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Targets of drugs are generally, and targets of drugs having side effects are specifically good spreaders of human interactome perturbations

Network-based methods are playing an increasingly important role in drug design. Our main question in this paper was whether the efficiency of drug target proteins to spread perturbations in the human interactome is larger if the binding drugs have side effects, as compared to those which have no re...

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Autores principales: Perez-Lopez, Áron R., Szalay, Kristóf Z., Türei, Dénes, Módos, Dezső, Lenti, Katalin, Korcsmáros, Tamás, Csermely, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4426692/
https://www.ncbi.nlm.nih.gov/pubmed/25960144
http://dx.doi.org/10.1038/srep10182
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author Perez-Lopez, Áron R.
Szalay, Kristóf Z.
Türei, Dénes
Módos, Dezső
Lenti, Katalin
Korcsmáros, Tamás
Csermely, Peter
author_facet Perez-Lopez, Áron R.
Szalay, Kristóf Z.
Türei, Dénes
Módos, Dezső
Lenti, Katalin
Korcsmáros, Tamás
Csermely, Peter
author_sort Perez-Lopez, Áron R.
collection PubMed
description Network-based methods are playing an increasingly important role in drug design. Our main question in this paper was whether the efficiency of drug target proteins to spread perturbations in the human interactome is larger if the binding drugs have side effects, as compared to those which have no reported side effects. Our results showed that in general, drug targets were better spreaders of perturbations than non-target proteins, and in particular, targets of drugs with side effects were also better spreaders of perturbations than targets of drugs having no reported side effects in human protein-protein interaction networks. Colorectal cancer-related proteins were good spreaders and had a high centrality, while type 2 diabetes-related proteins showed an average spreading efficiency and had an average centrality in the human interactome. Moreover, the interactome-distance between drug targets and disease-related proteins was higher in diabetes than in colorectal cancer. Our results may help a better understanding of the network position and dynamics of drug targets and disease-related proteins, and may contribute to develop additional, network-based tests to increase the potential safety of drug candidates.
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spelling pubmed-44266922015-05-21 Targets of drugs are generally, and targets of drugs having side effects are specifically good spreaders of human interactome perturbations Perez-Lopez, Áron R. Szalay, Kristóf Z. Türei, Dénes Módos, Dezső Lenti, Katalin Korcsmáros, Tamás Csermely, Peter Sci Rep Article Network-based methods are playing an increasingly important role in drug design. Our main question in this paper was whether the efficiency of drug target proteins to spread perturbations in the human interactome is larger if the binding drugs have side effects, as compared to those which have no reported side effects. Our results showed that in general, drug targets were better spreaders of perturbations than non-target proteins, and in particular, targets of drugs with side effects were also better spreaders of perturbations than targets of drugs having no reported side effects in human protein-protein interaction networks. Colorectal cancer-related proteins were good spreaders and had a high centrality, while type 2 diabetes-related proteins showed an average spreading efficiency and had an average centrality in the human interactome. Moreover, the interactome-distance between drug targets and disease-related proteins was higher in diabetes than in colorectal cancer. Our results may help a better understanding of the network position and dynamics of drug targets and disease-related proteins, and may contribute to develop additional, network-based tests to increase the potential safety of drug candidates. Nature Publishing Group 2015-05-11 /pmc/articles/PMC4426692/ /pubmed/25960144 http://dx.doi.org/10.1038/srep10182 Text en Copyright © 2015, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Perez-Lopez, Áron R.
Szalay, Kristóf Z.
Türei, Dénes
Módos, Dezső
Lenti, Katalin
Korcsmáros, Tamás
Csermely, Peter
Targets of drugs are generally, and targets of drugs having side effects are specifically good spreaders of human interactome perturbations
title Targets of drugs are generally, and targets of drugs having side effects are specifically good spreaders of human interactome perturbations
title_full Targets of drugs are generally, and targets of drugs having side effects are specifically good spreaders of human interactome perturbations
title_fullStr Targets of drugs are generally, and targets of drugs having side effects are specifically good spreaders of human interactome perturbations
title_full_unstemmed Targets of drugs are generally, and targets of drugs having side effects are specifically good spreaders of human interactome perturbations
title_short Targets of drugs are generally, and targets of drugs having side effects are specifically good spreaders of human interactome perturbations
title_sort targets of drugs are generally, and targets of drugs having side effects are specifically good spreaders of human interactome perturbations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4426692/
https://www.ncbi.nlm.nih.gov/pubmed/25960144
http://dx.doi.org/10.1038/srep10182
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