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Cortés-Martín A, Buttimer C, Maier JL, Tobin CA, Draper LA, Ross RP, Kleiner M, Hill C, Shkoporov AN. Adaptations in gut Bacteroidales facilitate stable co-existence with their lytic bacteriophages. Gut Microbes 2025; 17:2507775. [PMID: 40407098 PMCID: PMC12118408 DOI: 10.1080/19490976.2025.2507775] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/06/2025] [Revised: 03/07/2025] [Accepted: 05/13/2025] [Indexed: 05/28/2025] Open
Abstract
Bacteriophages (phages) and bacteria within the gut microbiome persist in long-term stable coexistence. These interactions are driven by eco-evolutionary dynamics, where bacteria employ a variety of mechanisms to evade phage infection, while phages rely on counterstrategies to overcome these defenses. Among the most abundant phages in the gut are the crAss-like phages that infect members of the order Bacteroidales, in particular, genus Bacteroides. In this study, we explored some of the mechanisms enabling the co-existence of four phage-Bacteroidales host pairs in vitro using a multi-omics approach (transcriptomics, proteomics and metabolomics). These included three Bacteroides species paired with three crAss-like phages (Bacteroides intestinalis and фcrAss001, Bacteroides xylanisolvens and фcrAss002, and an acapsular mutant of Bacteroides thetaiotaomicron with DAC15), and Parabacteroides distasonis paired with the siphovirus фPDS1. We show that phase variation of individual capsular polysaccharides (CPSs) is the primary mechanism promoting phage co-existence in Bacteroidales, but this is not the only strategy. Alternative resistance mechanisms, while potentially less efficient than CPS phase variation, can be activated to support bacterial survival by regulating gene expression and resulting in metabolic adaptations, particularly in amino acid degradation pathways. These mechanisms, also likely regulated by phase variation, enable bacterial populations to persist in the presence of phages, and vice versa. An acapsular variant of B. thetaiotaomicron demonstrated broader transcriptomic, proteomic, and metabolomic changes, supporting the involvement of additional resistance mechanisms beyond CPS variation. This study advances our understanding of long-term phage-host interaction, offering insights into the long-term persistence of crAss-like phages and extending these observations to other phages, such as фPDS1. Knowledge of the complexities of phage-bacteria interactions is essential for designing effective phage therapies and improving human health through targeted microbiome interventions.
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Affiliation(s)
- Adrián Cortés-Martín
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, Ireland
| | - Colin Buttimer
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, Ireland
| | - Jessie L. Maier
- Department of Plant and Microbial Biology, North Carolina State University, Raleigh, North Carolina, USA
| | - Ciara A. Tobin
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, Ireland
| | - Lorraine A. Draper
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, Ireland
| | - R. Paul Ross
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, Ireland
| | - Manuel Kleiner
- Department of Plant and Microbial Biology, North Carolina State University, Raleigh, North Carolina, USA
| | - Colin Hill
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, Ireland
| | - Andrey N. Shkoporov
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, Ireland
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Hetta HF, Ahmed R, Ramadan YN, Fathy H, Khorshid M, Mabrouk MM, Hashem M. Gut virome: New key players in the pathogenesis of inflammatory bowel disease. World J Methodol 2025; 15:92592. [DOI: 10.5662/wjm.v15.i2.92592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 05/28/2024] [Accepted: 07/23/2024] [Indexed: 11/27/2024] Open
Abstract
Inflammatory bowel disease (IBD) is a chronic inflammatory illness of the intestine. While the mechanism underlying the pathogenesis of IBD is not fully understood, it is believed that a complex combination of host immunological response, environmental exposure, particularly the gut microbiota, and genetic susceptibility represents the major determinants. The gut virome is a group of viruses found in great frequency in the gastrointestinal tract of humans. The gut virome varies greatly among individuals and is influenced by factors including lifestyle, diet, health and disease conditions, geography, and urbanization. The majority of research has focused on the significance of gut bacteria in the progression of IBD, although viral populations represent an important component of the microbiome. We conducted this review to highlight the viral communities in the gut and their expected roles in the etiopathogenesis of IBD regarding published research to date.
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Affiliation(s)
- Helal F Hetta
- Department of Medical Microbiology and Immunology, Faculty of Medicine, Assiut University, Assiut 71515, Egypt
- Division of Microbiology, Immunology and Biotechnology, Faculty of pharmacy, University of Tabuk, Tabuk 71491, Saudi Arabia
| | - Rehab Ahmed
- Division of Microbiology, Immunology and Biotechnology, Department of Natural Products and Alternative Medicine, Faculty of Pharmacy, University of Tabuk, Tabuk 71491, Saudi Arabia
| | - Yasmin N Ramadan
- Department of Medical Microbiology and Immunology, Faculty of Medicine, Assiut University, Assiut 71515, Egypt
| | - Hayam Fathy
- Department of Internal Medicine, Division Hepatogastroenterology, Assiut University, Assiut 71515, Egypt
| | - Mohammed Khorshid
- Department of Clinical Research, Egyptian Developers of Gastroenterology and Endoscopy Foundation, Cairo 11936, Egypt
| | - Mohamed M Mabrouk
- Department of Internal Medicine, Faculty of Medicine. Tanta University, Tanta 31527, Egypt
| | - Mai Hashem
- Department of Tropical Medicine, Gastroenterology and Hepatology, Assiut University Hospital, Assiut 71515, Egypt
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3
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Wang R, Ma F, Yin D, Wang H, Wei X. Intestinal Microbes, Metabolites, and Hormones in Alcohol-Associated Liver Disease. Semin Liver Dis 2025. [PMID: 40334703 DOI: 10.1055/a-2601-9480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/09/2025]
Abstract
Alcohol-associated liver disease (ALD)-encompassing conditions including steatosis, fibrosis, cirrhosis, and hepatocellular carcinoma-refers to hepatic damage arising from excessive or hazardous alcohol consumption, and is now recognized as a significant global health burden. Although the mechanisms underlying ALD remain incompletely understood, several pathways have been substantiated over the last five decades, notably the involvement of intestinal microorganisms and the involvement of the gut-liver axis in alcohol metabolism and ALD pathogenesis. Ethanol intake disrupts the intestinal microbial balance and compromises the gut barrier, resulting in increased permeability to microbial products. The subsequent translocation of microbial metabolites and other antigenic substances to the liver activates hepatic immune responses, thereby contributing to liver injury. In addition, gastrointestinal hormones are also implicated in ALD progression through various mechanisms. Although no therapies for ALD have been approved by the Food and Drug Administration, various therapeutic strategies targeting the intestinal microbiota and gut barrier have been identified. In conclusion, this review discusses the role of the gut-liver axis in alcohol metabolism and ALD pathogenesis and explores the emerging therapeutic strategies.
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Affiliation(s)
- Ruimeng Wang
- Second Clinical Medical College, Anhui Medical University, Hefei, China
- Department of Pathophysiology, School of Basic Medical Sciences, Anhui Medical University, Hefei, China
| | - Fang Ma
- Center for Scientific Research of Anhui Medical University, Anhui Medical University, Hefei, China
| | - Dou Yin
- Department of Pathophysiology, School of Basic Medical Sciences, Anhui Medical University, Hefei, China
| | - Hua Wang
- Department of Oncology, the First Affiliated Hospital of Anhui Medical University, Hefei, China
- Key Laboratory of Anti-Inflammatory and Immune Medicine, Ministry of Education, Anhui Medical University, Hefei, China
| | - Xiaohui Wei
- Department of Pathophysiology, School of Basic Medical Sciences, Anhui Medical University, Hefei, China
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Li J, Zheng K, Ding W, Lu L, Liang Y, Xiong Y, Wei Z, Gao C, Su Y, Wang Z, Chen X, Bao Z, Hu X, McMinn A, Wang M. Healthy and moribund Zhikong scallops ( Chlamys farreri) developed different viral communities during a mass mortality event. mSystems 2025:e0034225. [PMID: 40366141 DOI: 10.1128/msystems.00342-25] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2025] [Accepted: 04/03/2025] [Indexed: 05/15/2025] Open
Abstract
Viral assemblages of scallops are still relatively unknown. Here, metagenomic analysis was used to study virus communities in the gut of scallops to establish the first scallop virome data set (SVD); this contains 7,447 viral operational taxonomic units. Protein-sharing networks and phylogenetic analyses demonstrated the high diversity and novelty of the SVD, which is very different from viromes from other habitats. Potentially pathogenic viruses are prevalent in the gut of scallops. In particular, the novel smacoviruses were identified, indicating that scallops may be a potential hotspot for this viral group. Inference of virus-host associations found extensive interactions between viruses and major prokaryotic lineages. Intriguingly, moribund scallops showed a higher diversity of auxiliary metabolic genes (AMGs) related to amino acid metabolism and cofactor and vitamin genes, while healthy scallops had fewer AMGs, with those present focusing on secondary metabolite biosynthesis and carbohydrate metabolism. These findings provide the first landscape of scallop gut viruses based on metagenomes and highlight the potential roles of diverse and unique gut viruses for the health of filter-feeding bivalves. IMPORTANCE This study uses metagenome sequencing to establish the first scallop virome database. The study reveals previously unknown diversity of scallop-associated viruses and provides insights into links between disease status and viral diversity and genome content. The study will interest many aquatic virologists and could have important implications in managing marine resources.
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Affiliation(s)
- Jiaxiang Li
- MoE Key Laboratory of Evolution and Marine Biodiversity, College of Marine Life Sciences, Institute of Evolution and Marine Biodiversity, Frontiers Science Center for Deep Ocean Multispheres and Earth System, and Center for Ocean Carbon Neutrality, Ocean University of China, Qingdao, Shandong, China
| | - Kaiyang Zheng
- MoE Key Laboratory of Evolution and Marine Biodiversity, College of Marine Life Sciences, Institute of Evolution and Marine Biodiversity, Frontiers Science Center for Deep Ocean Multispheres and Earth System, and Center for Ocean Carbon Neutrality, Ocean University of China, Qingdao, Shandong, China
| | - Wei Ding
- Key Laboratory of Biological Genetics and Breeding, Ministry of Education, Ocean University of China, Qingdao, Shandong, China
| | - Longfei Lu
- Fourth Institute of Oceanography, Ministry of Natural Resources, Beihai, Guangxi, China
- Weihai Changqing Ocean Science Technology Co., Ltd., Weihai, China
| | - Yantao Liang
- MoE Key Laboratory of Evolution and Marine Biodiversity, College of Marine Life Sciences, Institute of Evolution and Marine Biodiversity, Frontiers Science Center for Deep Ocean Multispheres and Earth System, and Center for Ocean Carbon Neutrality, Ocean University of China, Qingdao, Shandong, China
- UMT-OUC Joint Centre for Marine Studies, Qingdao, China
| | - Yao Xiong
- MoE Key Laboratory of Evolution and Marine Biodiversity, College of Marine Life Sciences, Institute of Evolution and Marine Biodiversity, Frontiers Science Center for Deep Ocean Multispheres and Earth System, and Center for Ocean Carbon Neutrality, Ocean University of China, Qingdao, Shandong, China
| | - Zhongcheng Wei
- Key Laboratory of Biological Genetics and Breeding, Ministry of Education, Ocean University of China, Qingdao, Shandong, China
| | - Chen Gao
- MoE Key Laboratory of Evolution and Marine Biodiversity, College of Marine Life Sciences, Institute of Evolution and Marine Biodiversity, Frontiers Science Center for Deep Ocean Multispheres and Earth System, and Center for Ocean Carbon Neutrality, Ocean University of China, Qingdao, Shandong, China
- Haide College, Ocean University of China, Qingdao, Shandong, China
| | - Yue Su
- MoE Key Laboratory of Evolution and Marine Biodiversity, College of Marine Life Sciences, Institute of Evolution and Marine Biodiversity, Frontiers Science Center for Deep Ocean Multispheres and Earth System, and Center for Ocean Carbon Neutrality, Ocean University of China, Qingdao, Shandong, China
| | - Ziyue Wang
- MoE Key Laboratory of Evolution and Marine Biodiversity, College of Marine Life Sciences, Institute of Evolution and Marine Biodiversity, Frontiers Science Center for Deep Ocean Multispheres and Earth System, and Center for Ocean Carbon Neutrality, Ocean University of China, Qingdao, Shandong, China
| | - Xin Chen
- MoE Key Laboratory of Evolution and Marine Biodiversity, College of Marine Life Sciences, Institute of Evolution and Marine Biodiversity, Frontiers Science Center for Deep Ocean Multispheres and Earth System, and Center for Ocean Carbon Neutrality, Ocean University of China, Qingdao, Shandong, China
| | - Zhenmin Bao
- Key Laboratory of Biological Genetics and Breeding, Ministry of Education, Ocean University of China, Qingdao, Shandong, China
| | - Xiaoli Hu
- Key Laboratory of Biological Genetics and Breeding, Ministry of Education, Ocean University of China, Qingdao, Shandong, China
| | - Andrew McMinn
- MoE Key Laboratory of Evolution and Marine Biodiversity, College of Marine Life Sciences, Institute of Evolution and Marine Biodiversity, Frontiers Science Center for Deep Ocean Multispheres and Earth System, and Center for Ocean Carbon Neutrality, Ocean University of China, Qingdao, Shandong, China
- Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, Tasmania, Australia
| | - Min Wang
- MoE Key Laboratory of Evolution and Marine Biodiversity, College of Marine Life Sciences, Institute of Evolution and Marine Biodiversity, Frontiers Science Center for Deep Ocean Multispheres and Earth System, and Center for Ocean Carbon Neutrality, Ocean University of China, Qingdao, Shandong, China
- UMT-OUC Joint Centre for Marine Studies, Qingdao, China
- Haide College, Ocean University of China, Qingdao, Shandong, China
- The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
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5
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Franklin HC, Makhlouf R, Ha AD, Bataglioli RA, Baker ZR, Murphy SA, Jirsa H, Heuler J, Southard T, Aylward FO, Hsu BB. A bacteriophage-conditional mouse model reveals the impact of phages within a conventionally colonized gut microbiota. Cell Host Microbe 2025; 33:745-758.e6. [PMID: 40300596 DOI: 10.1016/j.chom.2025.04.002] [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: 08/26/2024] [Revised: 02/14/2025] [Accepted: 04/03/2025] [Indexed: 05/01/2025]
Abstract
The significance of bacteriophages in the gut microbiota remains poorly understood due, in part, to an absence of an animal model that allows for comparative study of conditions with or without phages while retaining the microbial diversity attained by conventional colonization. We describe a mouse model that uses a broadly available chemical compound, acriflavine, to preferentially deplete virulent phages from the gut without significantly impacting gut bacteria. We then show that gut phage density can be reconstituted by oral gavage. Using this bacteriophage-conditional (BaCon) mouse model, we reveal that while phages have comparatively minimal impact during equilibrium conditions, they increase the potency of ampicillin against commensal gut bacteria. Collectively, our work presents an animal model that can be leveraged to conditionally study the role of phages in complex, physiologically relevant systems and further identifies virulent gut phages as potential sources of bacterial variability during major perturbations.
