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Sharma A, Bansal S, Moore MD, Luo Y, Schneider KR, Zhang B. Exploring the Frontiers of Nanopore Sequencing in Food Safety and Food Microbiology. Annu Rev Food Sci Technol 2025; 16:219-244. [PMID: 39805043 DOI: 10.1146/annurev-food-072023-034549] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2025]
Abstract
Foodborne illnesses are a significant global public health challenge, with an estimated 600 million cases annually. Conventional food microbiology methods tend to be laborious and time consuming, pose difficulties in real-time utilization, and can display subpar accuracy or typing capabilities. With the recent advancements in third-generation sequencing and microbial omics, nanopore sequencing technology and its long-read sequencing capabilities have emerged as a promising platform. In recent years, nanopore sequencing technology has been benchmarked for its amplicon sequencing, whole-genome and transcriptome analysis, meta-analysis, and other advanced omics approaches. This review comprehensively covers nanopore sequencing technology's current advances in food safety applications, including outbreak investigation, pathogen surveillance, and antimicrobial resistance profiling. Despite significant progress, ongoing research and development are crucial to overcoming challenges in sequencing chemistry, accuracy, bioinformatics, and real-time adaptive sampling to fully realize nanopore sequencing technology's potential in food safety and food microbiology.
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Affiliation(s)
- Arnav Sharma
- Food Science and Human Nutrition Department, University of Florida, Gainesville, Florida, USA;
- School of Medicine, Duke University, Durham, North Carolina, USA
| | - Sherry Bansal
- Food Science and Human Nutrition Department, University of Florida, Gainesville, Florida, USA;
| | - Matthew D Moore
- Department of Food Science, University of Massachusetts Amherst, Amherst, Massachusetts, USA
| | - Yaguang Luo
- Environmental Microbial & Food Safety Lab and Food Quality Lab, Agricultural Research Service, US Department of Agriculture, Beltsville, Maryland, USA
| | - Keith R Schneider
- Food Science and Human Nutrition Department, University of Florida, Gainesville, Florida, USA;
| | - Boce Zhang
- Food Science and Human Nutrition Department, University of Florida, Gainesville, Florida, USA;
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Chen J, Sun C, Dong Y, Jin M, Lai S, Jia L, Zhao X, Wang H, Gao NL, Bork P, Liu Z, Chen W, Zhao X. Efficient Recovery of Complete Gut Viral Genomes by Combined Short- and Long-Read Sequencing. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2305818. [PMID: 38240578 PMCID: PMC10987132 DOI: 10.1002/advs.202305818] [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: 08/18/2023] [Revised: 12/01/2023] [Indexed: 04/04/2024]
Abstract
Current metagenome assembled human gut phage catalogs contained mostly fragmented genomes. Here, comprehensive gut virome detection procedure is developed involving virus-like particle (VLP) enrichment from ≈500 g feces and combined sequencing of short- and long-read. Applied to 135 samples, a Chinese Gut Virome Catalog (CHGV) is assembled consisting of 21,499 non-redundant viral operational taxonomic units (vOTUs) that are significantly longer than those obtained by short-read sequencing and contained ≈35% (7675) complete genomes, which is ≈nine times more than those in the Gut Virome Database (GVD, ≈4%, 1,443). Interestingly, the majority (≈60%, 13,356) of the CHGV vOTUs are obtained by either long-read or hybrid assemblies, with little overlap with those assembled from only the short-read data. With this dataset, vast diversity of the gut virome is elucidated, including the identification of 32% (6,962) novel vOTUs compare to public gut virome databases, dozens of phages that are more prevalent than the crAssphages and/or Gubaphages, and several viral clades that are more diverse than the two. Finally, the functional capacities are also characterized of the CHGV encoded proteins and constructed a viral-host interaction network to facilitate future research and applications.
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Affiliation(s)
- Jingchao Chen
- Key Laboratory of Molecular Biophysics of the Ministry of EducationHubei Key Laboratory of Bioinformatics and Molecular ImagingCenter for Artificial Intelligence BiologyDepartment of Bioinformatics and Systems BiologyCollege of Life Science and TechnologyHuazhong University of Science and TechnologyWuhanHubei430074China
| | - Chuqing Sun
- Key Laboratory of Molecular Biophysics of the Ministry of EducationHubei Key Laboratory of Bioinformatics and Molecular ImagingCenter for Artificial Intelligence BiologyDepartment of Bioinformatics and Systems BiologyCollege of Life Science and TechnologyHuazhong University of Science and TechnologyWuhanHubei430074China
| | - Yanqi Dong
- Department of NeurologyZhongshan Hospital and Institute of Science and Technology for Brain‐Inspired IntelligenceFudan UniversityShanghai200433China
| | - Menglu Jin
- Key Laboratory of Molecular Biophysics of the Ministry of EducationHubei Key Laboratory of Bioinformatics and Molecular ImagingCenter for Artificial Intelligence BiologyDepartment of Bioinformatics and Systems BiologyCollege of Life Science and TechnologyHuazhong University of Science and TechnologyWuhanHubei430074China
- College of Life ScienceHenan Normal UniversityXinxiangHenan453007China
| | - Senying Lai
- Department of NeurologyZhongshan Hospital and Institute of Science and Technology for Brain‐Inspired IntelligenceFudan UniversityShanghai200433China
| | - Longhao Jia
- Department of NeurologyZhongshan Hospital and Institute of Science and Technology for Brain‐Inspired IntelligenceFudan UniversityShanghai200433China
| | - Xueyang Zhao
- College of Life ScienceHenan Normal UniversityXinxiangHenan453007China
| | - Huarui Wang
- Key Laboratory of Molecular Biophysics of the Ministry of EducationHubei Key Laboratory of Bioinformatics and Molecular ImagingCenter for Artificial Intelligence BiologyDepartment of Bioinformatics and Systems BiologyCollege of Life Science and TechnologyHuazhong University of Science and TechnologyWuhanHubei430074China
