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1型糖尿病免疫调节的数学建模

Mathematical modelling of immune regulation of type 1 diabetes.

作者信息

Magombedze Gesham, Nduru Polite, Bhunu Claver P, Mushayabasa Steady

机构信息

Department of Applied Mathematics, National University of Science and Technology, PO Box AC939 Ascot, Bulawayo, Zimbabwe.

出版信息

Biosystems. 2010 Nov-Dec;102(2-3):88-98. doi: 10.1016/j.biosystems.2010.07.018. Epub 2010 Aug 11.

DOI:10.1016/j.biosystems.2010.07.018
PMID:20708063
Abstract

Type 1 diabetes is a disease characterized by progressive loss of β cell function due to an autoimmune reaction affecting the islets of Langerhans. Two types of T cells are involved in diabetes: turncoat auto-reactive T cells, or T cells gone bad, that kill the insulin-producing cells, and regulatory T cells that are unable to control the auto-reactive T cells. We formulate a mathematical model that incorporates the role of cytotoxic T cells and regulatory T cells in type 1 diabetes. This study shows that onset of type 1 diabetes is due to a collective, dynamical instability, rather than being caused by a single etiological factor. It is also a numbers game between regulatory T cells and auto-reactive T cells. The problem in the onset of this disease is that there are not enough of the regulatory cells that suppress the immune response against the body's insulin-producing pancreatic islet cells.

摘要

1型糖尿病是一种由于影响胰岛的自身免疫反应导致β细胞功能逐渐丧失的疾病。有两种T细胞参与糖尿病的发生:叛变的自身反应性T细胞,即变坏的T细胞,它们会杀死产生胰岛素的细胞;以及无法控制自身反应性T细胞的调节性T细胞。我们构建了一个数学模型,该模型纳入了细胞毒性T细胞和调节性T细胞在1型糖尿病中的作用。这项研究表明,1型糖尿病的发病是由于一种集体性的动态不稳定性,而不是由单一病因引起的。这也是调节性T细胞和自身反应性T细胞之间的数量博弈。这种疾病发病的问题在于,能够抑制针对人体产生胰岛素的胰岛细胞的免疫反应的调节性细胞数量不足。

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Mathematical modelling of immune regulation of type 1 diabetes.1型糖尿病免疫调节的数学建模
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Modulation of insulin-dependent diabetes mellitus (IDDM) in NOD mice by autoreactive T cells.自身反应性T细胞对非肥胖糖尿病(NOD)小鼠胰岛素依赖型糖尿病(IDDM)的调节作用。
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引用本文的文献

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Immune-evasive beta cells in type 1 diabetes: innovations in genetic engineering, biomaterials, and computational modeling.1型糖尿病中具有免疫逃逸能力的β细胞:基因工程、生物材料和计算建模的创新
Front Immunol. 2025 Aug 19;16:1618086. doi: 10.3389/fimmu.2025.1618086. eCollection 2025.
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Mathematical modeling in autoimmune diseases: from theory to clinical application.自身免疫性疾病的数学建模:从理论到临床应用。
Front Immunol. 2024 Mar 14;15:1371620. doi: 10.3389/fimmu.2024.1371620. eCollection 2024.
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Hybrid computational modeling demonstrates the utility of simulating complex cellular networks in type 1 diabetes.
混合计算模型证明了模拟 1 型糖尿病中复杂细胞网络的实用性。
PLoS Comput Biol. 2021 Sep 27;17(9):e1009413. doi: 10.1371/journal.pcbi.1009413. eCollection 2021 Sep.
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A Mathematical Model for DC Vaccine Treatment of Type I Diabetes.用于I型糖尿病树突状细胞疫苗治疗的数学模型
Front Physiol. 2019 Sep 6;10:1107. doi: 10.3389/fphys.2019.01107. eCollection 2019.
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Autoimmune responses in T1DM: quantitative methods to understand onset, progression, and prevention of disease.1型糖尿病中的自身免疫反应:了解疾病发生、进展和预防的定量方法。
Pediatr Diabetes. 2014 May;15(3):162-74. doi: 10.1111/pedi.12148.
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The threshold hypothesis: solving the equation of nurture vs nature in type 1 diabetes.阈值假说:解决 1 型糖尿病中先天与后天的方程式。
Diabetologia. 2011 Sep;54(9):2232-6. doi: 10.1007/s00125-011-2244-z. Epub 2011 Jul 20.