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Ex vivo drug response heterogeneity reveals personalized therapeutic strategies for patients with multiple myeloma
Multiple myeloma (MM) is a plasma cell malignancy defined by complex genetics and extensive patient heterogeneity. Despite a growing arsenal of approved therapies, MM remains incurable and in need of guidelines to identify effective personalized treatments. Here, we survey the ex vivo drug and immun...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group US
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10212768/ https://www.ncbi.nlm.nih.gov/pubmed/37081258 http://dx.doi.org/10.1038/s43018-023-00544-9 |
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author | Kropivsek, Klara Kachel, Paul Goetze, Sandra Wegmann, Rebekka Festl, Yasmin Severin, Yannik Hale, Benjamin D. Mena, Julien van Drogen, Audrey Dietliker, Nadja Tchinda, Joëlle Wollscheid, Bernd Manz, Markus G. Snijder, Berend |
author_facet | Kropivsek, Klara Kachel, Paul Goetze, Sandra Wegmann, Rebekka Festl, Yasmin Severin, Yannik Hale, Benjamin D. Mena, Julien van Drogen, Audrey Dietliker, Nadja Tchinda, Joëlle Wollscheid, Bernd Manz, Markus G. Snijder, Berend |
author_sort | Kropivsek, Klara |
collection | PubMed |
description | Multiple myeloma (MM) is a plasma cell malignancy defined by complex genetics and extensive patient heterogeneity. Despite a growing arsenal of approved therapies, MM remains incurable and in need of guidelines to identify effective personalized treatments. Here, we survey the ex vivo drug and immunotherapy sensitivities across 101 bone marrow samples from 70 patients with MM using multiplexed immunofluorescence, automated microscopy and deep-learning-based single-cell phenotyping. Combined with sample-matched genetics, proteotyping and cytokine profiling, we map the molecular regulatory network of drug sensitivity, implicating the DNA repair pathway and EYA3 expression in proteasome inhibitor sensitivity and major histocompatibility complex class II expression in the response to elotuzumab. Globally, ex vivo drug sensitivity associated with bone marrow microenvironmental signatures reflecting treatment stage, clonality and inflammation. Furthermore, ex vivo drug sensitivity significantly stratified clinical treatment responses, including to immunotherapy. Taken together, our study provides molecular and actionable insights into diverse treatment strategies for patients with MM. |
format | Online Article Text |
id | pubmed-10212768 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group US |
record_format | MEDLINE/PubMed |
spelling | pubmed-102127682023-05-27 Ex vivo drug response heterogeneity reveals personalized therapeutic strategies for patients with multiple myeloma Kropivsek, Klara Kachel, Paul Goetze, Sandra Wegmann, Rebekka Festl, Yasmin Severin, Yannik Hale, Benjamin D. Mena, Julien van Drogen, Audrey Dietliker, Nadja Tchinda, Joëlle Wollscheid, Bernd Manz, Markus G. Snijder, Berend Nat Cancer Resource Multiple myeloma (MM) is a plasma cell malignancy defined by complex genetics and extensive patient heterogeneity. Despite a growing arsenal of approved therapies, MM remains incurable and in need of guidelines to identify effective personalized treatments. Here, we survey the ex vivo drug and immunotherapy sensitivities across 101 bone marrow samples from 70 patients with MM using multiplexed immunofluorescence, automated microscopy and deep-learning-based single-cell phenotyping. Combined with sample-matched genetics, proteotyping and cytokine profiling, we map the molecular regulatory network of drug sensitivity, implicating the DNA repair pathway and EYA3 expression in proteasome inhibitor sensitivity and major histocompatibility complex class II expression in the response to elotuzumab. Globally, ex vivo drug sensitivity associated with bone marrow microenvironmental signatures reflecting treatment stage, clonality and inflammation. Furthermore, ex vivo drug sensitivity significantly stratified clinical treatment responses, including to immunotherapy. Taken together, our study provides molecular and actionable insights into diverse treatment strategies for patients with MM. Nature Publishing Group US 2023-04-20 2023 /pmc/articles/PMC10212768/ /pubmed/37081258 http://dx.doi.org/10.1038/s43018-023-00544-9 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 | Resource Kropivsek, Klara Kachel, Paul Goetze, Sandra Wegmann, Rebekka Festl, Yasmin Severin, Yannik Hale, Benjamin D. Mena, Julien van Drogen, Audrey Dietliker, Nadja Tchinda, Joëlle Wollscheid, Bernd Manz, Markus G. Snijder, Berend Ex vivo drug response heterogeneity reveals personalized therapeutic strategies for patients with multiple myeloma |
title | Ex vivo drug response heterogeneity reveals personalized therapeutic strategies for patients with multiple myeloma |
title_full | Ex vivo drug response heterogeneity reveals personalized therapeutic strategies for patients with multiple myeloma |
title_fullStr | Ex vivo drug response heterogeneity reveals personalized therapeutic strategies for patients with multiple myeloma |
title_full_unstemmed | Ex vivo drug response heterogeneity reveals personalized therapeutic strategies for patients with multiple myeloma |
title_short | Ex vivo drug response heterogeneity reveals personalized therapeutic strategies for patients with multiple myeloma |
title_sort | ex vivo drug response heterogeneity reveals personalized therapeutic strategies for patients with multiple myeloma |
topic | Resource |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10212768/ https://www.ncbi.nlm.nih.gov/pubmed/37081258 http://dx.doi.org/10.1038/s43018-023-00544-9 |
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