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Discovery of Power-Law Growth in the Self-Renewal of Heterogeneous Glioma Stem Cell Populations
BACKGROUND: Accumulating evidence indicates that cancer stem cells (CSCs) drive tumorigenesis. This suggests that CSCs should make ideal therapeutic targets. However, because CSC populations in tumors appear heterogeneous, it remains unclear how CSCs might be effectively targeted. To investigate the...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4540573/ https://www.ncbi.nlm.nih.gov/pubmed/26284929 http://dx.doi.org/10.1371/journal.pone.0135760 |
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author | Sugimori, Michiya Hayakawa, Yumiko Boman, Bruce M. Fields, Jeremy Z. Awaji, Miharu Kozano, Hiroko Tamura, Ryoi Yamamoto, Seiji Ogata, Toru Yamada, Mitsuhiko Endo, Shunro Kurimoto, Masanori Kuroda, Satoshi |
author_facet | Sugimori, Michiya Hayakawa, Yumiko Boman, Bruce M. Fields, Jeremy Z. Awaji, Miharu Kozano, Hiroko Tamura, Ryoi Yamamoto, Seiji Ogata, Toru Yamada, Mitsuhiko Endo, Shunro Kurimoto, Masanori Kuroda, Satoshi |
author_sort | Sugimori, Michiya |
collection | PubMed |
description | BACKGROUND: Accumulating evidence indicates that cancer stem cells (CSCs) drive tumorigenesis. This suggests that CSCs should make ideal therapeutic targets. However, because CSC populations in tumors appear heterogeneous, it remains unclear how CSCs might be effectively targeted. To investigate the mechanisms by which CSC populations maintain heterogeneity during self-renewal, we established a glioma sphere (GS) forming model, to generate a population in which glioma stem cells (GSCs) become enriched. We hypothesized, based on the clonal evolution concept, that with each passage in culture, heterogeneous clonal sublines of GSs are generated that progressively show increased proliferative ability. METHODOLOGY/PRINCIPAL FINDINGS: To test this hypothesis, we determined whether, with each passage, glioma neurosphere culture generated from four different glioma cell lines become progressively proliferative (i.e., enriched in large spheres). Rather than monitoring self-renewal, we measured heterogeneity based on neurosphere clone sizes (#cells/clone). Log-log plots of distributions of clone sizes yielded a good fit (r>0.90) to a straight line (log(% total clones) = k*log(#cells/clone)) indicating that the system follows a power-law (y = x(k)) with a specific degree exponent (k = −1.42). Repeated passaging of the total GS population showed that the same power-law was maintained over six passages (CV = −1.01 to −1.17). Surprisingly, passage of either isolated small or large subclones generated fully heterogeneous populations that retained the original power-law-dependent heterogeneity. The anti-GSC agent Temozolomide, which is well known as a standard therapy for glioblastoma multiforme (GBM), suppressed the self-renewal of clones, but it never disrupted the power-law behavior of a GS population. CONCLUSIONS/SIGNIFICANCE: Although the data above did not support the stated hypothesis, they did strongly suggest a novel mechanism that underlies CSC heterogeneity. They indicate that power-law growth governs the self-renewal of heterogeneous glioma stem cell populations. That the data always fit a power-law suggests that: (i) clone sizes follow continuous, non-random, and scale-free hierarchy; (ii) precise biologic rules that reflect self-organizing emergent behaviors govern the generation of neurospheres. That the power-law behavior and the original GS heterogeneity are maintained over multiple passages indicates that these rules are invariant. These self-organizing mechanisms very likely underlie tumor heterogeneity during tumor growth. Discovery of this power-law behavior provides a mechanism that could be targeted in the development of new, more effective, anti-cancer agents. |
format | Online Article Text |
