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活性氧的抗炎作用——通过形式概念分析验证的多值逻辑模型

Anti-inflammatory effects of reactive oxygen species - a multi-valued logical model validated by formal concept analysis.

作者信息

Wollbold Johannes, Jaster Robert, Müller Sarah, Rateitschak Katja, Wolkenhauer Olaf

出版信息

BMC Syst Biol. 2014 Sep 24;8:101. doi: 10.1186/s12918-014-0101-7.

Abstract

BACKGROUND

Recent findings suggest that in pancreatic acinar cells stimulated with bile acid, a pro-apoptotic effect of reactive oxygen species (ROS) dominates their effect on necrosis and spreading of inflammation. The first effect presumably occurs via cytochrome C release from the inner mitochondrial membrane. A pro-necrotic effect - similar to the one of Ca2+ - can be strong opening of mitochondrial pores leading to breakdown of the membrane potential, ATP depletion, sustained Ca2+ increase and premature activation of digestive enzymes. To explain published data and to understand ROS effects during the onset of acute pancreatitis, a model using multi-valued logic is constructed. Formal concept analysis (FCA) is used to validate the model against data as well as to analyze and visualize rules that capture the dynamics.

RESULTS

Simulations for two different levels of bile stimulation and for inhibition or addition of antioxidants reproduce the qualitative behaviour shown in the experiments. Based on reported differences of ROS production and of ROS induced pore opening, the model predicts a more uniform apoptosis/necrosis ratio for higher and lower bile stimulation in liver cells than in pancreatic acinar cells. FCA confirms that essential dynamical features of the data are captured by the model. For instance, high necrosis always occurs together with at least a medium level of apoptosis. At the same time, FCA helps to reveal subtle differences between data and simulations. The FCA visualization underlines the protective role of ROS against necrosis.

CONCLUSIONS

The analysis of the model demonstrates how ROS and decreased antioxidant levels contribute to apoptosis. Studying the induction of necrosis via a sustained Ca2+ increase, we implemented the commonly accepted hypothesis of ATP depletion after strong bile stimulation. Using an alternative model, we demonstrate that this process is not necessary to generate the dynamics of the measured variables. Opening of plasma membrane channels could also lead to a prolonged increase of Ca2+ and to necrosis. Finally, the analysis of the model suggests a direct experimental testing for the model-based hypothesis of a self-enhancing cycle of cytochrome C release and ROS production by interruption of the mitochondrial electron transport chain.

摘要

背景

最近的研究结果表明,在胆汁酸刺激的胰腺腺泡细胞中,活性氧(ROS)的促凋亡作用在其对坏死和炎症扩散的影响中占主导地位。第一种效应可能是通过细胞色素C从线粒体内膜释放而发生的。一种促坏死效应——类似于Ca2+的效应——可能是线粒体孔的强烈开放,导致膜电位崩溃、ATP耗竭、Ca2+持续增加和消化酶过早激活。为了解释已发表的数据并理解急性胰腺炎发病过程中ROS的作用,构建了一个使用多值逻辑的模型。形式概念分析(FCA)用于根据数据验证模型,并分析和可视化捕捉动态变化的规则。

结果

针对两种不同水平的胆汁刺激以及抗氧化剂的抑制或添加进行的模拟,再现了实验中显示的定性行为。基于报道的ROS产生和ROS诱导的孔开放的差异,该模型预测,与胰腺腺泡细胞相比,肝细胞中较高和较低胆汁刺激下的凋亡/坏死比率更为均匀。FCA证实该模型捕捉到了数据的基本动态特征。例如,高坏死总是与至少中等水平的凋亡同时发生。同时,FCA有助于揭示数据与模拟之间的细微差异。FCA可视化强调了ROS对坏死的保护作用。

结论

对该模型的分析表明了ROS和抗氧化剂水平降低如何导致凋亡。通过持续的Ca2+增加来研究坏死的诱导过程,我们实施了胆汁强烈刺激后ATP耗竭这一被广泛接受的假说。使用另一种模型,我们证明该过程对于产生测量变量的动态变化并非必要。质膜通道的开放也可能导致Ca2+的持续增加和坏死。最后,对该模型的分析建议对基于模型的细胞色素C释放和ROS产生的自我增强循环假说进行直接实验验证,即通过中断线粒体电子传递链来进行验证。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/69ce/4229622/af3d4b72057d/12918_2014_101_Fig1_HTML.jpg

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