Ex vivo drug response heterogeneity reveals personalized therapeutic strategies for patients with multiple myeloma

被引:0
作者
Klara Kropivsek
Paul Kachel
Sandra Goetze
Rebekka Wegmann
Yasmin Festl
Yannik Severin
Benjamin D. Hale
Julien Mena
Audrey van Drogen
Nadja Dietliker
Joëlle Tchinda
Bernd Wollscheid
Markus G. Manz
Berend Snijder
机构
[1] ETH Zurich,Institute of Molecular Systems Biology, Department of Biology
[2] Swiss Institute of Bioinformatics,Department of Medical Oncology and Hematology
[3] University Hospital Zurich and University of Zurich,Institute of Translational Medicine, Department of Health Sciences and Technology
[4] ETH Zurich,Swiss Multi
[5] ETH Zurich,Omics Center, PHRT
[6] University Children’s Hospital Zurich,CPAC
[7] Comprehensive Cancer Center Zurich (CCCZ),Pediatric Oncology, Children’s Research Centre
来源
Nature Cancer | 2023年 / 4卷
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摘要
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.
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页码:734 / 753
页数:19
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