| | - Na L. Gao
- Key Laboratory of Molecular Biophysics of the Ministry of EducationHubei Key Laboratory of Bioinformatics and Molecular ImagingCenter for Artificial Intelligence BiologyDepartment of Bioinformatics and Systems BiologyCollege of Life Science and TechnologyHuazhong University of Science and TechnologyWuhanHubei430074China
- Department of Laboratory MedicineZhongnan Hospital of Wuhan UniversityWuhan UniversityWuhan430071China
| | - Peer Bork
- European Molecular Biology LaboratoryStructural and Computational Biology Unit69117HeidelbergGermany
- Max Delbrück Centre for Molecular Medicine13125BerlinGermany
- Yonsei Frontier Lab (YFL)Yonsei University03722SeoulSouth Korea
- Department of BioinformaticsBiocenterUniversity of Würzburg97070WürzburgGermany
| | - Zhi Liu
- Department of BiotechnologyCollege of Life Science and TechnologyHuazhong University of Science and Technology430074WuhanChina
| | - Wei‐Hua Chen
- Key Laboratory of Molecular Biophysics of the Ministry of EducationHubei Key Laboratory of Bioinformatics and Molecular ImagingCenter for Artificial Intelligence BiologyDepartment of Bioinformatics and Systems BiologyCollege of Life Science and TechnologyHuazhong University of Science and TechnologyWuhanHubei430074China
- College of Life ScienceHenan Normal UniversityXinxiangHenan453007China
- Institution of Medical Artificial IntelligenceBinzhou Medical UniversityYantai264003China
| | - Xing‐Ming Zhao
- Department of NeurologyZhongshan Hospital and Institute of Science and Technology for Brain‐Inspired IntelligenceFudan UniversityShanghai200433China
- MOE Key Laboratory of Computational Neuroscience and Brain‐Inspired Intelligenceand MOE Frontiers Center for Brain ScienceFudan UniversityShanghai200433China
- State Key Laboratory of Medical NeurobiologyInstitute of Brain ScienceFudan UniversityShanghai200433China
- International Human Phenome Institutes (Shanghai)Shanghai200433China
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Ding Y, Zhao L, Wang G, Shi Y, Guo G, Liu C, Chen Z, Coker OO, She J, Yu J. PacBio sequencing of human fecal samples uncovers the DNA methylation landscape of 22 673 gut phages. Nucleic Acids Res 2023; 51:12140-12149. [PMID: 37904586 PMCID: PMC10711547 DOI: 10.1093/nar/gkad977] [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: 06/27/2023] [Revised: 10/03/2023] [Accepted: 10/18/2023] [Indexed: 11/01/2023] Open
Abstract
Gut phages have an important impact on human health. Methylation plays key roles in DNA recognition, gene expression regulation and replication for phages. However, the DNA methylation landscape of gut phages is largely unknown. Here, with PacBio sequencing (2120×, 4785 Gb), we detected gut phage methylation landscape based on 22 673 gut phage genomes, and presented diverse methylation motifs and methylation differences in genomic elements. Moreover, the methylation rate of phages was associated with taxonomy and host, and N6-methyladenine methylation rate was higher in temperate phages than in virulent phages, suggesting an important role for methylation in phage-host interaction. In particular, 3543 (15.63%) phage genomes contained restriction-modification system, which could aid in evading clearance by the host. This study revealed the DNA methylation landscape of gut phage and its potential roles, which will advance the understanding of gut phage survival and human health.
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Affiliation(s)
- Yanqiang Ding
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK-Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Liuyang Zhao
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK-Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Guoping Wang
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK-Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Yu Shi
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK-Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Gang Guo
- Center for Gut Microbiome Research, Department of Surgery, Med-X Institute, Department of High Talent, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Changan Liu
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK-Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Zigui Chen
- Department of Microbiology, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Olabisi Oluwabukola Coker
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK-Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Junjun She
- Center for Gut Microbiome Research, Department of Surgery, Med-X Institute, Department of High Talent, The First Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Jun Yu
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, CUHK-Shenzhen Research Institute, The Chinese University of Hong Kong, Hong Kong SAR, China
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Yu Y, Wang W, Zhang F. The Next Generation Fecal Microbiota Transplantation: To Transplant Bacteria or Virome. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2023; 10:e2301097. [PMID: 37914662 PMCID: PMC10724401 DOI: 10.1002/advs.202301097] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 09/02/2023] [Indexed: 11/03/2023]
Abstract
Fecal microbiota transplantation (FMT) has emerged as a promising therapeutic approach for dysbiosis-related diseases. However, the clinical practice of crude fecal transplants presents limitations in terms of acceptability and reproductivity. Consequently, two alternative solutions to FMT are developed: transplanting bacteria communities or virome. Advanced methods for transplanting bacteria mainly include washed microbiota transplantation and bacteria spores treatment. Transplanting the virome is also explored, with the development of fecal virome transplantation, which involves filtering the virome from feces. These approaches provide more palatable options for patients and healthcare providers while minimizing research heterogeneity. In general, the evolution of the next generation of FMT in global trends is fecal microbiota components transplantation which mainly focuses on transplanting bacteria or virome.
