A computational approach to investigate constitutive activation of NF‐κB

A. Mobeen, B. L. Puniya, S. Ramachandran
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Abstract

Nuclear factor kappa B (NF‐κB) signaling is the master regulator of inflammatory pathways; therefore, its regulation has been the subject of investigation since last two decades. Multiple models have been published that describes the dynamics of NF‐κB activity by stimulated activation and feedback loops. However, there is also paramount evidence of the critical role of posttranslational modifications (PTMs) in the regulation of NF‐κB pathway. With the premise that PTMs present alternate routes for activation or repression of the NF‐κB pathway, we have developed a model including all PTMs known so far describing the system behavior. We present a pathway network model consisting of 171 proteins forming 315 molecular species and consisting of 482 reactions that describe the NF‐κB activity regulation in totality. The overexpression or knockdown of interacting molecular partners that regulate NF‐κB transcriptional activity by PTMs is used to infer the dynamics of NF‐κB activity and offers qualitative agreement between model predictions and the experimental results heuristically. Finally, we have demonstrated an instance of NF‐κB constitutive activation through positive upregulation of cytokines (the stimuli) and IKK complex (NF‐κB activator), the characteristic features in several cancer types and metabolic disorders, and its reversal by employing combinatorial activation of PPARG, PIAS3, and P50‐homodimer. For the first time, we have presented a NF‐κB model that includes transcriptional regulation by PTMs and presented a theoretical strategy for the reversal of NF‐κB constitutive activation. The presented model would be important in understanding the NF‐κB system, and the described method can be used for other pathways as well.
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研究NF - κB组成激活的计算方法
核因子κB (NF‐κB)信号是炎症通路的主要调节因子;因此,近二十年来,其监管一直是人们研究的主题。已有多个模型通过刺激激活和反馈回路描述了NF‐κB活性的动力学。然而,也有重要的证据表明,翻译后修饰(PTMs)在NF - κB通路的调节中起着关键作用。在假设PTMs存在激活或抑制NF - κB通路的替代途径的前提下,我们开发了一个模型,包括迄今为止已知的描述系统行为的所有PTMs。我们提出了一个通路网络模型,该模型由171个蛋白质组成,形成315个分子种,由482个反应组成,总体上描述了NF‐κB活性调节。通过ptm调节NF - κB转录活性的相互作用分子伴侣的过表达或敲低被用来推断NF - κB活性的动态,并在模型预测和实验结果之间提供了启发式的定性一致。最后,我们通过细胞因子(刺激因子)和IKK复合物(NF - κB激活因子)的正向上调证明了NF - κB构成性激活的实例,这是几种癌症类型和代谢紊乱的特征,并通过组合激活PPARG、PIAS3和P50 -同型二聚体来逆转。我们首次提出了一个包括ptm转录调控的NF - κB模型,并提出了一个逆转NF - κB构成激活的理论策略。所提出的模型对于理解NF - κB系统很重要,所描述的方法也可以用于其他途径。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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