人类肠道古生物组蛋白质的功能预测。

IF 5.1 Q1 ECOLOGY
ISME communications Pub Date : 2024-01-10 eCollection Date: 2024-01-01 DOI:10.1093/ismeco/ycad014
Polina V Novikova, Susheel Bhanu Busi, Alexander J Probst, Patrick May, Paul Wilmes
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引用次数: 0

摘要

人类胃肠道中含有多种微生物群落,包括古细菌。其中,铁硫甲烷杆菌(Methanobrevibacter smithii)是一种高度活跃且与临床相关的产甲烷古菌,与炎症性肠病和肥胖症等胃肠道疾病有关。在本文中,我们介绍了一种使用序列和结构信息的综合方法,利用先进的蛋白质结构预测和注释工具(如 AlphaFold2、trRosetta、ProFunc 和 DeepFri)来改进 smithii 杆菌蛋白质的注释。在最初的 873 481 个古菌蛋白质中,我们发现有 707 754 个蛋白质专门存在于人类肠道中。在分析了古生物蛋白质和 87 282 994 个细菌蛋白质之后,我们确定了独特的古生物蛋白质和古生物-细菌同源物。然后,我们预测了与人类肠道和 M. smithii 相关联的 73 个独特的同源古生物蛋白质群,并确定了其功能域和结构。我们根据预测的结构完善了注释,扩展了现有的基于序列相似性的注释。我们发现了肠道特异性古细菌蛋白质,它们可能参与防御机制、毒力、粘附力和有毒物质的降解。有趣的是,我们发现了潜在的糖基转移酶,它们可能与 N-连接糖基化和 O-连接糖基化有关。此外,我们还发现了梭状芽孢杆菌与史密斯蘑菇之间存在域间水平基因转移的初步证据,其中包括孢子期 V 蛋白 AE 和 AD。我们的研究拓宽了人们对古细菌生物学,尤其是对烟曲霉生物学的认识,并强调了在预测蛋白质功能时同时考虑序列和结构的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Functional prediction of proteins from the human gut archaeome.

The human gastrointestinal tract contains diverse microbial communities, including archaea. Among them, Methanobrevibacter smithii represents a highly active and clinically relevant methanogenic archaeon, being involved in gastrointestinal disorders, such as inflammatory bowel disease and obesity. Herein, we present an integrated approach using sequence and structure information to improve the annotation of M. smithii proteins using advanced protein structure prediction and annotation tools, such as AlphaFold2, trRosetta, ProFunc, and DeepFri. Of an initial set of 873 481 archaeal proteins, we found 707 754 proteins exclusively present in the human gut. Having analysed archaeal proteins together with 87 282 994 bacterial proteins, we identified unique archaeal proteins and archaeal-bacterial homologs. We then predicted and characterized functional domains and structures of 73 unique and homologous archaeal protein clusters linked the human gut and M. smithii. We refined annotations based on the predicted structures, extending existing sequence similarity-based annotations. We identified gut-specific archaeal proteins that may be involved in defense mechanisms, virulence, adhesion, and the degradation of toxic substances. Interestingly, we identified potential glycosyltransferases that could be associated with N-linked and O-glycosylation. Additionally, we found preliminary evidence for interdomain horizontal gene transfer between Clostridia species and M. smithii, which includes sporulation Stage V proteins AE and AD. Our study broadens the understanding of archaeal biology, particularly M. smithii, and highlights the importance of considering both sequence and structure for the prediction of protein function.

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