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Affiliation(s)
- You Yu
- Department of Microbiota Medicine & Medical Center for Digestive DiseasesThe Second Affiliated Hospital of Nanjing Medical UniversityNanjing210011China
- Key Lab of Holistic Integrative EnterologyNanjing Medical UniversityNanjing210011China
| | - Weihong Wang
- Department of Microbiota Medicine & Medical Center for Digestive DiseasesThe Second Affiliated Hospital of Nanjing Medical UniversityNanjing210011China
- Key Lab of Holistic Integrative EnterologyNanjing Medical UniversityNanjing210011China
| | - Faming Zhang
- Department of Microbiota Medicine & Medical Center for Digestive DiseasesThe Second Affiliated Hospital of Nanjing Medical UniversityNanjing210011China
- Key Lab of Holistic Integrative EnterologyNanjing Medical UniversityNanjing210011China
- Department of Microbiota MedicineSir Run Run HospitalNanjing Medical UniversityNanjing211166China
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Sun C, Chen J, Jin M, Zhao X, Li Y, Dong Y, Gao N, Liu Z, Bork P, Zhao X, Chen W. Long-Read Sequencing Reveals Extensive DNA Methylations in Human Gut Phagenome Contributed by Prevalently Phage-Encoded Methyltransferases. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2023; 10:e2302159. [PMID: 37382405 PMCID: PMC10477858 DOI: 10.1002/advs.202302159] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Indexed: 06/30/2023]
Abstract
DNA methylation plays a crucial role in the survival of bacteriophages (phages), yet the understanding of their genome methylation remains limited. In this study, DNA methylation patterns are analyzed in 8848 metagenome-assembled high-quality phages from 104 fecal samples using single-molecule real-time sequencing. The results demonstrate that 97.60% of gut phages exhibit methylation, with certain factors correlating with methylation densities. Phages with higher methylation densities appear to have potential viability advantages. Strikingly, more than one-third of the phages possess their own DNA methyltransferases (MTases). Increased MTase copies are associated with higher genome methylation densities, specific methylation motifs, and elevated prevalence of certain phage groups. Notably, the majority of these MTases share close homology with those encoded by gut bacteria, suggesting their exchange during phage-bacterium interactions. Furthermore, these MTases can be employed to accurately predict phage-host relationships. Overall, the findings indicate the widespread utilization of DNA methylation by gut DNA phages as an evasion mechanism against host defense systems, with a substantial contribution from phage-encoded MTases.
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Affiliation(s)
- Chuqing Sun
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular Imaging, Center for Artificial Intelligence Biology, Department of Bioinformatics and Systems Biology, College of Life Science and TechnologyHuazhong University of Science and TechnologyWuhanHubei430074P. R. China
| | - Jingchao Chen
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular Imaging, Center for Artificial Intelligence Biology, Department of Bioinformatics and Systems Biology, College of Life Science and TechnologyHuazhong University of Science and TechnologyWuhanHubei430074P. R. China
| | - Menglu Jin
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular Imaging, Center for Artificial Intelligence Biology, Department of Bioinformatics and Systems Biology, College of Life Science and TechnologyHuazhong University of Science and TechnologyWuhanHubei430074P. R. China
| | - Xueyang Zhao
- College of Life ScienceHenan Normal UniversityXinxiangHenan453007P. R. China
| | - Yun Li
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular Imaging, Center for Artificial Intelligence Biology, Department of Bioinformatics and Systems Biology, College of Life Science and TechnologyHuazhong University of Science and TechnologyWuhanHubei430074P. R. China
| | - Yanqi Dong
- Institute of Science and Technology for Brain‐Inspired IntelligenceFudan UniversityShanghai200433P. R. China
| | - Na Gao
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular Imaging, Center for Artificial Intelligence Biology, Department of Bioinformatics and Systems Biology, College of Life Science and TechnologyHuazhong University of Science and TechnologyWuhanHubei430074P. R. China
- Department of Laboratory Medicine, Zhongnan Hospital of Wuhan UniversityWuhan UniversityWuhan430071P. R. China
| | - Zhi Liu
- Department of Biotechnology, College of Life Science and TechnologyHuazhong University of Science and TechnologyWuhan430074P. R. China
| | - Peer Bork
- European Molecular Biology LaboratoryStructural and Computational Biology Unit69117HeidelbergGermany
- Max Delbrück Centre for Molecular Medicine13125BerlinGermany
- Yonsei Frontier Lab (YFL)Yonsei UniversitySeoul03722South Korea
- Department of Bioinformatics, BiocenterUniversity of Würzburg97070WürzburgGermany
| | - Xing‐Ming Zhao
- Institute of Science and Technology for Brain‐Inspired IntelligenceFudan UniversityShanghai200433P. R. China
- MOE Key Laboratory of Computational Neuroscience and Brain‐Inspired Intelligence and MOE Frontiers Center for Brain ScienceFudan UniversityShanghai200433P. R. China
- State Key Laboratory of Medical Neurobiology, Institute of Brain ScienceFudan UniversityShanghai200433P. R. China
- Department of Neurology, Zhongshan HospitalFudan UniversityShanghai200032P. R. China
- International Human Phenome Institutes (Shanghai)Shanghai200433P. R. China
| | - Wei‐Hua Chen
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular Imaging, Center for Artificial Intelligence Biology, Department of Bioinformatics and Systems Biology, College of Life Science and TechnologyHuazhong University of Science and TechnologyWuhanHubei430074P. R. China
- College of Life ScienceHenan Normal UniversityXinxiangHenan453007P. R. China
- Institution of Medical Artificial IntelligenceBinzhou Medical UniversityYantai264003P. R. China
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He Z, Jin T, Wu W, Zhao Z, Lu Z, Song S, Liu K, Shao Z. Emerging Highly Pathogenic Avian Influenza (H5N8) Virus in Podiceps nigricollis in Northwest China in 2021. Transbound Emerg Dis 2023; 2023:7896376. [PMID: 40303702 PMCID: PMC12017185 DOI: 10.1155/2023/7896376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 12/30/2022] [Accepted: 01/03/2023] [Indexed: 05/02/2025]
Abstract
Three highly pathogenic avian influenza (H5N8) viruses were detected in the migratory bird Podiceps nigricollis in Northwest China in June 2021. Phylogenetic analysis indicated that these H5N8 isolates belonged to clade 2.3.4.4b, which were highly homologous to strains isolated in China and South Korea. In this study, H5N8 virus infection in Podiceps nigricollis was detected using Oxford Nanopore Technologies sequencing technology and caused pathological changes in multiple organs.
