Muthye Viraj, Wasmuth James D
Faculty of Veterinary Medicine, University of Calgary, Calgary, AB, Canada.
Host-Parasite Interactions Research Training Network, University of Calgary, Calgary, AB, Canada.
Front Parasitol. 2023 Jun 15;2:1162697. doi: 10.3389/fpara.2023.1162697. eCollection 2023.
Molecular mimicry is a strategy used by parasites to evade the host's immune system and facilitate transmission to a new host. To date, high-throughput examples of molecular mimicry have been limited to comparing protein sequences. However, recent advances in the prediction of tertiary structural models, led by Deepmind's AlphaFold, enable the comparison of thousands of proteins from parasites and their hosts at the structural level, allowing for the identification of more mimics. Here, we present the first proteome-level search for tertiary structure similarity between proteins from , a malaria-causing parasite, and humans.
We assembled a database of experimentally-characterized protein tertiary structures (from the Protein Data Bank) and AlphaFold-generated protein tertiary structures from , human, and 15 negative control species, ., species not infected by . We aligned human and control structures to the parasite structures using Foldseek.
We identified molecular mimicry in three proteins that have been previously proposed as mediators of -human interactions. By extending this approach to all proteins, we identified an additional 41 potential mimics that are supported by additional experimental data.
Our findings demonstrate a valuable application of AlphaFold-derived tertiary structural models, and we discuss key considerations for its effective use in other host-parasite systems.
分子模拟是寄生虫用来逃避宿主免疫系统并促进向新宿主传播的一种策略。迄今为止,分子模拟的高通量实例仅限于比较蛋白质序列。然而,以Deepmind的AlphaFold为首的三级结构模型预测的最新进展,能够在结构层面比较来自寄生虫及其宿主的数千种蛋白质,从而识别出更多的模拟物。在此,我们首次在蛋白质组水平上搜索了疟原虫(一种导致疟疾的寄生虫)与人类蛋白质之间的三级结构相似性。
我们组装了一个实验表征的蛋白质三级结构数据库(来自蛋白质数据银行)以及由AlphaFold生成的疟原虫、人类和15个阴性对照物种(即未被疟原虫感染的物种)的蛋白质三级结构。我们使用Foldseek将人类和对照结构与寄生虫结构进行比对。
我们在三种先前被认为是疟原虫与人类相互作用介质的蛋白质中发现了分子模拟。通过将这种方法扩展到所有疟原虫蛋白质,我们又识别出了另外41种潜在的模拟物,这些模拟物得到了其他实验数据的支持。
我们的研究结果证明了AlphaFold衍生的三级结构模型的一个有价值的应用,并且我们讨论了在其他宿主 - 寄生虫系统中有效使用该模型的关键注意事项。