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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...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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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. |
format | Online Article Text |
id | pubmed-8889147 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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