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Network-based stage-specific drug repurposing for Alzheimer’s disease

Alzheimer’s disease (AD) is a progressive neurodegenerative disease and the most common type of dementia. With no disease-curing drugs available and an ever-growing AD-related healthcare burden, novel approaches for identifying therapies are needed. In this work, we propose stage-specific candidate...

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Autores principales: Savva, Kyriaki, Zachariou, Margarita, Bourdakou, Marilena M., Dietis, Nikolas, Spyrou, George M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Research Network of Computational and Structural Biotechnology 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8957022/
https://www.ncbi.nlm.nih.gov/pubmed/35386099
http://dx.doi.org/10.1016/j.csbj.2022.03.013
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author Savva, Kyriaki
Zachariou, Margarita
Bourdakou, Marilena M.
Dietis, Nikolas
Spyrou, George M.
author_facet Savva, Kyriaki
Zachariou, Margarita
Bourdakou, Marilena M.
Dietis, Nikolas
Spyrou, George M.
author_sort Savva, Kyriaki
collection PubMed
description Alzheimer’s disease (AD) is a progressive neurodegenerative disease and the most common type of dementia. With no disease-curing drugs available and an ever-growing AD-related healthcare burden, novel approaches for identifying therapies are needed. In this work, we propose stage-specific candidate repurposed drugs against AD by using a novel network-based method for drug repurposing against different stages of AD severity. For each AD stage, this approach a) ranks the candidate repurposed drugs based on a novel network-based score emerging from the weighted sum of connections in a network resembling the structural similarity with failed, approved or currently ongoing drugs b) re-ranks the candidate drugs based on functional, structural and a priori information according to a recently developed method by our group and c) checks and re-ranks for permeability through the Blood Brain Barrier (BBB). Overall, we propose for further experimental validation 10 candidate repurposed drugs for each AD stage comprising a set of 26 elite candidate repurposed drugs due to overlaps between the three AD stages. We applied our methodology in a retrospective way on the known clinical trial drugs till 2016 and we show that we were able to highly rank a drug that did enter clinical trials in the following year. We expect that our proposed network-based drug-repurposing methodology will serve as a paradigm for application for ranking candidate repurposed drugs in other brain diseases beyond AD.
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spelling pubmed-89570222022-04-05 Network-based stage-specific drug repurposing for Alzheimer’s disease Savva, Kyriaki Zachariou, Margarita Bourdakou, Marilena M. Dietis, Nikolas Spyrou, George M. Comput Struct Biotechnol J Research Article Alzheimer’s disease (AD) is a progressive neurodegenerative disease and the most common type of dementia. With no disease-curing drugs available and an ever-growing AD-related healthcare burden, novel approaches for identifying therapies are needed. In this work, we propose stage-specific candidate repurposed drugs against AD by using a novel network-based method for drug repurposing against different stages of AD severity. For each AD stage, this approach a) ranks the candidate repurposed drugs based on a novel network-based score emerging from the weighted sum of connections in a network resembling the structural similarity with failed, approved or currently ongoing drugs b) re-ranks the candidate drugs based on functional, structural and a priori information according to a recently developed method by our group and c) checks and re-ranks for permeability through the Blood Brain Barrier (BBB). Overall, we propose for further experimental validation 10 candidate repurposed drugs for each AD stage comprising a set of 26 elite candidate repurposed drugs due to overlaps between the three AD stages. We applied our methodology in a retrospective way on the known clinical trial drugs till 2016 and we show that we were able to highly rank a drug that did enter clinical trials in the following year. We expect that our proposed network-based drug-repurposing methodology will serve as a paradigm for application for ranking candidate repurposed drugs in other brain diseases beyond AD. Research Network of Computational and Structural Biotechnology 2022-03-16 /pmc/articles/PMC8957022/ /pubmed/35386099 http://dx.doi.org/10.1016/j.csbj.2022.03.013 Text en © 2022 The Authors https://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 Research Article
Savva, Kyriaki
Zachariou, Margarita
Bourdakou, Marilena M.
Dietis, Nikolas
Spyrou, George M.
Network-based stage-specific drug repurposing for Alzheimer’s disease
title Network-based stage-specific drug repurposing for Alzheimer’s disease
title_full Network-based stage-specific drug repurposing for Alzheimer’s disease
title_fullStr Network-based stage-specific drug repurposing for Alzheimer’s disease
title_full_unstemmed Network-based stage-specific drug repurposing for Alzheimer’s disease
title_short Network-based stage-specific drug repurposing for Alzheimer’s disease
title_sort network-based stage-specific drug repurposing for alzheimer’s disease
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8957022/
https://www.ncbi.nlm.nih.gov/pubmed/35386099
http://dx.doi.org/10.1016/j.csbj.2022.03.013
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