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Affiliation(s)
- Zhen He
- Department of Epidemiology, School of Public Health, Air Force Medical University, Xi'an 710032, China
| | - Tiezhi Jin
- Shaanxi Institute of Zoology, Xi'an 710032, China
| | - Weikang Wu
- Department of Epidemiology, School of Public Health, Air Force Medical University, Xi'an 710032, China
- Gansu University of Chinese Medicine, Lanzhou 730000, China
| | - Zhe Zhao
- Department of Epidemiology, School of Public Health, Air Force Medical University, Xi'an 710032, China
- Gansu University of Chinese Medicine, Lanzhou 730000, China
| | - Zhenhua Lu
- Department of Epidemiology, School of Public Health, Air Force Medical University, Xi'an 710032, China
| | - Shuxuan Song
- Department of Epidemiology, School of Public Health, Air Force Medical University, Xi'an 710032, China
| | - Kun Liu
- Department of Epidemiology, School of Public Health, Air Force Medical University, Xi'an 710032, China
| | - Zhongjun Shao
- Department of Epidemiology, School of Public Health, Air Force Medical University, Xi'an 710032, China
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Wang W, Lu G, Wu X, Wen Q, Zhang F. Colonic Transendoscopic Enteral Tubing Is a New Pathway to Microbial Therapy, Colonic Drainage, and Host-Microbiota Interaction Research. J Clin Med 2023; 12:780. [PMID: 36769429 PMCID: PMC9918197 DOI: 10.3390/jcm12030780] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Revised: 01/08/2023] [Accepted: 01/17/2023] [Indexed: 01/20/2023] Open
Abstract
The limitation of traditional delivery methods for fecal microbiota transplantation (FMT) gave birth to colonic transendoscopic enteral tubing (TET) to address the requirement of frequent FMTs. Colonic TET as a novel endoscopic intervention has received increasing attention in practice since 2015 in China. Emerging studies from multiple centers indicate that colonic TET is a promising, safe, and practical delivery method for microbial therapy and administering medication with high patient satisfaction. Intriguingly, colonic TET has been used to rescue endoscopy-related perforations by draining colonic air and fluid through the TET tube. Recent research based on collecting ileocecal samples through a TET tube has contributed to demonstrating community dynamics in the intestine, and it is expected to be a novel delivery of proof-of-concept in host-microbiota interactions and pharmacological research. The present article aims to review the concept and techniques of TET and to explore microbial therapy, colonic drainage, and microbial research based on colonic TET.
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Affiliation(s)
- Weihong Wang
- Medical Center for Digestive Diseases, The Second Affiliated Hospital of Nanjing Medical University, 121 Jiang Jia Yuan, Nanjing 210011, China
- Key Lab of Holistic Integrative Enterology, The Second Affiliated Hospital of Nanjing Medical University, 121 Jiang Jia Yuan, Nanjing 210011, China
| | - Gaochen Lu
- Medical Center for Digestive Diseases, The Second Affiliated Hospital of Nanjing Medical University, 121 Jiang Jia Yuan, Nanjing 210011, China
- Key Lab of Holistic Integrative Enterology, The Second Affiliated Hospital of Nanjing Medical University, 121 Jiang Jia Yuan, Nanjing 210011, China
| | - Xia Wu
- Medical Center for Digestive Diseases, The Second Affiliated Hospital of Nanjing Medical University, 121 Jiang Jia Yuan, Nanjing 210011, China
- Key Lab of Holistic Integrative Enterology, The Second Affiliated Hospital of Nanjing Medical University, 121 Jiang Jia Yuan, Nanjing 210011, China
| | - Quan Wen
- Medical Center for Digestive Diseases, The Second Affiliated Hospital of Nanjing Medical University, 121 Jiang Jia Yuan, Nanjing 210011, China
- Key Lab of Holistic Integrative Enterology, The Second Affiliated Hospital of Nanjing Medical University, 121 Jiang Jia Yuan, Nanjing 210011, China
| | - Faming Zhang
- Medical Center for Digestive Diseases, The Second Affiliated Hospital of Nanjing Medical University, 121 Jiang Jia Yuan, Nanjing 210011, China
- Key Lab of Holistic Integrative Enterology, The Second Affiliated Hospital of Nanjing Medical University, 121 Jiang Jia Yuan, Nanjing 210011, China
- Department of Microbiotherapy, Sir Run Run Hospital, Nanjing Medical University, 109 Longmian Avenue, Nanjing 211166, China
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Chitcharoen S, Sivapornnukul P, Payungporn S. Revolutionized virome research using systems microbiology approaches. Exp Biol Med (Maywood) 2022; 247:1135-1147. [PMID: 35723062 PMCID: PMC9335507 DOI: 10.1177/15353702221102895] [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] [Indexed: 01/03/2023] Open
Abstract
Currently, both pathogenic and commensal viruses are continuously being discovered and acknowledged as ubiquitous components of microbial communities. The advancements of systems microbiological approaches have changed the face of virome research. Here, we focus on viral metagenomic approach to study virus community and their interactions with other microbial members as well as their hosts. This review also summarizes challenges, limitations, and benefits of the current virome approaches. Potentially, the studies of virome can be further applied in various biological and clinical fields.
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Affiliation(s)
- Suwalak Chitcharoen
- Program in Bioinformatics and Computational Biology, Graduate School, Chulalongkorn University, Bangkok 10330, Thailand,Research Unit of Systems Microbiology, Department of Biochemistry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand
| | - Pavaret Sivapornnukul
- Research Unit of Systems Microbiology, Department of Biochemistry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand,Department of Biochemistry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand
| | - Sunchai Payungporn
- Research Unit of Systems Microbiology, Department of Biochemistry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand,Department of Biochemistry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand,Sunchai Payungporn.
