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小鼠多阶段造血干细胞调控:生物学与数学相结合的方法

Multistage hematopoietic stem cell regulation in the mouse: A combined biological and mathematical approach.

作者信息

Bonnet Céline, Gou Panhong, Girel Simon, Bansaye Vincent, Lacout Catherine, Bailly Karine, Schlagetter Marie-Hélène, Lauret Evelyne, Méléard Sylvie, Giraudier Stéphane

机构信息

CMAP, CNRS, Ecole Polytechnique, Institut Polytechnique de Paris, 91128 Palaiseau, France.

Centre Hayem, Université de Paris, Hôpital Saint Louis, INSERM U1131, 1 Avenue Claude Vellefaux, 75010 Paris, France.

出版信息

iScience. 2021 Nov 6;24(12):103399. doi: 10.1016/j.isci.2021.103399. eCollection 2021 Dec 17.

Abstract

We have reconciled steady-state and stress hematopoiesis in a single mathematical model based on murine experiments and with a focus on hematopoietic stem and progenitor cells. A phenylhydrazine stress was first applied to mice. A reduced cell number in each progenitor compartment was evidenced during the next 7 days through a drastic level of differentiation without proliferation, followed by a huge proliferative response in all compartments including long-term hematopoietic stem cells, before a return to normal levels. Data analysis led to the addition to the 6-compartment model, of time-dependent regulation that depended indirectly on the compartment sizes. The resulting model was finely calibrated using a stochastic optimization algorithm and could reproduce biological data when applied to different stress conditions (bleeding, chemotherapy, HSC depletion). In conclusion, our multi-step and time-dependent model of immature hematopoiesis provides new avenues to a better understanding of both normal and pathological hematopoiesis.

摘要

我们基于小鼠实验,构建了一个单一的数学模型,该模型以造血干细胞和祖细胞为重点,兼顾了稳态造血和应激造血。首先,对小鼠施加苯肼应激。在接下来的7天里,每个祖细胞区室的细胞数量减少,这是由于分化程度剧烈但无增殖,随后包括长期造血干细胞在内的所有区室出现巨大的增殖反应,之后才恢复到正常水平。数据分析促使在六区室模型中加入了间接依赖于区室大小的时间依赖性调节。使用随机优化算法对所得模型进行了精细校准,当应用于不同应激条件(出血、化疗、造血干细胞耗竭)时,该模型能够重现生物学数据。总之,我们的多步骤且时间依赖性的未成熟造血模型为更好地理解正常和病理性造血提供了新途径。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1d4c/8627979/935717bf8e59/fx1.jpg

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