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Brain disconnectome mapping derived from white matter lesions and serum neurofilament light levels in multiple sclerosis: A longitudinal multicenter study
BACKGROUND AND OBJECTIVES: Connectivity-based approaches incorporating the distribution and magnitude of the extended brain network aberrations caused by lesions may offer higher sensitivity for axonal damage in patients with multiple sclerosis (MS) than conventional lesion characteristics. Using in...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9253471/ https://www.ncbi.nlm.nih.gov/pubmed/35772194 http://dx.doi.org/10.1016/j.nicl.2022.103099 |
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author | Rise, Henning H. Brune, Synne Chien, Claudia Berge, Tone Bos, Steffan D. Andorrà, Magí Valdeolivas, Irene Pulido Beyer, Mona K. Sowa, Piotr Scheel, Michael Brandt, Alexander U. Asseyer, Susanna Blennow, Kaj Pedersen, Mads L. Zetterberg, Henrik de Schotten, Michel Thiebaut Cellerino, Maria Uccelli, Antonio Paul, Friedemann Villoslada, Pablo Harbo, Hanne F. Westlye, Lars T. Høgestøl, Einar A. |
author_facet | Rise, Henning H. Brune, Synne Chien, Claudia Berge, Tone Bos, Steffan D. Andorrà, Magí Valdeolivas, Irene Pulido Beyer, Mona K. Sowa, Piotr Scheel, Michael Brandt, Alexander U. Asseyer, Susanna Blennow, Kaj Pedersen, Mads L. Zetterberg, Henrik de Schotten, Michel Thiebaut Cellerino, Maria Uccelli, Antonio Paul, Friedemann Villoslada, Pablo Harbo, Hanne F. Westlye, Lars T. Høgestøl, Einar A. |
author_sort | Rise, Henning H. |
collection | PubMed |
description | BACKGROUND AND OBJECTIVES: Connectivity-based approaches incorporating the distribution and magnitude of the extended brain network aberrations caused by lesions may offer higher sensitivity for axonal damage in patients with multiple sclerosis (MS) than conventional lesion characteristics. Using individual brain disconnectome mapping, we tested the longitudinal associations between putative imaging-based brain network aberrations and levels of serum neurofilament light chain (NfL) as a neuroaxonal injury biomarker. METHODS: MS patients (n = 312, mean age 42.9 years, 71 % female) and healthy controls (HC) (n = 59, mean age 39.9 years, 78 % female) were prospectively enrolled at four European MS centres, and reassessed after two years (MS, n = 242; HC, n = 30). Post-processing of 3 Tesla (3 T) MRI data was performed at one centre using a harmonized pipeline, and disconnectome maps were calculated using BCBtoolkit based on individual lesion maps. Global disconnectivity (GD) was defined as the average disconnectome probability in each patient’s white matter. Serum NfL concentrations were measured by single molecule array (Simoa). Robust linear mixed models (rLMM) with GD or T2-lesion volume (T2LV) as dependent variables, patient as a random factor, serum NfL, age, sex, timepoint for visit, diagnosis, treatment, and center as fixed factors were run. RESULTS: rLMM revealed significant associations between GD and serum NfL (t = 2.94, p = 0.003), age (t = 4.21, p = 2.5 × 10(−5)), and longitudinal changes in NfL (t = -2.29, p = 0.02), but not for sex (t = 0.63, p = 0.53) or treatments (t = 0.80–0.83, p = 0.41–0.42). Voxel-wise analyses revealed significant associations between dysconnectivity in cerebellar and brainstem regions and serum NfL (t = 7.03, p < 0.001). DISCUSSION: In our prospective multi-site MS cohort, rLMMs demonstrated that the extent of global and regional brain disconnectivity is sensitive to a systemic biomarker of axonal damage, serum NfL, in patients with MS. These findings provide a neuroaxonal correlate of advanced disconnectome mapping and provide a platform for further investigations of the functional and potential clinical relevance of brain disconnectome mapping in patients with brain disorders. |
format | Online Article Text |
