Arutyunyan Anna, Seuma Mireia, Faure Andre J, Bolognesi Benedetta, Lehner Ben
Wellcome Sanger Institute, Cambridge, UK.
Institute for Bioengineering of Catalonia (IBEC), The Barcelona Institute of Science and Technology (BIST) , Baldiri Reixac 10-12, 08028, Barcelona, Spain.
bioRxiv. 2024 Dec 6:2024.07.24.604935. doi: 10.1101/2024.07.24.604935.
Amyloid protein aggregates are pathological hallmarks of more than fifty human diseases but how soluble proteins nucleate to form amyloids is poorly understood. Here we use combinatorial mutagenesis, a kinetic selection assay, and machine learning to massively perturb the energetics of the nucleation reaction of amyloid beta (Aβ42), the protein that aggregates in Alzheimer's disease. In total, we quantify the nucleation rates of >140,000 variants of Aβ42. This allows us to accurately quantify the changes in reaction activation energy for all possible amino acid substitutions in a protein for the first time and, in addition, to quantify >600 energetic interactions between mutations. The data reveal the simple and interpretable genetic architecture of an amyloid nucleation reaction. Strikingly, strong energetic couplings are rare and identify a subset of structural contacts in mature fibrils. Together with the activation energy changes, this strongly suggests that the Aβ42 nucleation reaction transition state is structured in a short C-terminal region, providing a structural model for the reaction that may initiate Alzheimer's disease. We believe this approach can be widely applied to probe the energetics and transition state structures of protein reactions.
淀粉样蛋白聚集体是五十多种人类疾病的病理标志,但可溶性蛋白质如何成核形成淀粉样蛋白却知之甚少。在这里,我们使用组合诱变、动力学选择测定法和机器学习来大规模扰动淀粉样β蛋白(Aβ42)成核反应的能量学,Aβ42是在阿尔茨海默病中聚集的蛋白质。我们总共量化了超过140,000种Aβ42变体的成核速率。这使我们首次能够准确量化蛋白质中所有可能氨基酸取代的反应活化能变化,此外,还能量化突变之间的600多种能量相互作用。数据揭示了淀粉样蛋白成核反应简单且可解释的遗传结构。令人惊讶的是,强能量耦合很少见,并确定了成熟纤维中结构接触的一个子集。连同活化能变化一起,这强烈表明Aβ42成核反应过渡态在一个短的C末端区域中形成结构,为可能引发阿尔茨海默病的反应提供了一个结构模型。我们相信这种方法可以广泛应用于探究蛋白质反应的能量学和过渡态结构。