Labibi Bita, Bashkurov Mikhail, Wrana Jeffrey L, Attisano Liliana
Department of Biochemistry, University of Toronto, Toronto, ON M5S 1A8, Canada; Donnelly Centre, University of Toronto, Toronto, ON M5S 3E1, Canada.
Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada.
iScience. 2020 Aug 21;23(8):101416. doi: 10.1016/j.isci.2020.101416. Epub 2020 Jul 29.
Integration of transforming growth factor β (TGF-β) signals with those of other pathways allows for precise temporal and spatial control of gene expression patterns that drive development and homeostasis. The Hippo pathway nuclear effectors, Taz/Yap, interact with the TGF-β transcriptional mediators, Smads, to control Smad activity. Key to TGF-β signaling is the nuclear localization of Smads. Thus, to investigate the role of Taz/Yap in Smad nuclear accumulation, we developed mathematical models of Hippo and TGF-β cross talk. The models were based on experimental measurements of TGF-β-induced changes in Taz/Yap and Smad subcellular localization obtained using high-throughput immunofluorescence (IF) imaging in the mouse mammary epithelial cell line, EpH4. Bayesian MCMC DREAM parameter estimation was used to quantify the uncertainty in estimates of the kinetic parameters. Variation of the model parameters and statistical analysis show that our modeling predicts that Taz/Yap can alter TGF-β receptor activity and directly or indirectly act as nuclear retention factors.
转化生长因子β(TGF-β)信号与其他信号通路的整合,能够精确地在时间和空间上控制驱动发育和体内平衡的基因表达模式。Hippo信号通路的核效应因子Taz/Yap与TGF-β转录介质Smads相互作用,以控制Smad活性。Smads的核定位是TGF-β信号传导的关键。因此,为了研究Taz/Yap在Smad核积累中的作用,我们建立了Hippo和TGF-β信号相互作用的数学模型。这些模型基于在小鼠乳腺上皮细胞系EpH4中使用高通量免疫荧光(IF)成像获得的TGF-β诱导的Taz/Yap和Smad亚细胞定位变化的实验测量结果。贝叶斯MCMC DREAM参数估计用于量化动力学参数估计中的不确定性。模型参数的变化和统计分析表明,我们的模型预测Taz/Yap可以改变TGF-β受体活性,并直接或间接作为核保留因子。