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Affiliation(s)
- Hollyn C Franklin
- Department of Biological Sciences, Fralin Life Sciences Institute, and Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
| | - Rita Makhlouf
- Department of Biological Sciences, Fralin Life Sciences Institute, and Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
| | - Anh D Ha
- Department of Biological Sciences, Fralin Life Sciences Institute, and Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
| | - Rogerio A Bataglioli
- Department of Biological Sciences, Fralin Life Sciences Institute, and Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
| | - Zachary R Baker
- Department of Biological Sciences, Fralin Life Sciences Institute, and Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
| | - Sydney A Murphy
- Department of Biological Sciences, Fralin Life Sciences Institute, and Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
| | - Hannah Jirsa
- Department of Biological Sciences, Fralin Life Sciences Institute, and Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
| | - Joshua Heuler
- Department of Biological Sciences, Fralin Life Sciences Institute, and Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
| | - Teresa Southard
- Department of Biomedical Sciences and Pathobiology, VA-MD College of Veterinary Medicine, Virginia Tech, Blacksburg, VA 24061, USA
| | - Frank O Aylward
- Department of Biological Sciences, Fralin Life Sciences Institute, and Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA
| | - Bryan B Hsu
- Department of Biological Sciences, Fralin Life Sciences Institute, and Center for Emerging, Zoonotic, and Arthropod-borne Pathogens, Virginia Tech, Blacksburg, VA 24061, USA.
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6
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Cheng X, Yang J, Wang Z, Zhou K, An X, Xu ZZ, Lu H. Modulating intestinal viruses: A potential avenue for improving metabolic diseases with unresolved challenges. Life Sci 2025; 361:123309. [PMID: 39674267 DOI: 10.1016/j.lfs.2024.123309] [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] [Received: 09/13/2024] [Revised: 11/29/2024] [Accepted: 12/11/2024] [Indexed: 12/16/2024]
Abstract
The gut microbiome affects the occurrence and development of metabolic diseases, with a significant amount of research focused on intestinal bacteria. As an important part of the gut microbiome, gut viruses were studied recently, particularly through fecal virome transplantation (FVT), revealing manipulating the gut virus could reverse overweight and glucose intolerance in mice. And human cohort studies found gut virome changed significantly in patients with metabolic disease. By summarizing those studies, we compared the research and analytical methods, as well as the similarities and differences in their results, and analyzed the reasons for these discrepancies. FVT provided potential value to improve metabolic diseases, but the mechanisms involved and the effect of FVT on humans should be investigated further. The potential methods of regulating intestinal virome composition and the possible mechanisms of intestinal virome changes affecting metabolic diseases were also discussed.
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Affiliation(s)
- Xiaoxiao Cheng
- Jiangxi Agricultural University, College of Bioscience and Bioengineering, Nanchang, PR China
| | - Jie Yang
- Jiangxi Agricultural University, College of Bioscience and Bioengineering, Nanchang, PR China
| | - Zhijie Wang
- Jiangxi Agricultural University, College of Bioscience and Bioengineering, Nanchang, PR China
| | - Kefan Zhou
- Jiangxi Agricultural University, College of Bioscience and Bioengineering, Nanchang, PR China
| | - Xuejiao An
- Jiangxi Agricultural University, College of Bioscience and Bioengineering, Nanchang, PR China
| | - Zhenjiang Zech Xu
- State Key Laboratory of Food Science and Technology, Nanchang University, Nanchang, PR China
| | - Hui Lu
- Jiangxi Agricultural University, College of Bioscience and Bioengineering, Nanchang, PR China.
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7
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Pye HV, Krishnamurthi R, Cook R, Adriaenssens EM. Phage diversity in One Health. Essays Biochem 2024; 68:607-619. [PMID: 39475220 PMCID: PMC12055037 DOI: 10.1042/ebc20240012] [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: 07/05/2024] [Revised: 10/08/2024] [Accepted: 10/09/2024] [Indexed: 12/18/2024]
Abstract
One Health aims to bring together human, animal, and environmental research to achieve optimal health for all. Bacteriophages (phages) are viruses that kill bacteria and their utilisation as biocontrol agents in the environment and as therapeutics for animal and human medicine will aid in the achievement of One Health objectives. Here, we assess the diversity of phages used in One Health in the last 5 years and place them in the context of global phage diversity. Our review shows that 98% of phages applied in One Health belong to the class Caudoviricetes, compared to 85% of sequenced phages belonging to this class. Only three RNA phages from the realm Riboviria have been used in environmental biocontrol and human therapy to date. This emphasises the lack in diversity of phages used commercially and for phage therapy, which may be due to biases in the methods used to both isolate phages and select them for applications. The future of phages as biocontrol agents and therapeutics will depend on the ability to isolate genetically novel dsDNA phages, as well as in improving efforts to isolate ssDNA and RNA phages, as their potential is currently undervalued. Phages have the potential to reduce the burden of antimicrobial resistance, however, we are underutilising the vast diversity of phages present in nature. More research into phage genomics and alternative culture methods is required to fully understand the complex relationships between phages, their hosts, and other organisms in the environment to achieve optimal health for all.
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Affiliation(s)
- Hannah V Pye
- Quadram Institute Bioscience, Norwich Research Park, Norwich, NR4 7UQ, UK
- Centre for Microbial Interactions, Norwich Research Park, Norwich, NR4 7UG, UK
| | - Revathy Krishnamurthi
- Quadram Institute Bioscience, Norwich Research Park, Norwich, NR4 7UQ, UK
- Centre for Microbial Interactions, Norwich Research Park, Norwich, NR4 7UG, UK
| | - Ryan Cook
- Quadram Institute Bioscience, Norwich Research Park, Norwich, NR4 7UQ, UK
- Centre for Microbial Interactions, Norwich Research Park, Norwich, NR4 7UG, UK
| | - Evelien M Adriaenssens
- Quadram Institute Bioscience, Norwich Research Park, Norwich, NR4 7UQ, UK
- Centre for Microbial Interactions, Norwich Research Park, Norwich, NR4 7UG, UK
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8
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Deng A, Wang J, Li L, Shi R, Li X, Wen T. Synoptic Variation Drives Genetic Diversity and Transmission Mode of Airborne DNA Viruses in Urban Space. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2404512. [PMID: 39435753 PMCID: PMC11633480 DOI: 10.1002/advs.202404512] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Revised: 09/30/2024] [Indexed: 10/23/2024]
Abstract
Airborne viruses are ubiquitous and play critical roles in maintaining ecosystem balance, however, they remain unexplored. Here, it is aimed to demonstrate that highly diverse airborne viromes carry out specific metabolic functions and use different transmission modes under different air quality conditions. A total of 263.5-Gb data are collected from 13 air samples for viral metagenomic analysis. After assembly and curation, a total of 12 484 viral contigs (1.5-184.2 kb) are assigned to 221 genus-level clades belonging to 47 families, 19 orders, and 15 classes. The composition of viral communities is influenced by weather conditions, with the main biomarker being Caudoviricetes. The most dominant viruses in these air samples belong to the dsDNA Caudoviricetes (54.0%) and ssDNA Repensiviricetes (31.2%) classes. Twelve novel candidate viruses are identified at the order/family/genus levels by alignment of complete genomes and core genes. Notably, Caudoviricetes are highly prevalent in cloudy and smoggy air, whereas Repensiviricetes are highly dominant in sunny and rainy air. Diverse auxiliary metabolic genes of airborne viruses are mainly involved in deoxynucleotide synthesis, implying their unique roles in atmosphere ecosystem. These findings deepen the understanding of the meteorological impacts on viral composition, transmission mode, and ecological roles in the air that we breathe.
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Affiliation(s)
- Aihua Deng
- State Key Laboratory of Animal Nutrition and Feeding, Ministry of Agriculture and Rural Affairs Feed Industry CentreChina Agricultural UniversityBeijing100193P. R. China
- State Key Laboratory of Microbial ResourcesInstitute of MicrobiologyChinese Academy of SciencesBeijing100101P. R. China
- Beijing Bio‐Feed Additives Key LaboratoryBeijing100193P. R. China
| | - Junyue Wang
- State Key Laboratory of Microbial ResourcesInstitute of MicrobiologyChinese Academy of SciencesBeijing100101P. R. China
| | - Lai Li
- State Key Laboratory of Microbial ResourcesInstitute of MicrobiologyChinese Academy of SciencesBeijing100101P. R. China
| | - Ruilin Shi
- State Key Laboratory of Microbial ResourcesInstitute of MicrobiologyChinese Academy of SciencesBeijing100101P. R. China
| | - Xuemin Li
- Department of OphthalmologyPeking University Third HospitalBeijing100191P. R. China
| | - Tingyi Wen
- State Key Laboratory of Microbial ResourcesInstitute of MicrobiologyChinese Academy of SciencesBeijing100101P. R. China
- Savaid Medical SchoolUniversity of Chinese Academy of SciencesBeijing100049P. R. China
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9
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Cortés-Martín A, Buttimer C, Maier JL, Tobin CA, Draper LA, Ross RP, Kleiner M, Hill C, Shkoporov AN. Adaptations in gut Bacteroidales facilitate stable co-existence with their lytic bacteriophages. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.17.624012. [PMID: 39605433 PMCID: PMC11601342 DOI: 10.1101/2024.11.17.624012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
Background Bacteriophages (phages) and bacteria within the gut microbiome persist in long-term stable coexistence. These interactions are driven by eco-evolutionary dynamics, where bacteria employ a variety of mechanisms to evade phage infection, while phages rely on counterstrategies to overcome these defences. Among the most abundant phages in the gut are the crAss-like phages that infect members of the Bacteroidales, in particular Bacteroides. In this study, we explored some of the mechanisms enabling the co-existence of four phage-Bacteroidales host pairs in vitro using a multi-omics approach (transcriptomics, proteomics and metabolomics). These included three Bacteroides species paired with three crAss-like phages (Bacteroides intestinalis and ϕcrAss001, Bacteroides xylanisolvens and ϕcrAss002, and an acapsular mutant of Bacteroides thetaiotaomicron with DAC15), and Parabacteroides distasonis paired with the siphovirus ϕPDS1. Results We show that phase variation of individual capsular polysaccharides (CPSs) is the primary mechanism promoting phage co-existence in Bacteroidales, but this is not the only strategy. Alternative resistance mechanisms, while potentially less efficient than CPS phase variation, can be activated to support bacterial survival by regulating gene expression and resulting in metabolic adaptations, particularly in amino acid degradation pathways. These mechanisms, also likely regulated by phase variation, enable bacterial populations to persist in the presence of phages, and vice versa. An acapsular variant of B. thetaiotaomicron demonstrated broader transcriptomic, proteomic, and metabolomic changes, supporting the involvement of additional resistance mechanisms beyond CPS variation. Conclusions This study advances our understanding of long-term phage-host interaction, offering insights into the long-term persistence of crAss-like phages and extending these observations to other phages, such as ϕPDS1. Knowledge of the complexities of phage-bacteria interactions is essential for designing effective phage therapies and improving human health through targeted microbiome interventions.
