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Mapping causal functional contributions derived from the clinical assessment of brain damage after stroke

Lesion analysis reveals causal contributions of brain regions to mental functions, aiding the understanding of normal brain function as well as rehabilitation of brain-damaged patients. We applied a novel lesion inference technique based on game theory, Multi-perturbation Shapley value Analysis (MSA...

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Autores principales: Zavaglia, Melissa, Forkert, Nils D., Cheng, Bastian, Gerloff, Christian, Thomalla, Götz, Hilgetag, Claus C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4544394/
https://www.ncbi.nlm.nih.gov/pubmed/26448908
http://dx.doi.org/10.1016/j.nicl.2015.07.009
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author Zavaglia, Melissa
Forkert, Nils D.
Cheng, Bastian
Gerloff, Christian
Thomalla, Götz
Hilgetag, Claus C.
author_facet Zavaglia, Melissa
Forkert, Nils D.
Cheng, Bastian
Gerloff, Christian
Thomalla, Götz
Hilgetag, Claus C.
author_sort Zavaglia, Melissa
collection PubMed
description Lesion analysis reveals causal contributions of brain regions to mental functions, aiding the understanding of normal brain function as well as rehabilitation of brain-damaged patients. We applied a novel lesion inference technique based on game theory, Multi-perturbation Shapley value Analysis (MSA), to a large clinical lesion dataset. We used MSA to analyze the lesion patterns of 148 acute stroke patients together with their neurological deficits, as assessed by the National Institutes of Health Stroke Scale (NIHSS). The results revealed regional functional contributions to essential behavioral and cognitive functions as reflected in the NIHSS, particularly by subcortical structures. There were also side specific differences of functional contributions between the right and left hemispheric brain regions which may reflect the dominance of the left hemispheric syndrome aphasia in the NIHSS. Comparison of MSA to established lesion inference methods demonstrated the feasibility of the approach for analyzing clinical data and indicated its capability for objectively inferring functional contributions from multiple injured, potentially interacting sites, at the cost of having to predict the outcome of unknown lesion configurations. The analysis of regional functional contributions to neurological symptoms measured by the NIHSS contributes to the interpretation of this widely used standardized stroke scale in clinical practice as well as clinical trials and provides a first approximation of a ‘map of stroke’.
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spelling pubmed-45443942015-10-07 Mapping causal functional contributions derived from the clinical assessment of brain damage after stroke Zavaglia, Melissa Forkert, Nils D. Cheng, Bastian Gerloff, Christian Thomalla, Götz Hilgetag, Claus C. Neuroimage Clin Regular Article Lesion analysis reveals causal contributions of brain regions to mental functions, aiding the understanding of normal brain function as well as rehabilitation of brain-damaged patients. We applied a novel lesion inference technique based on game theory, Multi-perturbation Shapley value Analysis (MSA), to a large clinical lesion dataset. We used MSA to analyze the lesion patterns of 148 acute stroke patients together with their neurological deficits, as assessed by the National Institutes of Health Stroke Scale (NIHSS). The results revealed regional functional contributions to essential behavioral and cognitive functions as reflected in the NIHSS, particularly by subcortical structures. There were also side specific differences of functional contributions between the right and left hemispheric brain regions which may reflect the dominance of the left hemispheric syndrome aphasia in the NIHSS. Comparison of MSA to established lesion inference methods demonstrated the feasibility of the approach for analyzing clinical data and indicated its capability for objectively inferring functional contributions from multiple injured, potentially interacting sites, at the cost of having to predict the outcome of unknown lesion configurations. The analysis of regional functional contributions to neurological symptoms measured by the NIHSS contributes to the interpretation of this widely used standardized stroke scale in clinical practice as well as clinical trials and provides a first approximation of a ‘map of stroke’. Elsevier 2015-08-01 /pmc/articles/PMC4544394/ /pubmed/26448908 http://dx.doi.org/10.1016/j.nicl.2015.07.009 Text en © 2015 The Authors. Published by Elsevier Inc. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Regular Article
Zavaglia, Melissa
Forkert, Nils D.
Cheng, Bastian
Gerloff, Christian
Thomalla, Götz
Hilgetag, Claus C.
Mapping causal functional contributions derived from the clinical assessment of brain damage after stroke
title Mapping causal functional contributions derived from the clinical assessment of brain damage after stroke
title_full Mapping causal functional contributions derived from the clinical assessment of brain damage after stroke
title_fullStr Mapping causal functional contributions derived from the clinical assessment of brain damage after stroke
title_full_unstemmed Mapping causal functional contributions derived from the clinical assessment of brain damage after stroke
title_short Mapping causal functional contributions derived from the clinical assessment of brain damage after stroke
title_sort mapping causal functional contributions derived from the clinical assessment of brain damage after stroke
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4544394/
https://www.ncbi.nlm.nih.gov/pubmed/26448908
http://dx.doi.org/10.1016/j.nicl.2015.07.009
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