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计算方法在系统预测糖酵解能力中的应用:探索人类微生物组。

Computational Approach to the Systematic Prediction of Glycolytic Abilities: Looking Into Human Microbiota.

出版信息

IEEE/ACM Trans Comput Biol Bioinform. 2021 Nov-Dec;18(6):2302-2313. doi: 10.1109/TCBB.2020.2978461. Epub 2021 Dec 8.

DOI:10.1109/TCBB.2020.2978461
PMID:32149650
Abstract

Glycoside hydrolases are responsible for the enzymatic deconstruction of complex carbohydrates. Most of the families are known to conserve the catalytic machinery and molecular mechanisms. This work introduces a new method to predict glycolytic abilities in sequenced genomes and thus, gain a better understanding of how to target specific carbohydrates and identify potentially interesting sources of specialised enzymes. Genome sequences are aligned to those of organisms with expertly curated glycolytic abilities. Clustering of homology scores helps identify organisms that share common abilities and the most promising organisms regarding specific glycolytic abilities. The method has been applied to members of the bacterial families Ruminococcaceae (39 genera), Eubacteriaceae (11 genera) and Lachnospiraceae (59 genera), which hold major representatives of the human gut microbiota. The method predicted the potential presence of glycoside hydrolases in 1701 species of these genera. Here, the validity and practical usefulness of the method is discussed based on the predictions obtained for members of the genus Ruminococcus. Results were consistent with existing literature and offer useful, complementary insights to comparative genomics and physiological testing. The implementation of the Gleukos web portal (http://sing-group.org/gleukos) offers a public service to those interested in targeting microbial carbohydrate metabolism for biotechnological and health applications.

摘要

糖苷水解酶负责复杂碳水化合物的酶促解构。大多数家族都被认为保留了催化机制和分子机制。这项工作介绍了一种新的方法来预测测序基因组中的糖酵解能力,从而更好地了解如何靶向特定的碳水化合物,并识别潜在有趣的专门酶来源。基因组序列与具有精心编辑的糖酵解能力的生物体的序列进行比对。同源性得分的聚类有助于识别具有共同能力的生物体和在特定糖酵解能力方面最有前途的生物体。该方法已应用于拟杆菌科(39 属)、真细菌科(11 属)和毛螺菌科(59 属)的细菌家族成员,这些成员是人类肠道微生物群的主要代表。该方法预测了这些属的 1701 个物种中糖苷水解酶的潜在存在。在此,根据对瘤胃球菌属成员的预测,讨论了该方法的有效性和实际用途。结果与现有文献一致,并为比较基因组学和生理测试提供了有用的补充见解。Gleukos 网络门户(http://sing-group.org/gleukos)的实现为那些有兴趣针对微生物碳水化合物代谢进行生物技术和健康应用的人提供了一项公共服务。

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