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CASTIN: a system for comprehensive analysis of cancer-stromal interactome

BACKGROUND: Cancer microenvironment plays a vital role in cancer development and progression, and cancer-stromal interactions have been recognized as important targets for cancer therapy. However, identifying relevant and druggable cancer-stromal interactions is challenging due to the lack of quanti...

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Autores principales: Komura, Daisuke, Isagawa, Takayuki, Kishi, Kazuki, Suzuki, Ryohei, Sato, Reiko, Tanaka, Mariko, Katoh, Hiroto, Yamamoto, Shogo, Tatsuno, Kenji, Fukayama, Masashi, Aburatani, Hiroyuki, Ishikawa, Shumpei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5103609/
https://www.ncbi.nlm.nih.gov/pubmed/27829362
http://dx.doi.org/10.1186/s12864-016-3207-z
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author Komura, Daisuke
Isagawa, Takayuki
Kishi, Kazuki
Suzuki, Ryohei
Sato, Reiko
Tanaka, Mariko
Katoh, Hiroto
Yamamoto, Shogo
Tatsuno, Kenji
Fukayama, Masashi
Aburatani, Hiroyuki
Ishikawa, Shumpei
author_facet Komura, Daisuke
Isagawa, Takayuki
Kishi, Kazuki
Suzuki, Ryohei
Sato, Reiko
Tanaka, Mariko
Katoh, Hiroto
Yamamoto, Shogo
Tatsuno, Kenji
Fukayama, Masashi
Aburatani, Hiroyuki
Ishikawa, Shumpei
author_sort Komura, Daisuke
collection PubMed
description BACKGROUND: Cancer microenvironment plays a vital role in cancer development and progression, and cancer-stromal interactions have been recognized as important targets for cancer therapy. However, identifying relevant and druggable cancer-stromal interactions is challenging due to the lack of quantitative methods to analyze whole cancer-stromal interactome. RESULTS: We present CASTIN (CAncer-STromal INteractome analysis), a novel framework for the evaluation of cancer-stromal interactome from RNA-Seq data using cancer xenograft models. For each ligand-receptor interaction which is derived from curated protein-protein interaction database, CASTIN summarizes gene expression profiles of cancer and stroma into three evaluation indices. These indices provide quantitative evaluation and comprehensive visualization of interactome, and thus enable to identify critical cancer-microenvironment interactions, which would be potential drug targets. We applied CASTIN to the dataset of pancreas ductal adenocarcinoma, and successfully characterized the individual cancer in terms of cancer-stromal relationships, and identified both well-known and less-characterized druggable interactions. CONCLUSIONS: CASTIN provides comprehensive view of cancer-stromal interactome and is useful to identify critical interactions which may serve as potential drug targets in cancer-microenvironment. CASTIN is available at: http://github.com/tmd-gpat/CASTIN. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-016-3207-z) contains supplementary material, which is available to authorized users.
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spelling pubmed-51036092016-11-14 CASTIN: a system for comprehensive analysis of cancer-stromal interactome Komura, Daisuke Isagawa, Takayuki Kishi, Kazuki Suzuki, Ryohei Sato, Reiko Tanaka, Mariko Katoh, Hiroto Yamamoto, Shogo Tatsuno, Kenji Fukayama, Masashi Aburatani, Hiroyuki Ishikawa, Shumpei BMC Genomics Methodology Article BACKGROUND: Cancer microenvironment plays a vital role in cancer development and progression, and cancer-stromal interactions have been recognized as important targets for cancer therapy. However, identifying relevant and druggable cancer-stromal interactions is challenging due to the lack of quantitative methods to analyze whole cancer-stromal interactome. RESULTS: We present CASTIN (CAncer-STromal INteractome analysis), a novel framework for the evaluation of cancer-stromal interactome from RNA-Seq data using cancer xenograft models. For each ligand-receptor interaction which is derived from curated protein-protein interaction database, CASTIN summarizes gene expression profiles of cancer and stroma into three evaluation indices. These indices provide quantitative evaluation and comprehensive visualization of interactome, and thus enable to identify critical cancer-microenvironment interactions, which would be potential drug targets. We applied CASTIN to the dataset of pancreas ductal adenocarcinoma, and successfully characterized the individual cancer in terms of cancer-stromal relationships, and identified both well-known and less-characterized druggable interactions. CONCLUSIONS: CASTIN provides comprehensive view of cancer-stromal interactome and is useful to identify critical interactions which may serve as potential drug targets in cancer-microenvironment. CASTIN is available at: http://github.com/tmd-gpat/CASTIN. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12864-016-3207-z) contains supplementary material, which is available to authorized users. BioMed Central 2016-11-09 /pmc/articles/PMC5103609/ /pubmed/27829362 http://dx.doi.org/10.1186/s12864-016-3207-z Text en © The Author(s). 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Methodology Article
Komura, Daisuke
Isagawa, Takayuki
Kishi, Kazuki
Suzuki, Ryohei
Sato, Reiko
Tanaka, Mariko
Katoh, Hiroto
Yamamoto, Shogo
Tatsuno, Kenji
Fukayama, Masashi
Aburatani, Hiroyuki
Ishikawa, Shumpei
CASTIN: a system for comprehensive analysis of cancer-stromal interactome
title CASTIN: a system for comprehensive analysis of cancer-stromal interactome
title_full CASTIN: a system for comprehensive analysis of cancer-stromal interactome
title_fullStr CASTIN: a system for comprehensive analysis of cancer-stromal interactome
title_full_unstemmed CASTIN: a system for comprehensive analysis of cancer-stromal interactome
title_short CASTIN: a system for comprehensive analysis of cancer-stromal interactome
title_sort castin: a system for comprehensive analysis of cancer-stromal interactome
topic Methodology Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5103609/
https://www.ncbi.nlm.nih.gov/pubmed/27829362
http://dx.doi.org/10.1186/s12864-016-3207-z
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