Developmental and Cell Biology Department, University of California Irvine, California, United States of America.
Mathematics Department, University of California Irvine, California, United States of America.
PLoS Comput Biol. 2020 Aug 6;16(8):e1007966. doi: 10.1371/journal.pcbi.1007966. eCollection 2020 Aug.
Protein activity is often regulated by ligand binding or by post-translational modifications such as phosphorylation. Moreover, proteins that are regulated in this way often contain multiple ligand binding sites or modification sites, which can operate to create an ultrasensitive dose response. Here, we consider the contribution of the individual modification/binding sites to the activation process, and how their individual values affect the ultrasensitive behavior of the overall system. We use a generalized Monod-Wyman-Changeux (MWC) model that allows for variable conformational free energy contributions from distinct sites, and associate a so-called activation parameter to each site. Our analysis shows that the ultrasensitivity generally increases as the conformational free energy contribution from one or more sites is strengthened. Furthermore, ultrasensitivity depends on the mean of the activation parameters and not on their variability. In some cases, we find that the best way to maximize ultrasensitivity is to make the contribution from all sites as strong as possible. These results provide insights into the performance objectives of multiple modification/binding sites and thus help gain a greater understanding of signaling and its role in diseases.
蛋白质的活性通常受到配体结合或翻译后修饰(如磷酸化)的调节。此外,以这种方式调节的蛋白质通常包含多个配体结合位点或修饰位点,这些位点可以协同作用以产生超灵敏的剂量反应。在这里,我们考虑了各个修饰/结合位点对激活过程的贡献,以及它们各自的值如何影响整个系统的超灵敏行为。我们使用了一种广义的 Monod-Wyman-Changeux (MWC) 模型,该模型允许来自不同位点的构象自由能贡献具有可变性,并为每个位点分配一个所谓的激活参数。我们的分析表明,随着一个或多个位点的构象自由能贡献的增强,超灵敏性通常会增加。此外,超灵敏性取决于激活参数的平均值,而不是其可变性。在某些情况下,我们发现最大限度地提高超灵敏性的最佳方法是使所有位点的贡献尽可能强。这些结果为多个修饰/结合位点的性能目标提供了深入的了解,从而有助于更好地理解信号转导及其在疾病中的作用。