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Yan P, Zhu J, Ji Q, Hou G, Liang G, Liu X, Liu R. Significant impact of bleaching treatment on phage-host interaction dynamics in a full-scale wastewater treatment plant. Sci Rep 2025; 15:19165. [PMID: 40450127 DOI: 10.1038/s41598-025-04743-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2025] [Accepted: 05/28/2025] [Indexed: 06/03/2025] Open
Abstract
The temporal dynamics of phage-host interactions within full-scale biological wastewater treatment (BWT) plants remain inadequately characterized. Here, we provide an in-depth investigation of viral and bacterial dynamics over a nine-year period in an activated sludge BWT plant, where bleach addition was applied to control sludge foaming. By conducting bioinformatic analyses on 98 metagenomic time-series samples, we reconstructed 3,486 bacterial genomes and 2,435 complete or near-complete viral genomes, which were classified into 361 bacterial and 889 viral clusters, respectively. Our results demonstrate that the primary bleaching event induced significant shifts in both bacterial and viral communities, as well as in virus-host interactions, as evidenced by alterations in bacteria-virus interaction networks and virus-to-host ratio dynamics. Following bleaching, the bacteria-virus network became less interconnected but more compartmentalized. Viral communities mirrored bacterial dynamics, indicating a strong coupling in phage-host interactions. Among the identified virus-host pairs, many exhibited a decelerating rise in viral abundance relative to host abundance, with virus-to-host ratios generally displaying a negative correlation with host abundance. This trend was particularly pronounced in virus-host pairs where viruses harbored integrase genes, indicative of temperate dynamics resembling a "Piggyback-the-Winner" model. Notably, the bleaching intervention appeared to induce a transition from lysogeny to lysis in viruses associated with some foaming-related bacterial species, suggesting a potential virus-involved indirect mechanism by which bleaching mitigates sludge foaming.
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Affiliation(s)
- Peihan Yan
- College of Resources and Environment, University of Chinese Academy of Sciences, No.1 Yanqihu East Rd, Huairou District, Beijing, 101408, China
| | - Junge Zhu
- CAS Key Laboratory of Microbial Physiological and Metabolic Engineering, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
| | - Qianwei Ji
- College of Resources and Environment, University of Chinese Academy of Sciences, No.1 Yanqihu East Rd, Huairou District, Beijing, 101408, China
| | - Gaolin Hou
- College of Resources and Environment, University of Chinese Academy of Sciences, No.1 Yanqihu East Rd, Huairou District, Beijing, 101408, China
| | - Guoqiang Liang
- College of Resources and Environment, University of Chinese Academy of Sciences, No.1 Yanqihu East Rd, Huairou District, Beijing, 101408, China
| | - Xinchun Liu
- College of Resources and Environment, University of Chinese Academy of Sciences, No.1 Yanqihu East Rd, Huairou District, Beijing, 101408, China
| | - Ruyin Liu
- College of Resources and Environment, University of Chinese Academy of Sciences, No.1 Yanqihu East Rd, Huairou District, Beijing, 101408, China.
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2
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Zhang Y, Zheng X, Yan W, Wang D, Chen X, Wang Y, Zhang T. Method evaluation for viruses in activated sludge: Concentration, sequencing, and identification. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 955:176886. [PMID: 39419205 DOI: 10.1016/j.scitotenv.2024.176886] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Revised: 10/09/2024] [Accepted: 10/10/2024] [Indexed: 10/19/2024]
Abstract
Activated sludge (AS) in wastewater treatment plants is one of the largest artificial microbial ecosystems on earth and it makes enormous contributions to human societies. Viruses are an important component in AS with a high abundance. However, their communities and functionalities have not been as widely explored as those of other microorganisms, such as bacteria. This gap is mainly due to technical challenges in effective viral concentration, extraction, and sequencing. In this study, we compared four kinds of concentration methods, two sequencing approaches, and four identification bioinformatic tools to evaluate the whole analysis workflow for viruses in AS. Results showed flocculation, filtration, and resuspension (FFR) could get the longest DNA lengths and ultracentrifugation obtained the highest DNA yields for viruses in AS. Based on the results of present study, FFR and tangential flow filtration with the membrane pore size of 100 kDa were most recommended to concentrate viruses in AS samples with huge volumes. Besides, different concentration methods could get different viral catalogs and thus multiple methods should be combined to get the whole picture of viruses in the system. In addition, geNomad was the most recommended identification tool for viruses in the present study and the long-read sequencing could improve the assembly statistics of viruses when compared with the short-read sequencing. For the 8192 viral operational taxonomic units in this study, 95.1 % of them were phages and belonged to the same lineage at the order level of Caudovirales. Virulent phages dominated the AS system and Pseudomonadota were the main host. Taken together, this study provides new insights into methods selection for virus research of AS.