id | pubmed-4540573 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-45405732015-08-24 Discovery of Power-Law Growth in the Self-Renewal of Heterogeneous Glioma Stem Cell Populations Sugimori, Michiya Hayakawa, Yumiko Boman, Bruce M. Fields, Jeremy Z. Awaji, Miharu Kozano, Hiroko Tamura, Ryoi Yamamoto, Seiji Ogata, Toru Yamada, Mitsuhiko Endo, Shunro Kurimoto, Masanori Kuroda, Satoshi PLoS One Research Article BACKGROUND: Accumulating evidence indicates that cancer stem cells (CSCs) drive tumorigenesis. This suggests that CSCs should make ideal therapeutic targets. However, because CSC populations in tumors appear heterogeneous, it remains unclear how CSCs might be effectively targeted. To investigate the mechanisms by which CSC populations maintain heterogeneity during self-renewal, we established a glioma sphere (GS) forming model, to generate a population in which glioma stem cells (GSCs) become enriched. We hypothesized, based on the clonal evolution concept, that with each passage in culture, heterogeneous clonal sublines of GSs are generated that progressively show increased proliferative ability. METHODOLOGY/PRINCIPAL FINDINGS: To test this hypothesis, we determined whether, with each passage, glioma neurosphere culture generated from four different glioma cell lines become progressively proliferative (i.e., enriched in large spheres). Rather than monitoring self-renewal, we measured heterogeneity based on neurosphere clone sizes (#cells/clone). Log-log plots of distributions of clone sizes yielded a good fit (r>0.90) to a straight line (log(% total clones) = k*log(#cells/clone)) indicating that the system follows a power-law (y = x(k)) with a specific degree exponent (k = −1.42). Repeated passaging of the total GS population showed that the same power-law was maintained over six passages (CV = −1.01 to −1.17). Surprisingly, passage of either isolated small or large subclones generated fully heterogeneous populations that retained the original power-law-dependent heterogeneity. The anti-GSC agent Temozolomide, which is well known as a standard therapy for glioblastoma multiforme (GBM), suppressed the self-renewal of clones, but it never disrupted the power-law behavior of a GS population. CONCLUSIONS/SIGNIFICANCE: Although the data above did not support the stated hypothesis, they did strongly suggest a novel mechanism that underlies CSC heterogeneity. They indicate that power-law growth governs the self-renewal of heterogeneous glioma stem cell populations. That the data always fit a power-law suggests that: (i) clone sizes follow continuous, non-random, and scale-free hierarchy; (ii) precise biologic rules that reflect self-organizing emergent behaviors govern the generation of neurospheres. That the power-law behavior and the original GS heterogeneity are maintained over multiple passages indicates that these rules are invariant. These self-organizing mechanisms very likely underlie tumor heterogeneity during tumor growth. Discovery of this power-law behavior provides a mechanism that could be targeted in the development of new, more effective, anti-cancer agents. Public Library of Science 2015-08-18 /pmc/articles/PMC4540573/ /pubmed/26284929 http://dx.doi.org/10.1371/journal.pone.0135760 Text en © 2015 Sugimori et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Sugimori, Michiya Hayakawa, Yumiko Boman, Bruce M. Fields, Jeremy Z. Awaji, Miharu Kozano, Hiroko Tamura, Ryoi Yamamoto, Seiji Ogata, Toru Yamada, Mitsuhiko Endo, Shunro Kurimoto, Masanori Kuroda, Satoshi Discovery of Power-Law Growth in the Self-Renewal of Heterogeneous Glioma Stem Cell Populations |
title | Discovery of Power-Law Growth in the Self-Renewal of Heterogeneous Glioma Stem Cell Populations |
title_full | Discovery of Power-Law Growth in the Self-Renewal of Heterogeneous Glioma Stem Cell Populations |
title_fullStr | Discovery of Power-Law Growth in the Self-Renewal of Heterogeneous Glioma Stem Cell Populations |
title_full_unstemmed | Discovery of Power-Law Growth in the Self-Renewal of Heterogeneous Glioma Stem Cell Populations |
title_short | Discovery of Power-Law Growth in the Self-Renewal of Heterogeneous Glioma Stem Cell Populations |
title_sort | discovery of power-law growth in the self-renewal of heterogeneous glioma stem cell populations |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4540573/ https://www.ncbi.nlm.nih.gov/pubmed/26284929 http://dx.doi.org/10.1371/journal.pone.0135760 |
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