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首页> 外文期刊>PLoS Computational Biology >A Minimal Regulatory Network of Extrinsic and Intrinsic Factors Recovers Observed Patterns of CD4+ T Cell Differentiation and Plasticity
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A Minimal Regulatory Network of Extrinsic and Intrinsic Factors Recovers Observed Patterns of CD4+ T Cell Differentiation and Plasticity

机译:外部和内在因子的最小调节网络恢复了CD4 + T细胞分化和可塑性的观察模式

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CD4+ T cells orchestrate the adaptive immune response in vertebrates. While both experimental and modeling work has been conducted to understand the molecular genetic mechanisms involved in CD4+ T cell responses and fate attainment, the dynamic role of intrinsic (produced by CD4+ T lymphocytes) versus extrinsic (produced by other cells) components remains unclear, and the mechanistic and dynamic understanding of the plastic responses of these cells remains incomplete. In this work, we studied a regulatory network for the core transcription factors involved in CD4+ T cell-fate attainment. We first show that this core is not sufficient to recover common CD4+ T phenotypes. We thus postulate a minimal Boolean regulatory network model derived from a larger and more comprehensive network that is based on experimental data. The minimal network integrates transcriptional regulation, signaling pathways and the micro-environment. This network model recovers reported configurations of most of the characterized cell types (Th0, Th1, Th2, Th17, Tfh, Th9, iTreg, and Foxp3-independent T regulatory cells). This transcriptional-signaling regulatory network is robust and recovers mutant configurations that have been reported experimentally. Additionally, this model recovers many of the plasticity patterns documented for different T CD4+ cell types, as summarized in a cell-fate map. We tested the effects of various micro-environments and transient perturbations on such transitions among CD4+ T cell types. Interestingly, most cell-fate transitions were induced by transient activations, with the opposite behavior associated with transient inhibitions. Finally, we used a novel methodology was used to establish that T-bet, TGF-β and suppressors of cytokine signaling proteins are keys to recovering observed CD4+ T cell plastic responses. In conclusion, the observed CD4+ T cell-types and transition patterns emerge from the feedback between the intrinsic or intracellular regulatory core and the micro-environment. We discuss the broader use of this approach for other plastic systems and possible therapeutic interventions.
机译:CD4 + T细胞在脊椎动物中协调自适应免疫应答。虽然已经进行了实验和建模工作以了解参与CD4 + T细胞反应和命运达到的分子遗传机制,但固有的(CD4 + T淋巴细胞产生的动态作用(由CD4 + T淋巴细胞产生)与外在(由其他细胞产生)组分仍然尚不清楚,并且这些细胞的塑性反应的机械和动态理解仍然不完整。在这项工作中,我们研究了CD4 + T细胞率达成的核心转录因子的监管网络。我们首先表明该核心不足以恢复常见的CD4 + T表型。因此,我们假设来自基于实验数据的更大更全面的网络的最小布尔调节网络模型。最小网络集成了转录调节,信令路径和微环境。该网络模型恢复报道的大多数表征细胞类型(TH0,TH1,TH2,TH17,TFH,TH9,ITREG和FOXP3独立的T调节细胞)的配置。该转录信号调节网络是鲁棒,并恢复实验报告的突变配置。另外,该模型恢复为不同T CD4 +细胞类型记录的许多可塑性图案,如在细胞 - 命运地图中总结。我们测试了各种微环境和瞬态扰动对CD4 + T细胞类型的这种转变的影响。有趣的是,大多数细胞命运过渡通过瞬态激活引起,具有与瞬态抑制相关的相反行为。最后,我们使用了一种新的方法来确定细胞因子信号传导蛋白的T-Bet,TGF-β和抑制剂是回收观察到的CD4 + T细胞塑性反应的键。总之,观察到的CD4 + T细胞类型和过渡模式从内在或细胞内调节核和微环境之间的反馈中出现。我们讨论了这种方法对其他塑料系统和可能的治疗干预措施的更广泛使用。

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