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在癌症中,Plk1、p53、细胞周期和 G2/M DNA 损伤检查点调控之间的串扰:计算建模与分析。

Crosstalk between Plk1, p53, cell cycle, and G2/M DNA damage checkpoint regulation in cancer: computational modeling and analysis.

机构信息

Department of Biomedical Engineering, Medical College of Wisconsin, Milwaukee, WI, 53226, USA.

Academy of Integrated Science, Division of Systems Biology, Virginia Tech, Blacksburg, VA, 24061, USA.

出版信息

NPJ Syst Biol Appl. 2021 Dec 9;7(1):46. doi: 10.1038/s41540-021-00203-8.

Abstract

Different cancer cell lines can have varying responses to the same perturbations or stressful conditions. Cancer cells that have DNA damage checkpoint-related mutations are often more sensitive to gene perturbations including altered Plk1 and p53 activities than cancer cells without these mutations. The perturbations often induce a cell cycle arrest in the former cancer, whereas they only delay the cell cycle progression in the latter cancer. To study crosstalk between Plk1, p53, and G2/M DNA damage checkpoint leading to differential cell cycle regulations, we developed a computational model by extending our recently developed model of mitotic cell cycle and including these key interactions. We have used the model to analyze the cancer cell cycle progression under various gene perturbations including Plk1-depletion conditions. We also analyzed mutations and perturbations in approximately 1800 different cell lines available in the Cancer Dependency Map and grouped lines by genes that are represented in our model. Our model successfully explained phenotypes of various cancer cell lines under different gene perturbations. Several sensitivity analysis approaches were used to identify the range of key parameter values that lead to the cell cycle arrest in cancer cells. Our resulting model can be used to predict the effect of potential treatments targeting key mitotic and DNA damage checkpoint regulators on cell cycle progression of different types of cancer cells.

摘要

不同的癌细胞系对相同的干扰或应激条件可能会有不同的反应。具有 DNA 损伤检查点相关突变的癌细胞通常比没有这些突变的癌细胞对包括改变 Plk1 和 p53 活性在内的基因干扰更敏感。这些干扰通常会在前一种癌细胞中引起细胞周期停滞,而在后一种癌细胞中仅会延迟细胞周期进程。为了研究 Plk1、p53 和 G2/M DNA 损伤检查点之间的串扰,导致细胞周期调控的差异,我们通过扩展我们最近开发的有丝分裂细胞周期模型并包括这些关键相互作用,开发了一个计算模型。我们使用该模型分析了各种基因干扰下的癌细胞周期进展,包括 Plk1 耗竭条件。我们还分析了大约 1800 种不同细胞系在癌症依赖图谱中的突变和干扰,并根据我们模型中包含的基因对这些细胞系进行分组。我们的模型成功解释了不同基因干扰下各种癌细胞系的表型。使用了几种敏感性分析方法来确定导致癌细胞周期停滞的关键参数值范围。我们的最终模型可用于预测针对关键有丝分裂和 DNA 损伤检查点调节剂的潜在治疗方法对不同类型癌细胞的细胞周期进展的影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8528/8660825/0de430be944b/41540_2021_203_Fig1_HTML.jpg

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