Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group US 2023
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
_version_ 1785047493857247232
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
work_keys_str_mv AT kropivsekklara exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT kachelpaul exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT goetzesandra exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT wegmannrebekka exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT festlyasmin exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT severinyannik exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT halebenjamind exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT menajulien exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT vandrogenaudrey exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT dietlikernadja exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT tchindajoelle exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT wollscheidbernd exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT manzmarkusg exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma
AT snijderberend exvivodrugresponseheterogeneityrevealspersonalizedtherapeuticstrategiesforpatientswithmultiplemyeloma