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Comprehensive transcriptomic analysis of molecularly targeted drugs in cancer for target pathway evaluation
Targeted therapy is a rational and promising strategy for the treatment of advanced cancer. For the development of clinical agents targeting oncogenic signaling pathways, it is important to define the specificity of compounds to the target molecular pathway. Genome-wide transcriptomic analysis is an...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Ltd
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4520644/ https://www.ncbi.nlm.nih.gov/pubmed/25911996 http://dx.doi.org/10.1111/cas.12682 |
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author | Mashima, Tetsuo Ushijima, Masaru Matsuura, Masaaki Tsukahara, Satomi Kunimasa, Kazuhiro Furuno, Aki Saito, Sakae Kitamura, Masami Soma-Nagae, Taeko Seimiya, Hiroyuki Dan, Shingo Yamori, Takao Tomida, Akihiro |
author_facet | Mashima, Tetsuo Ushijima, Masaru Matsuura, Masaaki Tsukahara, Satomi Kunimasa, Kazuhiro Furuno, Aki Saito, Sakae Kitamura, Masami Soma-Nagae, Taeko Seimiya, Hiroyuki Dan, Shingo Yamori, Takao Tomida, Akihiro |
author_sort | Mashima, Tetsuo |
collection | PubMed |
description | Targeted therapy is a rational and promising strategy for the treatment of advanced cancer. For the development of clinical agents targeting oncogenic signaling pathways, it is important to define the specificity of compounds to the target molecular pathway. Genome-wide transcriptomic analysis is an unbiased approach to evaluate the compound mode of action, but it is still unknown whether the analysis could be widely applicable to classify molecularly targeted anticancer agents. We comprehensively obtained and analyzed 129 transcriptomic datasets of cancer cells treated with 83 anticancer drugs or related agents, covering most clinically used, molecularly targeted drugs alongside promising inhibitors of molecular cancer targets. Hierarchical clustering and principal component analysis revealed that compounds targeting similar target molecules or pathways were clustered together. These results confirmed that the gene signatures of these drugs reflected their modes of action. Of note, inhibitors of oncogenic kinase pathways formed a large unique cluster, showing that these agents affect a shared molecular pathway distinct from classical antitumor agents and other classes of agents. The gene signature analysis further classified kinome-targeting agents depending on their target signaling pathways, and we identified target pathway-selective signature gene sets. The gene expression analysis was also valuable in uncovering unexpected target pathways of some anticancer agents. These results indicate that comprehensive transcriptomic analysis with our database (http://scads.jfcr.or.jp/db/cs/) is a powerful strategy to validate and re-evaluate the target pathways of anticancer compounds. |
format | Online Article Text |
id | pubmed-4520644 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | John Wiley & Sons, Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-45206442015-10-05 Comprehensive transcriptomic analysis of molecularly targeted drugs in cancer for target pathway evaluation Mashima, Tetsuo Ushijima, Masaru Matsuura, Masaaki Tsukahara, Satomi Kunimasa, Kazuhiro Furuno, Aki Saito, Sakae Kitamura, Masami Soma-Nagae, Taeko Seimiya, Hiroyuki Dan, Shingo Yamori, Takao Tomida, Akihiro Cancer Sci Original Articles Targeted therapy is a rational and promising strategy for the treatment of advanced cancer. For the development of clinical agents targeting oncogenic signaling pathways, it is important to define the specificity of compounds to the target molecular pathway. Genome-wide transcriptomic analysis is an unbiased approach to evaluate the compound mode of action, but it is still unknown whether the analysis could be widely applicable to classify molecularly targeted anticancer agents. We comprehensively obtained and analyzed 129 transcriptomic datasets of cancer cells treated with 83 anticancer drugs or related agents, covering most clinically used, molecularly targeted drugs alongside promising inhibitors of molecular cancer targets. Hierarchical clustering and principal component analysis revealed that compounds targeting similar target molecules or pathways were clustered together. These results confirmed that the gene signatures of these drugs reflected their modes of action. Of note, inhibitors of oncogenic kinase pathways formed a large unique cluster, showing that these agents affect a shared molecular pathway distinct from classical antitumor agents and other classes of agents. The gene signature analysis further classified kinome-targeting agents depending on their target signaling pathways, and we identified target pathway-selective signature gene sets. The gene expression analysis was also valuable in uncovering unexpected target pathways of some anticancer agents. These results indicate that comprehensive transcriptomic analysis with our database (http://scads.jfcr.or.jp/db/cs/) is a powerful strategy to validate and re-evaluate the target pathways of anticancer compounds. John Wiley & Sons, Ltd 2015-07 2015-05-25 /pmc/articles/PMC4520644/ /pubmed/25911996 http://dx.doi.org/10.1111/cas.12682 Text en © 2015 The Authors. Cancer Science published by Wiley Publishing Asia Pty Ltd on behalf of Japanese Cancer Association. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made. |
spellingShingle | Original Articles Mashima, Tetsuo Ushijima, Masaru Matsuura, Masaaki Tsukahara, Satomi Kunimasa, Kazuhiro Furuno, Aki Saito, Sakae Kitamura, Masami Soma-Nagae, Taeko Seimiya, Hiroyuki Dan, Shingo Yamori, Takao Tomida, Akihiro Comprehensive transcriptomic analysis of molecularly targeted drugs in cancer for target pathway evaluation |
title | Comprehensive transcriptomic analysis of molecularly targeted drugs in cancer for target pathway evaluation |
title_full | Comprehensive transcriptomic analysis of molecularly targeted drugs in cancer for target pathway evaluation |
title_fullStr | Comprehensive transcriptomic analysis of molecularly targeted drugs in cancer for target pathway evaluation |
title_full_unstemmed | Comprehensive transcriptomic analysis of molecularly targeted drugs in cancer for target pathway evaluation |
title_short | Comprehensive transcriptomic analysis of molecularly targeted drugs in cancer for target pathway evaluation |
title_sort | comprehensive transcriptomic analysis of molecularly targeted drugs in cancer for target pathway evaluation |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4520644/ https://www.ncbi.nlm.nih.gov/pubmed/25911996 http://dx.doi.org/10.1111/cas.12682 |
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