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Abstract
The recovery of DNA from viromes is a major obstacle in the use of long-read sequencing to study their genomes. For this reason, the use of cellular metagenomes (>0.2-μm size range) emerges as an interesting complementary tool, since they contain large amounts of naturally amplified viral genomes from prelytic replication. We have applied second-generation (Illumina NextSeq; short reads) and third-generation (PacBio Sequel II; long reads) sequencing to compare the diversity and features of the viral community in a marine sample obtained from offshore waters of the western Mediterranean. We found that a major wedge of the expected marine viral diversity was directly recovered by the raw PacBio circular consensus sequencing (CCS) reads. More than 30,000 sequences were detected only in this data set, with no homologues in the long- and short-read assembly, and ca. 26,000 had no homologues in the large data set of the Global Ocean Virome 2 (GOV2), highlighting the information gap created by the assembly bias. At the level of complete viral genomes, the performance was similar in both approaches. However, the hybrid long- and short-read assembly provided the longest average length of the sequences and improved the host assignment. Although no novel major clades of viruses were found, there was an increase in the intraclade genomic diversity recovered by long reads that produced an enriched assessment of the real diversity and allowed the discovery of novel genes with biotechnological potential (e.g., endolysin genes). IMPORTANCE We explored the vast genetic diversity of environmental viruses by using a combination of cellular metagenome (as opposed to virome) sequencing using high-fidelity long-read sequences (in this case, PacBio CCS). This approach resulted in the recovery of a representative sample of the viral population, and it performed better (more phage contigs, larger average contig size) than Illumina sequencing applied to the same sample. By this approach, the many biases of assembly are avoided, as the CCS reads recovers (typically around 5 kb) complete genes and even operons, resulting in a better discovery of the viral gene diversity based on viral marker proteins. Thus, biotechnologically promising genes, such as endolysin genes, can be very efficiently searched with this approach. In addition, hybrid assembly produces more complete and longer contigs, which is particularly important for studying little-known viral groups such as the nucleocytoplasmic large DNA viruses (NCLDV).
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Smith SE, Huang W, Tiamani K, Unterer M, Khan Mirzaei M, Deng L. Emerging technologies in the study of the virome. Curr Opin Virol 2022; 54:101231. [DOI: 10.1016/j.coviro.2022.101231] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 04/16/2022] [Accepted: 04/19/2022] [Indexed: 11/03/2022]
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Antipov D, Rayko M, Kolmogorov M, Pevzner PA. viralFlye: assembling viruses and identifying their hosts from long-read metagenomics data. Genome Biol 2022; 23:57. [PMID: 35189932 PMCID: PMC8862349 DOI: 10.1186/s13059-021-02566-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Accepted: 12/03/2021] [Indexed: 11/10/2022] Open
Abstract
Although the use of long-read sequencing improves the contiguity of assembled viral genomes compared to short-read methods, assembling complex viral communities remains an open problem. We describe the viralFlye tool for identification and analysis of metagenome-assembled viruses in long-read assemblies. We show it significantly improves viral assemblies and demonstrate that long-reads result in a much larger array of predicted virus-host associations as compared to short-read assemblies. We demonstrate that the identification of novel CRISPR arrays in bacterial genomes from a newly assembled metagenomic sample provides information for predicting novel hosts for novel viruses.
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Affiliation(s)
- Dmitry Antipov
- Center for Algorithmic Biotechnology, Saint Petersburg State University, Saint Petersburg, Russia.
| | - Mikhail Rayko
- Center for Algorithmic Biotechnology, Saint Petersburg State University, Saint Petersburg, Russia
| | - Mikhail Kolmogorov
- Department of Computer Science and Engineering, University of California at San Diego, La Jolla, USA
| | - Pavel A Pevzner
- Department of Computer Science and Engineering, University of California at San Diego, La Jolla, USA
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12
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Lee CZ, Zoqratt MZHM, Phipps ME, Barr JJ, Lal SK, Ayub Q, Rahman S. The gut virome in two indigenous populations from Malaysia. Sci Rep 2022; 12:1824. [PMID: 35115615 PMCID: PMC8813915 DOI: 10.1038/s41598-022-05656-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Accepted: 01/04/2022] [Indexed: 12/30/2022] Open
Abstract
The human gut contains a complex microbiota dominated by bacteriophages but also containing other viruses and bacteria and fungi. There are a growing number of techniques for the extraction, sequencing, and analysis of the virome but currently no standardized protocols. This study established an effective workflow for virome analysis to investigate the virome of stool samples from two understudied ethnic groups from Malaysia: the Jakun and Jehai Orang Asli. By using the virome extraction and analysis workflow with the Oxford Nanopore Technology, long-read sequencing successfully captured close to full-length viral genomes. The virome composition of the two indigenous Malaysian communities were remarkably different from those found in other parts of the world. Additionally, plant viruses found in the viromes of these individuals were attributed to traditional food-seeking methods. This study establishes a human gut virome workflow and extends insights into the healthy human gut virome, laying the groundwork for comparative studies.
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Affiliation(s)
- Chuen Zhang Lee
- School of Science, Monash University Malaysia, 47500, Bandar Sunway, Selangor Darul Ehsan, Malaysia
| | | | - Maude E Phipps
- Jeffrey Cheah School of Medicine and Health Sciences, Monash University Malaysia, Subang Jaya, Malaysia
| | - Jeremy J Barr
- School of Biological Sciences, Monash University, Melbourne, VIC, 3800, Australia
| | - Sunil K Lal
- School of Science, Monash University Malaysia, 47500, Bandar Sunway, Selangor Darul Ehsan, Malaysia
| | - Qasim Ayub
- School of Science, Monash University Malaysia, 47500, Bandar Sunway, Selangor Darul Ehsan, Malaysia
- Genomics Facility, Monash University Malaysia, 47500, Bandar Sunway, Selangor Darul Ehsan, Malaysia
| | - Sadequr Rahman
- School of Science, Monash University Malaysia, 47500, Bandar Sunway, Selangor Darul Ehsan, Malaysia.