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Affiliation(s)
- Yulin Zhang
- Environmental Microbiome Engineering and Biotechnology Lab, Department of Civil Engineering, The University of Hong Kong, Pokfulam, Road, Hong Kong, China
| | - Xiawan Zheng
- Environmental Microbiome Engineering and Biotechnology Lab, Department of Civil Engineering, The University of Hong Kong, Pokfulam, Road, Hong Kong, China
| | - Weifu Yan
- Environmental Microbiome Engineering and Biotechnology Lab, Department of Civil Engineering, The University of Hong Kong, Pokfulam, Road, Hong Kong, China
| | - Dou Wang
- Environmental Microbiome Engineering and Biotechnology Lab, Department of Civil Engineering, The University of Hong Kong, Pokfulam, Road, Hong Kong, China
| | - Xi Chen
- Environmental Microbiome Engineering and Biotechnology Lab, Department of Civil Engineering, The University of Hong Kong, Pokfulam, Road, Hong Kong, China
| | - Yulin Wang
- Environmental Microbiome Engineering and Biotechnology Lab, Department of Civil Engineering, The University of Hong Kong, Pokfulam, Road, Hong Kong, China
| | - Tong Zhang
- Environmental Microbiome Engineering and Biotechnology Lab, Department of Civil Engineering, The University of Hong Kong, Pokfulam, Road, Hong Kong, China; School of Public Health, The University of Hong Kong, Pokfulam Road, Hong Kong, China; Macau Institute of Applied Research in Medicine and Health, Macau University of Science and Technology, Macao.
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3
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Khazani Asforooshani M, Elikaei A, Abed S, Shafiei M, Barzi SM, Solgi H, Badmasti F, Sohrabi A. A novel Enterococcus faecium phage EF-M80: unveiling the effects of hydrogel-encapsulated phage on wound infection healing. Front Microbiol 2024; 15:1416971. [PMID: 39006751 PMCID: PMC11239553 DOI: 10.3389/fmicb.2024.1416971] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2024] [Accepted: 06/13/2024] [Indexed: 07/16/2024] Open
Abstract
Background Enterococcus faecium is one of the members of ESKAPE pathogens. Due to its resistance to antimicrobial agents, treating this bacterium has become challenging. The development of innovative approaches to combat antibiotic resistance is necessary. Phage therapy has emerged as a promising method for curing antibiotic-resistant bacteria. Methods In this study, E. faecium phages were isolated from wastewater. Phage properties were characterized through in vitro assays (e.g. morphological studies, and physicochemical properties). In addition, whole genome sequencing was performed. A hydrogel-based encapsulated phage was obtained and its structure characteristics were evaluated. Wound healing activity of the hydrogel-based phage was assessed in a wound mice model. Results The purified phage showed remarkable properties including broad host range, tolerance to high temperature and pH and biofilm degradation feature as a stable and reliable therapeutic agent. Whole genome sequencing revealed that the genome of the EF-M80 phage had a length of 40,434 bp and harbored 65 open reading frames (ORFs) with a GC content of 34.9% (GenBank accession number is OR767211). Hydrogel-based encapsulated phage represented an optimized structure. Phage-loaded hydrogel-treated mice showed that the counting of neutrophils, fibroblasts, blood vessels, hair follicles and percentage of collagen growth were in favor of the wound healing process in the mice model. Conclusion These findings collectively suggest the promising capability of this phage-based therapeutic strategy for the treatment of infections associated with the antibiotic-resistant E. faecium. In the near future, we hope to expect the presence of bacteriophages in the list of antibacterial compounds used in the clinical settings.
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Affiliation(s)
- Mahshid Khazani Asforooshani
- Department of Microbiology, Faculty of Biological Sciences, Alzahra University, Tehran, Iran
- Department of Bacteriology, Pasteur Institute of Iran, Tehran, Iran
| | - Ameneh Elikaei
- Department of Microbiology, Faculty of Biological Sciences, Alzahra University, Tehran, Iran
| | - Sahar Abed
- Department of Microbial Biotechnology, Faculty of Basic Sciences and Advanced Technologies in Biology, University of Science and Culture, Tehran, Iran
| | - Morvarid Shafiei
- Department of Bacteriology, Pasteur Institute of Iran, Tehran, Iran
| | | | - Hamid Solgi
- Isfahan Endocrine and Metabolism Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Farzad Badmasti
- Department of Bacteriology, Pasteur Institute of Iran, Tehran, Iran
| | - Aria Sohrabi
- Department of Epidemiology and Biostatistics, Research Center for Emerging and Reemerging Infectious Diseases, Pasteur Institute of Iran, Tehran, Iran
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4
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Warwick-Dugdale J, Tian F, Michelsen ML, Cronin DR, Moore K, Farbos A, Chittick L, Bell A, Zayed AA, Buchholz HH, Bolanos LM, Parsons RJ, Allen MJ, Sullivan MB, Temperton B. Long-read powered viral metagenomics in the oligotrophic Sargasso Sea. Nat Commun 2024; 15:4089. [PMID: 38744831 PMCID: PMC11094077 DOI: 10.1038/s41467-024-48300-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Accepted: 04/24/2024] [Indexed: 05/16/2024] Open
Abstract
Dominant microorganisms of the Sargasso Sea are key drivers of the global carbon cycle. However, associated viruses that shape microbial community structure and function are not well characterised. Here, we combined short and long read sequencing to survey Sargasso Sea phage communities in virus- and cellular fractions at viral maximum (80 m) and mesopelagic (200 m) depths. We identified 2,301 Sargasso Sea phage populations from 186 genera. Over half of the phage populations identified here lacked representation in global ocean viral metagenomes, whilst 177 of the 186 identified genera lacked representation in genomic databases of phage isolates. Viral fraction and cell-associated viral communities were decoupled, indicating viral turnover occurred across periods longer than the sampling period of three days. Inclusion of long-read data was critical for capturing the breadth of viral diversity. Phage isolates that infect the dominant bacterial taxa Prochlorococcus and Pelagibacter, usually regarded as cosmopolitan and abundant, were poorly represented.