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Affiliation(s)
- Adrián Cortés-Martín
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, T12 YT20, Ireland
| | - Colin Buttimer
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, T12 YT20, Ireland
| | - Jessie L. Maier
- Department of Plant and Microbial Biology, North Carolina State University, Raleigh, North Carolina, United States of America
| | - Ciara A. Tobin
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, T12 YT20, Ireland
| | - Lorraine A. Draper
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, T12 YT20, Ireland
| | - R. Paul Ross
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, T12 YT20, Ireland
| | - Manuel Kleiner
- Department of Plant and Microbial Biology, North Carolina State University, Raleigh, North Carolina, United States of America
| | - Colin Hill
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, T12 YT20, Ireland
| | - Andrey N. Shkoporov
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, T12 YT20, Ireland
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10
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Guo X, Luo G, Hou F, Zhou C, Liu X, Lei Z, Niu D, Ran T, Tan Z. A review of bacteriophage and their application in domestic animals in a post-antibiotic era. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 949:174931. [PMID: 39043300 DOI: 10.1016/j.scitotenv.2024.174931] [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: 05/09/2024] [Revised: 07/17/2024] [Accepted: 07/19/2024] [Indexed: 07/25/2024]
Abstract
Bacteriophages (phages for short) are the most abundant biological entities on Earth and are natural enemies of bacteria. Genomics and molecular biology have identified subtle and complex relationships among phages, bacteria and their animal hosts. This review covers composition, diversity and factors affecting gut phage, their lifecycle in the body, and interactions with bacteria and hosts. In addition, research regarding phage in poultry, aquaculture and livestock are summarized, and application of phages in antibiotic substitution, phage therapy and food safety are reviewed.
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Affiliation(s)
- Xinyu Guo
- State Key Laboratory of Herbage Improvement and Grassland Agro-ecosystems, Ministry of Agriculture and Rural Affairs, College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou 730020, China
| | - Guowang Luo
- State Key Laboratory of Herbage Improvement and Grassland Agro-ecosystems, Ministry of Agriculture and Rural Affairs, College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou 730020, China
| | - Fujiang Hou
- State Key Laboratory of Herbage Improvement and Grassland Agro-ecosystems, Ministry of Agriculture and Rural Affairs, College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou 730020, China
| | - Chuanshe Zhou
- CAS Key Laboratory for Agro-Ecological Processes in Subtropical Region, National Engineering Laboratory for Pollution Control and Waste Utilization in Livestock and Poultry Production, Hunan Provincial Key Laboratory of Animal Nutrition Physiology and Metabolic Process, Institute of Subtropical Agriculture, Chinese Academy of Sciences, Changsha, China
| | - Xiu Liu
- College of Animal Science and Technology, Gansu Agricultural University, Lanzhou 730070, China
| | - Zhaomin Lei
- College of Animal Science and Technology, Gansu Agricultural University, Lanzhou 730070, China
| | - Dongyan Niu
- Faculty of Veterinary Medicine, University of Calgary, 2500 University Dr. NW, Calgary, AB T2N 1N4, Canada
| | - Tao Ran
- State Key Laboratory of Herbage Improvement and Grassland Agro-ecosystems, Ministry of Agriculture and Rural Affairs, College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou 730020, China.
| | - Zhiliang Tan
- CAS Key Laboratory for Agro-Ecological Processes in Subtropical Region, National Engineering Laboratory for Pollution Control and Waste Utilization in Livestock and Poultry Production, Hunan Provincial Key Laboratory of Animal Nutrition Physiology and Metabolic Process, Institute of Subtropical Agriculture, Chinese Academy of Sciences, Changsha, China
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11
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Zhao F, Wang J. Another piece of puzzle for the human microbiome: the gut virome under dietary modulation. J Genet Genomics 2024; 51:983-996. [PMID: 38710286 DOI: 10.1016/j.jgg.2024.04.013] [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] [Received: 03/02/2024] [Revised: 04/24/2024] [Accepted: 04/24/2024] [Indexed: 05/08/2024]
Abstract
The virome is the most abundant and highly variable microbial consortium in the gut. Because of difficulties in isolating and culturing gut viruses and the lack of reference genomes, the virome has remained a relatively elusive aspect of the human microbiome. In recent years, studies on the virome have accumulated growing evidence showing that the virome is diet-modulated and widely involved in regulating health. Here, we review the responses of the gut virome to dietary intake and the potential health implications, presenting changes in the gut viral community and preferences of viral members to particular diets. We further discuss how viral-bacterial interactions and phage lifestyle shifts shape the gut microbiota. We also discuss the specific functions conferred by diet on the gut virome and bacterial community in the context of horizontal gene transfer, as well as the import of new viral members along with the diet. Collating these studies will expand our understanding of the dietary regulation of the gut virome and inspire dietary interventions and health maintenance strategies targeting the gut microbiota.
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Affiliation(s)
- Fengxiang Zhao
- College of Food Science & Nutritional Engineering, China Agricultural University, Beijing 100083, China
| | - Jinfeng Wang
- College of Food Science & Nutritional Engineering, China Agricultural University, Beijing 100083, China.
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12
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Baquero DP, Medvedeva S, Martin-Gallausiaux C, Pende N, Sartori-Rupp A, Tachon S, Pedron T, Debarbieux L, Borrel G, Gribaldo S, Krupovic M. Stable coexistence between an archaeal virus and the dominant methanogen of the human gut. Nat Commun 2024; 15:7702. [PMID: 39231967 PMCID: PMC11375127 DOI: 10.1038/s41467-024-51946-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 08/21/2024] [Indexed: 09/06/2024] Open
Abstract
The human gut virome, which is mainly composed of bacteriophages, also includes viruses infecting archaea, yet their role remains poorly understood due to lack of isolates. Here, we characterize a temperate archaeal virus (MSTV1) infecting Methanobrevibacter smithii, the dominant methanogenic archaeon of the human gut. The MSTV1 genome is integrated in the host chromosome as a provirus which is sporadically induced, resulting in virion release. Using cryo-electron tomography, we capture several intracellular virion assembly intermediates and confirm that only a small fraction of the host population actively produces virions in vitro. Similar low frequency of induction is observed in a mouse colonization model, using mice harboring a stable consortium of 12 bacterial species (OMM12). Transcriptomic analysis suggests a regulatory lysogeny-lysis switch involving an interplay between viral proteins to maintain virus-host equilibrium, ensuring host survival and viral persistence. Thus, our study sheds light on archaeal virus-host interactions and highlights similarities with bacteriophages in establishing stable coexistence with their hosts in the gut.
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Affiliation(s)
- Diana P Baquero
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Archaeal Virology Unit, Paris, France
| | - Sofia Medvedeva
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Unit Evolutionary Biology of the Microbial Cell, Paris, France
| | - Camille Martin-Gallausiaux
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Unit Evolutionary Biology of the Microbial Cell, Paris, France
| | - Nika Pende
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Unit Evolutionary Biology of the Microbial Cell, Paris, France
- University of Vienna, Archaea Physiology and Biotechnology Group, Vienna, Austria
| | - Anna Sartori-Rupp
- Institut Pasteur, NanoImaging Core Facility, Centre de Ressources et Recherches Technologiques (C2RT), Paris, France
| | - Stéphane Tachon
- Institut Pasteur, NanoImaging Core Facility, Centre de Ressources et Recherches Technologiques (C2RT), Paris, France
| | - Thierry Pedron
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Bacteriophage Bacterium Host, Paris, France
| | - Laurent Debarbieux
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Bacteriophage Bacterium Host, Paris, France
| | - Guillaume Borrel
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Unit Evolutionary Biology of the Microbial Cell, Paris, France
| | - Simonetta Gribaldo
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Unit Evolutionary Biology of the Microbial Cell, Paris, France.
| | - Mart Krupovic
- Institut Pasteur, Université Paris Cité, CNRS UMR6047, Archaeal Virology Unit, Paris, France.
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13
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Howard A, Carroll-Portillo A, Alcock J, Lin HC. Dietary Effects on the Gut Phageome. Int J Mol Sci 2024; 25:8690. [PMID: 39201374 PMCID: PMC11354428 DOI: 10.3390/ijms25168690] [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: 06/20/2024] [Revised: 07/29/2024] [Accepted: 08/06/2024] [Indexed: 09/02/2024] Open
Abstract
As knowledge of the gut microbiome has expanded our understanding of the symbiotic and dysbiotic relationships between the human host and its microbial constituents, the influence of gastrointestinal (GI) microbes both locally and beyond the intestine has become evident. Shifts in bacterial populations have now been associated with several conditions including Crohn's disease (CD), Ulcerative Colitis (UC), irritable bowel syndrome (IBS), Alzheimer's disease, Parkinson's Disease, liver diseases, obesity, metabolic syndrome, anxiety, depression, and cancers. As the bacteria in our gut thrive on the food we eat, diet plays a critical role in the functional aspects of our gut microbiome, influencing not only health but also the development of disease. While the bacterial microbiome in the context of disease is well studied, the associated gut phageome-bacteriophages living amongst and within our bacterial microbiome-is less well understood. With growing evidence that fluctuations in the phageome also correlate with dysbiosis, how diet influences this population needs to be better understood. This review surveys the current understanding of the effects of diet on the gut phageome.
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Affiliation(s)
- Andrea Howard
- School of Medicine, University of New Mexico, Albuquerque, NM 87131, USA;
| | - Amanda Carroll-Portillo
- Division of Gastroenterology and Hepatology, University of New Mexico, Albuquerque, NM 87131, USA
| | - Joe Alcock
- Department of Emergency Medicine, University of New Mexico, Albuquerque, NM 87131, USA;
| | - Henry C. Lin
- Division of Gastroenterology and Hepatology, University of New Mexico, Albuquerque, NM 87131, USA
- Medicine Service, New Mexico VA Health Care System, Albuquerque, NM 87108, USA
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14
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Poulsen CS, Hesse D, Fernandes GR, Hansen TH, Kern T, Linneberg A, Van Espen L, Jørgensen T, Nielsen T, Alibegovic AC, Matthijnssens J, Pedersen O, Vestergaard H, Hansen T, Andersen MK. Characterization of the gut bacterial and viral microbiota in latent autoimmune diabetes in adults. Sci Rep 2024; 14:8315. [PMID: 38594375 PMCID: PMC11003976 DOI: 10.1038/s41598-024-58985-w] [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: 10/13/2023] [Accepted: 04/05/2024] [Indexed: 04/11/2024] Open
Abstract
Latent autoimmune diabetes in adults (LADA) is a heterogeneous disease characterized by autoantibodies against insulin producing pancreatic beta cells and initial lack of need for insulin treatment. The aim of the present study was to investigate if individuals with LADA have an altered gut microbiota relative to non-diabetic control subjects, individuals with type 1 diabetes (T1D), and individuals with type 2 diabetes (T2D). Bacterial community profiling was performed with primers targeting the variable region 4 of the 16S rRNA gene and sequenced. Amplicon sequence variants (ASVs) were generated with DADA2 and annotated to the SILVA database. The gut virome was sequenced, using a viral particle enrichment and metagenomics approach, assembled, and quantified to describe the composition of the viral community. Comparison of the bacterial alpha- and beta-diversity measures revealed that the gut bacteriome of individuals with LADA resembled that of individuals with T2D. Yet, specific genera were found to differ in abundance in individuals with LADA compared with T1D and T2D, indicating that LADA has unique taxonomical features. The virome composition reflected the stability of the most dominant order Caudovirales and the families Siphoviridae, Podoviridae, and Inoviridae, and the dominant family Microviridae. Further studies are needed to confirm these findings.
