State Key Laboratory for Turbulence and Complex Systems, Department of Biomedical Engineering, College of Engineering, Peking University, Beijing 100871, China; Center for Quantitative Biology, Peking University, Beijing 100871, China.
State Key Laboratory for Turbulence and Complex Systems, Department of Biomedical Engineering, College of Engineering, Peking University, Beijing 100871, China; Peking University-Tsinghua University-National Institute of Biological Sciences Joint Biological (PTN) PhD Program and College of Life Sciences, Peking University, Beijing 100871, China.
Genomics Proteomics Bioinformatics. 2019 Feb;17(1):91-105. doi: 10.1016/j.gpb.2018.09.003. Epub 2019 Apr 23.
Exploring the mechanisms of maintaining microbial community structure is important to understand biofilm development or microbiota dysbiosis. In this paper, we propose a functional gene-based composition prediction (FCP) model to predict the population structure composition within a microbial community. The model predicts the community composition well in both a low-complexity community as acid mine drainage (AMD) microbiota, and a complex community as human gut microbiota. Furthermore, we define community structure shaping (CSS) genes as functional genes crucial for shaping the microbial community. We have identified CSS genes in AMD and human gut microbiota samples with FCP model and find that CSS genes change with the conditions. Compared to essential genes for microbes, CSS genes are significantly enriched in the genes involved in mobile genetic elements, cell motility, and defense mechanisms, indicating that the functions of CSS genes are focused on communication and strategies in response to the environment factors. We further find that it is the minority, rather than the majority, which contributes to maintaining community structure. Compared to health control samples, we find that some functional genes associated with metabolism of amino acids, nucleotides, and lipopolysaccharide are more likely to be CSS genes in the disease group. CSS genes may help us to understand critical cellular processes and be useful in seeking addable gene circuitries to maintain artificial self-sustainable communities. Our study suggests that functional genes are important to the assembly of microbial communities.
探索维持微生物群落结构的机制对于理解生物膜的发展或微生物群落失调至关重要。在本文中,我们提出了一种基于功能基因的群落组成预测(FCP)模型,以预测微生物群落内的种群结构组成。该模型在低复杂度群落(如酸性矿山排水(AMD)微生物群)和复杂群落(如人类肠道微生物群)中都能很好地预测群落组成。此外,我们将对群落结构有塑造作用(CSS)的基因定义为对塑造微生物群落有重要作用的功能基因。我们使用 FCP 模型从 AMD 和人类肠道微生物群样本中鉴定了 CSS 基因,并发现 CSS 基因随条件而变化。与微生物的必需基因相比,CSS 基因在参与移动遗传元件、细胞运动和防御机制的基因中显著富集,这表明 CSS 基因的功能集中在与环境因素的交流和应对策略上。我们进一步发现,是少数基因而不是多数基因有助于维持群落结构。与健康对照组相比,我们发现一些与氨基酸、核苷酸和脂多糖代谢相关的功能基因更有可能是疾病组中的 CSS 基因。CSS 基因可能有助于我们了解关键的细胞过程,并有助于寻找可添加的基因电路来维持人工自我可持续的群落。我们的研究表明,功能基因对微生物群落的组装很重要。