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Integrating subpathway analysis to identify candidate agents for hepatocellular carcinoma
Hepatocellular carcinoma (HCC) is the second most common cause of cancer-associated death worldwide, characterized by a high invasiveness and resistance to normal anticancer treatments. The need to develop new therapeutic agents for HCC is urgent. Here, we developed a bioinformatics method to identi...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Dove Medical Press
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4788366/ https://www.ncbi.nlm.nih.gov/pubmed/27022281 http://dx.doi.org/10.2147/OTT.S97211 |
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author | Wang, Jiye Li, Mi Wang, Yun Liu, Xiaoping |
author_facet | Wang, Jiye Li, Mi Wang, Yun Liu, Xiaoping |
author_sort | Wang, Jiye |
collection | PubMed |
description | Hepatocellular carcinoma (HCC) is the second most common cause of cancer-associated death worldwide, characterized by a high invasiveness and resistance to normal anticancer treatments. The need to develop new therapeutic agents for HCC is urgent. Here, we developed a bioinformatics method to identify potential novel drugs for HCC by integrating HCC-related and drug-affected subpathways. By using the RNA-seq data from the TCGA (The Cancer Genome Atlas) database, we first identified 1,763 differentially expressed genes between HCC and normal samples. Next, we identified 104 significant HCC-related subpathways. We also identified the subpathways associated with small molecular drugs in the CMap database. Finally, by integrating HCC-related and drug-affected subpathways, we identified 40 novel small molecular drugs capable of targeting these HCC-involved subpathways. In addition to previously reported agents (ie, calmidazolium), our method also identified potentially novel agents for targeting HCC. We experimentally verified that one of these novel agents, prenylamine, induced HCC cell apoptosis using 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide, an acridine orange/ethidium bromide stain, and electron microscopy. In addition, we found that prenylamine not only affected several classic apoptosis-related proteins, including Bax, Bcl-2, and cytochrome c, but also increased caspase-3 activity. These candidate small molecular drugs identified by us may provide insights into novel therapeutic approaches for HCC. |
format | Online Article Text |
id | pubmed-4788366 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Dove Medical Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-47883662016-03-28 Integrating subpathway analysis to identify candidate agents for hepatocellular carcinoma Wang, Jiye Li, Mi Wang, Yun Liu, Xiaoping Onco Targets Ther Original Research Hepatocellular carcinoma (HCC) is the second most common cause of cancer-associated death worldwide, characterized by a high invasiveness and resistance to normal anticancer treatments. The need to develop new therapeutic agents for HCC is urgent. Here, we developed a bioinformatics method to identify potential novel drugs for HCC by integrating HCC-related and drug-affected subpathways. By using the RNA-seq data from the TCGA (The Cancer Genome Atlas) database, we first identified 1,763 differentially expressed genes between HCC and normal samples. Next, we identified 104 significant HCC-related subpathways. We also identified the subpathways associated with small molecular drugs in the CMap database. Finally, by integrating HCC-related and drug-affected subpathways, we identified 40 novel small molecular drugs capable of targeting these HCC-involved subpathways. In addition to previously reported agents (ie, calmidazolium), our method also identified potentially novel agents for targeting HCC. We experimentally verified that one of these novel agents, prenylamine, induced HCC cell apoptosis using 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide, an acridine orange/ethidium bromide stain, and electron microscopy. In addition, we found that prenylamine not only affected several classic apoptosis-related proteins, including Bax, Bcl-2, and cytochrome c, but also increased caspase-3 activity. These candidate small molecular drugs identified by us may provide insights into novel therapeutic approaches for HCC. Dove Medical Press 2016-03-07 /pmc/articles/PMC4788366/ /pubmed/27022281 http://dx.doi.org/10.2147/OTT.S97211 Text en © 2016 Wang et al. This work is published and licensed by Dove Medical Press Limited The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. |
spellingShingle | Original Research Wang, Jiye Li, Mi Wang, Yun Liu, Xiaoping Integrating subpathway analysis to identify candidate agents for hepatocellular carcinoma |
title | Integrating subpathway analysis to identify candidate agents for hepatocellular carcinoma |
title_full | Integrating subpathway analysis to identify candidate agents for hepatocellular carcinoma |
title_fullStr | Integrating subpathway analysis to identify candidate agents for hepatocellular carcinoma |
title_full_unstemmed | Integrating subpathway analysis to identify candidate agents for hepatocellular carcinoma |
title_short | Integrating subpathway analysis to identify candidate agents for hepatocellular carcinoma |
title_sort | integrating subpathway analysis to identify candidate agents for hepatocellular carcinoma |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4788366/ https://www.ncbi.nlm.nih.gov/pubmed/27022281 http://dx.doi.org/10.2147/OTT.S97211 |
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