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Affiliation(s)
- Joanna Warwick-Dugdale
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK.
- Plymouth Marine Laboratory, Plymouth, Devon, PL1 3DH, UK.
| | - Funing Tian
- Center of Microbiome Science and Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
| | | | - Dylan R Cronin
- Center of Microbiome Science and Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH, 43210, USA
| | - Karen Moore
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK
| | - Audrey Farbos
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK
| | - Lauren Chittick
- Center of Microbiome Science and Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
| | - Ashley Bell
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK
| | - Ahmed A Zayed
- Center of Microbiome Science and Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH, 43210, USA
| | - Holger H Buchholz
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK
- Department of Microbiology, Oregon State University, Corvallis, OR, 97331, USA
| | - Luis M Bolanos
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK
| | - Rachel J Parsons
- Bermuda Institute of Ocean Sciences, St.George's, GE, 01, Bermuda
- School of Ocean Futures, Arizona State University, Tempe, AZ, US
| | - Michael J Allen
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK
| | - Matthew B Sullivan
- Center of Microbiome Science and Department of Microbiology, Ohio State University, Columbus, OH, 43210, USA
- EMERGE Biology Integration Institute, Ohio State University, Columbus, OH, 43210, USA
- Department of Civil, Environmental, and Geodetic Engineering, Ohio State University, Columbus, OH, 43210, USA
| | - Ben Temperton
- School of Biosciences, University of Exeter, Exeter, Devon, EX4 4SB, UK.
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5
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Li Y, Yu H, Xiong L, Wei Y, Li H, Ji X. Viral AMGs-driven pentose phosphate pathway in natural wetland. J Basic Microbiol 2024; 64:e2300569. [PMID: 38078780 DOI: 10.1002/jobm.202300569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Revised: 11/24/2023] [Accepted: 11/24/2023] [Indexed: 02/13/2024]
Abstract
Viruses exist anywhere on earth where there is life, and among them, virus-encoded auxiliary metabolic genes (AMGs) can maintain ecosystem balance and play a major role in the global ecosystem. Although the function of AMGs has been widely reported, the genetic diversity of AMGs in natural ecosystems is still poorly understood. Exploring the genetic diversity of viral community-wide AMGs is essential to gain insight into the complex interactions between viruses and hosts. In this article, we studied the phylogenetic tree, principal co-ordinates analysis (PCoA), α diversity, and metabolic pathways of viral auxiliary metabolism genes involved in the pentose phosphate pathway (PPP) through metagenomics, and the changes of metabolites and genes of host bacteria were further studied by using Pseudomonas mandelii SW-3 and its lytic phage based on metabolic flow and AMGs expression. We found that the viral AMGs in the Napahai plateau wetland were created by a combination of various external forces, which contributed to the rich genetic diversity, uniqueness, and differences of the virus, which promoted the reproduction of offspring and better adaptation to the environment. Overall, this study systematically describes the genetic diversity of AMGs associated with the PPP in plateau wetland ecosystems and further expands the understanding of phage-host unique interactions.
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Affiliation(s)
- Yanmei Li
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
| | - Hang Yu
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
| | - Lingling Xiong
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
| | - Yunlin Wei
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
| | - Haiyan Li
- Yunnan International Joint Laboratory of Research and Development of Crop Safety Production on Heavy Metal Pollution Areas, Medical School, Kunming University of Science and Technology, Kunming, China
| | - Xiuling Ji
- Yunnan International Joint Laboratory of Research and Development of Crop Safety Production on Heavy Metal Pollution Areas, Medical School, Kunming University of Science and Technology, Kunming, China
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6
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Rossi FPN, Flores VS, Uceda-Campos G, Amgarten DE, Setubal JC, da Silva AM. Comparative Analyses of Bacteriophage Genomes. Methods Mol Biol 2024; 2802:427-453. [PMID: 38819567 DOI: 10.1007/978-1-0716-3838-5_14] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/01/2024]
Abstract
Bacterial viruses (bacteriophages or phages) are the most abundant and diverse biological entities on Earth. There is a renewed worldwide interest in phage-centered research motivated by their enormous potential as antimicrobials to cope with multidrug-resistant pathogens. An ever-growing number of complete phage genomes are becoming available, derived either from newly isolated phages (cultivated phages) or recovered from metagenomic sequencing data (uncultivated phages). Robust comparative analysis is crucial for a comprehensive understanding of genotypic variations of phages and their related evolutionary processes, and to investigate the interaction mechanisms between phages and their hosts. In this chapter, we present a protocol for phage comparative genomics employing tools selected out of the many currently available, focusing on complete genomes of phages classified in the class Caudoviricetes. This protocol provides accurate identification of similarities, differences, and patterns among new and previously known complete phage genomes as well as phage clustering and taxonomic classification.
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Affiliation(s)
| | - Vinicius Sousa Flores
- Departamento de Bioquímica, Instituto de Química, Universidade de São Paulo, Sao Paulo, SP, Brazil
| | - Guillermo Uceda-Campos
- Departamento de Bioquímica, Instituto de Química, Universidade de São Paulo, Sao Paulo, SP, Brazil
| | | | - João Carlos Setubal
- Departamento de Bioquímica, Instituto de Química, Universidade de São Paulo, Sao Paulo, SP, Brazil
| | - Aline Maria da Silva
- Departamento de Bioquímica, Instituto de Química, Universidade de São Paulo, Sao Paulo, SP, Brazil.
