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Integrated Systems Pharmacology Analysis of Clinical Drug-Induced Peripheral Neuropathy
A systems pharmacology approach was undertaken to define and identify the proteins/genes significantly associated with clinical incidence and severity of drug-induced peripheral neuropathy (DIPN). Pharmacological networks of 234 DIPN drugs, their known targets (both intended and unintended), and the...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4051377/ https://www.ncbi.nlm.nih.gov/pubmed/24827872 http://dx.doi.org/10.1038/psp.2014.11 |
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author | Hur, J Guo, A Y Loh, W Y Feldman, E L Bai, J P F |
author_facet | Hur, J Guo, A Y Loh, W Y Feldman, E L Bai, J P F |
author_sort | Hur, J |
collection | PubMed |
description | A systems pharmacology approach was undertaken to define and identify the proteins/genes significantly associated with clinical incidence and severity of drug-induced peripheral neuropathy (DIPN). Pharmacological networks of 234 DIPN drugs, their known targets (both intended and unintended), and the intermediator proteins/genes interacting with these drugs via their known targets were examined. A permutation test identified 230 DIPN-associated intermediators that were enriched with apoptosis and stress response genes. Neuropathy incidence and severity were curated from drug labels and literature and were used to build a predictive model of DIPN using a regression tree algorithm, based on the drug targets and their intermediators. DIPN drugs whose targets interacted with both v-myc avian myelocytomatosis viral oncogene homolog (MYC) and proliferating cell nuclear antigen-associated factor (PAF15) were associated with a neuropathy incidence of 38.1%, whereas drugs interacting only with MYC had an incidence of 2.9%. These results warrant further investigation in order to develop a predictive tool for the DIPN potential of a new drug. |
format | Online Article Text |
id | pubmed-4051377 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-40513772014-06-25 Integrated Systems Pharmacology Analysis of Clinical Drug-Induced Peripheral Neuropathy Hur, J Guo, A Y Loh, W Y Feldman, E L Bai, J P F CPT Pharmacometrics Syst Pharmacol Original Article A systems pharmacology approach was undertaken to define and identify the proteins/genes significantly associated with clinical incidence and severity of drug-induced peripheral neuropathy (DIPN). Pharmacological networks of 234 DIPN drugs, their known targets (both intended and unintended), and the intermediator proteins/genes interacting with these drugs via their known targets were examined. A permutation test identified 230 DIPN-associated intermediators that were enriched with apoptosis and stress response genes. Neuropathy incidence and severity were curated from drug labels and literature and were used to build a predictive model of DIPN using a regression tree algorithm, based on the drug targets and their intermediators. DIPN drugs whose targets interacted with both v-myc avian myelocytomatosis viral oncogene homolog (MYC) and proliferating cell nuclear antigen-associated factor (PAF15) were associated with a neuropathy incidence of 38.1%, whereas drugs interacting only with MYC had an incidence of 2.9%. These results warrant further investigation in order to develop a predictive tool for the DIPN potential of a new drug. Nature Publishing Group 2014-05 2014-05-14 /pmc/articles/PMC4051377/ /pubmed/24827872 http://dx.doi.org/10.1038/psp.2014.11 Text en Copyright © 2014 American Society for Clinical Pharmacology and Therapeutics http://creativecommons.org/licenses/by-nc-sa/3.0/ CPT: Pharmacometrics and Systems Pharmacology is an open-access journal published by Nature Publishing Group. This work is licensed under a Creative Commons Attribution-NonCommercial-Share Alike 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/3.0/ |
spellingShingle | Original Article Hur, J Guo, A Y Loh, W Y Feldman, E L Bai, J P F Integrated Systems Pharmacology Analysis of Clinical Drug-Induced Peripheral Neuropathy |
title | Integrated Systems Pharmacology Analysis of Clinical Drug-Induced Peripheral Neuropathy |
title_full | Integrated Systems Pharmacology Analysis of Clinical Drug-Induced Peripheral Neuropathy |
title_fullStr | Integrated Systems Pharmacology Analysis of Clinical Drug-Induced Peripheral Neuropathy |
title_full_unstemmed | Integrated Systems Pharmacology Analysis of Clinical Drug-Induced Peripheral Neuropathy |
title_short | Integrated Systems Pharmacology Analysis of Clinical Drug-Induced Peripheral Neuropathy |
title_sort | integrated systems pharmacology analysis of clinical drug-induced peripheral neuropathy |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4051377/ https://www.ncbi.nlm.nih.gov/pubmed/24827872 http://dx.doi.org/10.1038/psp.2014.11 |
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