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Affiliation(s)
- Casper S Poulsen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Dan Hesse
- Steno Diabetes Center Copenhagen, Gentofte, Denmark
- Novo Nordisk A/S, Soeborg, Denmark
| | - Gabriel R Fernandes
- Biosystems Informatics, Institute René Rachou-Fiocruz Minas, Belo Horizonte, Brazil
| | - Tue H Hansen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Timo Kern
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Clinical Microbiomics A/S, Copenhagen, Denmark
| | - Allan Linneberg
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, The Capital Region, Copenhagen, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Lore Van Espen
- Department of Microbiology, Immunology & Transplantation, Rega Institute, Laboratory of Clinical & Epidemiological Virology, KU Leuven, Leuven, Belgium
| | - Torben Jørgensen
- Center for Clinical Research and Prevention, Bispebjerg and Frederiksberg Hospital, The Capital Region, Copenhagen, Denmark
- Department of Public Health, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Trine Nielsen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Amra C Alibegovic
- Steno Diabetes Center Copenhagen, Gentofte, Denmark
- Novo Nordisk A/S, Soeborg, Denmark
| | - Jelle Matthijnssens
- Department of Microbiology, Immunology & Transplantation, Rega Institute, Laboratory of Clinical & Epidemiological Virology, KU Leuven, Leuven, Belgium
| | - Oluf Pedersen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Center for Clinical Metabolic Research, Department of Medicine, Gentofte University Hospital, Copenhagen, Denmark
| | - Henrik Vestergaard
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Steno Diabetes Center Copenhagen, Gentofte, Denmark
- Department of Medicine, Bornholms Hospital, Rønne, Denmark
| | - Torben Hansen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
| | - Mette K Andersen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
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15
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Abbasi A, Bazzaz S, A. Ibrahim S, Hekmatdoost A, Hosseini H, Sabahi S, Sheykhsaran E, Rahbar Saadat Y, Asghari Ozma M, Lahouty M. A Critical Review on the Gluten-Induced Enteropathy/Celiac Disease: Gluten-Targeted Dietary and Non-Dietary Therapeutic Approaches. FOOD REVIEWS INTERNATIONAL 2024; 40:883-923. [DOI: 10.1080/87559129.2023.2202405] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
Affiliation(s)
- Amin Abbasi
- Student Research Committee, Department of Food Science and Technology, National Nutrition and Food Technology Research Institute, Faculty of Nutrition Science and Food Technology, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Sara Bazzaz
- Department of Food Science and Technology, National Nutrition and Food Technology Research Institute, Faculty of Nutrition Science and Food Technology, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Salam A. Ibrahim
- Food Microbiology and Biotechnology Laboratory, Food and Nutritional Sciences Program, College of Agriculture and Environmental Sciences, North Carolina A & T State University, Greensboro, North Carolina, USA
| | - Azita Hekmatdoost
- Department of Clinical Nutrition and Dietetics, Faculty of Nutrition Sciences and Food Technology, National Nutrition and Food Technology Research Institute, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Hedayat Hosseini
- Department of Food Science and Technology, National Nutrition and Food Technology Research Institute, Faculty of Nutrition Science and Food Technology, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Sahar Sabahi
- Department of Nutrition, School of Allied Medical Sciences, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Elham Sheykhsaran
- Department of Medical Bacteriology and Virology, Tabriz University of Medical Sciences, Tabriz, Iran
| | | | - Mahdi Asghari Ozma
- Department of Medical Bacteriology and Virology, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Masoud Lahouty
- Department of Microbiology, Faculty of Medicine, Urmia University of Medical Sciences, Urmia, Iran
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16
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Gao SM, Fei HL, Li Q, Lan LY, Huang LN, Fan PF. Eco-evolutionary dynamics of gut phageome in wild gibbons (Hoolock tianxing) with seasonal diet variations. Nat Commun 2024; 15:1254. [PMID: 38341424 PMCID: PMC10858875 DOI: 10.1038/s41467-024-45663-8] [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: 06/25/2023] [Accepted: 01/30/2024] [Indexed: 02/12/2024] Open
Abstract
It has been extensively studied that the gut microbiome provides animals flexibility to adapt to food variability. Yet, how gut phageome responds to diet variation of wild animals remains unexplored. Here, we analyze the eco-evolutionary dynamics of gut phageome in six wild gibbons (Hoolock tianxing) by collecting individually-resolved fresh fecal samples and parallel feeding behavior data for 15 consecutive months. Application of complementary viral and microbial metagenomics recovers 39,198 virulent and temperate phage genomes from the feces. Hierarchical cluster analyses show remarkable seasonal diet variations in gibbons. From high-fruit to high-leaf feeding period, the abundances of phage populations are seasonally fluctuated, especially driven by the increased abundance of virulent phages that kill the Lachnospiraceae hosts, and a decreased abundance of temperate phages that piggyback the Bacteroidaceae hosts. Functional profiling reveals an enrichment through horizontal gene transfers of toxin-antitoxin genes on temperate phage genomes in high-leaf season, potentially conferring benefits to their prokaryotic hosts. The phage-host ecological dynamics are driven by the coevolutionary processes which select for tail fiber and DNA primase genes on virulent and temperate phage genomes, respectively. Our results highlight complex phageome-microbiome interactions as a key feature of the gibbon gut microbial ecosystem responding to the seasonal diet.
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Affiliation(s)
- Shao-Ming Gao
- School of Life Sciences, Sun Yat-sen University, Guangzhou, 510275, PR China
| | - Han-Lan Fei
- School of Life Sciences, Sun Yat-sen University, Guangzhou, 510275, PR China
- College of Life Science, China West Normal University, Nanchong, 637002, PR China
| | - Qi Li
- School of Life Sciences, Sun Yat-sen University, Guangzhou, 510275, PR China
| | - Li-Ying Lan
- School of Life Sciences, Sun Yat-sen University, Guangzhou, 510275, PR China
| | - Li-Nan Huang
- School of Life Sciences, Sun Yat-sen University, Guangzhou, 510275, PR China.
| | - Peng-Fei Fan
- School of Life Sciences, Sun Yat-sen University, Guangzhou, 510275, PR China.
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17
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Yin H, Wu S, Tan J, Guo Q, Li M, Guo J, Wang Y, Jiang X, Zhu H. IPEV: identification of prokaryotic and eukaryotic virus-derived sequences in virome using deep learning. Gigascience 2024; 13:giae018. [PMID: 38649300 PMCID: PMC11034026 DOI: 10.1093/gigascience/giae018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Revised: 03/14/2024] [Accepted: 03/25/2024] [Indexed: 04/25/2024] Open
Abstract
BACKGROUND The virome obtained through virus-like particle enrichment contains a mixture of prokaryotic and eukaryotic virus-derived fragments. Accurate identification and classification of these elements are crucial to understanding their roles and functions in microbial communities. However, the rapid mutation rates of viral genomes pose challenges in developing high-performance tools for classification, potentially limiting downstream analyses. FINDINGS We present IPEV, a novel method to distinguish prokaryotic and eukaryotic viruses in viromes, with a 2-dimensional convolutional neural network combining trinucleotide pair relative distance and frequency. Cross-validation assessments of IPEV demonstrate its state-of-the-art precision, significantly improving the F1-score by approximately 22% on an independent test set compared to existing methods when query viruses share less than 30% sequence similarity with known viruses. Furthermore, IPEV outperforms other methods in accuracy on marine and gut virome samples based on annotations by sequence alignments. IPEV reduces runtime by at most 1,225 times compared to existing methods under the same computing configuration. We also utilized IPEV to analyze longitudinal samples and found that the gut virome exhibits a higher degree of temporal stability than previously observed in persistent personal viromes, providing novel insights into the resilience of the gut virome in individuals. CONCLUSIONS IPEV is a high-performance, user-friendly tool that assists biologists in identifying and classifying prokaryotic and eukaryotic viruses within viromes. The tool is available at https://github.com/basehc/IPEV.
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Affiliation(s)
- Hengchuang Yin
- Department of Biomedical Engineering, College of Future Technology, and Center for Quantitative Biology, Peking University, Beijing 100871, China
| | - Shufang Wu
- Department of Biomedical Engineering, College of Future Technology, and Center for Quantitative Biology, Peking University, Beijing 100871, China
| | - Jie Tan
- Department of Biomedical Engineering, College of Future Technology, and Center for Quantitative Biology, Peking University, Beijing 100871, China
| | - Qian Guo
- Department of Biomedical Engineering, College of Future Technology, and Center for Quantitative Biology, Peking University, Beijing 100871, China
| | - Mo Li
- Department of Biomedical Engineering, College of Future Technology, and Center for Quantitative Biology, Peking University, Beijing 100871, China
- School of Life Sciences, Peking University, Beijing 100871, China
| | - Jinyuan Guo
- Department of Biomedical Engineering, College of Future Technology, and Center for Quantitative Biology, Peking University, Beijing 100871, China
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA 30332, USA
| | - Yaqi Wang
- Department of Biomedical Engineering, College of Future Technology, and Center for Quantitative Biology, Peking University, Beijing 100871, China
| | - Xiaoqing Jiang
- Department of Biomedical Engineering, College of Future Technology, and Center for Quantitative Biology, Peking University, Beijing 100871, China
- Beijing Institute of Genomics, Chinese Academy of Sciences, and China National Center for Bioinformation, Beijing 100101, China
| | - Huaiqiu Zhu
- Department of Biomedical Engineering, College of Future Technology, and Center for Quantitative Biology, Peking University, Beijing 100871, China
- School of Life Sciences, Peking University, Beijing 100871, China
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA 30332, USA
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18
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Pei Z, Liu Y, Chen Y, Pan T, Sun X, Wang H, Ross RP, Lu W, Chen W. A universe of human gut-derived bacterial prophages: unveiling the hidden viral players in intestinal microecology. Gut Microbes 2024; 16:2309684. [PMID: 39679618 DOI: 10.1080/19490976.2024.2309684] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Revised: 01/17/2024] [Accepted: 01/19/2024] [Indexed: 12/17/2024] Open
Abstract
Prophages, which are an existing form of temperate phages that integrate into host genomes, have been found extensively present in diverse bacterial species. The human gut microbiome, characterized by its complexity, dynamism, and interconnectivity among multiple species, remains inadequately understood in terms of the global landscape of bacterial prophages. Here, we analyzed 43,942 human gut-derived bacterial genomes (439 species of 12 phyla) and identified 105,613 prophage regions in ~ 92% of them. 16254 complete prophages were distributed in ~ 24% of bacteria, indicating an extremely uneven prophage distribution across various species within the human gut. Among all identified prophages, ~4% possessed cross-genera (2-20 genera) integration capacity, while ~ 17% displayed broad infection host ranges (targeting 2-35 genera). Functional gene annotation revealed that antibiotic-resistance genes and toxin-related genes were detected in ~ 2.5% and ~ 5.8% of all prophages, respectively. Furthermore, through sequence alignments between our obtained prophages and publicly available human gut phageome contigs, we have observed that ~ 72% of non-redundant prophages are previously unreported genomes, and they illuminate ~ 6.5-9.5% of the individual intestinal "viral dark matter". Our study represents the first comprehensive depiction of human gut-derived prophages, provides a substantial collection of reference sequences for forthcoming human gut phageome-related investigations, and potentially enables better risk assessment of prophage dissemination.
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Affiliation(s)
- Zhangming Pei
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, P. R China
- School of Food Science and Technology, Jiangnan University, Wuxi, P. R China
| | - Yufei Liu
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, P. R China
- School of Food Science and Technology, Jiangnan University, Wuxi, P. R China
| | - Yutao Chen
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, P. R China
- School of Food Science and Technology, Jiangnan University, Wuxi, P. R China
| | - Tong Pan
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, P. R China
- School of Food Science and Technology, Jiangnan University, Wuxi, P. R China
| | - Xihao Sun
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, P. R China
- School of Food Science and Technology, Jiangnan University, Wuxi, P. R China
| | - Hongchao Wang
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, P. R China
- School of Food Science and Technology, Jiangnan University, Wuxi, P. R China
| | - R Paul Ross
- International Joint Research Center for Probiotics & Gut Health, Jiangnan University, Wuxi, Jiangsu, China
- APC Microbiome Ireland, University College Cork, Cork, Ireland
| | - Wenwei Lu
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, P. R China
- School of Food Science and Technology, Jiangnan University, Wuxi, P. R China
- International Joint Research Center for Probiotics & Gut Health, Jiangnan University, Wuxi, Jiangsu, China
- National Engineering Research Center for Functional Food, Jiangnan University, Wuxi, P. R China
| | - Wei Chen
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, P. R China
- School of Food Science and Technology, Jiangnan University, Wuxi, P. R China
- International Joint Research Center for Probiotics & Gut Health, Jiangnan University, Wuxi, Jiangsu, China
- National Engineering Research Center for Functional Food, Jiangnan University, Wuxi, P. R China
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19
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Cohen R, Mahlab-Guri K, Atali M, Elbirt D. Viruses and celiac disease: what do we know ? Clin Exp Med 2023; 23:2931-2939. [PMID: 37103650 PMCID: PMC10134706 DOI: 10.1007/s10238-023-01070-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 04/05/2023] [Indexed: 04/28/2023]
Abstract
The aim of this review is to provide a comprehensive overview about the link between viruses and celiac disease. A systematic search on PubMed, Embase, and Scopus was conducted on March 07, 2023. The reviewers independently selected the articles and chose which articles to include. The review is a textual systemic review, and all relevant articles were included based on title and abstract. If there was a disagreement between the reviewers, they came to a consensus during deliberation sessions. A total of 178 articles were selected for the review and read in full; only part of them was retained. We found studies between celiac disease and 12 different viruses. Some of the studies were done only on small groups. Most studies were on pediatric population. Evidence for an association was found with several viruses (trigger or protective). It seems that only a part of the viruses could induce the disease. Several points are important to keep in mind: firstly, simple mimicry or that the virus induces a high level of TGA is not sufficient to promote the disease. Secondly, inflammatory background is necessary to induce CD with virus. Thirdly, IFN type 1 seems to have an important role. Some of the viruses are potential or known triggers like enteroviruses, rotaviruses, reoviruses, and influenza. Further studies are needed to better understand the role of viruses in celiac disease to better treat and prevent the disease.
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Affiliation(s)
- Ramon Cohen
- Internal Department B, Kaplan Medical Center, Rehovot, Israel.