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7
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Bezuidt OKI, Makhalanyane TP. Phylogenomic analysis expands the known repertoire of single-stranded DNA viruses in benthic zones of the South Indian Ocean. ISME COMMUNICATIONS 2024; 4:ycae065. [PMID: 38800127 PMCID: PMC11128263 DOI: 10.1093/ismeco/ycae065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 04/25/2024] [Accepted: 04/29/2024] [Indexed: 05/29/2024]
Abstract
Single-stranded (ss) DNA viruses are ubiquitous and constitute some of the most diverse entities on Earth. Most studies have focused on ssDNA viruses from terrestrial environments resulting in a significant deficit in benthic ecosystems including aphotic zones of the South Indian Ocean (SIO). Here, we assess the diversity and phylogeny of ssDNA in deep waters of the SIO using a combination of established viral taxonomy tools and a Hidden Markov Model based approach. Replication initiator protein-associated (Rep) phylogenetic reconstruction and sequence similarity networks were used to show that the SIO hosts divergent and as yet unknown circular Rep-encoding ssDNA viruses. Several sequences appear to represent entirely novel families, expanding the repertoire of known ssDNA viruses. Results suggest that a small proportion of these viruses may be circular genetic elements, which may strongly influence the diversity of both eukaryotes and prokaryotes in the SIO. Taken together, our data show that the SIO harbours a diverse assortment of previously unknown ssDNA viruses. Due to their potential to infect a variety of hosts, these viruses may be crucial for marine nutrient recycling through their influence of the biological carbon pump.
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Affiliation(s)
- Oliver K I Bezuidt
- DSI/NRF South African Research Chair in Marine Microbiomics, Department of Biochemistry, Genetics and Microbiology, microbiome@UP, University of Pretoria, Pretoria, 0028, South Africa
- Department of Microbiology, Faculty of Science, Stellenbosch University, Stellenbosch 7600, South Africa
| | - Thulani P Makhalanyane
- Department of Microbiology, Faculty of Science, Stellenbosch University, Stellenbosch 7600, South Africa
- Centre for Epidemic Response and Innovation, The School for Data Science and Computational Thinking, Stellenbosch University, Stellenbosch 7600, South Africa
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8
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Ribas MP, García-Ulloa M, Espunyes J, Cabezón O. Improving the assessment of ecosystem and wildlife health: microbiome as an early indicator. Curr Opin Biotechnol 2023; 81:102923. [PMID: 36996728 DOI: 10.1016/j.copbio.2023.102923] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Revised: 02/23/2023] [Accepted: 02/28/2023] [Indexed: 03/29/2023]
Abstract
Human activities are causing dramatic declines in ecosystem health, compromising the functioning of the life-support system, economic activity, and animal and human health. In this context, monitoring the health of ecosystems and wildlife populations is crucial for determining ecological dynamics and assessing management interventions. A growing body of evidence indicates that microbiome provides a meaningful early indicator of ecosystem and wildlife health. Microbiome is ubiquitous and both environmental and host-associated microbiomes rapidly reflect anthropogenic disturbances. However, we still need to overcome current limitations such as nucleic acid degradation, sequencing depth, and the establishment of baseline data to maximize the potential of microbiome studies.
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9
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Yu H, Xiong L, Li Y, Wei Y, Zhang Q, Li H, Chen W, Ji X. Genetic diversity of virus auxiliary metabolism genes associated with phosphorus metabolism in Napahai plateau wetland. Sci Rep 2023; 13:3250. [PMID: 36828854 PMCID: PMC9958192 DOI: 10.1038/s41598-023-28488-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2022] [Accepted: 01/19/2023] [Indexed: 02/26/2023] Open
Abstract
Viruses play important roles in ecosystems by interfering with the central metabolic pathways of the host during infection via the expression of auxiliary metabolic genes (AMGs), altering the productivity of ecosystems and thus affecting geochemical cycling. In this study, the genetic diversity of phosphorus metabolism AMGs phoH, phoU and pstS was investigated by phylogenetic analysis, PCoA analysis, and alpha diversity analysis based on metagenomic data. It was found that the majority of the sequences were unique to Napahai plateau wetland. It was shown that the genetic diversity of phoH, phoU and pstS genes was independent of both habitats and host origins. In addition, the metabolic pathway of AMGs associated with the phosphorus cycling was identified based on metagenomic data. When phosphorus is deficient, virus utilizes AMGs to affect the metabolic pathway, contributing to higher phosphorus levels in the host and facilitating virus survival, replication, and propagation in the host cell.
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Affiliation(s)
- Hang Yu
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
| | - Lingling Xiong
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
| | - Yanmei Li
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
| | - Yunlin Wei
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
| | - Qi Zhang
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, China
| | - Haiyan Li
- Medical School, Kunming University of Science and Technology, Kunming, China
| | - Wei Chen
- Medical School, Kunming University of Science and Technology, Kunming, China.
| | - Xiuling Ji
- Medical School, Kunming University of Science and Technology, Kunming, China.