- Tropical Medicine and Biology Multidisciplinary Platform, Monash University Malaysia, Subang Jaya, Malaysia.
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13
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Zhao N, Cao J, Xu J, Liu B, Liu B, Chen D, Xia B, Chen L, Zhang W, Zhang Y, Zhang X, Duan Z, Wang K, Xie F, Xiao K, Yan W, Xie L, Zhou H, Wang J. Targeting RNA with Next- and Third-Generation Sequencing Improves Pathogen Identification in Clinical Samples. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2021; 8:e2102593. [PMID: 34687159 PMCID: PMC8655164 DOI: 10.1002/advs.202102593] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2021] [Revised: 09/05/2021] [Indexed: 05/11/2023]
Abstract
Fast and accurate identification of microbial pathogens is critical for the proper treatment of infections. Traditional culture-based diagnosis in clinics is increasingly supplemented by metagenomic next-generation-sequencing (mNGS). Here, RNA/cDNA-targeted sequencing (meta-transcriptomics using NGS (mtNGS)) is established to reduce the host nucleotide percentage in clinic samples and by combining with Oxford Nanopore Technology (ONT) platforms (meta-transcriptomics using third-generation sequencing, mtTGS) to improve the sequencing time. It shows that mtNGS improves the ratio of microbial reads, facilitates bacterial identification using multiple-strategies, and discovers fungi, viruses, and antibiotic resistance genes, and displaying agreement with clinical findings. Furthermore, longer reads in mtTGS lead to additional improvement in pathogen identification and also accelerate the clinical diagnosis. Additionally, primary tests utilizing direct-RNA sequencing and targeted sequencing of ONT show that ONT displays important potential but must be further developed. This study presents the potential of RNA-targeted pathogen identification in clinical samples, especially when combined with the newest developments in ONT.
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Affiliation(s)
- Na Zhao
- CAS Key Laboratory of Pathogenic Microbiology and ImmunologyInstitute of MicrobiologyChinese Academy of SciencesBeijing100101China
| | - Jiabao Cao
- CAS Key Laboratory of Pathogenic Microbiology and ImmunologyInstitute of MicrobiologyChinese Academy of SciencesBeijing100101China
- University of Chinese Academy of SciencesBeijing100049China
| | - Jiayue Xu
- CAS Key Laboratory of Pathogenic Microbiology and ImmunologyInstitute of MicrobiologyChinese Academy of SciencesBeijing100101China
| | - Beibei Liu
- Peking University Third HospitalBeijing100191China
| | - Bin Liu
- College of Pulmonary and Critical Care MedicineChinese PLA General HospitalBeijing100853China
| | - Dingqiang Chen
- Microbiome Medicine CenterDepartment of Laboratory MedicineZhujiang HospitalSouthern Medical UniversityGuangzhouGuangdong510282China
| | - Binbin Xia
- CAS Key Laboratory of Pathogenic Microbiology and ImmunologyInstitute of MicrobiologyChinese Academy of SciencesBeijing100101China
- University of Chinese Academy of SciencesBeijing100049China
| | - Liang Chen
- CAS Key Laboratory of Pathogenic Microbiology and ImmunologyInstitute of MicrobiologyChinese Academy of SciencesBeijing100101China
| | - Wenhui Zhang
- CAS Key Laboratory of Pathogenic Microbiology and ImmunologyInstitute of MicrobiologyChinese Academy of SciencesBeijing100101China
- University of Chinese Academy of SciencesBeijing100049China
| | - Yuqing Zhang
- CAS Key Laboratory of Pathogenic Microbiology and ImmunologyInstitute of MicrobiologyChinese Academy of SciencesBeijing100101China
- University of Chinese Academy of SciencesBeijing100049China
| | - Xuan Zhang
- CAS Key Laboratory of Pathogenic Microbiology and ImmunologyInstitute of MicrobiologyChinese Academy of SciencesBeijing100101China
| | - Zhimei Duan
- College of Pulmonary and Critical Care MedicineChinese PLA General HospitalBeijing100853China
| | - Kaifei Wang
- College of Pulmonary and Critical Care MedicineChinese PLA General HospitalBeijing100853China
| | - Fei Xie
- College of Pulmonary and Critical Care MedicineChinese PLA General HospitalBeijing100853China
| | - Kun Xiao
- College of Pulmonary and Critical Care MedicineChinese PLA General HospitalBeijing100853China
| | - Wei Yan
- Peking University Third HospitalBeijing100191China
| | - Lixin Xie
- College of Pulmonary and Critical Care MedicineChinese PLA General HospitalBeijing100853China
| | - Hongwei Zhou
- Microbiome Medicine CenterDepartment of Laboratory MedicineZhujiang HospitalSouthern Medical UniversityGuangzhouGuangdong510282China
| | - Jun Wang
- CAS Key Laboratory of Pathogenic Microbiology and ImmunologyInstitute of MicrobiologyChinese Academy of SciencesBeijing100101China
- University of Chinese Academy of SciencesBeijing100049China
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14
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Tedersoo L, Albertsen M, Anslan S, Callahan B. Perspectives and Benefits of High-Throughput Long-Read Sequencing in Microbial Ecology. Appl Environ Microbiol 2021; 87:e0062621. [PMID: 34132589 PMCID: PMC8357291 DOI: 10.1128/aem.00626-21] [Citation(s) in RCA: 87] [Impact Index Per Article: 21.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Short-read, high-throughput sequencing (HTS) methods have yielded numerous important insights into microbial ecology and function. Yet, in many instances short-read HTS techniques are suboptimal, for example, by providing insufficient phylogenetic resolution or low integrity of assembled genomes. Single-molecule and synthetic long-read (SLR) HTS methods have successfully ameliorated these limitations. In addition, nanopore sequencing has generated a number of unique analysis opportunities, such as rapid molecular diagnostics and direct RNA sequencing, and both Pacific Biosciences (PacBio) and nanopore sequencing support detection of epigenetic modifications. Although initially suffering from relatively low sequence quality, recent advances have greatly improved the accuracy of long-read sequencing technologies. In spite of great technological progress in recent years, the long-read HTS methods (PacBio and nanopore sequencing) are still relatively costly, require large amounts of high-quality starting material, and commonly need specific solutions in various analysis steps. Despite these challenges, long-read sequencing technologies offer high-quality, cutting-edge alternatives for testing hypotheses about microbiome structure and functioning as well as assembly of eukaryote genomes from complex environmental DNA samples.