- Department of Clinical Immunology Allergy and AIDS, Kaplan Medical Center, Rehovot, Israel.
| | - Keren Mahlab-Guri
- Department of Clinical Immunology Allergy and AIDS, Kaplan Medical Center, Rehovot, Israel
| | - Malka Atali
- Internal Department B, Kaplan Medical Center, Rehovot, Israel
| | - Daniel Elbirt
- Department of Clinical Immunology Allergy and AIDS, Kaplan Medical Center, Rehovot, Israel
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20
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Zhang Y, Sharma S, Tom L, Liao YT, Wu VCH. Gut Phageome-An Insight into the Role and Impact of Gut Microbiome and Their Correlation with Mammal Health and Diseases. Microorganisms 2023; 11:2454. [PMID: 37894111 PMCID: PMC10609124 DOI: 10.3390/microorganisms11102454] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2023] [Revised: 09/25/2023] [Accepted: 09/28/2023] [Indexed: 10/29/2023] Open
Abstract
The gut microbiota, including bacteria, archaea, fungi, and viruses, compose a diverse mammalian gut environment and are highly associated with host health. Bacteriophages, the viruses that infect bacteria, are the primary members of the gastrointestinal virome, known as the phageome. However, our knowledge regarding the gut phageome remains poorly understood. In this review, the critical role of the gut phageome and its correlation with mammalian health were summarized. First, an overall profile of phages across the gastrointestinal tract and their dynamic roles in shaping the surrounding microorganisms was elucidated. Further, the impacts of the gut phageome on gastrointestinal fitness and the bacterial community were highlighted, together with the influence of diets on the gut phageome composition. Additionally, new reports on the role of the gut phageome in the association of mammalian health and diseases were reviewed. Finally, a comprehensive update regarding the advanced phage benchwork and contributions of phage-based therapy to prevent/treat mammalian diseases was provided. This study provides insights into the role and impact of the gut phagenome in gut environments closely related to mammal health and diseases. The findings provoke the potential applications of phage-based diagnosis and therapy in clinical and agricultural fields. Future research is needed to uncover the underlying mechanism of phage-bacterial interactions in gut environments and explore the maintenance of mammalian health via phage-regulated gut microbiota.
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Affiliation(s)
| | | | | | | | - Vivian C. H. Wu
- Produce Safety and Microbiology Research Unit, U.S. Department of Agriculture, Agricultural Research Service, Western Regional Research Center, Albany, CA 94710, USA
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21
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Abstract
The gut microbiome is a dense and metabolically active consortium of microorganisms and viruses located in the lower gastrointestinal tract of the human body. Bacteria and their viruses (phages) are the most abundant members of the gut microbiome. Investigating their biology and the interplay between the two is important if we are to understand their roles in human health and disease. In this review, we summarize recent advances in resolving the taxonomic structure and ecological functions of the complex community of phages in the human gut-the gut phageome. We discuss how age, diet, and geography can all have a significant impact on phageome composition. We note that alterations to the gut phageome have been observed in several diseases such as inflammatory bowel disease, irritable bowel syndrome, and colorectal cancer, and we evaluate whether these phageome changes can directly or indirectly contribute to disease etiology and pathogenesis. We also highlight how lack of standardization in studying the gut phageome has contributed to variation in reported results.
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Affiliation(s)
- Ciara A Tobin
- APC Microbiome Ireland, Cork, Ireland; , ,
- School of Microbiology, University College Cork, Cork, Ireland
| | - Colin Hill
- APC Microbiome Ireland, Cork, Ireland; , ,
- School of Microbiology, University College Cork, Cork, Ireland
| | - Andrey N Shkoporov
- APC Microbiome Ireland, Cork, Ireland; , ,
- School of Microbiology, University College Cork, Cork, Ireland
- Department of Medicine, University College Cork, Cork, Ireland
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22
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Rajput M, Thakur N. Editorial: Advances in host-pathogen interactions for diseases in animals and birds. Front Vet Sci 2023; 10:1282110. [PMID: 37766859 PMCID: PMC10520279 DOI: 10.3389/fvets.2023.1282110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Accepted: 08/30/2023] [Indexed: 09/29/2023] Open
Affiliation(s)
- Mrigendra Rajput
- Department of Biology, University of Dayton, Dayton, OH, United States
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23
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van Dijk B, Buffard P, Farr AD, Giersdorf F, Meijer J, Dutilh BE, Rainey PB. Identifying and tracking mobile elements in evolving compost communities yields insights into the nanobiome. ISME COMMUNICATIONS 2023; 3:90. [PMID: 37640834 PMCID: PMC10462680 DOI: 10.1038/s43705-023-00294-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 08/02/2023] [Accepted: 08/08/2023] [Indexed: 08/31/2023]
Abstract
Microbial evolution is driven by rapid changes in gene content mediated by horizontal gene transfer (HGT). While mobile genetic elements (MGEs) are important drivers of gene flux, the nanobiome-the zoo of Darwinian replicators that depend on microbial hosts-remains poorly characterised. New approaches are necessary to increase our understanding beyond MGEs shaping individual populations, towards their impacts on complex microbial communities. A bioinformatic pipeline (xenoseq) was developed to cross-compare metagenomic samples from microbial consortia evolving in parallel, aimed at identifying MGE dissemination, which was applied to compost communities which underwent periodic mixing of MGEs. We show that xenoseq can distinguish movement of MGEs from demographic changes in community composition that otherwise confounds identification, and furthermore demonstrate the discovery of various unexpected entities. Of particular interest was a nanobacterium of the candidate phylum radiation (CPR) which is closely related to a species identified in groundwater ecosystems (Candidatus Saccharibacterium), and appears to have a parasitic lifestyle. We also highlight another prolific mobile element, a 313 kb plasmid hosted by a Cellvibrio lineage. The host was predicted to be capable of nitrogen fixation, and acquisition of the plasmid coincides with increased ammonia production. Taken together, our data show that new experimental strategies combined with bioinformatic analyses of metagenomic data stand to provide insight into the nanobiome as a driver of microbial community evolution.
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Affiliation(s)
- Bram van Dijk
- Department of Microbial Population Biology, Max Planck Institute for Evolutionary Biology, Plön, Germany.
- Theoretical Biology and Bioinformatics, Department of Biology, Science for Life, Utrecht University, Utrecht, the Netherlands.
| | - Pauline Buffard
- Department of Microbial Population Biology, Max Planck Institute for Evolutionary Biology, Plön, Germany
| | - Andrew D Farr
- Department of Microbial Population Biology, Max Planck Institute for Evolutionary Biology, Plön, Germany
| | - Franz Giersdorf
- Department of Microbial Population Biology, Max Planck Institute for Evolutionary Biology, Plön, Germany
| | - Jeroen Meijer
- Theoretical Biology and Bioinformatics, Department of Biology, Science for Life, Utrecht University, Utrecht, the Netherlands
| | - Bas E Dutilh
- Theoretical Biology and Bioinformatics, Department of Biology, Science for Life, Utrecht University, Utrecht, the Netherlands
- Institute of Biodiversity, Faculty of Biological Sciences, Cluster of Excellence Balance of the Microverse, Friedrich Schiller University, Jena, Germany
| | - Paul B Rainey
- Department of Microbial Population Biology, Max Planck Institute for Evolutionary Biology, Plön, Germany.
- Laboratory of Biophysics and Evolution, CBI, ESPCI Paris, Université PSL CNRS, Paris, France.
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24
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Avellaneda-Franco L, Dahlman S, Barr JJ. The gut virome and the relevance of temperate phages in human health. Front Cell Infect Microbiol 2023; 13:1241058. [PMID: 37577374 PMCID: PMC10413269 DOI: 10.3389/fcimb.2023.1241058] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Accepted: 06/29/2023] [Indexed: 08/15/2023] Open
Abstract
Alterations in the gut virome impact human health. Bacteriophages, viruses that infect bacteria, dominate the gut virome and are mainly composed by virulent and temperate phages. While virulent phages exclusively replicate within and lyse their bacterial host's cell, temperate phages switch from an integrated state residing within their bacterial host's chromosome to an induced free virion state via an induction event. How often do these induction events occur and what are their implications on gut homeostasis? Here, we summarize the current knowledge of the gut virome based on metagenomics and present how the proportion of induced temperate phages varies amongst individuals, age, and disease states. Finally, we highlight the importance of building upon classical culture-dependent techniques and sequencing approaches to improve our understanding of temperate phages to enable their potential therapeutic use.
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Affiliation(s)
| | | | - Jeremy J. Barr
- School of Biological Sciences, Monash University, Clayton, VIC, Australia
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25
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Zhang Y, Wang R. The human gut phageome: composition, development, and alterations in disease. Front Microbiol 2023; 14:1213625. [PMID: 37476672 PMCID: PMC10354272 DOI: 10.3389/fmicb.2023.1213625] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 06/15/2023] [Indexed: 07/22/2023] Open
Abstract
The human gastrointestinal tract is colonized by a large number of microorganisms, including bacteria, archaea, viruses, and eukaryotes. The bacterial community has been widely confirmed to have a significant impact on human health, while viruses, particularly phages, have received less attention. Phages are viruses that specifically infect bacteria. They are abundant in the biosphere and exist in a symbiotic relationship with their host bacteria. Although the application of high-throughput sequencing and bioinformatics technology has greatly improved our understanding of the genomic diversity, taxonomic composition, and spatio-temporal dynamics of the human gut phageome, there is still a large portion of sequencing data that is uncharacterized. Preliminary studies have predicted that the phages play a crucial role in driving microbial ecology and evolution. Prior to exploring the function of phages, it is necessary to address the obstacles that hinder establishing a comprehensive sequencing database with sufficient biological properties and understanding the impact of phage-bacteria interactions on human health. In this study, we provide an overview of the human gut phageome, including its composition, structure, and development. We also explore the various factors that may influence the phageome based on current research, including age, diet, ethnicity, and geographical location. Additionally, we summarize the relationship between the phageome and human diseases, such as IBD, IBS, obesity, diabetes, and metabolic syndrome.
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26
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Pargin E, Roach MJ, Skye A, Papudeshi B, Inglis LK, Mallawaarachchi V, Grigson SR, Harker C, Edwards RA, Giles SK. The human gut virome: composition, colonization, interactions, and impacts on human health. Front Microbiol 2023; 14:963173. [PMID: 37293229 PMCID: PMC10244655 DOI: 10.3389/fmicb.2023.963173] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Accepted: 05/08/2023] [Indexed: 06/10/2023] Open
Abstract
The gut virome is an incredibly complex part of the gut ecosystem. Gut viruses play a role in many disease states, but it is unknown to what extent the gut virome impacts everyday human health. New experimental and bioinformatic approaches are required to address this knowledge gap. Gut virome colonization begins at birth and is considered unique and stable in adulthood. The stable virome is highly specific to each individual and is modulated by varying factors such as age, diet, disease state, and use of antibiotics. The gut virome primarily comprises bacteriophages, predominantly order Crassvirales, also referred to as crAss-like phages, in industrialized populations and other Caudoviricetes (formerly Caudovirales). The stability of the virome's regular constituents is disrupted by disease. Transferring the fecal microbiome, including its viruses, from a healthy individual can restore the functionality of the gut. It can alleviate symptoms of chronic illnesses such as colitis caused by Clostridiodes difficile. Investigation of the virome is a relatively novel field, with new genetic sequences being published at an increasing rate. A large percentage of unknown sequences, termed 'viral dark matter', is one of the significant challenges facing virologists and bioinformaticians. To address this challenge, strategies include mining publicly available viral datasets, untargeted metagenomic approaches, and utilizing cutting-edge bioinformatic tools to quantify and classify viral species. Here, we review the literature surrounding the gut virome, its establishment, its impact on human health, the methods used to investigate it, and the viral dark matter veiling our understanding of the gut virome.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Sarah K. Giles
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Bedford Park, SA, Australia
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27
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Shah SA, Deng L, Thorsen J, Pedersen AG, Dion MB, Castro-Mejía JL, Silins R, Romme FO, Sausset R, Jessen LE, Ndela EO, Hjelmsø M, Rasmussen MA, Redgwell TA, Leal Rodríguez C, Vestergaard G, Zhang Y, Chawes B, Bønnelykke K, Sørensen SJ, Bisgaard H, Enault F, Stokholm J, Moineau S, Petit MA, Nielsen DS. Expanding known viral diversity in the healthy infant gut. Nat Microbiol 2023; 8:986-998. [PMID: 37037943 PMCID: PMC10159846 DOI: 10.1038/s41564-023-01345-7] [Citation(s) in RCA: 53] [Impact Index Per Article: 26.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Accepted: 02/17/2023] [Indexed: 04/12/2023]
Abstract
The gut microbiome is shaped through infancy and impacts the maturation of the immune system, thus protecting against chronic disease later in life. Phages, or viruses that infect bacteria, modulate bacterial growth by lysis and lysogeny, with the latter being especially prominent in the infant gut. Viral metagenomes (viromes) are difficult to analyse because they span uncharted viral diversity, lacking marker genes and standardized detection methods. Here we systematically resolved the viral diversity in faecal viromes from 647 1-year-olds belonging to Copenhagen Prospective Studies on Asthma in Childhood 2010, an unselected Danish cohort of healthy mother-child pairs. By assembly and curation we uncovered 10,000 viral species from 248 virus family-level clades (VFCs). Most (232 VFCs) were previously unknown, belonging to the Caudoviricetes viral class. Hosts were determined for 79% of phage using clustered regularly interspaced short palindromic repeat spacers within bacterial metagenomes from the same children. Typical Bacteroides-infecting crAssphages were outnumbered by undescribed phage families infecting Clostridiales and Bifidobacterium. Phage lifestyles were conserved at the viral family level, with 33 virulent and 118 temperate phage families. Virulent phages were more abundant, while temperate ones were more prevalent and diverse. Together, the viral families found in this study expand existing phage taxonomy and provide a resource aiding future infant gut virome research.