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10
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Zaki BM, Fahmy NA, Aziz RK, Samir R, El-Shibiny A. Characterization and comprehensive genome analysis of novel bacteriophage, vB_Kpn_ZCKp20p, with lytic and anti-biofilm potential against clinical multidrug-resistant Klebsiella pneumoniae. Front Cell Infect Microbiol 2023; 13:1077995. [PMID: 36756618 PMCID: PMC9901506 DOI: 10.3389/fcimb.2023.1077995] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2022] [Accepted: 01/02/2023] [Indexed: 01/24/2023] Open
Abstract
Introduction The rise of infections by antibiotic-resistant bacterial pathogens is alarming. Among these, Klebsiella pneumoniae is a leading cause of death by hospital-acquired infections, and its multidrug-resistant strains are flagged as a global threat to human health, which necessitates finding novel antibiotics or alternative therapies. One promising therapeutic alternative is the use of virulent bacteriophages, which specifically target bacteria and coevolve with them to overcome potential resistance. Here, we aimed to discover specific bacteriophages with therapeutic potential against multiresistant K. pneumoniae clinical isolates. Methods and Results Out of six bacteriophages that we isolated from urban and medical sewage, phage vB_Kpn_ZCKp20p had the broadest host range and was thus characterized in detail. Transmission electron microscopy suggests vB_Kpn_ZCKp20p to be a tailed phage of the siphoviral morphotype. In vitro evaluation indicated a high lytic efficiency (30 min latent period and burst size of ∼100 PFU/cell), and extended stability at temperatures up to 70°C and a wide range of (2-12) pH. Additionally, phage vB_Kpn_ZCKp20p possesses antibiofilm activity that was evaluated by the crystal violet assay and was not cytotoxic to human skin fibroblasts. The whole genome was sequenced and annotated, uncovering one tRNA gene and 33 genes encoding proteins with assigned functions out of 85 predicted genes. Furthermore, comparative genomics and phylogenetic analysis suggest that vB_Kpn_ZCKp20p most likely represents a new species, but belongs to the same genus as Klebsiella phages ZCKP8 and 6691. Comprehensive genomic and bioinformatics analyses substantiate the safety of the phage and its strictly lytic lifestyle. Conclusion Phage vB_Kpn_ZCKp20p is a novel phage with potential to be used against biofilm-forming K. pneumoniae and could be a promising source for antibacterial and antibiofilm products, which will be individually studied experimentally in future studies.
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Affiliation(s)
- Bishoy Maher Zaki
- Department of Microbiology and Immunology, Faculty of Pharmacy, October University for Modern Sciences and Arts (MSA), 6th of October, Giza, Egypt
- Center for Microbiology and Phage Therapy, Biomedical Sciences, Zewail City of Science and Technology, Giza, Egypt
| | - Nada A. Fahmy
- Center for Microbiology and Phage Therapy, Biomedical Sciences, Zewail City of Science and Technology, Giza, Egypt
| | - Ramy Karam Aziz
- Department of Microbiology and Immunology, Faculty of Pharmacy, Cairo University, Cairo, Egypt
- Center for Genome and Microbiome Research, Cairo University, Cairo, Egypt
- Microbiology and Immunology Research Program, Children’s Cancer Hospital Egypt, Cairo, Egypt
| | - Reham Samir
- Department of Microbiology and Immunology, Faculty of Pharmacy, Cairo University, Cairo, Egypt
- Center for Genome and Microbiome Research, Cairo University, Cairo, Egypt
| | - Ayman El-Shibiny
- Center for Microbiology and Phage Therapy, Biomedical Sciences, Zewail City of Science and Technology, Giza, Egypt
- Faculty of Environmental Agricultural Sciences, Arish University, Arish, Egypt
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11
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Bajiya N, Dhall A, Aggarwal S, Raghava GPS. Advances in the field of phage-based therapy with special emphasis on computational resources. Brief Bioinform 2023; 24:6961791. [PMID: 36575815 DOI: 10.1093/bib/bbac574] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 11/07/2022] [Accepted: 11/25/2022] [Indexed: 12/29/2022] Open
Abstract
In the current era, one of the major challenges is to manage the treatment of drug/antibiotic-resistant strains of bacteria. Phage therapy, a century-old technique, may serve as an alternative to antibiotics in treating bacterial infections caused by drug-resistant strains of bacteria. In this review, a systematic attempt has been made to summarize phage-based therapy in depth. This review has been divided into the following two sections: general information and computer-aided phage therapy (CAPT). In the case of general information, we cover the history of phage therapy, the mechanism of action, the status of phage-based products (approved and clinical trials) and the challenges. This review emphasizes CAPT, where we have covered primary phage-associated resources, phage prediction methods and pipelines. This review covers a wide range of databases and resources, including viral genomes and proteins, phage receptors, host genomes of phages, phage-host interactions and lytic proteins. In the post-genomic era, identifying the most suitable phage for lysing a drug-resistant strain of bacterium is crucial for developing alternate treatments for drug-resistant bacteria and this remains a challenging problem. Thus, we compile all phage-associated prediction methods that include the prediction of phages for a bacterial strain, the host for a phage and the identification of interacting phage-host pairs. Most of these methods have been developed using machine learning and deep learning techniques. This review also discussed recent advances in the field of CAPT, where we briefly describe computational tools available for predicting phage virions, the life cycle of phages and prophage identification. Finally, we describe phage-based therapy's advantages, challenges and opportunities.
