College of Environmental Sciences and Engineering, Peking University, Beijing 100871, China.
School of Water Resources and Environment, China University of Geosciences (Beijing), Beijing 100083, China.
Water Res. 2024 Jun 15;257:121697. doi: 10.1016/j.watres.2024.121697. Epub 2024 Apr 30.
Quorum sensing (QS)-based manipulations emerge as a promising solution for biofilm reactors to overcome challenges from inefficient biofilm formation and lengthy start-ups. However, the ecological mechanisms underlying how QS regulates microbial behaviors and community assembly remain elusive. Herein, by introducing different levels of N-acyl-homoserine lactones, we manipulated the strength of QS during the start-up of moving bed biofilm reactors and compared the dynamics of bacterial communities. We found that enhanced QS elevated the fitness of fast-growing bacteria with high ribosomal RNA operon (rrn) copy numbers in their genomes in both the sludge and biofilm communities. This led to notably increased extracellular substance production, as evidenced by strong positive correlations between community-level rrn copy numbers and extracellular proteins and polysaccharides (Pearson's r = 0.529-0.830, P < 0.001). Network analyses demonstrated that enhanced QS significantly promoted the ecological interactions among taxa, particularly cooperative interactions. Bacterial taxa with higher network degrees were more strongly correlated with extracellular substances, suggesting their crucial roles as public goods in regulating bacterial interactions and shaping network structures. However, the assembly of more cooperative communities in QS-enhanced reactors came at the cost of decreased network stability and modularity. Null model and dissimilarity-overlap curve analysis revealed that enhanced QS strengthened stochastic processes in community assembly and rendered the universal population dynamics more convergent. Additionally, these shaping effects were consistent for both the sludge and biofilm communities, underpinning the planktonic-to-biofilm transition. This work highlights that QS manipulations efficiently drive community assembly and confer specialized functional traits to communities by recruiting taxa with specific life strategies and regulating interspecific interactions. These ecological insights deepen our understanding of the rules governing microbial societies and provide guidance for managing engineering ecosystems.
群体感应(QS)为生物膜反应器克服生物膜形成效率低和启动时间长等挑战提供了一种很有前途的解决方案。然而,QS 调节微生物行为和群落组装的生态机制仍难以捉摸。在此,通过引入不同水平的 N-酰基高丝氨酸内酯,我们在移动床生物膜反应器的启动阶段操纵 QS 的强度,并比较了细菌群落的动态。我们发现,增强 QS 提高了基因组中具有高核糖体 RNA 操纵子(rrn)拷贝数的快速生长细菌的适应性,无论是在污泥还是生物膜群落中都是如此。这导致细胞外物质的产生显著增加,这可以从群落水平的 rrn 拷贝数与细胞外蛋白质和多糖之间的强正相关得到证明(Pearson's r = 0.529-0.830,P < 0.001)。网络分析表明,增强 QS 显著促进了分类群之间的生态相互作用,特别是合作相互作用。网络度较高的细菌分类群与细胞外物质的相关性更强,这表明它们作为调节细菌相互作用和塑造网络结构的公共产品的关键作用。然而,在 QS 增强的反应器中,更具合作性的群落的组装是以网络稳定性和模块性降低为代价的。零模型和相似度重叠曲线分析表明,增强 QS 增强了群落组装中的随机过程,使普遍的种群动态更加收敛。此外,这些塑造效应在污泥和生物膜群落中都是一致的,这支持了从浮游生物到生物膜的转变。这项工作强调了 QS 操纵可以通过招募具有特定生活策略的分类群并调节种间相互作用,有效地驱动群落组装并赋予群落专门的功能特征。这些生态见解加深了我们对微生物社会规则的理解,并为管理工程生态系统提供了指导。