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癌症治疗中 CD200-CD200R 的数学建模与分析。

Mathematical Modeling and Analysis of CD200-CD200R in Cancer Treatment.

机构信息

Department of Mathematics, University of Manitoba, Winnipeg, MB, R3T 2N2, Canada.

出版信息

Bull Math Biol. 2022 Jul 6;84(8):82. doi: 10.1007/s11538-022-01039-x.

DOI:10.1007/s11538-022-01039-x
PMID:35792958
Abstract

CD200 is a cell membrane protein that binds to its receptor, CD200 receptor (CD200R). The CD200 positive tumor cells inhibit the cellular functions of M1 and M2 macrophages and dendritic cells (DCs) through the CD200-CD200R complex, resulting in downregulation of Interleukin-10 and Interleukin-12 productions and affecting the activation of cytotoxic T lymphocytes. In this work, we provide two ordinary differential equation models, one complete model and one simplified model, to investigate how the binding affinities of CD200R and the populations of M1 and M2 macrophages affect the functions of the CD200-CD200R complex in tumor growth. Our simulations demonstrate that (i) the impact of the CD200-CD200R complex on tumor promotion or inhibition highly depends on the binding affinity of the CD200R on M2 macrophages and DCs to the CD200 on tumor cells, and (ii) a stronger binding affinity of the CD200R on M1 macrophages or DCs to the CD200 on tumor cells induces a higher tumor cell density in the CD200 positive tumor. Thus, the CD200 blockade would be an efficient treatment method in this case. Moreover, the simplified model shows that the binding affinity of CD200R on macrophages is the major factor to determine the treatment efficacy of CD200 blockade when the binding affinities of CD200R on M1 and M2 macrophages are significantly different to each other. On the other hand, both the binding affinity of CD200R and the population of macrophages are the major factors to determine the treatment efficacy of CD200 blockade when the binding affinities of CD200R on M1 and M2 macrophages are close to each other. We also analyze the simplified model to investigate the dynamics of the positive and trivial equilibria of the CD200 positive tumor case and the CD200 deficient tumor case. The bifurcation diagrams show that when M1 macrophages dominate the population, the tumor cell density of the CD200 positive tumor is higher than the one of CD200 deficient tumor. Moreover, the dynamics of tumor cell density change from tumor elimination to tumor persistence to oscillation, as the maximal proliferation rate of tumor cells increases.

摘要

CD200 是一种细胞膜蛋白,它与 CD200 受体 (CD200R) 结合。CD200 阳性肿瘤细胞通过 CD200-CD200R 复合物抑制 M1 和 M2 巨噬细胞和树突状细胞 (DCs) 的细胞功能,导致白细胞介素-10 和白细胞介素-12 的产生下调,并影响细胞毒性 T 淋巴细胞的激活。在这项工作中,我们提供了两个常微分方程模型,一个完整模型和一个简化模型,以研究 CD200R 的结合亲和力和 M1 和 M2 巨噬细胞的群体如何影响 CD200-CD200R 复合物在肿瘤生长中的功能。我们的模拟表明:(i) CD200-CD200R 复合物对肿瘤促进或抑制的影响高度依赖于 M2 巨噬细胞和 DCs 上的 CD200R 与肿瘤细胞上的 CD200 的结合亲和力,以及 (ii) 肿瘤细胞上的 CD200R 与肿瘤细胞上的 CD200 的结合亲和力越强,CD200 阳性肿瘤中的肿瘤细胞密度就越高。因此,在这种情况下,CD200 阻断将是一种有效的治疗方法。此外,简化模型表明,当 M1 巨噬细胞上的 CD200R 的结合亲和力与 M1 和 M2 巨噬细胞上的 CD200R 的结合亲和力明显不同时,巨噬细胞上的 CD200R 的结合亲和力是决定 CD200 阻断治疗效果的主要因素。另一方面,当 M1 和 M2 巨噬细胞上的 CD200R 的结合亲和力接近时,CD200R 的结合亲和力和巨噬细胞的群体都是决定 CD200 阻断治疗效果的主要因素。我们还分析了简化模型,以研究 CD200 阳性肿瘤病例和 CD200 缺乏肿瘤病例的正平衡点和平凡平衡点的动力学。分岔图表明,当 M1 巨噬细胞占主导地位时,CD200 阳性肿瘤的肿瘤细胞密度高于 CD200 缺乏肿瘤的肿瘤细胞密度。此外,随着肿瘤细胞最大增殖率的增加,肿瘤细胞密度的变化从肿瘤消除到肿瘤持续到振荡。

相似文献

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Mathematical Modeling and Analysis of CD200-CD200R in Cancer Treatment.癌症治疗中 CD200-CD200R 的数学建模与分析。
Bull Math Biol. 2022 Jul 6;84(8):82. doi: 10.1007/s11538-022-01039-x.
2
Different mechanisms of CD200-CD200R induce diverse outcomes in cancer treatment.CD200-CD200R 不同的作用机制可在癌症治疗中产生不同的效果。
Math Biosci. 2023 Nov;365:109072. doi: 10.1016/j.mbs.2023.109072. Epub 2023 Sep 19.
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The role of CD200-CD200R in tumor immune evasion.CD200-CD200R 在肿瘤免疫逃逸中的作用。
J Theor Biol. 2013 Jul 7;328:65-76. doi: 10.1016/j.jtbi.2013.03.017. Epub 2013 Mar 28.
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CD200-CD200R Pathway in the Regulation of Tumor Immune Microenvironment and Immunotherapy.CD200-CD200R 通路在肿瘤免疫微环境调控及免疫治疗中的作用
Adv Exp Med Biol. 2020;1223:155-165. doi: 10.1007/978-3-030-35582-1_8.
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CD200-CD200R signaling suppresses anti-tumor responses independently of CD200 expression on the tumor.CD200-CD200R 信号通路抑制抗肿瘤反应,而与肿瘤细胞表面 CD200 的表达无关。
Oncogene. 2012 Jun 14;31(24):2979-88. doi: 10.1038/onc.2011.477. Epub 2011 Oct 24.
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CD200 Blockade Modulates Tumor Immune Microenvironment but Fails to Show Efficacy in Inhibiting Tumor Growth in a Murine Model of Melanoma.CD200阻断可调节肿瘤免疫微环境,但在黑色素瘤小鼠模型中未能显示出抑制肿瘤生长的疗效。
Front Cell Dev Biol. 2021 Oct 8;9:739816. doi: 10.3389/fcell.2021.739816. eCollection 2021.
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CD200-CD200R affects cisplatin and paclitaxel sensitivity by regulating cathepsin K-mediated p65 NF-κB signaling in cervical cancer.CD200-CD200R通过调节组织蛋白酶K介导的p65核因子κB信号通路影响宫颈癌对顺铂和紫杉醇的敏感性。
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CD200 receptor restriction of myeloid cell responses antagonizes antiviral immunity and facilitates cytomegalovirus persistence within mucosal tissue.髓样细胞反应的CD200受体限制对抗抗病毒免疫,并促进巨细胞病毒在粘膜组织中的持续存在。
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The immune inhibitory complex CD200/CD200R is developmentally regulated in the mouse brain.CD200/CD200R 免疫抑制复合物在小鼠大脑中呈发育调控状态。
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CD200 positive human mesenchymal stem cells suppress TNF-alpha secretion from CD200 receptor positive macrophage-like cells.CD200 阳性的人源间充质干细胞抑制 CD200 受体阳性的巨噬样细胞样细胞分泌 TNF-α。
PLoS One. 2012;7(2):e31671. doi: 10.1371/journal.pone.0031671. Epub 2012 Feb 20.

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