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Network module‐based drug repositioning for pulmonary arterial hypertension
Pulmonary arterial hypertension (PAH) is a progressive disorder characterized by pulmonary vascular remodeling leading to increased pulmonary vascular resistance and pulmonary arterial pressure. PAH is a highly morbid cardiopulmonary disease adversely affecting lifespan and quality of life. Despite...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8452304/ https://www.ncbi.nlm.nih.gov/pubmed/34132494 http://dx.doi.org/10.1002/psp4.12670 |
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author | Wang, Rui‐Sheng Loscalzo, Joseph |
author_facet | Wang, Rui‐Sheng Loscalzo, Joseph |
author_sort | Wang, Rui‐Sheng |
collection | PubMed |
description | Pulmonary arterial hypertension (PAH) is a progressive disorder characterized by pulmonary vascular remodeling leading to increased pulmonary vascular resistance and pulmonary arterial pressure. PAH is a highly morbid cardiopulmonary disease adversely affecting lifespan and quality of life. Despite increased awareness and advances of medical therapies in recent decades, long‐term prognosis and survival remain poor for patients with PAH. Novel therapies that can target the underlying pathobiology of PAH and reverse pulmonary vascular remodeling are clearly needed. In this study, we develop a network module‐based framework to examine potential drug repositioning for PAH. The rationale for this approach is that in order to have therapeutic effects, the targets of potential drugs must be significantly proximate to the disease module of interest in the human protein‐protein interactome. Based on 15 existing drugs for treating PAH, our framework integrates drug‐drug interactions, drug‐drug chemical similarity, drug targets, and PAH disease proteins into the human interactome, and prioritizes candidate drugs for PAH. We identified 53 drugs that could potentially be repurposed for PAH. Many of these candidates have strong literature support. Compared to black‐box‐like machine learning models, network module‐based drug repositioning can provide mechanistic insights into how repositioned drugs can target the underlying pathobiological mechanisms of PAH. |
format | Online Article Text |
id | pubmed-8452304 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84523042021-09-27 Network module‐based drug repositioning for pulmonary arterial hypertension Wang, Rui‐Sheng Loscalzo, Joseph CPT Pharmacometrics Syst Pharmacol Research Pulmonary arterial hypertension (PAH) is a progressive disorder characterized by pulmonary vascular remodeling leading to increased pulmonary vascular resistance and pulmonary arterial pressure. PAH is a highly morbid cardiopulmonary disease adversely affecting lifespan and quality of life. Despite increased awareness and advances of medical therapies in recent decades, long‐term prognosis and survival remain poor for patients with PAH. Novel therapies that can target the underlying pathobiology of PAH and reverse pulmonary vascular remodeling are clearly needed. In this study, we develop a network module‐based framework to examine potential drug repositioning for PAH. The rationale for this approach is that in order to have therapeutic effects, the targets of potential drugs must be significantly proximate to the disease module of interest in the human protein‐protein interactome. Based on 15 existing drugs for treating PAH, our framework integrates drug‐drug interactions, drug‐drug chemical similarity, drug targets, and PAH disease proteins into the human interactome, and prioritizes candidate drugs for PAH. We identified 53 drugs that could potentially be repurposed for PAH. Many of these candidates have strong literature support. Compared to black‐box‐like machine learning models, network module‐based drug repositioning can provide mechanistic insights into how repositioned drugs can target the underlying pathobiological mechanisms of PAH. John Wiley and Sons Inc. 2021-07-09 2021-09 /pmc/articles/PMC8452304/ /pubmed/34132494 http://dx.doi.org/10.1002/psp4.12670 Text en © 2021 The Authors. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Research Wang, Rui‐Sheng Loscalzo, Joseph Network module‐based drug repositioning for pulmonary arterial hypertension |
title | Network module‐based drug repositioning for pulmonary arterial hypertension |
title_full | Network module‐based drug repositioning for pulmonary arterial hypertension |
title_fullStr | Network module‐based drug repositioning for pulmonary arterial hypertension |
title_full_unstemmed | Network module‐based drug repositioning for pulmonary arterial hypertension |
title_short | Network module‐based drug repositioning for pulmonary arterial hypertension |
title_sort | network module‐based drug repositioning for pulmonary arterial hypertension |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8452304/ https://www.ncbi.nlm.nih.gov/pubmed/34132494 http://dx.doi.org/10.1002/psp4.12670 |
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