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

被引:9
|
作者
Kropivsek, Klara [1 ,2 ]
Kachel, Paul [3 ,4 ]
Goetze, Sandra [2 ,5 ,6 ]
Wegmann, Rebekka [1 ,2 ]
Festl, Yasmin [1 ,2 ]
Severin, Yannik [1 ,2 ]
Hale, Benjamin D. [1 ,2 ]
Mena, Julien [1 ,2 ]
van Drogen, Audrey [2 ,5 ,6 ]
Dietliker, Nadja [3 ,4 ]
Tchinda, Joelle [7 ]
Wollscheid, Bernd [2 ,5 ,6 ]
Manz, Markus G. [3 ,4 ,8 ]
Snijder, Berend [1 ,2 ,8 ]
机构
[1] Swiss Fed Inst Technol, Inst Mol Syst Biol, Dept Biol, Zurich, Switzerland
[2] Swiss Inst Bioinformat, Lausanne, Switzerland
[3] Univ Hosp Zurich, Dept Med Oncol & Hematol, Zurich, Switzerland
[4] Univ Zurich, Zurich, Switzerland
[5] Swiss Fed Inst Technol, Inst Translat Med, Dept Hlth Sci & Technol, Zurich, Switzerland
[6] Swiss Fed Inst Technol, Swiss Multiom Ctr, PHRT, CPAC, Zurich, Switzerland
[7] Univ Childrens Hosp Zurich, Childrens Res Ctr, Pediat Oncol, Zurich, Switzerland
[8] Comprehens Canc Ctr Zurich CCCZ, Zurich, Switzerland
基金
瑞士国家科学基金会; 欧洲研究理事会;
关键词
BORTEZOMIB; DARATUMUMAB; DEXAMETHASONE; EXPRESSION; LENALIDOMIDE; SENSITIVITY; PATTERNS; SURVIVAL; CELLS; H2AX;
D O I
10.1038/s43018-023-00544-9
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
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. Snijder and colleagues use ex vivo pharmacoscopy and bone marrow composition profiling in a cohort of patients with multiple myeloma to identify tailored therapeutic sensitivities and stratify the cohort into three microenvironmental PhenoGroups.
引用
收藏
页码:734 / +
页数:32
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