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A network-based computational and experimental framework for repurposing compounds toward the treatment of non-alcoholic fatty liver disease

Non-alcoholic fatty liver disease (NAFLD) is among the most common liver pathologies, however, none approved condition-specific therapy yet exists. The present study introduces a drug repositioning (DR) approach that combines in vitro steatosis models with a network-based computational platform, con...

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Autores principales: Zareifi, Danae Stella, Chaliotis, Odysseas, Chala, Nafsika, Meimetis, Nikos, Sofotasiou, Maria, Zeakis, Konstantinos, Pantiora, Eirini, Vezakis, Antonis, Matsopoulos, George K., Fragulidis, Georgios, Alexopoulos, Leonidas G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8889147/
https://www.ncbi.nlm.nih.gov/pubmed/35252807
http://dx.doi.org/10.1016/j.isci.2022.103890
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author Zareifi, Danae Stella
Chaliotis, Odysseas
Chala, Nafsika
Meimetis, Nikos
Sofotasiou, Maria
Zeakis, Konstantinos
Pantiora, Eirini
Vezakis, Antonis
Matsopoulos, George K.
Fragulidis, Georgios
Alexopoulos, Leonidas G.
author_facet Zareifi, Danae Stella
Chaliotis, Odysseas
Chala, Nafsika
Meimetis, Nikos
Sofotasiou, Maria
Zeakis, Konstantinos
Pantiora, Eirini
Vezakis, Antonis
Matsopoulos, George K.
Fragulidis, Georgios
Alexopoulos, Leonidas G.
author_sort Zareifi, Danae Stella
collection PubMed
description Non-alcoholic fatty liver disease (NAFLD) is among the most common liver pathologies, however, none approved condition-specific therapy yet exists. The present study introduces a drug repositioning (DR) approach that combines in vitro steatosis models with a network-based computational platform, constructed upon genomic data from diseased liver biopsies and compound-treated cell lines, to propose effectively repositioned therapeutic compounds. The introduced in silico approach screened 20′000 compounds, while complementary in vitro and proteomic assays were developed to test the efficacy of the 46 in silico predictions. This approach successfully identified six compounds, including the known anti-steatogenic drugs resveratrol and sirolimus. In short, gallamine triethiotide, diflorasone, fenoterol, and pralidoxime ameliorate steatosis similarly to resveratrol/sirolimus. The implementation holds great potential in reducing screening time in the early drug discovery stages and in delivering promising compounds for in vivo testing.
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spelling pubmed-88891472022-03-03 A network-based computational and experimental framework for repurposing compounds toward the treatment of non-alcoholic fatty liver disease Zareifi, Danae Stella Chaliotis, Odysseas Chala, Nafsika Meimetis, Nikos Sofotasiou, Maria Zeakis, Konstantinos Pantiora, Eirini Vezakis, Antonis Matsopoulos, George K. Fragulidis, Georgios Alexopoulos, Leonidas G. iScience Article Non-alcoholic fatty liver disease (NAFLD) is among the most common liver pathologies, however, none approved condition-specific therapy yet exists. The present study introduces a drug repositioning (DR) approach that combines in vitro steatosis models with a network-based computational platform, constructed upon genomic data from diseased liver biopsies and compound-treated cell lines, to propose effectively repositioned therapeutic compounds. The introduced in silico approach screened 20′000 compounds, while complementary in vitro and proteomic assays were developed to test the efficacy of the 46 in silico predictions. This approach successfully identified six compounds, including the known anti-steatogenic drugs resveratrol and sirolimus. In short, gallamine triethiotide, diflorasone, fenoterol, and pralidoxime ameliorate steatosis similarly to resveratrol/sirolimus. The implementation holds great potential in reducing screening time in the early drug discovery stages and in delivering promising compounds for in vivo testing. Elsevier 2022-02-09 /pmc/articles/PMC8889147/ /pubmed/35252807 http://dx.doi.org/10.1016/j.isci.2022.103890 Text en © 2022 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zareifi, Danae Stella
Chaliotis, Odysseas
Chala, Nafsika
Meimetis, Nikos
Sofotasiou, Maria
Zeakis, Konstantinos
Pantiora, Eirini
Vezakis, Antonis
Matsopoulos, George K.
Fragulidis, Georgios
Alexopoulos, Leonidas G.
A network-based computational and experimental framework for repurposing compounds toward the treatment of non-alcoholic fatty liver disease
title A network-based computational and experimental framework for repurposing compounds toward the treatment of non-alcoholic fatty liver disease
title_full A network-based computational and experimental framework for repurposing compounds toward the treatment of non-alcoholic fatty liver disease
title_fullStr A network-based computational and experimental framework for repurposing compounds toward the treatment of non-alcoholic fatty liver disease
title_full_unstemmed A network-based computational and experimental framework for repurposing compounds toward the treatment of non-alcoholic fatty liver disease
title_short A network-based computational and experimental framework for repurposing compounds toward the treatment of non-alcoholic fatty liver disease
title_sort network-based computational and experimental framework for repurposing compounds toward the treatment of non-alcoholic fatty liver disease
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8889147/
https://www.ncbi.nlm.nih.gov/pubmed/35252807
http://dx.doi.org/10.1016/j.isci.2022.103890
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