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用于临床决策的悬浮和成像质谱流式细胞术单细胞读数的标准化

Standardization of Suspension and Imaging Mass Cytometry Single-Cell Readouts for Clinical Decision Making.

作者信息

Casanova Ruben, Xu Shuhan, Bost Pierre, Sivapatham Sujana, Jacobs Andrea, Engler Stefanie, Levesque Mitchell P, Dummer Reinhard, Bodenmiller Bernd, Chevrier Stéphane

机构信息

Department of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland.

Institute of Molecular Health Sciences, ETH Zurich, Zurich, Switzerland.

出版信息

Cytometry A. 2025 Jun;107(6):390-403. doi: 10.1002/cyto.a.24940. Epub 2025 May 23.

Abstract

Suspension and imaging mass cytometry are single-cell, proteomic-based methods used to characterize tissue composition and structure. Data assessing the consistency of these methods over an extended period of time are still sparse and are needed if mass cytometry-based methods are to be used clinically. Here, we present experimental and computational pipelines developed within the Tumor Profiler clinical study, an observational clinical trial assessing the relevance of cutting-edge technologies in guiding treatment decisions for advanced cancer patients. By using aliquots of frozen antibody panels, batch effects between independent experiments performed within a time frame of 1 year were minimized. The inclusion of well-characterized reference samples allowed us to assess and correct for batch effects. A systematic evaluation of a test tumor sample analyzed in each run showed that our batch correction approach consistently reduced signal variations. We provide an exemplary analysis of a representative patient sample including an overview of data provided to clinicians and potential treatment suggestions. This study demonstrates that standardized suspension and imaging mass cytometry measurements generate robust data that meet clinical requirements for reproducibility and provide oncologists with valuable insights on the biology of patient tumors.

摘要

悬浮和成像质谱流式细胞术是基于蛋白质组学的单细胞方法,用于表征组织组成和结构。评估这些方法在较长时间内一致性的数据仍然很少,如果基于质谱流式细胞术的方法要用于临床,这些数据是必要的。在此,我们展示了在肿瘤剖析临床研究中开发的实验和计算流程,这是一项观察性临床试验,评估前沿技术在指导晚期癌症患者治疗决策中的相关性。通过使用冷冻抗体板的等分试样,在1年时间框架内进行的独立实验之间的批次效应被最小化。纳入特征明确的参考样本使我们能够评估并校正批次效应。对每次运行中分析的测试肿瘤样本进行的系统评估表明,我们的批次校正方法持续减少了信号变化。我们提供了一个代表性患者样本的示例性分析,包括提供给临床医生的数据概述和潜在的治疗建议。这项研究表明,标准化的悬浮和成像质谱流式细胞术测量产生了符合临床可重复性要求的可靠数据,并为肿瘤学家提供了关于患者肿瘤生物学的宝贵见解。

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