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Affiliation(s)
- Nisha Bajiya
- Department of Computational Biology, Indraprastha Institute of Information Technology, Okhla Phase 3, New Delhi, 110020, India
| | - Anjali Dhall
- Department of Computational Biology, Indraprastha Institute of Information Technology, Okhla Phase 3, New Delhi, 110020, India
| | - Suchet Aggarwal
- Department of Computer Science and Engineering, Indraprastha Institute of Information Technology, Okhla Phase 3, New Delhi, 110020, India
| | - Gajendra P S Raghava
- Department of Computational Biology, Indraprastha Institute of Information Technology, Okhla Phase 3, New Delhi, 110020, India
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Jaglan AB, Anand T, Verma R, Vashisth M, Virmani N, Bera BC, Vaid RK, Tripathi BN. Tracking the phage trends: A comprehensive review of applications in therapy and food production. Front Microbiol 2022; 13:993990. [PMID: 36504807 PMCID: PMC9730251 DOI: 10.3389/fmicb.2022.993990] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 10/05/2022] [Indexed: 11/25/2022] Open
Abstract
In the present scenario, the challenge of emerging antimicrobial resistance is affecting human health globally. The increasing incidences of multidrug-resistant infections have become harder to treat, causing high morbidity, and mortality, and are posing extensive financial loss. Limited discovery of new antibiotic molecules has further complicated the situation and has forced researchers to think and explore alternatives to antibiotics. This has led to the resurgence of the bacteriophages as an effective alternative as they have a proven history in the Eastern world where lytic bacteriophages have been used since their first implementation over a century ago. To help researchers and clinicians towards strengthening bacteriophages as a more effective, safe, and economical therapeutic alternative, the present review provides an elaborate narrative about the important aspects of bacteriophages. It abridges the prerequisite essential requirements of phage therapy, the role of phage biobank, and the details of immune responses reported while using bacteriophages in the clinical trials/compassionate grounds by examining the up-to-date case reports and their effects on the human gut microbiome. This review also discusses the potential of bacteriophages as a biocontrol agent against food-borne diseases in the food industry and aquaculture, in addition to clinical therapy. It finishes with a discussion of the major challenges, as well as phage therapy and phage-mediated biocontrols future prospects.
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Affiliation(s)
- Anu Bala Jaglan
- Department of Zoology and Aquaculture, Chaudhary Charan Singh Haryana Agricultural University, Hisar, India
| | - Taruna Anand
- ICAR – National Research Centre on Equines, Hisar, India,*Correspondence: Taruna Anand,
| | - Ravikant Verma
- Department of Zoology and Aquaculture, Chaudhary Charan Singh Haryana Agricultural University, Hisar, India
| | - Medhavi Vashisth
- Department of Molecular Biology, Biotechnology, and Bioinformatics, Chaudhary Charan Singh Haryana Agricultural University, Hisar, India
| | - Nitin Virmani
- ICAR – National Research Centre on Equines, Hisar, India
| | - B. C. Bera
- ICAR – National Research Centre on Equines, Hisar, India
| | - R. K. Vaid
- ICAR – National Research Centre on Equines, Hisar, India
| | - B. N. Tripathi
- Animal Science Division, Indian Council of Agricultural Research, Krishi Bhawan, New Delhi, India
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Orazi G, Collins AJ, Whitaker RJ. Prediction of Prophages and Their Host Ranges in Pathogenic and Commensal Neisseria Species. mSystems 2022; 7:e0008322. [PMID: 35418239 PMCID: PMC9238386 DOI: 10.1128/msystems.00083-22] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2022] [Accepted: 03/24/2022] [Indexed: 01/03/2023] Open
Abstract
The genus Neisseria includes two pathogenic species, N. gonorrhoeae and N. meningitidis, and numerous commensal species. Neisseria species frequently exchange DNA with one another, primarily via transformation and homologous recombination and via multiple types of mobile genetic elements (MGEs). Few Neisseria bacteriophages (phages) have been identified, and their impact on bacterial physiology is poorly understood. Furthermore, little is known about the range of species that Neisseria phages can infect. In this study, we used three virus prediction tools to scan 248 genomes of 21 different Neisseria species and identified 1,302 unique predicted prophages. Using comparative genomics, we found that many predictions are dissimilar from prophages and other MGEs previously described to infect Neisseria species. We also identified similar predicted prophages in genomes of different Neisseria species. Additionally, we examined CRISPR-Cas targeting of each Neisseria genome and predicted prophage. While CRISPR targeting of chromosomal DNA appears to be common among several Neisseria species, we found that 20% of the prophages we predicted are targeted significantly more than the rest of the bacterial genome in which they were identified (i.e., backbone). Furthermore, many predicted prophages are targeted by CRISPR spacers encoded by other species. We then used these results to infer additional host species of known Neisseria prophages and predictions that are highly targeted relative to the backbone. Together, our results suggest that we have identified novel Neisseria prophages, several of which may infect multiple Neisseria species. These findings have important implications for understanding horizontal gene transfer between members of this genus. IMPORTANCE Drug-resistant Neisseria gonorrhoeae is a major threat to human health. Commensal Neisseria species are thought to serve as reservoirs of antibiotic resistance and virulence genes for the pathogenic species N. gonorrhoeae and N. meningitidis. Therefore, it is important to understand both the diversity of mobile genetic elements (MGEs) that can mediate horizontal gene transfer within this genus and the breadth of species these MGEs can infect. In particular, few bacteriophages (phages) are known to infect Neisseria species. In this study, we identified a large number of candidate phages integrated in the genomes of commensal and pathogenic Neisseria species, many of which appear to be novel phages. Importantly, we discovered extensive interspecies targeting of predicted phages by Neisseria CRISPR-Cas systems, which may reflect their movement between different species. Uncovering the diversity and host range of phages is essential for understanding how they influence the evolution of their microbial hosts.
