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A Network-Biology Informed Computational Drug Repositioning Strategy to Target Disease Risk Trajectories and Comorbidities of Peripheral Artery Disease
Currently, drug discovery approaches focus on the design of therapies that alleviate an index symptom by reengineering the underlying biological mechanism in agonistic or antagonistic fashion. For example, medicines are routinely developed to target an essential gene that drives the disease mechanis...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Medical Informatics Association
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5961807/ https://www.ncbi.nlm.nih.gov/pubmed/29888052 |
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author | Shameer, Khader Dow, Garrett Glicksberg, Benjamin S. Johnson, Kipp W. Ze, Yi Tomlinson, Max S. Readhead, Ben Dudley, Joel T. Kullo, Iftikhar J. |
author_facet | Shameer, Khader Dow, Garrett Glicksberg, Benjamin S. Johnson, Kipp W. Ze, Yi Tomlinson, Max S. Readhead, Ben Dudley, Joel T. Kullo, Iftikhar J. |
author_sort | Shameer, Khader |
collection | PubMed |
description | Currently, drug discovery approaches focus on the design of therapies that alleviate an index symptom by reengineering the underlying biological mechanism in agonistic or antagonistic fashion. For example, medicines are routinely developed to target an essential gene that drives the disease mechanism. Therapeutic overloading where patients get multiple medications to reduce the primary and secondary side effect burden is standard practice. This single-symptom based approach may not be scalable, as we understand that diseases are more connected than random and molecular interactions drive disease comorbidities. In this work, we present a proof-of-concept drug discovery strategy by combining network biology, disease comorbidity estimates, and computational drug repositioning, by targeting the risk factors and comorbidities of peripheral artery disease, a vascular disease associated with high morbidity and mortality. Individualized risk estimation and recommending disease sequelae based therapies may help to lower the mortality and morbidity of peripheral artery disease. |
format | Online Article Text |
id | pubmed-5961807 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | American Medical Informatics Association |
record_format | MEDLINE/PubMed |
spelling | pubmed-59618072018-06-08 A Network-Biology Informed Computational Drug Repositioning Strategy to Target Disease Risk Trajectories and Comorbidities of Peripheral Artery Disease Shameer, Khader Dow, Garrett Glicksberg, Benjamin S. Johnson, Kipp W. Ze, Yi Tomlinson, Max S. Readhead, Ben Dudley, Joel T. Kullo, Iftikhar J. AMIA Jt Summits Transl Sci Proc Articles Currently, drug discovery approaches focus on the design of therapies that alleviate an index symptom by reengineering the underlying biological mechanism in agonistic or antagonistic fashion. For example, medicines are routinely developed to target an essential gene that drives the disease mechanism. Therapeutic overloading where patients get multiple medications to reduce the primary and secondary side effect burden is standard practice. This single-symptom based approach may not be scalable, as we understand that diseases are more connected than random and molecular interactions drive disease comorbidities. In this work, we present a proof-of-concept drug discovery strategy by combining network biology, disease comorbidity estimates, and computational drug repositioning, by targeting the risk factors and comorbidities of peripheral artery disease, a vascular disease associated with high morbidity and mortality. Individualized risk estimation and recommending disease sequelae based therapies may help to lower the mortality and morbidity of peripheral artery disease. American Medical Informatics Association 2018-05-18 /pmc/articles/PMC5961807/ /pubmed/29888052 Text en ©2018 AMIA - All rights reserved. This is an Open Access article: verbatim copying and redistribution of this article are permitted in all media for any purpose |
spellingShingle | Articles Shameer, Khader Dow, Garrett Glicksberg, Benjamin S. Johnson, Kipp W. Ze, Yi Tomlinson, Max S. Readhead, Ben Dudley, Joel T. Kullo, Iftikhar J. A Network-Biology Informed Computational Drug Repositioning Strategy to Target Disease Risk Trajectories and Comorbidities of Peripheral Artery Disease |
title | A Network-Biology Informed Computational Drug Repositioning Strategy to Target Disease Risk Trajectories and Comorbidities of Peripheral Artery Disease |
title_full | A Network-Biology Informed Computational Drug Repositioning Strategy to Target Disease Risk Trajectories and Comorbidities of Peripheral Artery Disease |
title_fullStr | A Network-Biology Informed Computational Drug Repositioning Strategy to Target Disease Risk Trajectories and Comorbidities of Peripheral Artery Disease |
title_full_unstemmed | A Network-Biology Informed Computational Drug Repositioning Strategy to Target Disease Risk Trajectories and Comorbidities of Peripheral Artery Disease |
title_short | A Network-Biology Informed Computational Drug Repositioning Strategy to Target Disease Risk Trajectories and Comorbidities of Peripheral Artery Disease |
title_sort | network-biology informed computational drug repositioning strategy to target disease risk trajectories and comorbidities of peripheral artery disease |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5961807/ https://www.ncbi.nlm.nih.gov/pubmed/29888052 |
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