Chung Henri C, Friedberg Iddo, Bromberg Yana
Program in Bioinformatics and Computational Biology, Iowa State University, Ames, IA 50011 , USA.
Department of Veterinary Microbiology and Preventive Medicine, Iowa State University, Ames, IA 50011, USA.
NAR Genom Bioinform. 2024 Aug 24;6(3):lqae109. doi: 10.1093/nargab/lqae109. eCollection 2024 Sep.
Functional metagenomics enables the study of unexplored bacterial diversity, gene families, and pathways essential to microbial communities. However, discovering biological insights with these data is impeded by the scarcity of quality annotations. Here, we use a co-occurrence-based analysis of predicted microbial protein functions to uncover pathways in genomic and metagenomic biological systems. Our approach, based on phylogenetic profiles, improves the identification of functional relationships, or participation in the same biochemical pathway, between enzymes over a comparable homology-based approach. We optimized the design of our profiles to identify potential pathways using minimal data, clustered functionally related enzyme pairs into multi-enzymatic pathways, and evaluated our predictions against reference pathways in the KEGG database. We then demonstrated a novel extension of this approach to predict inter-bacterial protein interactions amongst members of a marine microbiome. Most significantly, we show our method predicts emergent biochemical pathways between known and unknown functions. Thus, our work establishes a basis for identifying the potential functional capacities of the entire metagenome, capturing previously unknown and abstract functions into discrete putative pathways.
功能宏基因组学有助于研究未被探索的细菌多样性、基因家族以及微生物群落所必需的代谢途径。然而,由于高质量注释的匮乏,利用这些数据挖掘生物学见解受到了阻碍。在此,我们通过对预测的微生物蛋白质功能进行基于共现的分析,来揭示基因组和宏基因组生物系统中的代谢途径。我们基于系统发育谱的方法,相较于基于同源性的类似方法,能更好地识别酶之间的功能关系,即参与同一生化途径的情况。我们优化了谱图设计,以利用最少的数据识别潜在途径,将功能相关的酶对聚类为多酶代谢途径,并根据KEGG数据库中的参考途径评估我们的预测结果。然后,我们展示了该方法的一种新应用,用于预测海洋微生物群落成员间的细菌间蛋白质相互作用。最重要的是,我们证明我们的方法能够预测已知功能与未知功能之间新出现的生化途径。因此,我们的工作为识别整个宏基因组的潜在功能能力奠定了基础,将先前未知和抽象的功能纳入离散的假定途径中。