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Affiliation(s)
- Shiraz A Shah
- Copenhagen Prospective Studies on Asthma in Childhood, Copenhagen University Hospital, Herlev-Gentofte, Gentofte, Denmark.
| | - Ling Deng
- Department of Food Science, University of Copenhagen, Copenhagen, Denmark
| | - Jonathan Thorsen
- Copenhagen Prospective Studies on Asthma in Childhood, Copenhagen University Hospital, Herlev-Gentofte, Gentofte, Denmark
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Anders G Pedersen
- Department of Health Technology, Technical University of Denmark, Lyngby, Denmark
| | - Moïra B Dion
- Département de biochimie, de microbiologie, et de bio-informatique, Faculté des sciences et de génie, Université Laval, Québec City, Quebec, Canada
- Groupe de recherche en écologie buccale, Faculté de médecine dentaire, Université Laval, Québec City, Quebec, Canada
| | | | - Ronalds Silins
- Department of Food Science, University of Copenhagen, Copenhagen, Denmark
| | - Fie O Romme
- Department of Food Science, University of Copenhagen, Copenhagen, Denmark
| | - Romain Sausset
- Université Paris-Saclay, INRAE, Agroparistech, Micalis institute, Jouy-en-Josas, France
| | - Leon E Jessen
- Copenhagen Prospective Studies on Asthma in Childhood, Copenhagen University Hospital, Herlev-Gentofte, Gentofte, Denmark
- Department of Health Technology, Technical University of Denmark, Lyngby, Denmark
| | - Eric Olo Ndela
- Lab de Microorganismes: Génome et Environnement, Université Clermont Auvergne, Clermont-Ferrand, France
| | - Mathis Hjelmsø
- Copenhagen Prospective Studies on Asthma in Childhood, Copenhagen University Hospital, Herlev-Gentofte, Gentofte, Denmark
| | - Morten A Rasmussen
- Copenhagen Prospective Studies on Asthma in Childhood, Copenhagen University Hospital, Herlev-Gentofte, Gentofte, Denmark
- Department of Food Science, University of Copenhagen, Copenhagen, Denmark
| | - Tamsin A Redgwell
- Copenhagen Prospective Studies on Asthma in Childhood, Copenhagen University Hospital, Herlev-Gentofte, Gentofte, Denmark
| | - Cristina Leal Rodríguez
- Copenhagen Prospective Studies on Asthma in Childhood, Copenhagen University Hospital, Herlev-Gentofte, Gentofte, Denmark
| | - Gisle Vestergaard
- Department of Health Technology, Technical University of Denmark, Lyngby, Denmark
| | - Yichang Zhang
- Department of Food Science, University of Copenhagen, Copenhagen, Denmark
| | - Bo Chawes
- Copenhagen Prospective Studies on Asthma in Childhood, Copenhagen University Hospital, Herlev-Gentofte, Gentofte, Denmark
| | - Klaus Bønnelykke
- Copenhagen Prospective Studies on Asthma in Childhood, Copenhagen University Hospital, Herlev-Gentofte, Gentofte, Denmark
| | - Søren J Sørensen
- Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Hans Bisgaard
- Copenhagen Prospective Studies on Asthma in Childhood, Copenhagen University Hospital, Herlev-Gentofte, Gentofte, Denmark
| | - Francois Enault
- Lab de Microorganismes: Génome et Environnement, Université Clermont Auvergne, Clermont-Ferrand, France
| | - Jakob Stokholm
- Copenhagen Prospective Studies on Asthma in Childhood, Copenhagen University Hospital, Herlev-Gentofte, Gentofte, Denmark
- Department of Food Science, University of Copenhagen, Copenhagen, Denmark
| | - Sylvain Moineau
- Département de biochimie, de microbiologie, et de bio-informatique, Faculté des sciences et de génie, Université Laval, Québec City, Quebec, Canada
- Groupe de recherche en écologie buccale, Faculté de médecine dentaire, Université Laval, Québec City, Quebec, Canada
- Félix d'Hérelle Reference Center for Bacterial Viruses, Université Laval, Québec City, Quebec, Canada
| | - Marie-Agnès Petit
- Université Paris-Saclay, INRAE, Agroparistech, Micalis institute, Jouy-en-Josas, France
| | - Dennis S Nielsen
- Department of Food Science, University of Copenhagen, Copenhagen, Denmark.
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28
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Li C, Zhang Y, Yan Q, Guo R, Chen C, Li S, Zhang Y, Meng J, Ma J, You W, Wu Z, Sun W. Alterations in the gut virome in patients with ankylosing spondylitis. Front Immunol 2023; 14:1154380. [PMID: 37063855 PMCID: PMC10098016 DOI: 10.3389/fimmu.2023.1154380] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 03/20/2023] [Indexed: 04/03/2023] Open
Abstract
IntroductionAnkylosing spondylitis (AS), a chronic autoimmune disease, has been linked to the gut bacteriome.MethodsTo investigate the characteristics of the gut virome in AS, we profiled the gut viral community of 193 AS patients and 59 healthy subjects based on a metagenome-wide analysis of fecal metagenomes from two publicly available datasets.ResultsAS patients revealed a significant decrease in gut viral richness and a considerable alteration of the overall viral structure. At the family level, AS patients had an increased abundance of Gratiaviridae and Quimbyviridae and a decreased abundance of Drexlerviridae and Schitoviridae. We identified 1,004 differentially abundant viral operational taxonomic units (vOTUs) between patients and controls, including a higher proportion of AS-enriched Myoviridae viruses and control-enriched Siphoviridae viruses. Moreover, the AS-enriched vOTUs were more likely to infect bacteria such as Flavonifractor, Achromobacter, and Eggerthellaceae, whereas the control-enriched vOTUs were more likely to be Blautia, Ruminococcus, Collinsella, Prevotella, and Faecalibacterium bacteriophages. Additionally, some viral functional orthologs differed significantly in frequency between the AS-enriched and control-enriched vOTUs, suggesting the functional role of these AS-associated viruses. Moreover, we trained classification models based on gut viral signatures to discriminate AS patients from healthy controls, with an optimal area under the receiver operator characteristic curve (AUC) up to 0.936, suggesting the clinical potential of the gut virome for diagnosing AS.DiscussionThis work provides novel insight into the AS gut virome, and the findings may guide future mechanistic and therapeutic studies for other autoimmune diseases.
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Affiliation(s)
- Chen Li
- Department of Rheumatology, Fangshan Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Yan Zhang
- Department of Traditional Chinese Medicine, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Qiulong Yan
- Department of Microbiology, College of Basic Medical Sciences, Dalian Medical University, Dalian, China
| | | | - Changming Chen
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | | | - Yue Zhang
- Department of Microbiology, College of Basic Medical Sciences, Dalian Medical University, Dalian, China
| | | | - Jie Ma
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Wei You
- Beijing Key Laboratory of Acupuncture Neuromodulation, Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, Beijing, China
| | - Zhisong Wu
- Department of Intensive Care Medicine, Dongfang Hospital Beijing University of Chinese Medicine, Beijing, China
| | - Wen Sun
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China
- Key Laboratory of Health Cultivation of the Ministry of Education, Beijing University of Chinese Medicine, Beijing, China
- Beijing Key Laboratory of Health Cultivation, Beijing University of Chinese Medicine, Beijing, China
- *Correspondence: Wen Sun,
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29
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Wang Z, Li J, Ma L, Liu X, Wei H, Xiao Y, Tao S. Metagenomic Sequencing Identified Specific Bacteriophage Signature Discriminating between Healthy and Diarrheal Neonatal Piglets. Nutrients 2023; 15:nu15071616. [PMID: 37049457 PMCID: PMC10097093 DOI: 10.3390/nu15071616] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2023] [Revised: 03/24/2023] [Accepted: 03/24/2023] [Indexed: 03/29/2023] Open
Abstract
Neonatal diarrhea is one of the most severe diseases in human beings and pigs, leading to high mortality and growth faltering. Gut microbiome-related studies mostly focus on the relationship between bacteria and neonatal diarrhea onset, and no research study has investigated the role of the gut virome in neonatal diarrhea. Here, using metagenomic sequencing, we characterized the fecal viral community of diarrheal and healthy neonatal piglets. We found that the viral community of diarrheal piglets showed higher individual heterogeneity and elevated abundance of Myoviridae. By predicting the bacterial host of the identified viral genomes, phages infecting Proteobacteria, especially E. coli, were the dominant taxa in neonatal diarrheal piglets. Consistent with this, the antibiotic resistance gene of E. coli origin was also enriched in neonatal diarrheal piglets. Finally, we established a random forest model to accurately discriminate between neonatal diarrheal piglets and healthy controls and identified genus E. coli- and genus listeria-infecting bacteriophages, including psa and C5 viruses, as key biomarkers. In conclusion, we provide the first glance of viral community and function characteristics in diarrheal and healthy neonatal piglets. These findings expand our understanding of the relationship among phages, bacteria and diarrhea, and may facilitate the development of therapeutics for the prevention and treatment of neonatal diarrhea.
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30
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Valles-Colomer M, Menni C, Berry SE, Valdes AM, Spector TD, Segata N. Cardiometabolic health, diet and the gut microbiome: a meta-omics perspective. Nat Med 2023; 29:551-561. [PMID: 36932240 PMCID: PMC11258867 DOI: 10.1038/s41591-023-02260-4] [Citation(s) in RCA: 37] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 02/16/2023] [Indexed: 03/19/2023]
Abstract
Cardiometabolic diseases have become a leading cause of morbidity and mortality globally. They have been tightly linked to microbiome taxonomic and functional composition, with diet possibly mediating some of the associations described. Both the microbiome and diet are modifiable, which opens the way for novel therapeutic strategies. High-throughput omics techniques applied on microbiome samples (meta-omics) hold the unprecedented potential to shed light on the intricate links between diet, the microbiome, the metabolome and cardiometabolic health, with a top-down approach. However, effective integration of complementary meta-omic techniques is an open challenge and their application on large cohorts is still limited. Here we review meta-omics techniques and discuss their potential in this context, highlighting recent large-scale efforts and the novel insights they provided. Finally, we look to the next decade of meta-omics research and discuss various translational and clinical pathways to improving cardiometabolic health.
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Affiliation(s)
- Mireia Valles-Colomer
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Cristina Menni
- Department of Twin Research, King's College London, London, UK
| | - Sarah E Berry
- Department of Nutritional Sciences, King's College London, London, UK
| | - Ana M Valdes
- School of Medicine, University of Nottingham, Nottingham, UK
- Nottingham National Institute for Health Research Biomedical Research Centre, Nottingham, UK
| | - Tim D Spector
- Department of Twin Research, King's College London, London, UK
| | - Nicola Segata
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy.
- European Institute of Oncology, Scientific Institute for Research, Hospitalization and Healthcare, Milan, Italy.
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31
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Chen C, Yan Q, Yao X, Li S, Lv Q, Wang G, Zhong Q, Tang F, Liu Z, Huang Y, An Y, Zhou J, Zhang Q, Zhang A, Ullah H, Zhang Y, Liu C, Zhu D, Li H, Sun W, Ma W. Alterations of the gut virome in patients with systemic lupus erythematosus. Front Immunol 2023; 13:1050895. [PMID: 36713446 PMCID: PMC9874095 DOI: 10.3389/fimmu.2022.1050895] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 12/23/2022] [Indexed: 01/13/2023] Open
Abstract
Background Systemic lupus erythematosus (SLE) is a systemic autoimmune disease that has been linked to the dysbiosis of the gut microbiome and virome. However, the potential characterization of the gut virome in SLE patients needs to be explored more extensively. Methods Herein, we analyzed the gut viral community of 16 SLE patients and 31 healthy controls using both bulk and virus-like particle (VLP)-based metagenomic sequencing of their fecal samples. A total of 15,999 non-redundant viral operational taxonomic units (vOTUs) were identified from the metagenomic assembled contigs and used for gut virome profiling. Results SLE patients exhibited a significant decrease in gut viral diversity in the bulk metagenome dataset, but this change was not significant in the VLP metagenome dataset. Also, considerable alterations of the overall gut virome composition and remarkable changes in the viral family compositions were observed in SLE patients compared with healthy controls, as observed in both two technologies. We identified 408 vOTUs (177 SLE-enriched and 231 control-enriched) with significantly different relative abundances between patients and controls in the bulk virome, and 18 vOTUs (17 SLE-enriched in 1 control-enriched) in the VLP virome. The SLE-enriched vOTUs included numerous Siphoviridae, Microviridae, and crAss-like viruses and were frequently predicted to infect Bacteroides, Parabacteroides, and Ruminococcus_E, while the control-enriched contained numerous members of Siphoviridae and Myoviridae and were predicted to infect Prevotella and Lachnospirales_CAG-274. We explored the correlations between gut viruses and bacteria and found that some Lachnospirales_CAG-274 and Hungatella_A phages may play key roles in the virus-bacterium network. Furthermore, we explored the gut viral signatures for disease discrimination and achieved an area under the receiver operator characteristic curve (AUC) of above 0.95, suggesting the potential of the gut virome in the prediction of SLE. Conclusion Our findings demonstrated the alterations in viral diversity and taxonomic composition of the gut virome of SLE patients. Further research into the etiology of SLE and the gut viral community will open up new avenues for treating and preventing SLE and other autoimmune diseases.
