Department of Bacteriology, University of Wisconsin-Madison, Madison, Wisconsin, USA.
Microbiology Doctoral Training Program, University of Wisconsin-Madison, Madison, Wisconsin, USA.
mSystems. 2022 Apr 26;7(2):e0008422. doi: 10.1128/msystems.00084-22. Epub 2022 Mar 24.
Temperate phages (prophages) are ubiquitous in nature and persist as dormant components of host cells (lysogenic stage) before activating and lysing the host (lytic stage). Actively replicating prophages contribute to central community processes, such as enabling bacterial virulence, manipulating biogeochemical cycling, and driving microbial community diversification. Recent advances in sequencing technology have allowed for the identification and characterization of diverse phages, yet no approaches currently exist for identifying if a prophage has activated. Here, we present PropagAtE (Prophage Activity Estimator), an automated software tool for estimating if a prophage is in the lytic or lysogenic stage of infection. PropagAtE uses statistical analyses of prophage-to-host read coverage ratios to decipher actively replicating prophages, irrespective of whether prophages were induced or spontaneously activated. We demonstrate that PropagAtE is fast, accurate, and sensitive, regardless of sequencing depth. Application of PropagAtE to prophages from 348 complex metagenomes from human gut, murine gut, and soil environments identified distinct spatial and temporal prophage activation signatures, with the highest proportion of active prophages in murine gut samples. In infants treated with antibiotics or infants without treatment, we identified active prophage populations correlated with specific treatment groups. Within time series samples from the human gut, 11 prophage populations, some encoding the sulfur metabolism gene or a -like virulence factor, were consistently present over time but not active. Overall, PropagAtE will facilitate accurate representations of viruses in microbiomes by associating prophages with their active roles in shaping microbial communities in nature. Viruses that infect bacteria are key components of microbiomes and ecosystems. They can kill and manipulate microorganisms, drive planetary-scale processes and biogeochemical cycling, and influence the structures of entire food networks. Prophages are viruses that can exist in a dormant state within the genome of their host (lysogenic stage) before activating in order to replicate and kill the host (lytic stage). Recent advances have allowed for the identification of diverse viruses in nature, but no approaches exist for characterizing prophages and their stages of infection (prophage activity). We develop and benchmark an automated approach, PropagAtE, to identify the stages of infection of prophages from genomic data. We provide evidence that active prophages vary in identity and abundance across multiple environments and scales. Our approach will enable accurate and unbiased analyses of viruses in microbiomes and ecosystems.
温和噬菌体(原噬菌体)在自然界中无处不在,它们以宿主细胞休眠组件(溶源阶段)的形式存在,然后激活并裂解宿主(裂解阶段)。活跃复制的原噬菌体有助于中心群落过程,例如使细菌具有毒性、操纵生物地球化学循环和推动微生物群落多样化。测序技术的最新进展使得能够鉴定和描述各种噬菌体,但目前还没有方法可以确定原噬菌体是否已经激活。在这里,我们提出 PropagAtE(原噬菌体活性估算器),这是一种用于估算原噬菌体处于裂解还是溶源感染阶段的自动化软件工具。 PropagAtE 使用原噬菌体与宿主读段覆盖率比率的统计分析来破译活跃复制的原噬菌体,无论原噬菌体是否被诱导或自发激活。我们证明 PropagAtE 快速、准确且敏感,无论测序深度如何。将 PropagAtE 应用于来自人类肠道、鼠肠道和土壤环境的 348 个复杂宏基因组中的原噬菌体,确定了独特的时空原噬菌体激活特征,在鼠肠道样本中发现了最高比例的活跃原噬菌体。在接受抗生素治疗或未接受治疗的婴儿中,我们鉴定了与特定治疗组相关的活跃原噬菌体群体。在人类肠道的时间序列样本中,11 个原噬菌体群体,其中一些编码硫代谢基因 或一种样毒力因子,随着时间的推移一直存在但没有活跃。总体而言,PropagAtE 将通过将原噬菌体与其在自然界中塑造微生物群落的活跃作用相关联,从而促进微生物组中病毒的准确表示。 感染细菌的病毒是微生物组和生态系统的关键组成部分。它们可以杀死和操纵微生物,驱动行星尺度的过程和生物地球化学循环,并影响整个食物网络的结构。原噬菌体是可以在其宿主基因组中以休眠状态存在的病毒(溶源阶段),然后激活以复制并杀死宿主(裂解阶段)。最近的进展使得能够在自然界中鉴定出多种病毒,但目前还没有方法来描述原噬菌体及其感染阶段(原噬菌体活性)。我们开发并基准测试了一种自动方法 PropagAtE,用于从基因组数据中识别原噬菌体的感染阶段。我们提供的证据表明,活跃的原噬菌体在多个环境和尺度上的身份和丰度都有所不同。我们的方法将能够对微生物组和生态系统中的病毒进行准确和无偏的分析。