IEEE/ACM Trans Comput Biol Bioinform. 2019 Mar-Apr;16(2):627-637. doi: 10.1109/TCBB.2018.2794971. Epub 2018 Jan 18.
NLRP3-dependent inflammasome signalling is a key pathway during inflammatory processes and its deregulation is implicated in several diseases. NLRP3-inflammasome pathway activation leads to the rapid, phosphorylation-driven NF$\kappa$κB-pathway signalling, subsequently proceeds via slower transcription/translation process for producing pro-enzymes, and finally leads to the medium-speed enzymatic activation of the central inflammatory mediator IL-$1\beta$1β[1] . We here were interested in how the timing of the rate-limiting step of transcription/translation and the presence of a positive and negative auto-regulation would pose conditions for meaningful and stable IL-$1\beta$1β-activation.
We extracted the essential topology of the inflammasome pathway network using a linear chain of first-order reaction and a second-order reaction for inhibitory feedback. We then performed an analytical treatment of the resulting ODE set to obtain closed-form formulae. We therefore looked for the steady states and characterized their stability by using a Jacobian-based, local analysis. We employed the Small Gain Theorem from Control Theory as recently applied by us [2] and the Gershgorin Circle Theorem to obtain mathematically exact conditions for a positive ON state and stabilities for ON and OFF steady states.
We identified an ON- and one OFF- steady state whose properties we characterized in terms of the kinetic parameters by closed-form formulae. We found that under the assumption of a first-order information flow through the network, the existence of a biologically reasonable ON steady state required the simultaneous presence of the positive and the negative feedback. Assuming non-competitivity between IL-$1\beta$1β entities binding to different receptors, we found that a minimum kinetics for protein production is required to sustain a steady state with IL-$1\beta$1β activation. Assuming competitivity between IL-$1\beta$1β entities introduced additional restrictions on the maximum protein production speed to guarantee a biologically reasonable ON steady state. Finally, for both models, we ruled out bistability, suggesting that IL-$1\beta$1β activation would undergo a smooth change upon alterations of its parameters.
Exemplified by the core pathway of NLRP3-inflammasome signalling, we here demonstrate that a mostly linear activation cascade containing an intermediate rate limiting step poses kinetic restrictions on this step and requires positive and negative autoregulation for obtaining a meaningful ON steady state. Due to the generality of our framework, our results are important for a wide class of receptor mediated-pathways, where a fast initial phosphorylation cascade is followed by a (slower) transcriptional response and subsequent autoregulation. Our results may further provide important design principles for synthetic biological networks involving biochemical activation and transcription/translation, by relating timing considerations and autoregulation to stable pathway activation.
NLRP3 依赖性炎性小体信号通路是炎症过程中的关键途径,其失调与多种疾病有关。NLRP3 炎性小体途径的激活导致快速、磷酸化驱动的 NF$\kappa$κB 通路信号转导,随后通过较慢的转录/翻译过程产生前酶,最后导致中央炎症介质 IL-$1\beta$1β[1]的中速酶激活。我们在这里感兴趣的是转录/翻译的限速步骤的时间以及正、负自动调节的存在如何为有意义和稳定的 IL-$1\beta$1β 激活创造条件。
我们使用一阶反应的线性链和二阶反应的抑制性反馈来提取炎性小体途径网络的基本拓扑。然后,我们对由此产生的 ODE 集进行了分析处理,以获得封闭形式的公式。因此,我们寻找了稳定状态,并使用基于雅可比矩阵的局部分析来表征它们的稳定性。我们使用了控制理论中的小增益定理[2],以及 Gershgorin 圆定理,从数学上精确地获得了正 ON 状态的条件和 ON 和 OFF 稳定状态的稳定性。
我们确定了一个 ON 和一个 OFF 稳定状态,并通过封闭形式的公式从动力学参数的角度对其性质进行了表征。我们发现,在假设网络中存在一阶信息流的情况下,同时存在正反馈和负反馈是存在合理的 ON 稳定状态所必需的。假设 IL-$1\beta$1β 与不同受体结合的实体之间没有竞争,我们发现,为了维持具有 IL-$1\beta$1β 激活的稳定状态,需要进行蛋白质产生的最小动力学。假设 IL-$1\beta$1β 实体之间存在竞争,这会对最大蛋白质产生速度施加额外的限制,以保证合理的 ON 稳定状态。最后,对于这两种模型,我们都排除了双稳态,这表明 IL-$1\beta$1β 的激活会在其参数发生变化时经历一个平滑的变化。
以 NLRP3 炎性小体信号通路的核心途径为例,我们在这里证明,一个包含中间限速步骤的主要线性激活级联对该步骤提出了动力学限制,并需要正反馈和负反馈来获得有意义的 ON 稳定状态。由于我们的框架具有普遍性,我们的结果对于广泛的受体介导途径很重要,在这些途径中,快速的初始磷酸化级联反应之后是(较慢的)转录反应和随后的自动调节。我们的结果可能通过将定时考虑和自动调节与稳定的途径激活联系起来,为涉及生化激活和转录/翻译的合成生物学网络提供重要的设计原则。