Berlin Institute for Medical Systems Biology, Max Delbrueck Center in the Helmholtz Association, Berlin, Germany.
Institute of Molecular Biology (IMB), Mainz, Germany.
Mol Syst Biol. 2018 Jan 25;14(1):e7733. doi: 10.15252/msb.20177733.
The cytokine TGFβ provides important information during embryonic development, adult tissue homeostasis, and regeneration. Alterations in the cellular response to TGFβ are involved in severe human diseases. To understand how cells encode the extracellular input and transmit its information to elicit appropriate responses, we acquired quantitative time-resolved measurements of pathway activation at the single-cell level. We established dynamic time warping to quantitatively compare signaling dynamics of thousands of individual cells and described heterogeneous single-cell responses by mathematical modeling. Our combined experimental and theoretical study revealed that the response to a given dose of TGFβ is determined cell specifically by the levels of defined signaling proteins. This heterogeneity in signaling protein expression leads to decomposition of cells into classes with qualitatively distinct signaling dynamics and phenotypic outcome. Negative feedback regulators promote heterogeneous signaling, as a SMAD7 knock-out specifically affected the signal duration in a subpopulation of cells. Taken together, we propose a quantitative framework that allows predicting and testing sources of cellular signaling heterogeneity.
细胞因子 TGFβ 在胚胎发育、成人组织稳态和再生过程中提供重要信息。细胞对 TGFβ 的反应改变与严重的人类疾病有关。为了了解细胞如何对细胞外输入进行编码,并将其信息传递以引发适当的反应,我们在单细胞水平上获得了对通路激活的定量时程测量。我们建立了动态时间扭曲来定量比较数千个单个细胞的信号动力学,并通过数学建模来描述异质单细胞反应。我们的综合实验和理论研究表明,对特定剂量 TGFβ 的反应在细胞特异性上由特定信号蛋白的水平决定。这种信号蛋白表达的异质性导致细胞分解成具有定性不同信号动力学和表型结果的类。负反馈调节剂促进异质信号,因为 SMAD7 敲除特别影响了细胞亚群中的信号持续时间。总之,我们提出了一个定量框架,可以预测和测试细胞信号异质性的来源。