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A landscape of response to drug combinations in non-small cell lung cancer
Combination of anti-cancer drugs is broadly seen as way to overcome the often-limited efficacy of single agents. The design and testing of combinations are however very challenging. Here we present a uniquely large dataset screening over 5000 targeted agent combinations across 81 non-small cell lung...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10307832/ https://www.ncbi.nlm.nih.gov/pubmed/37380628 http://dx.doi.org/10.1038/s41467-023-39528-9 |
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author | Nair, Nishanth Ulhas Greninger, Patricia Zhang, Xiaohu Friedman, Adam A. Amzallag, Arnaud Cortez, Eliane Sahu, Avinash Das Lee, Joo Sang Dastur, Anahita Egan, Regina K. Murchie, Ellen Ceribelli, Michele Crowther, Giovanna S. Beck, Erin McClanaghan, Joseph Klump-Thomas, Carleen Boisvert, Jessica L. Damon, Leah J. Wilson, Kelli M. Ho, Jeffrey Tam, Angela McKnight, Crystal Michael, Sam Itkin, Zina Garnett, Mathew J. Engelman, Jeffrey A. Haber, Daniel A. Thomas, Craig J. Ruppin, Eytan Benes, Cyril H. |
author_facet | Nair, Nishanth Ulhas Greninger, Patricia Zhang, Xiaohu Friedman, Adam A. Amzallag, Arnaud Cortez, Eliane Sahu, Avinash Das Lee, Joo Sang Dastur, Anahita Egan, Regina K. Murchie, Ellen Ceribelli, Michele Crowther, Giovanna S. Beck, Erin McClanaghan, Joseph Klump-Thomas, Carleen Boisvert, Jessica L. Damon, Leah J. Wilson, Kelli M. Ho, Jeffrey Tam, Angela McKnight, Crystal Michael, Sam Itkin, Zina Garnett, Mathew J. Engelman, Jeffrey A. Haber, Daniel A. Thomas, Craig J. Ruppin, Eytan Benes, Cyril H. |
author_sort | Nair, Nishanth Ulhas |
collection | PubMed |
description | Combination of anti-cancer drugs is broadly seen as way to overcome the often-limited efficacy of single agents. The design and testing of combinations are however very challenging. Here we present a uniquely large dataset screening over 5000 targeted agent combinations across 81 non-small cell lung cancer cell lines. Our analysis reveals a profound heterogeneity of response across the tumor models. Notably, combinations very rarely result in a strong gain in efficacy over the range of response observable with single agents. Importantly, gain of activity over single agents is more often seen when co-targeting functionally proximal genes, offering a strategy for designing more efficient combinations. Because combinatorial effect is strongly context specific, tumor specificity should be achievable. The resource provided, together with an additional validation screen sheds light on major challenges and opportunities in building efficacious combinations against cancer and provides an opportunity for training computational models for synergy prediction. |
format | Online Article Text |
id | pubmed-10307832 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-103078322023-06-30 A landscape of response to drug combinations in non-small cell lung cancer Nair, Nishanth Ulhas Greninger, Patricia Zhang, Xiaohu Friedman, Adam A. Amzallag, Arnaud Cortez, Eliane Sahu, Avinash Das Lee, Joo Sang Dastur, Anahita Egan, Regina K. Murchie, Ellen Ceribelli, Michele Crowther, Giovanna S. Beck, Erin McClanaghan, Joseph Klump-Thomas, Carleen Boisvert, Jessica L. Damon, Leah J. Wilson, Kelli M. Ho, Jeffrey Tam, Angela McKnight, Crystal Michael, Sam Itkin, Zina Garnett, Mathew J. Engelman, Jeffrey A. Haber, Daniel A. Thomas, Craig J. Ruppin, Eytan Benes, Cyril H. Nat Commun Article Combination of anti-cancer drugs is broadly seen as way to overcome the often-limited efficacy of single agents. The design and testing of combinations are however very challenging. Here we present a uniquely large dataset screening over 5000 targeted agent combinations across 81 non-small cell lung cancer cell lines. Our analysis reveals a profound heterogeneity of response across the tumor models. Notably, combinations very rarely result in a strong gain in efficacy over the range of response observable with single agents. Importantly, gain of activity over single agents is more often seen when co-targeting functionally proximal genes, offering a strategy for designing more efficient combinations. Because combinatorial effect is strongly context specific, tumor specificity should be achievable. The resource provided, together with an additional validation screen sheds light on major challenges and opportunities in building efficacious combinations against cancer and provides an opportunity for training computational models for synergy prediction. Nature Publishing Group UK 2023-06-28 /pmc/articles/PMC10307832/ /pubmed/37380628 http://dx.doi.org/10.1038/s41467-023-39528-9 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Nair, Nishanth Ulhas Greninger, Patricia Zhang, Xiaohu Friedman, Adam A. Amzallag, Arnaud Cortez, Eliane Sahu, Avinash Das Lee, Joo Sang Dastur, Anahita Egan, Regina K. Murchie, Ellen Ceribelli, Michele Crowther, Giovanna S. Beck, Erin McClanaghan, Joseph Klump-Thomas, Carleen Boisvert, Jessica L. Damon, Leah J. Wilson, Kelli M. Ho, Jeffrey Tam, Angela McKnight, Crystal Michael, Sam Itkin, Zina Garnett, Mathew J. Engelman, Jeffrey A. Haber, Daniel A. Thomas, Craig J. Ruppin, Eytan Benes, Cyril H. A landscape of response to drug combinations in non-small cell lung cancer |
title | A landscape of response to drug combinations in non-small cell lung cancer |
title_full | A landscape of response to drug combinations in non-small cell lung cancer |
title_fullStr | A landscape of response to drug combinations in non-small cell lung cancer |
title_full_unstemmed | A landscape of response to drug combinations in non-small cell lung cancer |
title_short | A landscape of response to drug combinations in non-small cell lung cancer |
title_sort | landscape of response to drug combinations in non-small cell lung cancer |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10307832/ https://www.ncbi.nlm.nih.gov/pubmed/37380628 http://dx.doi.org/10.1038/s41467-023-39528-9 |
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