Cargando…
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...
Autores principales: | , , , , |
---|---|
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 |
_version_ | 1784676682549952512 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8957022 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Research Network of Computational and Structural Biotechnology |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT savvakyriaki networkbasedstagespecificdrugrepurposingforalzheimersdisease AT zacharioumargarita networkbasedstagespecificdrugrepurposingforalzheimersdisease AT bourdakoumarilenam networkbasedstagespecificdrugrepurposingforalzheimersdisease AT dietisnikolas networkbasedstagespecificdrugrepurposingforalzheimersdisease AT spyrougeorgem networkbasedstagespecificdrugrepurposingforalzheimersdisease |