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Affiliation(s)
- Leho Tedersoo
- Mycology and Microbiology Center, University of Tartu, Tartu, Estonia
| | - Mads Albertsen
- Department of Chemistry and Bioscience, Aalborg University, Aalborg, Denmark
| | - Sten Anslan
- Mycology and Microbiology Center, University of Tartu, Tartu, Estonia
- Braunschweig University of Technology, Zoological Institute, Braunschweig, Germany
| | - Benjamin Callahan
- Department of Population Health and Pathobiology, College of Veterinary Medicine and Bioinformatics Research Center, North Carolina State University, Raleigh, North Carolina, USA
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15
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Kirsch JM, Brzozowski RS, Faith D, Round JL, Secor PR, Duerkop BA. Bacteriophage-Bacteria Interactions in the Gut: From Invertebrates to Mammals. Annu Rev Virol 2021; 8:95-113. [PMID: 34255542 DOI: 10.1146/annurev-virology-091919-101238] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Bacteria and their viruses (bacteriophages or phages) interact antagonistically and beneficially in polymicrobial communities such as the guts of animals. These interactions are multifaceted and are influenced by environmental conditions. In this review, we discuss phage-bacteria interactions as they relate to the complex environment of the gut. Within the mammalian and invertebrate guts, phages and bacteria engage in diverse interactions including genetic coexistence through lysogeny, and phages directly modulate microbiota composition and the immune system with consequences that are becoming recognized as potential drivers of health and disease. With greater depth of understanding of phage-bacteria interactions in the gut and the outcomes, future phage therapies become possible. Expected final online publication date for the Annual Review of Virology, Volume 8 is September 2021. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Affiliation(s)
- Joshua M Kirsch
- Department of Immunology and Microbiology, University of Colorado School of Medicine, Aurora, Colorado 80045, USA;
| | - Robert S Brzozowski
- Division of Biological Sciences, University of Montana, Missoula, Montana 59812, USA;
| | - Dominick Faith
- Division of Biological Sciences, University of Montana, Missoula, Montana 59812, USA;
| | - June L Round
- Department of Pathology, Division of Microbiology and Immunology, University of Utah School of Medicine, Salt Lake City, Utah 84113, USA;
| | - Patrick R Secor
- Division of Biological Sciences, University of Montana, Missoula, Montana 59812, USA;
| | - Breck A Duerkop
- Department of Immunology and Microbiology, University of Colorado School of Medicine, Aurora, Colorado 80045, USA;
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16
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Ben Chehida S, Filloux D, Fernandez E, Moubset O, Hoareau M, Julian C, Blondin L, Lett JM, Roumagnac P, Lefeuvre P. Nanopore Sequencing Is a Credible Alternative to Recover Complete Genomes of Geminiviruses. Microorganisms 2021; 9:903. [PMID: 33922452 PMCID: PMC8147096 DOI: 10.3390/microorganisms9050903] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Revised: 04/21/2021] [Accepted: 04/21/2021] [Indexed: 01/23/2023] Open
Abstract
Next-generation sequencing (NGS), through the implementation of metagenomic protocols, has led to the discovery of thousands of new viruses in the last decade. Nevertheless, these protocols are still laborious and costly to implement, and the technique has not yet become routine for everyday virus characterization. Within the context of CRESS DNA virus studies, we implemented two alternative long-read NGS protocols, one that is agnostic to the sequence (without a priori knowledge of the viral genome) and the other that use specific primers to target a virus (with a priori). Agnostic and specific long read NGS-based assembled genomes of two capulavirus strains were compared to those obtained using the gold standard technique of Sanger sequencing. Both protocols allowed the detection and accurate full genome characterization of both strains. Globally, the assembled genomes were very similar (99.5-99.7% identity) to the Sanger sequences consensus, but differences in the homopolymeric tracks of these sequences indicated a specific lack of accuracy of the long reads NGS approach that has yet to be improved. Nevertheless, the use of the bench-top sequencer has proven to be a credible alternative in the context of CRESS DNA virus study and could offer a new range of applications not previously accessible.
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Affiliation(s)
- Selim Ben Chehida
- CIRAD, UMR PVBMT, F-97410 St Pierre, La Réunion, France; (S.B.C.); (M.H.); (J.-M.L.)
| | - Denis Filloux
- CIRAD, PHIM, F-34398 Montpellier, France; (D.F.); (E.F.); (O.M.); (C.J.); (L.B.); (P.R.)
- PHIM Plant Health Institute, University Montpellier, CIRAD, INRAE, Institut Agro, IRD, F-34398 Montpellier, France
| | - Emmanuel Fernandez
- CIRAD, PHIM, F-34398 Montpellier, France; (D.F.); (E.F.); (O.M.); (C.J.); (L.B.); (P.R.)
- PHIM Plant Health Institute, University Montpellier, CIRAD, INRAE, Institut Agro, IRD, F-34398 Montpellier, France
| | - Oumaima Moubset
- CIRAD, PHIM, F-34398 Montpellier, France; (D.F.); (E.F.); (O.M.); (C.J.); (L.B.); (P.R.)