id | pubmed-9253471 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-92534712022-07-06 Brain disconnectome mapping derived from white matter lesions and serum neurofilament light levels in multiple sclerosis: A longitudinal multicenter study Rise, Henning H. Brune, Synne Chien, Claudia Berge, Tone Bos, Steffan D. Andorrà, Magí Valdeolivas, Irene Pulido Beyer, Mona K. Sowa, Piotr Scheel, Michael Brandt, Alexander U. Asseyer, Susanna Blennow, Kaj Pedersen, Mads L. Zetterberg, Henrik de Schotten, Michel Thiebaut Cellerino, Maria Uccelli, Antonio Paul, Friedemann Villoslada, Pablo Harbo, Hanne F. Westlye, Lars T. Høgestøl, Einar A. Neuroimage Clin Regular Article BACKGROUND AND OBJECTIVES: Connectivity-based approaches incorporating the distribution and magnitude of the extended brain network aberrations caused by lesions may offer higher sensitivity for axonal damage in patients with multiple sclerosis (MS) than conventional lesion characteristics. Using individual brain disconnectome mapping, we tested the longitudinal associations between putative imaging-based brain network aberrations and levels of serum neurofilament light chain (NfL) as a neuroaxonal injury biomarker. METHODS: MS patients (n = 312, mean age 42.9 years, 71 % female) and healthy controls (HC) (n = 59, mean age 39.9 years, 78 % female) were prospectively enrolled at four European MS centres, and reassessed after two years (MS, n = 242; HC, n = 30). Post-processing of 3 Tesla (3 T) MRI data was performed at one centre using a harmonized pipeline, and disconnectome maps were calculated using BCBtoolkit based on individual lesion maps. Global disconnectivity (GD) was defined as the average disconnectome probability in each patient’s white matter. Serum NfL concentrations were measured by single molecule array (Simoa). Robust linear mixed models (rLMM) with GD or T2-lesion volume (T2LV) as dependent variables, patient as a random factor, serum NfL, age, sex, timepoint for visit, diagnosis, treatment, and center as fixed factors were run. RESULTS: rLMM revealed significant associations between GD and serum NfL (t = 2.94, p = 0.003), age (t = 4.21, p = 2.5 × 10(−5)), and longitudinal changes in NfL (t = -2.29, p = 0.02), but not for sex (t = 0.63, p = 0.53) or treatments (t = 0.80–0.83, p = 0.41–0.42). Voxel-wise analyses revealed significant associations between dysconnectivity in cerebellar and brainstem regions and serum NfL (t = 7.03, p < 0.001). DISCUSSION: In our prospective multi-site MS cohort, rLMMs demonstrated that the extent of global and regional brain disconnectivity is sensitive to a systemic biomarker of axonal damage, serum NfL, in patients with MS. These findings provide a neuroaxonal correlate of advanced disconnectome mapping and provide a platform for further investigations of the functional and potential clinical relevance of brain disconnectome mapping in patients with brain disorders. Elsevier 2022-06-25 /pmc/articles/PMC9253471/ /pubmed/35772194 http://dx.doi.org/10.1016/j.nicl.2022.103099 Text en © 2022 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Regular Article Rise, Henning H. Brune, Synne Chien, Claudia Berge, Tone Bos, Steffan D. Andorrà, Magí Valdeolivas, Irene Pulido Beyer, Mona K. Sowa, Piotr Scheel, Michael Brandt, Alexander U. Asseyer, Susanna Blennow, Kaj Pedersen, Mads L. Zetterberg, Henrik de Schotten, Michel Thiebaut Cellerino, Maria Uccelli, Antonio Paul, Friedemann Villoslada, Pablo Harbo, Hanne F. Westlye, Lars T. Høgestøl, Einar A. Brain disconnectome mapping derived from white matter lesions and serum neurofilament light levels in multiple sclerosis: A longitudinal multicenter study |
title | Brain disconnectome mapping derived from white matter lesions and serum neurofilament light levels in multiple sclerosis: A longitudinal multicenter study |
title_full | Brain disconnectome mapping derived from white matter lesions and serum neurofilament light levels in multiple sclerosis: A longitudinal multicenter study |
title_fullStr | Brain disconnectome mapping derived from white matter lesions and serum neurofilament light levels in multiple sclerosis: A longitudinal multicenter study |
title_full_unstemmed | Brain disconnectome mapping derived from white matter lesions and serum neurofilament light levels in multiple sclerosis: A longitudinal multicenter study |
title_short | Brain disconnectome mapping derived from white matter lesions and serum neurofilament light levels in multiple sclerosis: A longitudinal multicenter study |
title_sort | brain disconnectome mapping derived from white matter lesions and serum neurofilament light levels in multiple sclerosis: a longitudinal multicenter study |
topic | Regular Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9253471/ https://www.ncbi.nlm.nih.gov/pubmed/35772194 http://dx.doi.org/10.1016/j.nicl.2022.103099 |
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