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Affiliation(s)
- Changming Chen
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Qiulong Yan
- Department of Microbiology, College of Basic Medical Sciences, Dalian Medical University, Dalian, China
| | - Xueming Yao
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | | | - Qingbo Lv
- Puensum Genetech Institute, Wuhan, China,College of Animal Science and Veterinary Medicine, Heilongjiang Bayi Agricultural University, Daqing, China
| | - Guangyang Wang
- Department of Microbiology, College of Basic Medical Sciences, Dalian Medical University, Dalian, China
| | - Qin Zhong
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Fang Tang
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Zhengqi Liu
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Ying Huang
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Yang An
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Jing Zhou
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Qiongyu Zhang
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | | | - Hayan Ullah
- Department of Microbiology, College of Basic Medical Sciences, Dalian Medical University, Dalian, China
| | - Yue Zhang
- Puensum Genetech Institute, Wuhan, China
| | - Can Liu
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Dan Zhu
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Hufan Li
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Wen Sun
- Key Laboratory of Health Cultivation of the Ministry of Education, Beijing University of Chinese Medicine, Beijing, China,*Correspondence: Wen Sun, ; Wukai Ma,
| | - Wukai Ma
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China,*Correspondence: Wen Sun, ; Wukai Ma,
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32
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Jansen D, Matthijnssens J. The Emerging Role of the Gut Virome in Health and Inflammatory Bowel Disease: Challenges, Covariates and a Viral Imbalance. Viruses 2023; 15:173. [PMID: 36680214 PMCID: PMC9861652 DOI: 10.3390/v15010173] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Revised: 01/03/2023] [Accepted: 01/05/2023] [Indexed: 01/11/2023] Open
Abstract
Virome research is a rapidly growing area in the microbiome field that is increasingly associated with human diseases, such as inflammatory bowel disease (IBD). Although substantial progress has been made, major methodological challenges limit our understanding of the virota. In this review, we describe challenges that must be considered to accurately report the virome composition and the current knowledge on the virome in health and IBD. First, the description of the virome shows strong methodological biases related to wetlab (e.g., VLP enrichment) and bioinformatics approaches (viral identification and classification). Second, IBD patients show consistent viral imbalances characterized by a high relative abundance of phages belonging to the Caudovirales and a low relative abundance of phages belonging to the Microviridae. Simultaneously, a sporadic contraction of CrAss-like phages and a potential expansion of the lysogenic potential of the intestinal virome are observed. Finally, despite numerous studies that have conducted diversity analysis, it is difficult to draw firm conclusions due to methodological biases. Overall, we present the many methodological and environmental factors that influence the virome, its current consensus in health and IBD, and a contributing hypothesis called the "positive inflammatory feedback loop" that may play a role in the pathophysiology of IBD.
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Affiliation(s)
| | - Jelle Matthijnssens
- Laboratory of Viral Metagenomics, Rega Institute, Department of Microbiology, Immunology and Transplantation, University of Leuven, B-3000 Leuven, Belgium
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Abstract
PURPOSE OF REVIEW Recent years have seen great strides made in the field of viral metagenomics. Many studies have reported alterations in the virome in different disease states. The vast majority of the human intestinal virome consists of bacteriophages, viruses that infect bacteria. The dynamic relationship between gut bacterial populations and bacteriophages is influenced by environmental factors that also impact host health and disease. In this review, we focus on studies highlighting the dynamics of the gut virome and fluctuations associated with disease states. RECENT FINDINGS Novel correlations have been identified between the human gut virome and diseases such as obesity, necrotizing enterocolitis and severe acute respiratory syndrome coronavirus 2 infection. Further associations between the virome and cognition, diet and geography highlight the complexity of factors that can influence the dynamic relationship between gut bacteria, bacteriophages and health. SUMMARY Here, we highlight some novel associations between the virome and health that will be the foundation for future studies in this field. The future development of microbiome-based interventions, identification of biomarkers, and novel therapeutics will require a thorough understanding of the gut virome and its dynamics.
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Affiliation(s)
- Hiba Shareefdeen
- APC Microbiome Ireland.,School of Microbiology, University College Cork, Cork, Ireland
| | - Colin Hill
- APC Microbiome Ireland.,School of Microbiology, University College Cork, Cork, Ireland
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34
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Wagh SK, Lammers KM, Padul MV, Rodriguez-Herrera A, Dodero VI. Celiac Disease and Possible Dietary Interventions: From Enzymes and Probiotics to Postbiotics and Viruses. Int J Mol Sci 2022; 23:ijms231911748. [PMID: 36233048 PMCID: PMC9569549 DOI: 10.3390/ijms231911748] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 09/20/2022] [Accepted: 09/29/2022] [Indexed: 11/24/2022] Open
Abstract
Celiac Disease (CeD) is a chronic small intestinal immune-mediated enteropathy caused by the ingestion of dietary gluten proteins in genetically susceptible individuals. CeD is one of the most common autoimmune diseases, affecting around 1.4% of the population globally. To date, the only acceptable treatment for CeD is strict, lifelong adherence to a gluten-free diet (GFD). However, in some cases, GFD does not alter gluten-induced symptoms. In addition, strict adherence to a GFD reduces patients’ quality of life and is often a socio-economic burden. This narrative review offers an interdisciplinary overview of CeD pathomechanism and the limitations of GFD, focusing on current research on possible dietary interventions. It concentrates on the recent research on the degradation of gluten through enzymes, the modulation of the microbiome, and the different types of “biotics” strategies, from probiotics to the less explored “viromebiotics” as possible beneficial complementary interventions for CeD management. The final aim is to set the context for future research that may consider the role of gluten proteins and the microbiome in nutritional and non-pharmacological interventions for CeD beyond the sole use of the GFD.
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Affiliation(s)
- Sandip K. Wagh
- Department of Organic and Bioorganic Chemistry, Bielefeld University, 33615 Bielefeld, Germany
- Department of Biochemistry, Dr. Babasaheb Ambedkar Marathwada University, Aurangabad 431004, India
| | | | - Manohar V. Padul
- Department of Biochemistry, The Institute of Science, Dr. Homi Bhabha State University, Mumbai 400032, India
| | | | - Veronica I. Dodero
- Department of Organic and Bioorganic Chemistry, Bielefeld University, 33615 Bielefeld, Germany
- Correspondence:
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35
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Wagh SK, Lammers KM, Padul MV, Rodriguez-Herrera A, Dodero VI. Celiac Disease and Possible Dietary Interventions: From Enzymes and Probiotics to Postbiotics and Viruses. Int J Mol Sci 2022. [PMID: 36233048 DOI: 10.3390/ijms231911748.pmid:36233048;pmcid:pmc9569549] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/12/2023] Open
Abstract
Celiac Disease (CeD) is a chronic small intestinal immune-mediated enteropathy caused by the ingestion of dietary gluten proteins in genetically susceptible individuals. CeD is one of the most common autoimmune diseases, affecting around 1.4% of the population globally. To date, the only acceptable treatment for CeD is strict, lifelong adherence to a gluten-free diet (GFD). However, in some cases, GFD does not alter gluten-induced symptoms. In addition, strict adherence to a GFD reduces patients' quality of life and is often a socio-economic burden. This narrative review offers an interdisciplinary overview of CeD pathomechanism and the limitations of GFD, focusing on current research on possible dietary interventions. It concentrates on the recent research on the degradation of gluten through enzymes, the modulation of the microbiome, and the different types of "biotics" strategies, from probiotics to the less explored "viromebiotics" as possible beneficial complementary interventions for CeD management. The final aim is to set the context for future research that may consider the role of gluten proteins and the microbiome in nutritional and non-pharmacological interventions for CeD beyond the sole use of the GFD.
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Affiliation(s)
- Sandip K Wagh
- Department of Organic and Bioorganic Chemistry, Bielefeld University, 33615 Bielefeld, Germany
- Department of Biochemistry, Dr. Babasaheb Ambedkar Marathwada University, Aurangabad 431004, India
| | | | - Manohar V Padul
- Department of Biochemistry, The Institute of Science, Dr. Homi Bhabha State University, Mumbai 400032, India
| | | | - Veronica I Dodero
- Department of Organic and Bioorganic Chemistry, Bielefeld University, 33615 Bielefeld, Germany
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36
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Shkoporov AN, Turkington CJ, Hill C. Mutualistic interplay between bacteriophages and bacteria in the human gut. Nat Rev Microbiol 2022; 20:737-749. [PMID: 35773472 DOI: 10.1038/s41579-022-00755-4] [Citation(s) in RCA: 77] [Impact Index Per Article: 25.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/25/2022] [Indexed: 12/12/2022]
Abstract
Bacteriophages (phages) are often described as obligate predators of their bacterial hosts, and phage predation is one of the leading forces controlling the density and distribution of bacterial populations. Every 48 h half of all bacteria on Earth are killed by phages. Efficient killing also forms the basis of phage therapy in humans and animals and the use of phages as food preservatives. In turn, bacteria have a plethora of resistance systems against phage attack, but very few bacterial species, if any, have entirely escaped phage predation. However, in complex communities and environments such as the human gut, this antagonistic model of attack and counter-defence does not fully describe the scope of phage-bacterium interactions. In this Review, we explore some of the more mutualistic aspects of phage-bacterium interactions in the human gut, and we suggest that the relationship between phages and their bacterial hosts in the gut is best characterized not as a fight to the death between enemies but rather as a mutualistic relationship between partners.
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Affiliation(s)
- Andrey N Shkoporov
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, Ireland. .,Department of Medicine, University College Cork, Cork, Ireland.
| | | | - Colin Hill
- APC Microbiome Ireland & School of Microbiology, University College Cork, Cork, Ireland.
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37
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Gut virome profiling identifies a widespread bacteriophage family associated with metabolic syndrome. Nat Commun 2022; 13:3594. [PMID: 35739117 PMCID: PMC9226167 DOI: 10.1038/s41467-022-31390-5] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Accepted: 06/14/2022] [Indexed: 11/09/2022] Open
Abstract
There is significant interest in altering the course of cardiometabolic disease development via gut microbiomes. Nevertheless, the highly abundant phage members of the complex gut ecosystem -which impact gut bacteria- remain understudied. Here, we show gut virome changes associated with metabolic syndrome (MetS), a highly prevalent clinical condition preceding cardiometabolic disease, in 196 participants by combined sequencing of bulk whole genome and virus like particle communities. MetS gut viromes exhibit decreased richness and diversity. They are enriched in phages infecting Streptococcaceae and Bacteroidaceae and depleted in those infecting Bifidobacteriaceae. Differential abundance analysis identifies eighteen viral clusters (VCs) as significantly associated with either MetS or healthy viromes. Among these are a MetS-associated Roseburia VC that is related to healthy control-associated Faecalibacterium and Oscillibacter VCs. Further analysis of these VCs revealed the Candidatus Heliusviridae, a highly widespread gut phage lineage found in 90+% of participants. The identification of the temperate Ca. Heliusviridae provides a starting point to studies of phage effects on gut bacteria and the role that this plays in MetS.
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38
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Tiamani K, Luo S, Schulz S, Xue J, Costa R, Khan Mirzaei M, Deng L. The role of virome in the gastrointestinal tract and beyond. FEMS Microbiol Rev 2022; 46:6608358. [PMID: 35700129 PMCID: PMC9629487 DOI: 10.1093/femsre/fuac027] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Revised: 06/07/2022] [Accepted: 06/09/2022] [Indexed: 01/11/2023] Open
Abstract
The human gut virome is comprised of diverse commensal and pathogenic viruses. The colonization by these viruses begins right after birth through vaginal delivery, then continues through breastfeeding, and broader environmental exposure. Their constant interaction with their bacterial hosts in the body shapes not only our microbiomes but us. In addition, these viruses interact with the immune cells, trigger a broad range of immune responses, and influence different metabolic pathways. Besides its key role in regulating the human gut homeostasis, the intestinal virome contributes to disease development in distant organs, both directly and indirectly. In this review, we will describe the changes in the gut virome through life, health, and disease, followed by discussing the interactions between the virome, the microbiome, and the human host as well as providing an overview of their contribution to gut disease and disease of distant organs.
