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Attractor landscape analysis of colorectal tumorigenesis and its reversion
BACKGROUND: Colorectal cancer arises from the accumulation of genetic mutations that induce dysfunction of intracellular signaling. However, the underlying mechanism of colorectal tumorigenesis driven by genetic mutations remains yet to be elucidated. RESULTS: To investigate colorectal tumorigenesis...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5072344/ https://www.ncbi.nlm.nih.gov/pubmed/27765040 http://dx.doi.org/10.1186/s12918-016-0341-9 |
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author | Cho, Sung-Hwan Park, Sang-Min Lee, Ho-Sung Lee, Hwang-Yeol Cho, Kwang-Hyun |
author_facet | Cho, Sung-Hwan Park, Sang-Min Lee, Ho-Sung Lee, Hwang-Yeol Cho, Kwang-Hyun |
author_sort | Cho, Sung-Hwan |
collection | PubMed |
description | BACKGROUND: Colorectal cancer arises from the accumulation of genetic mutations that induce dysfunction of intracellular signaling. However, the underlying mechanism of colorectal tumorigenesis driven by genetic mutations remains yet to be elucidated. RESULTS: To investigate colorectal tumorigenesis at a system-level, we have reconstructed a large-scale Boolean network model of the human signaling network by integrating previous experimental results on canonical signaling pathways related to proliferation, metastasis, and apoptosis. Throughout an extensive simulation analysis of the attractor landscape of the signaling network model, we found that the attractor landscape changes its shape by expanding the basin of attractors for abnormal proliferation and metastasis along with the accumulation of driver mutations. A further hypothetical study shows that restoration of a normal phenotype might be possible by reversely controlling the attractor landscape. Interestingly, the targets of approved anti-cancer drugs were highly enriched in the identified molecular targets for the reverse control. CONCLUSIONS: Our results show that the dynamical analysis of a signaling network based on attractor landscape is useful in acquiring a system-level understanding of tumorigenesis and developing a new therapeutic strategy. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12918-016-0341-9) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5072344 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-50723442016-10-24 Attractor landscape analysis of colorectal tumorigenesis and its reversion Cho, Sung-Hwan Park, Sang-Min Lee, Ho-Sung Lee, Hwang-Yeol Cho, Kwang-Hyun BMC Syst Biol Research Article BACKGROUND: Colorectal cancer arises from the accumulation of genetic mutations that induce dysfunction of intracellular signaling. However, the underlying mechanism of colorectal tumorigenesis driven by genetic mutations remains yet to be elucidated. RESULTS: To investigate colorectal tumorigenesis at a system-level, we have reconstructed a large-scale Boolean network model of the human signaling network by integrating previous experimental results on canonical signaling pathways related to proliferation, metastasis, and apoptosis. Throughout an extensive simulation analysis of the attractor landscape of the signaling network model, we found that the attractor landscape changes its shape by expanding the basin of attractors for abnormal proliferation and metastasis along with the accumulation of driver mutations. A further hypothetical study shows that restoration of a normal phenotype might be possible by reversely controlling the attractor landscape. Interestingly, the targets of approved anti-cancer drugs were highly enriched in the identified molecular targets for the reverse control. CONCLUSIONS: Our results show that the dynamical analysis of a signaling network based on attractor landscape is useful in acquiring a system-level understanding of tumorigenesis and developing a new therapeutic strategy. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12918-016-0341-9) contains supplementary material, which is available to authorized users. BioMed Central 2016-10-20 /pmc/articles/PMC5072344/ /pubmed/27765040 http://dx.doi.org/10.1186/s12918-016-0341-9 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 | Research Article Cho, Sung-Hwan Park, Sang-Min Lee, Ho-Sung Lee, Hwang-Yeol Cho, Kwang-Hyun Attractor landscape analysis of colorectal tumorigenesis and its reversion |
title | Attractor landscape analysis of colorectal tumorigenesis and its reversion |
title_full | Attractor landscape analysis of colorectal tumorigenesis and its reversion |
title_fullStr | Attractor landscape analysis of colorectal tumorigenesis and its reversion |
title_full_unstemmed | Attractor landscape analysis of colorectal tumorigenesis and its reversion |
title_short | Attractor landscape analysis of colorectal tumorigenesis and its reversion |
title_sort | attractor landscape analysis of colorectal tumorigenesis and its reversion |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5072344/ https://www.ncbi.nlm.nih.gov/pubmed/27765040 http://dx.doi.org/10.1186/s12918-016-0341-9 |
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