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Computational modelling of pathogenic protein spread in neurodegenerative diseases

Pathogenic protein accumulation and spread are fundamental principles of neurodegenerative diseases and ultimately account for the atrophy patterns that distinguish these diseases clinically. However, the biological mechanisms that link pathogenic proteins to specific neural network damage patterns...

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Detalles Bibliográficos
Autores principales: Georgiadis, Konstantinos, Wray, Selina, Ourselin, Sébastien, Warren, Jason D., Modat, Marc
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5798854/
https://www.ncbi.nlm.nih.gov/pubmed/29401516
http://dx.doi.org/10.1371/journal.pone.0192518
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author Georgiadis, Konstantinos
Wray, Selina
Ourselin, Sébastien
Warren, Jason D.
Modat, Marc
author_facet Georgiadis, Konstantinos
Wray, Selina
Ourselin, Sébastien
Warren, Jason D.
Modat, Marc
author_sort Georgiadis, Konstantinos
collection PubMed
description Pathogenic protein accumulation and spread are fundamental principles of neurodegenerative diseases and ultimately account for the atrophy patterns that distinguish these diseases clinically. However, the biological mechanisms that link pathogenic proteins to specific neural network damage patterns have not been defined. We developed computational models for mechanisms of pathogenic protein accumulation, spread and toxic effects in an artificial neural network of cortical columns. By varying simulation parameters we assessed the effects of modelled mechanisms on network breakdown patterns. Our findings suggest that patterns of network breakdown and the convergence of patterns follow rules determined by particular protein parameters. These rules can account for empirical data on pathogenic protein spread in neural networks. This work provides a basis for understanding the effects of pathogenic proteins on neural circuits and predicting progression of neurodegeneration.
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spelling pubmed-57988542018-02-23 Computational modelling of pathogenic protein spread in neurodegenerative diseases Georgiadis, Konstantinos Wray, Selina Ourselin, Sébastien Warren, Jason D. Modat, Marc PLoS One Research Article Pathogenic protein accumulation and spread are fundamental principles of neurodegenerative diseases and ultimately account for the atrophy patterns that distinguish these diseases clinically. However, the biological mechanisms that link pathogenic proteins to specific neural network damage patterns have not been defined. We developed computational models for mechanisms of pathogenic protein accumulation, spread and toxic effects in an artificial neural network of cortical columns. By varying simulation parameters we assessed the effects of modelled mechanisms on network breakdown patterns. Our findings suggest that patterns of network breakdown and the convergence of patterns follow rules determined by particular protein parameters. These rules can account for empirical data on pathogenic protein spread in neural networks. This work provides a basis for understanding the effects of pathogenic proteins on neural circuits and predicting progression of neurodegeneration. Public Library of Science 2018-02-05 /pmc/articles/PMC5798854/ /pubmed/29401516 http://dx.doi.org/10.1371/journal.pone.0192518 Text en © 2018 Georgiadis et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Georgiadis, Konstantinos
Wray, Selina
Ourselin, Sébastien
Warren, Jason D.
Modat, Marc
Computational modelling of pathogenic protein spread in neurodegenerative diseases
title Computational modelling of pathogenic protein spread in neurodegenerative diseases
title_full Computational modelling of pathogenic protein spread in neurodegenerative diseases
title_fullStr Computational modelling of pathogenic protein spread in neurodegenerative diseases
title_full_unstemmed Computational modelling of pathogenic protein spread in neurodegenerative diseases
title_short Computational modelling of pathogenic protein spread in neurodegenerative diseases
title_sort computational modelling of pathogenic protein spread in neurodegenerative diseases
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5798854/
https://www.ncbi.nlm.nih.gov/pubmed/29401516
http://dx.doi.org/10.1371/journal.pone.0192518
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