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协调通量实验以定量建模正常和恶性造血干/祖细胞动力学。

Reconciling Flux Experiments for Quantitative Modeling of Normal and Malignant Hematopoietic Stem/Progenitor Dynamics.

机构信息

Wellcome and MRC Cambridge Stem Cell Institute, University of Cambridge, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge CB2 0AW, UK; Graduate School and Faculty of Medicine, The University of Tokyo, Tokyo 113-0033, Japan.

Wellcome and MRC Cambridge Stem Cell Institute, University of Cambridge, Jeffrey Cheah Biomedical Centre, Cambridge Biomedical Campus, Cambridge CB2 0AW, UK.

出版信息

Stem Cell Reports. 2021 Apr 13;16(4):741-753. doi: 10.1016/j.stemcr.2021.02.020. Epub 2021 Mar 25.

Abstract

Hematopoiesis serves as a paradigm for how homeostasis is maintained within hierarchically organized cell populations. However, important questions remain as to the contribution of hematopoietic stem cells (HSCs) toward maintaining steady state hematopoiesis. A number of in vivo lineage labeling and propagation studies have given rise to contradictory interpretations, leaving key properties of stem cell function unresolved. Using processed flow cytometry data coupled with a biology-driven modeling approach, we show that in vivo flux experiments that come from different laboratories can all be reconciled into a single unifying model, even though they had previously been interpreted as being contradictory. We infer from comparative analysis that different transgenic models display distinct labeling efficiencies across a heterogeneous HSC pool, which we validate by marker gene expression associated with HSC function. Finally, we show how the unified model of HSC differentiation can be used to simulate clonal expansion in the early stages of leukemogenesis.

摘要

造血系统是如何在层次化的细胞群体中维持内稳态的典范。然而,对于造血干细胞(HSCs)在维持稳态造血中的作用,仍有一些重要的问题需要解决。许多体内谱系标记和增殖研究产生了相互矛盾的解释,导致干细胞功能的关键特性仍未得到解决。我们利用经过处理的流式细胞术数据和生物学驱动的建模方法,表明来自不同实验室的体内通量实验都可以被整合到一个单一的统一模型中,尽管它们之前被解释为相互矛盾。我们从比较分析中推断出,不同的转基因模型在异质性 HSC 池中显示出不同的标记效率,我们通过与 HSC 功能相关的标记基因表达来验证这一点。最后,我们展示了如何使用 HSC 分化的统一模型来模拟白血病发生早期的克隆扩增。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bd26/8072066/2a1929f01b5d/gr1.jpg

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