Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
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
_version_ 1783665702536740864
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
work_keys_str_mv AT kocsiskrisztian twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT szabonikoletta twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT totheszter twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT kiralyandras twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT faragopeter twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT kincsesbalint twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT verebdaniel twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT bozsikbence twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT borosskatalin twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT katonamelinda twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT bodnarpeter twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT laszlonyulgabor twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT vecseilaszlo twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT klivenyipeter twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT bencsikkrisztina twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance
AT kincseszsigmondtamas twoclassesoft1hypointenselesionsinmultiplesclerosiswithdifferentclinicalrelevance