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Cooperative adaptation to therapy (CAT) confers resistance in heterogeneous non-small cell lung cancer
Understanding intrinsic and acquired resistance is crucial to overcoming cancer chemotherapy failure. While it is well-established that intratumor, subclonal genetic and phenotypic heterogeneity significantly contribute to resistance, it is not fully understood how tumor sub-clones interact with eac...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6709889/ https://www.ncbi.nlm.nih.gov/pubmed/31449515 http://dx.doi.org/10.1371/journal.pcbi.1007278 |
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author | Craig, Morgan Kaveh, Kamran Woosley, Alec Brown, Andrew S. Goldman, David Eton, Elliot Mehta, Ravindra M. Dhawan, Andrew Arai, Kazuya Rahman, M. Mamunur Chen, Sidi Nowak, Martin A. Goldman, Aaron |
author_facet | Craig, Morgan Kaveh, Kamran Woosley, Alec Brown, Andrew S. Goldman, David Eton, Elliot Mehta, Ravindra M. Dhawan, Andrew Arai, Kazuya Rahman, M. Mamunur Chen, Sidi Nowak, Martin A. Goldman, Aaron |
author_sort | Craig, Morgan |
collection | PubMed |
description | Understanding intrinsic and acquired resistance is crucial to overcoming cancer chemotherapy failure. While it is well-established that intratumor, subclonal genetic and phenotypic heterogeneity significantly contribute to resistance, it is not fully understood how tumor sub-clones interact with each other to withstand therapy pressure. Here, we report a previously unrecognized behavior in heterogeneous tumors: cooperative adaptation to therapy (CAT), in which cancer cells induce co-resistant phenotypes in neighboring cancer cells when exposed to cancer therapy. Using a CRISPR/Cas9 toolkit we engineered phenotypically diverse non-small cell lung cancer (NSCLC) cells by conferring mutations in Dicer1, a type III cytoplasmic endoribonuclease involved in small non-coding RNA genesis. We monitored three-dimensional growth dynamics of fluorescently-labeled mutant and/or wild-type cells individually or in co-culture using a substrate-free NanoCulture system under unstimulated or drug pressure conditions. By integrating mathematical modeling with flow cytometry, we characterized the growth patterns of mono- and co-cultures using a mathematical model of intra- and interspecies competition. Leveraging the flow cytometry data, we estimated the model’s parameters to reveal that the combination of WT and mutants in co-cultures allowed for beneficial growth in previously drug sensitive cells despite drug pressure via induction of cell state transitions described by a cooperative game theoretic change in the fitness values. Finally, we used an ex vivo human tumor model that predicts clinical response through drug sensitivity analyses and determined that cellular and morphologic heterogeneity correlates to prognostic failure of multiple clinically-approved and off-label drugs in individual NSCLC patient samples. Together, these findings present a new paradox in drug resistance implicating non-genetic cooperation among tumor cells to thwart drug pressure, suggesting that profiling for druggable targets (i.e. mutations) alone may be insufficient to assign effective therapy. |
format | Online Article Text |
id | pubmed-6709889 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-67098892019-09-10 Cooperative adaptation to therapy (CAT) confers resistance in heterogeneous non-small cell lung cancer Craig, Morgan Kaveh, Kamran Woosley, Alec Brown, Andrew S. Goldman, David Eton, Elliot Mehta, Ravindra M. Dhawan, Andrew Arai, Kazuya Rahman, M. Mamunur Chen, Sidi Nowak, Martin A. Goldman, Aaron PLoS Comput Biol Research Article Understanding intrinsic and acquired resistance is crucial to overcoming cancer chemotherapy failure. While it is well-established that intratumor, subclonal genetic and phenotypic heterogeneity significantly contribute to resistance, it is not fully understood how tumor sub-clones interact with each other to withstand therapy pressure. Here, we report a previously unrecognized behavior in heterogeneous tumors: cooperative adaptation to therapy (CAT), in which cancer cells induce co-resistant phenotypes in neighboring cancer cells when exposed to cancer therapy. Using a CRISPR/Cas9 toolkit we engineered phenotypically diverse non-small cell lung cancer (NSCLC) cells by conferring mutations in Dicer1, a type III cytoplasmic endoribonuclease involved in small non-coding RNA genesis. We monitored three-dimensional growth dynamics of fluorescently-labeled mutant and/or wild-type cells individually or in co-culture using a substrate-free NanoCulture system under unstimulated or drug pressure conditions. By integrating mathematical modeling with flow cytometry, we characterized the growth patterns of mono- and co-cultures using a mathematical model of intra- and interspecies competition. Leveraging the flow cytometry data, we estimated the model’s parameters to reveal that the combination of WT and mutants in co-cultures allowed for beneficial growth in previously drug sensitive cells despite drug pressure via induction of cell state transitions described by a cooperative game theoretic change in the fitness values. Finally, we used an ex vivo human tumor model that predicts clinical response through drug sensitivity analyses and determined that cellular and morphologic heterogeneity correlates to prognostic failure of multiple clinically-approved and off-label drugs in individual NSCLC patient samples. Together, these findings present a new paradox in drug resistance implicating non-genetic cooperation among tumor cells to thwart drug pressure, suggesting that profiling for druggable targets (i.e. mutations) alone may be insufficient to assign effective therapy. Public Library of Science 2019-08-26 /pmc/articles/PMC6709889/ /pubmed/31449515 http://dx.doi.org/10.1371/journal.pcbi.1007278 Text en © 2019 Craig 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Craig, Morgan Kaveh, Kamran Woosley, Alec Brown, Andrew S. Goldman, David Eton, Elliot Mehta, Ravindra M. Dhawan, Andrew Arai, Kazuya Rahman, M. Mamunur Chen, Sidi Nowak, Martin A. Goldman, Aaron Cooperative adaptation to therapy (CAT) confers resistance in heterogeneous non-small cell lung cancer |
title | Cooperative adaptation to therapy (CAT) confers resistance in heterogeneous non-small cell lung cancer |
title_full | Cooperative adaptation to therapy (CAT) confers resistance in heterogeneous non-small cell lung cancer |
title_fullStr | Cooperative adaptation to therapy (CAT) confers resistance in heterogeneous non-small cell lung cancer |
title_full_unstemmed | Cooperative adaptation to therapy (CAT) confers resistance in heterogeneous non-small cell lung cancer |
title_short | Cooperative adaptation to therapy (CAT) confers resistance in heterogeneous non-small cell lung cancer |
title_sort | cooperative adaptation to therapy (cat) confers resistance in heterogeneous non-small cell lung cancer |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6709889/ https://www.ncbi.nlm.nih.gov/pubmed/31449515 http://dx.doi.org/10.1371/journal.pcbi.1007278 |
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