{"title":"Proteome-wide comparison of tertiary protein structures reveals molecular mimicry in Plasmodium-human interactions","authors":"Viraj Muthye, J. Wasmuth","doi":"10.3389/fpara.2023.1162697","DOIUrl":null,"url":null,"abstract":"Introduction 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 Plasmodium falciparum, a malaria-causing parasite, and humans. Methods We assembled a database of experimentally-characterized protein tertiary structures (from the Protein Data Bank) and AlphaFold-generated protein tertiary structures from P. falciparum, human, and 15 negative control species, i.e., species not infected by P. falciparum. We aligned human and control structures to the parasite structures using Foldseek. Results We identified molecular mimicry in three proteins that have been previously proposed as mediators of Plasmodium-human interactions. By extending this approach to all P. falciparum proteins, we identified an additional 41 potential mimics that are supported by additional experimental data. Discussion 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.","PeriodicalId":73098,"journal":{"name":"Frontiers in parasitology","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2023-06-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in parasitology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3389/fpara.2023.1162697","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
Introduction 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 Plasmodium falciparum, a malaria-causing parasite, and humans. Methods We assembled a database of experimentally-characterized protein tertiary structures (from the Protein Data Bank) and AlphaFold-generated protein tertiary structures from P. falciparum, human, and 15 negative control species, i.e., species not infected by P. falciparum. We aligned human and control structures to the parasite structures using Foldseek. Results We identified molecular mimicry in three proteins that have been previously proposed as mediators of Plasmodium-human interactions. By extending this approach to all P. falciparum proteins, we identified an additional 41 potential mimics that are supported by additional experimental data. Discussion 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.
分子模仿是寄生虫逃避宿主免疫系统并传播给新宿主的一种策略。到目前为止,高通量分子模拟的例子仅限于比较蛋白质序列。然而,最近在预测三级结构模型方面的进展,由Deepmind的AlphaFold领导,可以在结构水平上比较来自寄生虫和宿主的数千种蛋白质,从而识别更多的模仿物。在这里,我们提出了第一个蛋白质组水平的搜索,从恶性疟原虫,一种引起疟疾的寄生虫,和人类之间的蛋白质三级结构的相似性。方法收集了恶性疟原虫、人类和15种阴性对照物种(即未感染恶性疟原虫的物种)经实验表征的蛋白三级结构数据库(来自protein Data Bank)和alphafold生成的蛋白三级结构数据库。我们使用Foldseek将人类和控制结构与寄生虫结构对齐。结果我们鉴定了三种蛋白质的分子拟态,这些蛋白质先前被认为是疟原虫与人相互作用的介质。通过将这种方法扩展到所有恶性疟原虫蛋白,我们确定了另外41种潜在的模拟物,这些模拟物得到了额外实验数据的支持。我们的发现证明了alphafold衍生的三级结构模型的有价值的应用,我们讨论了其在其他宿主-寄生虫系统中有效使用的关键考虑因素。