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Affiliation(s)
- Giulia Orazi
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Alan J. Collins
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Rachel J. Whitaker
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
- Department of Microbiology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
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14
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Bi L, Yu DT, Han LL, Du S, Yuan CY, He JZ, Hu HW. Unravelling the ecological complexity of soil viromes: Challenges and opportunities. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 812:152217. [PMID: 34890674 DOI: 10.1016/j.scitotenv.2021.152217] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Revised: 11/26/2021] [Accepted: 12/02/2021] [Indexed: 06/13/2023]
Abstract
Viruses are extremely abundant and ubiquitous in soil, and significantly contribute to various terrestrial ecosystem processes such as biogeochemical nutrient cycling, microbiome regulation and community assembly, and host evolutionary dynamics. Despite their numerous dominance and functional importance, understanding soil viral ecology is a formidable challenge, because of the technological challenges to characterize the abundance, diversity and community compositions of viruses, and their interactions with other organisms in the complex soil environment. Viruses may engage in a myriad of biological interactions within soil food webs across a broad range of spatiotemporal scales and are exposed to various biotic and abiotic disturbances. Current studies on the soil viromes, however, often describe the complexity of their tremendous diversity, but lack of exploring their potential ecological roles. In this article, we summarized the major methods to decipher the ecology of soil viruses, discussed biotic and abiotic factors and global change factors that shape the diversity and composition of soil viromes, and the ecological roles of soil viruses. We also proposed a new framework to understand the ecological complexity of viruses from micro to macro ecosystem scales and to predict and unravel their activities in terrestrial ecosystems.
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Affiliation(s)
- Li Bi
- School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, Victoria 3010, Australia
| | - Dan-Ting Yu
- State Key Laboratory for Subtropical Mountain Ecology of the Ministry of Science and Technology and Fujian Province, Fujian Normal University, Fujian 350007, China; School of Geographical Sciences, Fujian Normal University, Fujian 350007, China.
| | - Li-Li Han
- State Key Laboratory of Urban and Regional Ecology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China
| | - Shuai Du
- College of Resources and Environment, Huazhong Agricultural University, Wuhan 430070, China
| | - Cheng-Yu Yuan
- State Key Laboratory for Subtropical Mountain Ecology of the Ministry of Science and Technology and Fujian Province, Fujian Normal University, Fujian 350007, China; School of Geographical Sciences, Fujian Normal University, Fujian 350007, China
| | - Ji-Zheng He
- School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, Victoria 3010, Australia
| | - Hang-Wei Hu
- School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, Victoria 3010, Australia.
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15
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Bacteriophage ecology in biological wastewater treatment systems. Appl Microbiol Biotechnol 2021; 105:5299-5307. [PMID: 34181033 DOI: 10.1007/s00253-021-11414-8] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2021] [Revised: 06/10/2021] [Accepted: 06/11/2021] [Indexed: 12/12/2022]
Abstract
Biological wastewater treatment (BWT) is currently the most widely applied approach for treating wastewater. The performance of BWT systems depends on the complex microbial communities they support. Although bacteriophages (phages), which are the viruses that infect prokaryotes, are recognized as the most abundant life entities, understanding of their ecological roles in BWT systems remains limited. Here, we review recent progress in phage-associated researches in BWT systems, including the interactions between phage and host, polyvalent phages, the influence of phage activity on BWT performance, and the potential applications of phage-based control for sludge bulking/foaming and pathogens. The challenges and perspectives of phage ecology are also outlined, which are expected to provide implications for future research and applications.Key points• Phage-host interactions in BWT systems are summarized• Impacts of phage activities on BWT performance• Potential applications of phages in BWT systems.
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Orooji Y, Sohrabi H, Hemmat N, Oroojalian F, Baradaran B, Mokhtarzadeh A, Mohaghegh M, Karimi-Maleh H. An Overview on SARS-CoV-2 (COVID-19) and Other Human Coronaviruses and Their Detection Capability via Amplification Assay, Chemical Sensing, Biosensing, Immunosensing, and Clinical Assays. NANO-MICRO LETTERS 2020; 13:18. [PMID: 33163530 PMCID: PMC7604542 DOI: 10.1007/s40820-020-00533-y] [Citation(s) in RCA: 122] [Impact Index Per Article: 24.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2020] [Accepted: 09/06/2020] [Indexed: 05/03/2023]
Abstract
A novel coronavirus of zoonotic origin (SARS-CoV-2) has recently been recognized in patients with acute respiratory disease. COVID-19 causative agent is structurally and genetically similar to SARS and bat SARS-like coronaviruses. The drastic increase in the number of coronavirus and its genome sequence have given us an unprecedented opportunity to perform bioinformatics and genomics analysis on this class of viruses. Clinical tests like PCR and ELISA for rapid detection of this virus are urgently needed for early identification of infected patients. However, these techniques are expensive and not readily available for point-of-care (POC) applications. Currently, lack of any rapid, available, and reliable POC detection method gives rise to the progression of COVID-19 as a horrible global problem. To solve the negative features of clinical investigation, we provide a brief introduction of the general features of coronaviruses and describe various amplification assays, sensing, biosensing, immunosensing, and aptasensing for the determination of various groups of coronaviruses applied as a template for the detection of SARS-CoV-2. All sensing and biosensing techniques developed for the determination of various classes of coronaviruses are useful to recognize the newly immerged coronavirus, i.e., SARS-CoV-2. Also, the introduction of sensing and biosensing methods sheds light on the way of designing a proper screening system to detect the virus at the early stage of infection to tranquilize the speed and vastity of spreading. Among other approaches investigated among molecular approaches and PCR or recognition of viral diseases, LAMP-based methods and LFAs are of great importance for their numerous benefits, which can be helpful to design a universal platform for detection of future emerging pathogenic viruses.
