Bencsik, Krisztina Kincses, Zsigmond Tamás |
author_facet | Kocsis, Krisztián Szabó, Nikoletta Tóth, Eszter Király, András Faragó, Péter Kincses, Bálint Veréb, Dániel Bozsik, Bence Boross, Katalin Katona, Melinda Bodnár, Péter László, Nyúl Gábor Vécsei, László Klivényi, Péter Bencsik, Krisztina Kincses, Zsigmond Tamás |
author_sort | Kocsis, Krisztián |
collection | PubMed |
description | Background: Hypointense lesions on T1-weighted images have important clinical relevance in multiple sclerosis patients. Traditionally, spin-echo (SE) sequences are used to assess these lesions (termed black holes), but Fast Spoiled Gradient-Echo (FSPGR) sequences provide an excellent alternative. Objective: To determine whether the contrast difference between T1 hypointense lesions and the surrounding normal white matter is similar on the two sequences, whether different lesion types could be identified, and whether the clinical relevance of these lesions types are different. Methods: Seventy-nine multiple sclerosis patients' lesions were manually segmented, then registered to T1 sequences. Median intensity values of lesions were identified on all sequences, then K-means clustering was applied to assess whether distinct clusters of lesions can be defined based on intensity values on SE, FSPGR, and FLAIR sequences. The standardized intensity of the lesions in each cluster was compared to the intensity of the normal appearing white matter in order to see if lesions stand out from the white matter on a given sequence. Results: 100% of lesions on FSPGR images and 69% on SE sequence in cluster #1 exceeded a standardized lesion distance of Z = 2.3 (p < 0.05). In cluster #2, 78.7% of lesions on FSPGR and only 17.7% of lesions on SE sequence were above this cutoff value, meaning that these lesions were not easily seen on SE images. Lesion count in the second cluster (lesions less identifiable on SE) significantly correlated with the Expanded Disability Status Scale (EDSS) (R: 0.30, p ≤ 0.006) and with disease duration (R: 0.33, p ≤ 0.002). Conclusion: We showed that black holes can be separated into two distinct clusters based on their intensity values on various sequences, only one of which is related to clinical parameters. This emphasizes the joint role of FSPGR and SE sequences in the monitoring of MS patients and provides insight into the role of black holes in MS. |
format | Online Article Text |
id | pubmed-7966518 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-79665182021-03-18 Two Classes of T1 Hypointense Lesions in Multiple Sclerosis With Different Clinical Relevance Kocsis, Krisztián Szabó, Nikoletta Tóth, Eszter Király, András Faragó, Péter Kincses, Bálint Veréb, Dániel Bozsik, Bence Boross, Katalin Katona, Melinda Bodnár, Péter László, Nyúl Gábor Vécsei, László Klivényi, Péter Bencsik, Krisztina Kincses, Zsigmond Tamás Front Neurol Neurology Background: Hypointense lesions on T1-weighted images have important clinical relevance in multiple sclerosis patients. Traditionally, spin-echo (SE) sequences are used to assess these lesions (termed black holes), but Fast Spoiled Gradient-Echo (FSPGR) sequences provide an excellent alternative. Objective: To determine whether the contrast difference between T1 hypointense lesions and the surrounding normal white matter is similar on the two sequences, whether different lesion types could be identified, and whether the clinical relevance of these lesions types are different. Methods: Seventy-nine multiple sclerosis patients' lesions were manually segmented, then registered to T1 sequences. Median intensity values of lesions were identified on all sequences, then K-means clustering was applied to assess whether distinct clusters of lesions can be defined based on intensity values on SE, FSPGR, and FLAIR sequences. The standardized intensity of the lesions in each cluster was compared to the intensity of the normal appearing white matter in order to see if lesions stand out from the white matter on a given sequence. Results: 100% of lesions on FSPGR images and 69% on SE sequence in cluster #1 exceeded a standardized lesion distance of Z = 2.3 (p < 0.05). In cluster #2, 78.7% of lesions on FSPGR and only 17.7% of lesions on SE sequence were above this cutoff value, meaning that these lesions were not easily seen on SE images. Lesion count in the second cluster (lesions less identifiable on SE) significantly correlated with the Expanded Disability Status Scale (EDSS) (R: 0.30, p ≤ 0.006) and with disease duration (R: 0.33, p ≤ 0.002). Conclusion: We showed that black holes can be separated into two distinct clusters based on their intensity values on various sequences, only one of which is related to clinical parameters. This emphasizes the joint role of FSPGR and SE sequences in the monitoring of MS patients and provides insight into the role of black holes in MS. Frontiers Media S.A. 2021-03-03 /pmc/articles/PMC7966518/ /pubmed/33746876 http://dx.doi.org/10.3389/fneur.2021.619135 Text en Copyright © 2021 Kocsis, Szabó, Tóth, Király, Faragó, Kincses, Veréb, Bozsik, Boross, Katona, Bodnár, László, Vécsei, Klivényi, Bencsik and Kincses. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neurology Kocsis, Krisztián Szabó, Nikoletta Tóth, Eszter Király, András Faragó, Péter Kincses, Bálint Veréb, Dániel Bozsik, Bence Boross, Katalin Katona, Melinda Bodnár, Péter László, Nyúl Gábor Vécsei, László Klivényi, Péter Bencsik, Krisztina Kincses, Zsigmond Tamás Two Classes of T1 Hypointense Lesions in Multiple Sclerosis With Different Clinical Relevance |
title | Two Classes of T1 Hypointense Lesions in Multiple Sclerosis With Different Clinical Relevance |
title_full | Two Classes of T1 Hypointense Lesions in Multiple Sclerosis With Different Clinical Relevance |
title_fullStr | Two Classes of T1 Hypointense Lesions in Multiple Sclerosis With Different Clinical Relevance |
title_full_unstemmed | Two Classes of T1 Hypointense Lesions in Multiple Sclerosis With Different Clinical Relevance |
title_short | Two Classes of T1 Hypointense Lesions in Multiple Sclerosis With Different Clinical Relevance |
title_sort | two classes of t1 hypointense lesions in multiple sclerosis with different clinical relevance |
topic | Neurology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7966518/ https://www.ncbi.nlm.nih.gov/pubmed/33746876 http://dx.doi.org/10.3389/fneur.2021.619135 |
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