Committee on Higher Degrees in Biophysics, Harvard University, Cambridge, Massachusetts, USA.
Biophys J. 2013 Apr 2;104(7):1546-55. doi: 10.1016/j.bpj.2013.02.023.
Quantitative comparisons of intrinsically disordered proteins (IDPs) with similar sequences, such as mutant forms of the same protein, may provide insights into IDP aggregation-a process that plays a role in several neurodegenerative disorders. Here we describe an approach for modeling IDPs with similar sequences that simplifies the comparison of the ensembles by utilizing a single library of structures. The relative population weights of the structures are estimated using a Bayesian formalism, which provides measures of uncertainty in the resulting ensembles. We applied this approach to the comparison of ensembles for Aβ40 and Aβ42. Bayesian hypothesis testing finds that although both Aβ species sample β-rich conformations in solution that may represent prefibrillar intermediates, the probability that Aβ42 samples these prefibrillar states is roughly an order of magnitude larger than the frequency in which Aβ40 samples such structures. Moreover, the structure of the soluble prefibrillar state in our ensembles is similar to the experimentally determined structure of Aβ that has been implicated as an intermediate in the aggregation pathway. Overall, our approach for comparative studies of IDPs with similar sequences provides a platform for future studies on the effect of mutations on the structure and function of disordered proteins.
对具有相似序列的无规卷曲蛋白质(IDPs)进行定量比较,例如同一蛋白质的突变体形式,可能有助于深入了解 IDP 聚集——这一过程在几种神经退行性疾病中发挥作用。在这里,我们描述了一种用于对具有相似序列的 IDPs 进行建模的方法,该方法通过利用单个结构库简化了对集合的比较。结构的相对群体权重使用贝叶斯形式主义进行估计,该形式主义提供了对所得集合中不确定性的度量。我们将这种方法应用于 Aβ40 和 Aβ42 集合的比较。贝叶斯假设检验发现,尽管两种 Aβ 物种在溶液中都采样富含 β 的构象,这些构象可能代表原纤维前中间体,但 Aβ42 采样这些原纤维前状态的概率比 Aβ40 采样此类结构的频率大大约一个数量级。此外,我们集合中可溶性原纤维前状态的结构与实验确定的 Aβ 结构相似,该结构被认为是聚集途径中的一个中间体。总体而言,我们用于具有相似序列的 IDPs 比较研究的方法为研究突变对无序蛋白质结构和功能的影响提供了一个平台。