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研究人急性髓系白血病异种移植物中细胞增殖的实验和计算方案。

An Experimental and Computational Protocol to Study Cell Proliferation in Human Acute Myeloid Leukemia Xenografts.

机构信息

Department of Experimental Oncology, IEO, European Institute of Oncology, IRCCS, Milan, Italy.

Department of Industrial Engineering and Innovation Sciences, Eindhoven University of Technology, Eindhoven, The Netherlands.

出版信息

Methods Mol Biol. 2021;2185:241-258. doi: 10.1007/978-1-0716-0810-4_14.

Abstract

Acute myeloid leukemia (AML) is a highly frequent hematological malignancy, characterized by clinical and biological diversity, along with high relapse and mortality rates. The inherent functional and genetic intra-tumor heterogeneity in AML is thought to play an important role in disease recurrence and resistance to chemotherapy. Patient-derived xenograft (PDX) models preserve important features of the original tumor, allowing, at the same time, experimental manipulation and in vivo amplification of the human cells. Here we present a detailed protocol for the generation of fluorescently labeled AML PDX models to monitor cell proliferation kinetics in vivo, at the single-cell level. Although experimental protocols for cell proliferation studies are well established and widespread, they are not easily applicable to in vivo contexts, and the analysis of related time-series data is often complex to achieve. To overcome these limitations, model-driven approaches can be exploited to investigate different aspects of cell population dynamics. Among the existing approaches, the ProCell framework is able to perform detailed and accurate stochastic simulations of cell proliferation, relying on flow cytometry data. In particular, by providing an initial and a target fluorescence histogram, ProCell automatically assesses the validity of any user-defined scenario of intra-tumor heterogeneity, that is, it is able to infer the proportion of various cell subpopulations (including quiescent cells) and the division interval of proliferating cells. Here we explain the protocol in detail, providing a description of our methodology for the conditional expression of H2B-GFP in human AML xenografts, data processing by flow cytometry, and the final elaboration in ProCell.

摘要

急性髓系白血病 (AML) 是一种高发的血液系统恶性肿瘤,其具有临床和生物学的多样性,以及高复发率和死亡率。AML 中内在的功能和遗传肿瘤内异质性被认为在疾病复发和对化疗的耐药性方面发挥着重要作用。患者来源的异种移植 (PDX) 模型保留了原始肿瘤的重要特征,同时允许对人类细胞进行实验操作和体内扩增。在这里,我们提出了一个详细的方案,用于生成荧光标记的 AML PDX 模型,以在单细胞水平上监测体内细胞增殖动力学。尽管细胞增殖研究的实验方案已经成熟且广泛应用,但它们不易应用于体内环境,并且相关时间序列数据的分析通常很难实现。为了克服这些限制,可以利用模型驱动的方法来研究细胞群体动力学的不同方面。在现有的方法中,ProCell 框架能够依靠流式细胞术数据,对细胞增殖进行详细和准确的随机模拟。特别是,通过提供初始和目标荧光直方图,ProCell 可以自动评估肿瘤内异质性的任何用户定义场景的有效性,也就是说,它能够推断出各种细胞亚群(包括静止细胞)的比例和增殖细胞的分裂间隔。在这里,我们详细解释了该方案,提供了我们在人类 AML 异种移植中条件性表达 H2B-GFP 的方法学描述、流式细胞术数据处理以及在 ProCell 中的最终阐述。

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