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Network Analysis of Neurodegenerative Disease Highlights a Role of Toll-Like Receptor Signaling

Despite significant advances in the study of the molecular mechanisms altered in the development and progression of neurodegenerative diseases (NDs), the etiology is still enigmatic and the distinctions between diseases are not always entirely clear. We present an efficient computational method base...

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Detalles Bibliográficos
Autores principales: Nguyen, Thanh-Phuong, Caberlotto, Laura, Morine, Melissa J., Priami, Corrado
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3914352/
https://www.ncbi.nlm.nih.gov/pubmed/24551850
http://dx.doi.org/10.1155/2014/686505
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author Nguyen, Thanh-Phuong
Caberlotto, Laura
Morine, Melissa J.
Priami, Corrado
author_facet Nguyen, Thanh-Phuong
Caberlotto, Laura
Morine, Melissa J.
Priami, Corrado
author_sort Nguyen, Thanh-Phuong
collection PubMed
description Despite significant advances in the study of the molecular mechanisms altered in the development and progression of neurodegenerative diseases (NDs), the etiology is still enigmatic and the distinctions between diseases are not always entirely clear. We present an efficient computational method based on protein-protein interaction network (PPI) to model the functional network of NDs. The aim of this work is fourfold: (i) reconstruction of a PPI network relating to the NDs, (ii) construction of an association network between diseases based on proximity in the disease PPI network, (iii) quantification of disease associations, and (iv) inference of potential molecular mechanism involved in the diseases. The functional links of diseases not only showed overlap with the traditional classification in clinical settings, but also offered new insight into connections between diseases with limited clinical overlap. To gain an expanded view of the molecular mechanisms involved in NDs, both direct and indirect connector proteins were investigated. The method uncovered molecular relationships that are in common apparently distinct diseases and provided important insight into the molecular networks implicated in disease pathogenesis. In particular, the current analysis highlighted the Toll-like receptor signaling pathway as a potential candidate pathway to be targeted by therapy in neurodegeneration.
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spelling pubmed-39143522014-02-18 Network Analysis of Neurodegenerative Disease Highlights a Role of Toll-Like Receptor Signaling Nguyen, Thanh-Phuong Caberlotto, Laura Morine, Melissa J. Priami, Corrado Biomed Res Int Research Article Despite significant advances in the study of the molecular mechanisms altered in the development and progression of neurodegenerative diseases (NDs), the etiology is still enigmatic and the distinctions between diseases are not always entirely clear. We present an efficient computational method based on protein-protein interaction network (PPI) to model the functional network of NDs. The aim of this work is fourfold: (i) reconstruction of a PPI network relating to the NDs, (ii) construction of an association network between diseases based on proximity in the disease PPI network, (iii) quantification of disease associations, and (iv) inference of potential molecular mechanism involved in the diseases. The functional links of diseases not only showed overlap with the traditional classification in clinical settings, but also offered new insight into connections between diseases with limited clinical overlap. To gain an expanded view of the molecular mechanisms involved in NDs, both direct and indirect connector proteins were investigated. The method uncovered molecular relationships that are in common apparently distinct diseases and provided important insight into the molecular networks implicated in disease pathogenesis. In particular, the current analysis highlighted the Toll-like receptor signaling pathway as a potential candidate pathway to be targeted by therapy in neurodegeneration. Hindawi Publishing Corporation 2014 2014-01-16 /pmc/articles/PMC3914352/ /pubmed/24551850 http://dx.doi.org/10.1155/2014/686505 Text en Copyright © 2014 Thanh-Phuong Nguyen et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Nguyen, Thanh-Phuong
Caberlotto, Laura
Morine, Melissa J.
Priami, Corrado
Network Analysis of Neurodegenerative Disease Highlights a Role of Toll-Like Receptor Signaling
title Network Analysis of Neurodegenerative Disease Highlights a Role of Toll-Like Receptor Signaling
title_full Network Analysis of Neurodegenerative Disease Highlights a Role of Toll-Like Receptor Signaling
title_fullStr Network Analysis of Neurodegenerative Disease Highlights a Role of Toll-Like Receptor Signaling
title_full_unstemmed Network Analysis of Neurodegenerative Disease Highlights a Role of Toll-Like Receptor Signaling
title_short Network Analysis of Neurodegenerative Disease Highlights a Role of Toll-Like Receptor Signaling
title_sort network analysis of neurodegenerative disease highlights a role of toll-like receptor signaling
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3914352/
https://www.ncbi.nlm.nih.gov/pubmed/24551850
http://dx.doi.org/10.1155/2014/686505
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