- PHIM Plant Health Institute, University Montpellier, CIRAD, INRAE, Institut Agro, IRD, F-34398 Montpellier, France
| | - Murielle Hoareau
- CIRAD, UMR PVBMT, F-97410 St Pierre, La Réunion, France; (S.B.C.); (M.H.); (J.-M.L.)
| | - Charlotte Julian
- CIRAD, PHIM, F-34398 Montpellier, France; (D.F.); (E.F.); (O.M.); (C.J.); (L.B.); (P.R.)
- PHIM Plant Health Institute, University Montpellier, CIRAD, INRAE, Institut Agro, IRD, F-34398 Montpellier, France
| | - Laurence Blondin
- CIRAD, PHIM, F-34398 Montpellier, France; (D.F.); (E.F.); (O.M.); (C.J.); (L.B.); (P.R.)
- PHIM Plant Health Institute, University Montpellier, CIRAD, INRAE, Institut Agro, IRD, F-34398 Montpellier, France
| | - Jean-Michel Lett
- CIRAD, UMR PVBMT, F-97410 St Pierre, La Réunion, France; (S.B.C.); (M.H.); (J.-M.L.)
| | - Philippe Roumagnac
- CIRAD, PHIM, F-34398 Montpellier, France; (D.F.); (E.F.); (O.M.); (C.J.); (L.B.); (P.R.)
- PHIM Plant Health Institute, University Montpellier, CIRAD, INRAE, Institut Agro, IRD, F-34398 Montpellier, France
| | - Pierre Lefeuvre
- CIRAD, UMR PVBMT, F-97410 St Pierre, La Réunion, France; (S.B.C.); (M.H.); (J.-M.L.)
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17
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Cao J, Wang C, Zhang Y, Lei G, Xu K, Zhao N, Lu J, Meng F, Yu L, Yan J, Bai C, Zhang S, Zhang N, Gong Y, Bi Y, Shi Y, Chen Z, Dai L, Wang J, Yang P. Integrated gut virome and bacteriome dynamics in COVID-19 patients. Gut Microbes 2021; 13:1-21. [PMID: 33678150 PMCID: PMC7946006 DOI: 10.1080/19490976.2021.1887722] [Citation(s) in RCA: 97] [Impact Index Per Article: 24.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Revised: 01/14/2021] [Accepted: 01/29/2021] [Indexed: 02/08/2023] Open
Abstract
SARS-CoV-2 is the cause of the current global pandemic of COVID-19; this virus infects multiple organs, such as the lungs and gastrointestinal tract. The microbiome in these organs, including the bacteriome and virome, responds to infection and might also influence disease progression and treatment outcome. In a cohort of 13 COVID-19 patients in Beijing, China, we observed that the gut virome and bacteriome in the COVID-19 patients were notably different from those of five healthy controls. We identified a bacterial dysbiosis signature by observing reduced diversity and viral shifts in patients, and among the patients, the bacterial/viral compositions were different between patients of different severities, although these differences are not entirely distinguishable from the effect of antibiotics. Severe cases of COVID-19 exhibited a greater abundance of opportunistic pathogens but were depleted for butyrate-producing groups of bacteria compared with mild to moderate cases. We replicated our findings in a mouse COVID-19 model, confirmed virome differences and bacteriome dysbiosis due to SARS-CoV-2 infection, and observed that immune/infection-related genes were differentially expressed in gut epithelial cells during infection, possibly explaining the virome and bacteriome dynamics. Our results suggest that the components of the microbiome, including the bacteriome and virome, are affected by SARS-CoV-2 infections, while their compositional signatures could reflect or even contribute to disease severity and recovery processes.
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Affiliation(s)
- Jiabao Cao
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Cheng Wang
- First Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Yuqing Zhang
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Guanglin Lei
- Fifth Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Infectious Diseases, Beijing, China
| | - Kun Xu
- Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Tropical Medicine and Laboratory Medicine, the First Affiliated Hospital, Hainan Medical University, Hainan, China
| | - Na Zhao
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
| | - Jingjing Lu
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Fanping Meng
- Fifth Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Infectious Diseases, Beijing, China
| | - Linxiang Yu
- Fifth Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Infectious Diseases, Beijing, China
| | - Jin Yan
- Fifth Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Infectious Diseases, Beijing, China
| | - Changqing Bai
- Fifth Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Infectious Diseases, Beijing, China
| | - Shaogeng Zhang
- Fifth Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Infectious Diseases, Beijing, China
| | - Ning Zhang
- Center for Influenza Research and Early-warning (CASCIRE), CAS-TWAS Center of Excellence for Emerging Infectious Disease (CEEID), Chinese Academy of Sciences, Beijing, China
| | - Yuhuan Gong
- Center for Influenza Research and Early-warning (CASCIRE), CAS-TWAS Center of Excellence for Emerging Infectious Disease (CEEID), Chinese Academy of Sciences, Beijing, China
- Institutes of Physical Science and Information Technology, Anhui University, Hefei, China
| | - Yuhai Bi
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
- Center for Influenza Research and Early-warning (CASCIRE), CAS-TWAS Center of Excellence for Emerging Infectious Disease (CEEID), Chinese Academy of Sciences, Beijing, China
| | - Yi Shi
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
- Center for Influenza Research and Early-warning (CASCIRE), CAS-TWAS Center of Excellence for Emerging Infectious Disease (CEEID), Chinese Academy of Sciences, Beijing, China
| | - Zhu Chen
- Fifth Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Infectious Diseases, Beijing, China
| | - Lianpan Dai
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
- Center for Influenza Research and Early-warning (CASCIRE), CAS-TWAS Center of Excellence for Emerging Infectious Disease (CEEID), Chinese Academy of Sciences, Beijing, China
| | - Jun Wang
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
- Center for Influenza Research and Early-warning (CASCIRE), CAS-TWAS Center of Excellence for Emerging Infectious Disease (CEEID), Chinese Academy of Sciences, Beijing, China
| | - Penghui Yang
- Fifth Medical Center of Chinese PLA General Hospital, National Clinical Research Center for Infectious Diseases, Beijing, China
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