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Novel candidate drugs in anti-tumor necrosis factor refractory Crohn’s diseases: in silico study for drug repositioning

Biologicals like anti-tumor necrosis factor (TNF) therapy for Crohn’s disease (CD) are safe and effective but there is a significant rate of primary and secondary nonresponse in the patients. In this study, we applied a computational approach to discover novel drug therapies for anti-TNF refractory...

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Autores principales: Kwak, Min Seob, Lee, Hun Hee, Cha, Jae Myung, Shin, Hyun Phil, Jeon, Jung Won, Yoon, Jin Young
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7330029/
https://www.ncbi.nlm.nih.gov/pubmed/32612148
http://dx.doi.org/10.1038/s41598-020-67801-0
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author Kwak, Min Seob
Lee, Hun Hee
Cha, Jae Myung
Shin, Hyun Phil
Jeon, Jung Won
Yoon, Jin Young
author_facet Kwak, Min Seob
Lee, Hun Hee
Cha, Jae Myung
Shin, Hyun Phil
Jeon, Jung Won
Yoon, Jin Young
author_sort Kwak, Min Seob
collection PubMed
description Biologicals like anti-tumor necrosis factor (TNF) therapy for Crohn’s disease (CD) are safe and effective but there is a significant rate of primary and secondary nonresponse in the patients. In this study, we applied a computational approach to discover novel drug therapies for anti-TNF refractory CD in silico. We use a transcriptome dataset (GSE100833) for the anti-TNF refractory CD patients from NCBI GEO. After co-expression analysis, we specifically investigated the extent of protein–protein interactions among genes in clusters based on a protein–protein interaction database, STRING. Pathway analysis was performed using the clEnrich function based on KEGG gene sets. Co-expressed genes in cluster 1, 2, 3, 4, up or down-regulated genes and all differentially expressed genes are highly connected. Among them, cluster 1, which is highly enriched for chemokine signaling, also showed enrichment for cytokine–cytokine receptor interaction and identifies several drugs including cyclosporin with known efficacy in CD. Vorinostat, histone deacetylase inhibitors, and piperlongumine, which is known to have inhibitory effect on activity of NF-κB, were also identified. Some alkaloids were also selected as potential therapeutic drugs. These finding suggest that they might serve as a novel therapeutic option for anti-TNF refractory CD and support the use of public molecular data and computational approaches to discover novel therapeutic options for CD.
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spelling pubmed-73300292020-07-06 Novel candidate drugs in anti-tumor necrosis factor refractory Crohn’s diseases: in silico study for drug repositioning Kwak, Min Seob Lee, Hun Hee Cha, Jae Myung Shin, Hyun Phil Jeon, Jung Won Yoon, Jin Young Sci Rep Article Biologicals like anti-tumor necrosis factor (TNF) therapy for Crohn’s disease (CD) are safe and effective but there is a significant rate of primary and secondary nonresponse in the patients. In this study, we applied a computational approach to discover novel drug therapies for anti-TNF refractory CD in silico. We use a transcriptome dataset (GSE100833) for the anti-TNF refractory CD patients from NCBI GEO. After co-expression analysis, we specifically investigated the extent of protein–protein interactions among genes in clusters based on a protein–protein interaction database, STRING. Pathway analysis was performed using the clEnrich function based on KEGG gene sets. Co-expressed genes in cluster 1, 2, 3, 4, up or down-regulated genes and all differentially expressed genes are highly connected. Among them, cluster 1, which is highly enriched for chemokine signaling, also showed enrichment for cytokine–cytokine receptor interaction and identifies several drugs including cyclosporin with known efficacy in CD. Vorinostat, histone deacetylase inhibitors, and piperlongumine, which is known to have inhibitory effect on activity of NF-κB, were also identified. Some alkaloids were also selected as potential therapeutic drugs. These finding suggest that they might serve as a novel therapeutic option for anti-TNF refractory CD and support the use of public molecular data and computational approaches to discover novel therapeutic options for CD. Nature Publishing Group UK 2020-07-01 /pmc/articles/PMC7330029/ /pubmed/32612148 http://dx.doi.org/10.1038/s41598-020-67801-0 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Kwak, Min Seob
Lee, Hun Hee
Cha, Jae Myung
Shin, Hyun Phil
Jeon, Jung Won
Yoon, Jin Young
Novel candidate drugs in anti-tumor necrosis factor refractory Crohn’s diseases: in silico study for drug repositioning
title Novel candidate drugs in anti-tumor necrosis factor refractory Crohn’s diseases: in silico study for drug repositioning
title_full Novel candidate drugs in anti-tumor necrosis factor refractory Crohn’s diseases: in silico study for drug repositioning
title_fullStr Novel candidate drugs in anti-tumor necrosis factor refractory Crohn’s diseases: in silico study for drug repositioning
title_full_unstemmed Novel candidate drugs in anti-tumor necrosis factor refractory Crohn’s diseases: in silico study for drug repositioning
title_short Novel candidate drugs in anti-tumor necrosis factor refractory Crohn’s diseases: in silico study for drug repositioning
title_sort novel candidate drugs in anti-tumor necrosis factor refractory crohn’s diseases: in silico study for drug repositioning
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7330029/
https://www.ncbi.nlm.nih.gov/pubmed/32612148
http://dx.doi.org/10.1038/s41598-020-67801-0
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