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Affiliation(s)
- Yasin Orooji
- College of Materials Science and Engineering, Nanjing Forestry University, Nanjing, 210037 People’s Republic of China
- Jiangsu Co-Innovation Center for Efficient Processing and Utilization of Forest Resources, Nanjing Forestry University, Nanjing, 210037 People’s Republic of China
| | - Hessamaddin Sohrabi
- Department of Analytical Chemistry, Faculty of Chemistry, University of Tabriz, Tabriz, 51666-16471 Iran
| | - Nima Hemmat
- Immunology Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Fatemeh Oroojalian
- Department of Advanced Sciences and Technologies in Medicine, School of Medicine, North Khorasan University of Medical Sciences, Bojnurd, Iran
| | - Behzad Baradaran
- Immunology Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Ahad Mokhtarzadeh
- Immunology Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Mohamad Mohaghegh
- Department of Nanobiotechnology, School of Biological Sciences, Tarbiat Modares University, Tehran, Iran
| | - Hassan Karimi-Maleh
- Department of Chemical Engineering, Laboratory of Nanotechnology, Quchan University of Technology, Quchan, Islamic Republic of Iran
- School of Resources and Environment, University of Electronic Science and Technology of China, Xiyuan Ave, Chengdu, 611731 People’s Republic of China
- Department of Chemical Sciences, University of Johannesburg, Doornfontein Campus, PO Box 17011, Johannesburg, 2028 South Africa
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Girard C, Langlois V, Vigneron A, Vincent WF, Culley AI. Seasonal Regime Shift in the Viral Communities of a Permafrost Thaw Lake. Viruses 2020; 12:v12111204. [PMID: 33105728 PMCID: PMC7690404 DOI: 10.3390/v12111204] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Accepted: 10/20/2020] [Indexed: 12/18/2022] Open
Abstract
Permafrost thaw lakes including thermokarst lakes and ponds are ubiquitous features of Subarctic and Arctic landscapes and are hotspots of microbial activity. Input of terrestrial organic matter into the planktonic microbial loop of these lakes may greatly amplify global greenhouse gas emissions. This microbial loop, dominated in the summer by aerobic microorganisms including phototrophs, is radically different in the winter, when metabolic processes shift to the anaerobic degradation of organic matter. Little is known about the viruses that infect these microbes, despite evidence that viruses can control microbial populations and influence biogeochemical cycling in other systems. Here, we present the results of a metagenomics-based study of viruses in the larger than 0.22 µm fraction across two seasons (summer and winter) in a permafrost thaw lake in Subarctic Canada. We uncovered 351 viral populations (vOTUs) in the surface waters of this lake, with diversity significantly greater during the summer. We also identified and characterized several phage genomes and prophages, which were mostly present in the summer. Finally, we compared the viral community of this waterbody to other habitats and found unexpected similarities with distant bog lakes in North America.
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Affiliation(s)
- Catherine Girard
- Département de Biochimie, de Microbiologie et de Bio-Informatique, Université Laval, Québec, QC G1V 0A6, Canada; (C.G.); (V.L.)
- Centre d’études Nordiques (CEN), Université Laval, Québec, QC G1V 0A6, Canada; (A.V.); (W.F.V.)
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, QC G1V 0A6, Canada
- Takuvik Joint International Laboratory, Université Laval, Québec, QC G1V 0A6, Canada
| | - Valérie Langlois
- Département de Biochimie, de Microbiologie et de Bio-Informatique, Université Laval, Québec, QC G1V 0A6, Canada; (C.G.); (V.L.)
- Centre d’études Nordiques (CEN), Université Laval, Québec, QC G1V 0A6, Canada; (A.V.); (W.F.V.)
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, QC G1V 0A6, Canada
- Takuvik Joint International Laboratory, Université Laval, Québec, QC G1V 0A6, Canada
| | - Adrien Vigneron
- Centre d’études Nordiques (CEN), Université Laval, Québec, QC G1V 0A6, Canada; (A.V.); (W.F.V.)
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, QC G1V 0A6, Canada
- Takuvik Joint International Laboratory, Université Laval, Québec, QC G1V 0A6, Canada
- Département de Biologie, Université Laval, Québec, QC G1V 0A6, Canada
| | - Warwick F. Vincent
- Centre d’études Nordiques (CEN), Université Laval, Québec, QC G1V 0A6, Canada; (A.V.); (W.F.V.)
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, QC G1V 0A6, Canada
- Takuvik Joint International Laboratory, Université Laval, Québec, QC G1V 0A6, Canada
- Département de Biologie, Université Laval, Québec, QC G1V 0A6, Canada
| | - Alexander I. Culley
- Département de Biochimie, de Microbiologie et de Bio-Informatique, Université Laval, Québec, QC G1V 0A6, Canada; (C.G.); (V.L.)
- Centre d’études Nordiques (CEN), Université Laval, Québec, QC G1V 0A6, Canada; (A.V.); (W.F.V.)
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Québec, QC G1V 0A6, Canada
- Takuvik Joint International Laboratory, Université Laval, Québec, QC G1V 0A6, Canada
- Correspondence:
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