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Affiliation(s)
| | | | - Sarah Schulz
- Institute of Virology, Helmholtz Centre Munich — German Research Centre for Environmental Health, 85764 Neuherberg, Germany,Chair of Microbial Disease Prevention, School of Life Sciences, Technical University of Munich, 85354 Freising, Germany
| | - Jinling Xue
- Institute of Virology, Helmholtz Centre Munich — German Research Centre for Environmental Health, 85764 Neuherberg, Germany,Chair of Microbial Disease Prevention, School of Life Sciences, Technical University of Munich, 85354 Freising, Germany
| | - Rita Costa
- Institute of Virology, Helmholtz Centre Munich — German Research Centre for Environmental Health, 85764 Neuherberg, Germany,Chair of Microbial Disease Prevention, School of Life Sciences, Technical University of Munich, 85354 Freising, Germany
| | - Mohammadali Khan Mirzaei
- Institute of Virology, Helmholtz Centre Munich — German Research Centre for Environmental Health, 85764 Neuherberg, Germany,Chair of Microbial Disease Prevention, School of Life Sciences, Technical University of Munich, 85354 Freising, Germany
| | - Li Deng
- Corresponding author: Institute of Virology, Helmholtz Centre Munich — German Research Centre for Environmental Health, 85764 Neuherberg, Germany; Chair of Prevention of Microbial Diseases, School of Life Sciences, Technical University of Munich, 85354 Freising, Germany. E-mail:
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39
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Sánchez-Sánchez P, Santonja FJ, Benítez-Páez A. Assessment of human microbiota stability across longitudinal samples using iteratively growing-partitioned clustering. Brief Bioinform 2022; 23:6539136. [PMID: 35226073 DOI: 10.1093/bib/bbac055] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 01/21/2022] [Accepted: 02/03/2022] [Indexed: 11/15/2022] Open
Abstract
Microbiome research is advancing rapidly, and every new study should definitively be based on updated methods, trends and milestones in this field to avoid the wrong interpretation of results. Most human microbiota surveys rely on data captured from snapshots-single data points from subjects-and have permitted uncovering the recognized interindividual variability and major covariates of such microbial communities. Currently, changes in individualized microbiota profiles are under the spotlight to serve as robust predictors of clinical outcomes (e.g. weight loss via dietary interventions) and disease anticipation. Therefore, novel methods are needed to provide robust evaluation of longitudinal series of microbiota data with the aim of assessing intrapersonally short-term to long-term microbiota changes likely linked to health and disease states. Consequently, we developed microbiota STability ASsessment via Iterative cluStering (μSTASIS)-a multifunction R package to evaluate individual-centered microbiota stability. μSTASIS targets the recognized interindividual variability inherent to microbiota data to stress the tight relationships observed among and characteristic of longitudinal samples derived from a single individual via iteratively growing-partitioned clustering. The algorithms and functions implemented in this framework deal properly with the sparse and compositional nature of microbiota data. Moreover, the resulting metric is intuitive and independent of beta diversity distance methods and correlation coefficients, thus estimating stability for each microbiota sample rather than giving nonconsensus magnitudes that are difficult to interpret within and between datasets. Our method is freely available under GPL-3 licensing. We demonstrate its utility by assessing gut microbiota stability from three independent studies published previously with multiple longitudinal series of multivariate data and respective metadata.
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Affiliation(s)
- Pedro Sánchez-Sánchez
- Host-Microbe Interactions in Metabolic Health Laboratory, Principe Felipe Research Center (CIPF), 46012 Valencia, Spain
| | - Francisco J Santonja
- Department of Statistics and Operational Research, Faculty of Mathematics, University of Valencia (UV) 46100 Burjassot-Valencia, Spain
| | - Alfonso Benítez-Páez
- Host-Microbe Interactions in Metabolic Health Laboratory, Principe Felipe Research Center (CIPF), 46012 Valencia, Spain
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40
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Stockdale SR, Hill C. Progress and prospects of the healthy human gut virome. Curr Opin Virol 2021; 51:164-171. [PMID: 34742036 DOI: 10.1016/j.coviro.2021.10.001] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Revised: 09/30/2021] [Accepted: 10/08/2021] [Indexed: 12/26/2022]
Abstract
Not all viruses associated with humans cause disease. Non-pathogenic human-infecting viruses are predicted as important for immune system induction and preparation. Phages that infect bacteria are the most abundant predators of the human microbial ecosystem, promoting and maintaining bacterial diversity. Metagenomic analyses of the human gut virome and microbiome are unravelling the intricate predator-prey dynamics of phage-bacteria co-existence, co-evolution, and their interplay with the human host. While most adults harbour a distinctly individualistic and persistent community of virulent phages, new-borns are dominated by temperate phages heavily influenced by environmental exposures. The future development of microbiome-based interventions, therapeutics, and manipulation, will require a greater understanding of the human microbiome and the virome.
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Affiliation(s)
| | - Colin Hill
- APC Microbiome Ireland, University College Cork, T12 YT20, Ireland; School of Microbiology, University College Cork, T12 YT20, Ireland.
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41
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Van Espen L, Bak EG, Beller L, Close L, Deboutte W, Juel HB, Nielsen T, Sinar D, De Coninck L, Frithioff-Bøjsøe C, Fonvig CE, Jacobsen S, Kjærgaard M, Thiele M, Fullam A, Kuhn M, Holm JC, Bork P, Krag A, Hansen T, Arumugam M, Matthijnssens J. A Previously Undescribed Highly Prevalent Phage Identified in a Danish Enteric Virome Catalog. mSystems 2021; 6:e0038221. [PMID: 34665009 PMCID: PMC8525569 DOI: 10.1128/msystems.00382-21] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Accepted: 09/02/2021] [Indexed: 01/06/2023] Open
Abstract
Gut viruses are important, yet often neglected, players in the complex human gut microbial ecosystem. Recently, the number of human gut virome studies has been increasing; however, we are still only scratching the surface of the immense viral diversity. In this study, 254 virus-enriched fecal metagenomes from 204 Danish subjects were used to generate the Danish Enteric Virome Catalog (DEVoC) containing 12,986 nonredundant viral scaffolds, of which the majority was previously undescribed, encoding 190,029 viral genes. The DEVoC was used to compare 91 healthy DEVoC gut viromes from children, adolescents, and adults that were used to create the DEVoC. Gut viromes of healthy Danish subjects were dominated by phages. While most phage genomes (PGs) only occurred in a single subject, indicating large virome individuality, 39 PGs were present in more than 10 healthy subjects. Among these 39 PGs, the prevalences of three PGs were associated with age. To further study the prevalence of these 39 prevalent PGs, 1,880 gut virome data sets of 27 studies from across the world were screened, revealing several age-, geography-, and disease-related prevalence patterns. Two PGs also showed a remarkably high prevalence worldwide-a crAss-like phage (20.6% prevalence), belonging to the tentative AlphacrAssvirinae subfamily, and a previously undescribed circular temperate phage infecting Bacteroides dorei (14.4% prevalence), called LoVEphage because it encodes lots of viral elements. Due to the LoVEphage's high prevalence and novelty, public data sets in which the LoVEphage was detected were de novo assembled, resulting in an additional 18 circular LoVEphage-like genomes (67.9 to 72.4 kb). IMPORTANCE Through generation of the DEVoC, we added numerous previously uncharacterized viral genomes and genes to the ever-increasing worldwide pool of human gut viromes. The DEVoC, the largest human gut virome catalog generated from consistently processed fecal samples, facilitated the analysis of the 91 healthy Danish gut viromes. Characterizing the biggest cohort of healthy gut viromes from children, adolescents, and adults to date confirmed the previously established high interindividual variation in human gut viromes and demonstrated that the effect of age on the gut virome composition was limited to the prevalence of specific phage (groups). The identification of a previously undescribed prevalent phage illustrates the usefulness of developing virome catalogs, and we foresee that the DEVoC will benefit future analysis of the roles of gut viruses in human health and disease.
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Affiliation(s)
- Lore Van Espen
- KU Leuven, Department of Microbiology, Immunology, & Transplantation, Rega Institute, Division of Clinical & Epidemiological Virology, Laboratory of Viral Metagenomics, Leuven, Belgium
| | - Emilie Glad Bak
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Leen Beller
- KU Leuven, Department of Microbiology, Immunology, & Transplantation, Rega Institute, Division of Clinical & Epidemiological Virology, Laboratory of Viral Metagenomics, Leuven, Belgium
| | - Lila Close
- KU Leuven, Department of Microbiology, Immunology, & Transplantation, Rega Institute, Division of Clinical & Epidemiological Virology, Laboratory of Viral Metagenomics, Leuven, Belgium
| | - Ward Deboutte
- KU Leuven, Department of Microbiology, Immunology, & Transplantation, Rega Institute, Division of Clinical & Epidemiological Virology, Laboratory of Viral Metagenomics, Leuven, Belgium
| | - Helene Bæk Juel
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Trine Nielsen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Deniz Sinar
- KU Leuven, Department of Microbiology, Immunology, & Transplantation, Rega Institute, Division of Clinical & Epidemiological Virology, Laboratory of Viral Metagenomics, Leuven, Belgium
| | - Lander De Coninck
- KU Leuven, Department of Microbiology, Immunology, & Transplantation, Rega Institute, Division of Clinical & Epidemiological Virology, Laboratory of Viral Metagenomics, Leuven, Belgium
| | - Christine Frithioff-Bøjsøe
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- The Children’s Obesity Clinic, accredited European Centre for Obesity Management, Department of Paediatrics, Copenhagen University Hospital Holbaek, Holbaek, Denmark
| | - Cilius Esmann Fonvig
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- The Children’s Obesity Clinic, accredited European Centre for Obesity Management, Department of Paediatrics, Copenhagen University Hospital Holbaek, Holbaek, Denmark
| | - Suganya Jacobsen
- Department of Gastroenterology and Hepatology, Centre for Liver Research, Odense University Hospital, Odense, Denmark
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Maria Kjærgaard
- Department of Gastroenterology and Hepatology, Centre for Liver Research, Odense University Hospital, Odense, Denmark
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Maja Thiele
- Department of Gastroenterology and Hepatology, Centre for Liver Research, Odense University Hospital, Odense, Denmark
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Anthony Fullam
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Michael Kuhn
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Jens-Christian Holm
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- The Children’s Obesity Clinic, accredited European Centre for Obesity Management, Department of Paediatrics, Copenhagen University Hospital Holbaek, Holbaek, Denmark
- Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Peer Bork
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
- Max Delbrück Centre for Molecular Medicine, Berlin, Germany
- Yonsei Frontier Lab (YFL), Yonsei University, Seoul, South Korea
- Department of Bioinformatics, Biocenter, University of Würzburg, Würzburg, Germany
| | - Aleksander Krag
- Department of Gastroenterology and Hepatology, Centre for Liver Research, Odense University Hospital, Odense, Denmark
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Torben Hansen
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Manimozhiyan Arumugam
- The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Jelle Matthijnssens
- KU Leuven, Department of Microbiology, Immunology, & Transplantation, Rega Institute, Division of Clinical & Epidemiological Virology, Laboratory of Viral Metagenomics, Leuven, Belgium
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42
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Kiguchi Y, Nishijima S, Kumar N, Hattori M, Suda W. Long-read metagenomics of multiple displacement amplified DNA of low-biomass human gut phageomes by SACRA pre-processing chimeric reads. DNA Res 2021; 28:6377780. [PMID: 34586399 DOI: 10.1093/dnares/dsab019] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Indexed: 01/21/2023] Open
Abstract
The human gut bacteriophage community (phageome) plays an important role in the host's health and disease; however, the entire structure is poorly understood, partly owing to the generation of many incomplete genomes in conventional short-read metagenomics. Here, we show long-read metagenomics of amplified DNA of low-biomass phageomes with multiple displacement amplification (MDA), involving the development of a novel bioinformatics tool, split amplified chimeric read algorithm (SACRA), that efficiently pre-processed numerous chimeric reads generated through MDA. Using five samples, SACRA markedly reduced the average chimera ratio from 72% to 1.5% in PacBio reads with an average length of 1.8 kb. De novo assembly of chimera-less PacBio long reads reconstructed contigs of ≥5 kb with an average proportion of 27%, which was 1% in contigs from MiSeq short reads, thereby dramatically improving contig length and genome completeness. Comparison of PacBio and MiSeq contigs found MiSeq contig fragmentations frequently near local repeats and hypervariable regions in the phage genomes, and those caused by multiple homologous phage genomes coexisting in the community. We also developed a reference-independent method to assess the completeness of the linear phage genomes. Overall, we established a SACRA-coupled long-read metagenomics robust to highly diverse gut phageomes, identifying high-quality circular and linear phage genomes with adequate sequence quantity.
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Affiliation(s)
- Yuya Kiguchi
- Cooperative Major in Advanced Health Science, Graduate School of Advanced Science and Engineering, Waseda University, Tokyo 169-8555, Japan
- Computational Bio Big-Data Open Innovation Laboratory (CBBD-OIL), National Institute of Advanced Industrial Science and Technology, Tokyo 169-8555, Japan
- Laboratory for Microbiome Sciences, RIKEN Center for Integrative Medical Sciences, Yokohama 230-0045, Japan
| | - Suguru Nishijima
- Computational Bio Big-Data Open Innovation Laboratory (CBBD-OIL), National Institute of Advanced Industrial Science and Technology, Tokyo 169-8555, Japan
- Integrated Institute for Regulatory Science, Waseda University, Tokyo 169-8555, Japan
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
| | - Naveen Kumar
- Laboratory for Microbiome Sciences, RIKEN Center for Integrative Medical Sciences, Yokohama 230-0045, Japan
| | - Masahira Hattori
- Cooperative Major in Advanced Health Science, Graduate School of Advanced Science and Engineering, Waseda University, Tokyo 169-8555, Japan
- Laboratory for Microbiome Sciences, RIKEN Center for Integrative Medical Sciences, Yokohama 230-0045, Japan
| | - Wataru Suda
- Laboratory for Microbiome Sciences, RIKEN Center for Integrative Medical Sciences, Yokohama 230-0045, Japan
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