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单细胞冷冻保存的数学建模与优化。

Mathematical Modeling and Optimization of Cryopreservation in Single Cells.

机构信息

Department of Biology, University of Saskatchewan, Saskatoon, SK, Canada.

出版信息

Methods Mol Biol. 2021;2180:129-172. doi: 10.1007/978-1-0716-0783-1_4.

DOI:10.1007/978-1-0716-0783-1_4
PMID:32797410
Abstract

Cryobiology is a multiscale and interdisciplinary field. The scope and scale of interactions limit the gains that can be made by one theory or experiment alone. Because of this, modeling has played a critical role in both explaining cryobiological phenomena and predicting improved protocols. Modeling facilitates understanding of the biophysical and some of the biochemical mechanisms of damage during all phases of cryopreservation including CPA equilibration and cooling and warming. Moreover, as a tool for optimization of cryopreservation protocols, modeling has yielded many successes. Modern cryobiological modeling includes very detailed descriptions of the physical phenomena that occur during freezing, including ice growth kinetics and spatial gradients that define heat and mass transport models. Here we reduce the complexity and approach only a small but classic subset of these problems. Namely, here we describe the process of building and using a mathematical model of a cell in suspension where spatial homogeneity is assumed for all quantities. We define the models that describe the critical cell quantities used to describe optimal and suboptimal protocols and then give an overview of classical methods of how to determine optimal protocols using these models. We include practical considerations of modeling in cryobiology, including fitting transport models to cell volume data, performing optimization with cell volume constraints, and a look at expanding cost functions to cooling regimes.

摘要

冷冻生物学是一个多尺度和跨学科的领域。相互作用的范围和规模限制了仅通过一种理论或实验可以取得的进展。因此,建模在解释冷冻生物学现象和预测改进的方案方面都发挥了关键作用。建模有助于理解在包括细胞内溶质平衡和冷却与升温在内的冷冻保存的所有阶段中损伤的生物物理和一些生化机制。此外,作为冷冻保存方案优化的工具,建模取得了许多成功。现代冷冻生物学建模包括对冷冻过程中发生的物理现象的非常详细的描述,包括冰生长动力学和定义热和质量传输模型的空间梯度。在这里,我们简化了复杂性,仅研究这些问题中的一小部分但很经典的问题。即,在这里我们描述了构建和使用悬浮细胞的数学模型的过程,其中假设所有数量都是空间均匀的。我们定义了描述最佳和次佳方案的关键细胞数量的模型,然后概述了如何使用这些模型确定最佳方案的经典方法。我们包括冷冻生物学中建模的实际考虑因素,包括将传输模型拟合到细胞体积数据,在细胞体积约束下进行优化,以及扩大成本函数以适应冷却模式。

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1
Mathematical Modeling and Optimization of Cryopreservation in Single Cells.单细胞冷冻保存的数学建模与优化。
Methods Mol Biol. 2021;2180:129-172. doi: 10.1007/978-1-0716-0783-1_4.
2
Modeling and optimization of cryopreservation.冷冻保存的建模与优化
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引用本文的文献

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hMSCs in contact with DMSO for cryopreservation: Experiments and modeling of osmotic injury and cytotoxic effect.与 DMSO 接触的 hMSCs 进行冷冻保存:渗透损伤和细胞毒性作用的实验和建模。
Biotechnol Bioeng. 2022 Oct;119(10):2890-2907. doi: 10.1002/bit.28174. Epub 2022 Jul 28.

本文引用的文献

1
Numerical solution of inward solidification of a dilute ternary solution towards a semi-permeable spherical cell.三元稀溶液向半渗透球形细胞内的向内凝固的数值解。
Math Biosci. 2019 Oct;316:108240. doi: 10.1016/j.mbs.2019.108240. Epub 2019 Aug 27.
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The application of convolution neural network based cell segmentation during cryopreservation.基于卷积神经网络的细胞分割在冷冻保存过程中的应用。
Cryobiology. 2018 Dec;85:95-104. doi: 10.1016/j.cryobiol.2018.09.003. Epub 2018 Sep 13.
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A toxicity cost function approach to optimal CPA equilibration in tissues.
一种用于组织中最佳 CPA 平衡的毒性成本函数方法。
Cryobiology. 2018 Feb;80:144-155. doi: 10.1016/j.cryobiol.2017.09.005. Epub 2017 Sep 28.
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A microfluidic perfusion approach for on-chip characterization of the transport properties of human oocytes.一种用于在芯片上对人类卵母细胞传输特性进行分析的微流控灌注方法。
Lab Chip. 2017 Mar 29;17(7):1297-1305. doi: 10.1039/c6lc01532h.
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Cryobiology. 2014 Dec;69(3):349-60. doi: 10.1016/j.cryobiol.2014.09.004. Epub 2014 Sep 21.
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Mathematically optimized cryoprotectant equilibration procedures for cryopreservation of human oocytes.用于人类卵母细胞冷冻保存的数学优化冷冻保护剂平衡程序。
Theor Biol Med Model. 2014 Mar 20;11:13. doi: 10.1186/1742-4682-11-13.
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Rationally optimized cryopreservation of multiple mouse embryonic stem cell lines: II--Mathematical prediction and experimental validation of optimal cryopreservation protocols.理性优化的多株小鼠胚胎干细胞系的冷冻保存:II--最佳冷冻保存方案的数学预测与实验验证。
Cryobiology. 2014 Apr;68(2):176-84. doi: 10.1016/j.cryobiol.2013.12.003. Epub 2014 Feb 19.
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Selection of optimal reference genes for quantitative RT-PCR studies of boar spermatozoa cryopreservation.公猪精子冷冻保存定量RT-PCR研究中最佳内参基因的选择
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Rationally optimized cryopreservation of multiple mouse embryonic stem cell lines: I--Comparative fundamental cryobiology of multiple mouse embryonic stem cell lines and the implications for embryonic stem cell cryopreservation protocols.理性优化的多株小鼠胚胎干细胞系的冷冻保存:I--多株小鼠胚胎干细胞系的比较基础冷冻生物学及其对胚胎干细胞冷冻保存方案的影响。
Cryobiology. 2014 Apr;68(2):166-75. doi: 10.1016/j.cryobiol.2013.12.007. Epub 2013 Dec 30.
10
Extreme rapid warming yields high functional survivals of vitrified 8-cell mouse embryos even when suspended in a half-strength vitrification solution and cooled at moderate rates to -196°C.即使将玻璃化的8细胞小鼠胚胎悬浮在半强度玻璃化溶液中并以适中速率冷却至-196°C,极速升温仍能使其保持较高的功能存活率。
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