Institute of Molecular Systems Biology, Department of Biology, ETH Zurich, Zurich, Switzerland.
Swiss Institute of Bioinformatics, Lausanne, Switzerland.
Nat Cancer. 2023 May;4(5):734-753. doi: 10.1038/s43018-023-00544-9. Epub 2023 Apr 20.
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.
多发性骨髓瘤(MM)是一种浆细胞恶性肿瘤,其特征为复杂的遗传学和广泛的患者异质性。尽管有越来越多的批准疗法,MM 仍然无法治愈,需要制定指南以确定有效的个性化治疗方法。在这里,我们使用多重免疫荧光、自动化显微镜和基于深度学习的单细胞表型分析,对 70 名 MM 患者的 101 个骨髓样本进行了体外药敏和免疫治疗敏感性检测。结合样本匹配的遗传学、蛋白质组学和细胞因子分析,我们绘制了药物敏感性的分子调控网络,表明 DNA 修复途径和 EYA3 表达与蛋白酶体抑制剂敏感性相关,而主要组织相容性复合体 II 类表达与依鲁替尼的反应相关。总体而言,体外药敏与反映治疗阶段、克隆性和炎症的骨髓微环境特征相关。此外,体外药敏显著分层了临床治疗反应,包括免疫治疗。总之,我们的研究为 MM 患者的多种治疗策略提供了分子和可操作的见解。