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Single-cell transcriptional changes associated with drug tolerance and response to combination therapies in cancer
Tyrosine kinase inhibitors were found to be clinically effective for treatment of patients with certain subsets of cancers carrying somatic mutations in receptor tyrosine kinases. However, the duration of clinical response is often limited, and patients ultimately develop drug resistance. Here, we u...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7955121/ https://www.ncbi.nlm.nih.gov/pubmed/33712615 http://dx.doi.org/10.1038/s41467-021-21884-z |
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author | Aissa, Alexandre F. Islam, Abul B. M. M. K. Ariss, Majd M. Go, Cammille C. Rader, Alexandra E. Conrardy, Ryan D. Gajda, Alexa M. Rubio-Perez, Carlota Valyi-Nagy, Klara Pasquinelli, Mary Feldman, Lawrence E. Green, Stefan J. Lopez-Bigas, Nuria Frolov, Maxim V. Benevolenskaya, Elizaveta V. |
author_facet | Aissa, Alexandre F. Islam, Abul B. M. M. K. Ariss, Majd M. Go, Cammille C. Rader, Alexandra E. Conrardy, Ryan D. Gajda, Alexa M. Rubio-Perez, Carlota Valyi-Nagy, Klara Pasquinelli, Mary Feldman, Lawrence E. Green, Stefan J. Lopez-Bigas, Nuria Frolov, Maxim V. Benevolenskaya, Elizaveta V. |
author_sort | Aissa, Alexandre F. |
collection | PubMed |
description | Tyrosine kinase inhibitors were found to be clinically effective for treatment of patients with certain subsets of cancers carrying somatic mutations in receptor tyrosine kinases. However, the duration of clinical response is often limited, and patients ultimately develop drug resistance. Here, we use single-cell RNA sequencing to demonstrate the existence of multiple cancer cell subpopulations within cell lines, xenograft tumors and patient tumors. These subpopulations exhibit epigenetic changes and differential therapeutic sensitivity. Recurrently overrepresented ontologies in genes that are differentially expressed between drug tolerant cell populations and drug sensitive cells include epithelial-to-mesenchymal transition, epithelium development, vesicle mediated transport, drug metabolism and cholesterol homeostasis. We show analysis of identified markers using the LINCS database to predict and functionally validate small molecules that target selected drug tolerant cell populations. In combination with EGFR inhibitors, crizotinib inhibits the emergence of a defined subset of EGFR inhibitor-tolerant clones. In this study, we describe the spectrum of changes associated with drug tolerance and inhibition of specific tolerant cell subpopulations with combination agents. |
format | Online Article Text |
id | pubmed-7955121 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-79551212021-03-28 Single-cell transcriptional changes associated with drug tolerance and response to combination therapies in cancer Aissa, Alexandre F. Islam, Abul B. M. M. K. Ariss, Majd M. Go, Cammille C. Rader, Alexandra E. Conrardy, Ryan D. Gajda, Alexa M. Rubio-Perez, Carlota Valyi-Nagy, Klara Pasquinelli, Mary Feldman, Lawrence E. Green, Stefan J. Lopez-Bigas, Nuria Frolov, Maxim V. Benevolenskaya, Elizaveta V. Nat Commun Article Tyrosine kinase inhibitors were found to be clinically effective for treatment of patients with certain subsets of cancers carrying somatic mutations in receptor tyrosine kinases. However, the duration of clinical response is often limited, and patients ultimately develop drug resistance. Here, we use single-cell RNA sequencing to demonstrate the existence of multiple cancer cell subpopulations within cell lines, xenograft tumors and patient tumors. These subpopulations exhibit epigenetic changes and differential therapeutic sensitivity. Recurrently overrepresented ontologies in genes that are differentially expressed between drug tolerant cell populations and drug sensitive cells include epithelial-to-mesenchymal transition, epithelium development, vesicle mediated transport, drug metabolism and cholesterol homeostasis. We show analysis of identified markers using the LINCS database to predict and functionally validate small molecules that target selected drug tolerant cell populations. In combination with EGFR inhibitors, crizotinib inhibits the emergence of a defined subset of EGFR inhibitor-tolerant clones. In this study, we describe the spectrum of changes associated with drug tolerance and inhibition of specific tolerant cell subpopulations with combination agents. Nature Publishing Group UK 2021-03-12 /pmc/articles/PMC7955121/ /pubmed/33712615 http://dx.doi.org/10.1038/s41467-021-21884-z Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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 images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Aissa, Alexandre F. Islam, Abul B. M. M. K. Ariss, Majd M. Go, Cammille C. Rader, Alexandra E. Conrardy, Ryan D. Gajda, Alexa M. Rubio-Perez, Carlota Valyi-Nagy, Klara Pasquinelli, Mary Feldman, Lawrence E. Green, Stefan J. Lopez-Bigas, Nuria Frolov, Maxim V. Benevolenskaya, Elizaveta V. Single-cell transcriptional changes associated with drug tolerance and response to combination therapies in cancer |
title | Single-cell transcriptional changes associated with drug tolerance and response to combination therapies in cancer |
title_full | Single-cell transcriptional changes associated with drug tolerance and response to combination therapies in cancer |
title_fullStr | Single-cell transcriptional changes associated with drug tolerance and response to combination therapies in cancer |
title_full_unstemmed | Single-cell transcriptional changes associated with drug tolerance and response to combination therapies in cancer |
title_short | Single-cell transcriptional changes associated with drug tolerance and response to combination therapies in cancer |
title_sort | single-cell transcriptional changes associated with drug tolerance and response to combination therapies in cancer |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7955121/ https://www.ncbi.nlm.nih.gov/pubmed/33712615 http://dx.doi.org/10.1038/s41467-021-21884-z |
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