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Simulating lesion-dependent functional recovery mechanisms

Functional recovery after brain damage varies widely and depends on many factors, including lesion site and extent. When a neuronal system is damaged, recovery may occur by engaging residual (e.g., perilesional) components. When damage is extensive, recovery depends on the availability of other inta...

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Autores principales: Sajid, Noor, Holmes, Emma, Hope, Thomas M., Fountas, Zafeirios, Price, Cathy J., Friston, Karl J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8018968/
https://www.ncbi.nlm.nih.gov/pubmed/33811259
http://dx.doi.org/10.1038/s41598-021-87005-4
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author Sajid, Noor
Holmes, Emma
Hope, Thomas M.
Fountas, Zafeirios
Price, Cathy J.
Friston, Karl J.
author_facet Sajid, Noor
Holmes, Emma
Hope, Thomas M.
Fountas, Zafeirios
Price, Cathy J.
Friston, Karl J.
author_sort Sajid, Noor
collection PubMed
description Functional recovery after brain damage varies widely and depends on many factors, including lesion site and extent. When a neuronal system is damaged, recovery may occur by engaging residual (e.g., perilesional) components. When damage is extensive, recovery depends on the availability of other intact neural structures that can reproduce the same functional output (i.e., degeneracy). A system’s response to damage may occur rapidly, require learning or both. Here, we simulate functional recovery from four different types of lesions, using a generative model of word repetition that comprised a default premorbid system and a less used alternative system. The synthetic lesions (i) completely disengaged the premorbid system, leaving the alternative system intact, (ii) partially damaged both premorbid and alternative systems, and (iii) limited the experience-dependent plasticity of both. The results, across 1000 trials, demonstrate that (i) a complete disconnection of the premorbid system naturally invoked the engagement of the other, (ii) incomplete damage to both systems had a much more devastating long-term effect on model performance and (iii) the effect of reducing learning capacity within each system. These findings contribute to formal frameworks for interpreting the effect of different types of lesions.
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spelling pubmed-80189682021-04-07 Simulating lesion-dependent functional recovery mechanisms Sajid, Noor Holmes, Emma Hope, Thomas M. Fountas, Zafeirios Price, Cathy J. Friston, Karl J. Sci Rep Article Functional recovery after brain damage varies widely and depends on many factors, including lesion site and extent. When a neuronal system is damaged, recovery may occur by engaging residual (e.g., perilesional) components. When damage is extensive, recovery depends on the availability of other intact neural structures that can reproduce the same functional output (i.e., degeneracy). A system’s response to damage may occur rapidly, require learning or both. Here, we simulate functional recovery from four different types of lesions, using a generative model of word repetition that comprised a default premorbid system and a less used alternative system. The synthetic lesions (i) completely disengaged the premorbid system, leaving the alternative system intact, (ii) partially damaged both premorbid and alternative systems, and (iii) limited the experience-dependent plasticity of both. The results, across 1000 trials, demonstrate that (i) a complete disconnection of the premorbid system naturally invoked the engagement of the other, (ii) incomplete damage to both systems had a much more devastating long-term effect on model performance and (iii) the effect of reducing learning capacity within each system. These findings contribute to formal frameworks for interpreting the effect of different types of lesions. Nature Publishing Group UK 2021-04-02 /pmc/articles/PMC8018968/ /pubmed/33811259 http://dx.doi.org/10.1038/s41598-021-87005-4 Text en © The Author(s) 2021 Open Access This 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/.
spellingShingle Article
Sajid, Noor
Holmes, Emma
Hope, Thomas M.
Fountas, Zafeirios
Price, Cathy J.
Friston, Karl J.
Simulating lesion-dependent functional recovery mechanisms
title Simulating lesion-dependent functional recovery mechanisms
title_full Simulating lesion-dependent functional recovery mechanisms
title_fullStr Simulating lesion-dependent functional recovery mechanisms
title_full_unstemmed Simulating lesion-dependent functional recovery mechanisms
title_short Simulating lesion-dependent functional recovery mechanisms
title_sort simulating lesion-dependent functional recovery mechanisms
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8018968/
https://www.ncbi.nlm.nih.gov/pubmed/33811259
http://dx.doi.org/10.1038/s41598-021-87005-4
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