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Ma B, Barathan M, Ng MH, Law JX. Oxidative Stress, Gut Microbiota, and Extracellular Vesicles: Interconnected Pathways and Therapeutic Potentials. Int J Mol Sci 2025; 26:3148. [PMID: 40243936 PMCID: PMC11989138 DOI: 10.3390/ijms26073148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2025] [Revised: 03/26/2025] [Accepted: 03/27/2025] [Indexed: 04/18/2025] Open
Abstract
Oxidative stress (OS) and gut microbiota are crucial factors influencing human health, each playing a significant role in the development and progression of chronic diseases. This review provides a comprehensive analysis of the complex interplay between these two factors, focusing on how an imbalance between reactive oxygen species (ROS) and antioxidants leads to OS, disrupting cellular homeostasis and contributing to a range of conditions, including metabolic disorders, cardiovascular diseases, neurological diseases, and cancer. The gut microbiota, a diverse community of microorganisms residing in the gastrointestinal tract, is essential for regulating immune responses, metabolic pathways, and overall health. Dysbiosis, an imbalance in the gut microbiota composition, is closely associated with chronic inflammation, metabolic dysfunction, and various diseases. This review highlights how the gut microbiota influences and is influenced by OS, complicating the pathophysiology of many conditions. Furthermore, emerging evidence has identified extracellular vesicles (EVs) as critical facilitators of cellular crosstalk between the OS and gut microbiota. EVs also play a crucial role in signaling between the gut microbiota and host tissues, modulating immune responses, inflammation, and metabolic processes. The signaling function of EVs holds promise for the development of targeted therapies aimed at restoring microbial balance and mitigating OS. Personalized therapeutic approaches, including probiotics, antioxidants, and fecal microbiota transplantation-based strategies, can be used to address OS-related diseases and improve health outcomes. Nonetheless, further research is needed to study the molecular mechanisms underlying these interactions and the potential of innovative interventions to offer novel strategies for managing OS-related diseases and enhancing overall human health.
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Affiliation(s)
| | | | | | - Jia Xian Law
- Department of Tissue Engineering and Regenerative Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur 56000, Malaysia; (B.M.); (M.B.); (M.H.N.)
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Wang H, Sun C, Li Y, Chen J, Zhao XM, Chen WH. Complementary insights into gut viral genomes: a comparative benchmark of short- and long-read metagenomes using diverse assemblers and binners. MICROBIOME 2024; 12:260. [PMID: 39707560 DOI: 10.1186/s40168-024-01981-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2024] [Accepted: 11/17/2024] [Indexed: 12/23/2024]
Abstract
BACKGROUND Metagenome-assembled viral genomes have significantly advanced the discovery and characterization of the human gut virome. However, we lack a comparative assessment of assembly tools on the efficacy of viral genome identification, particularly across next-generation sequencing (NGS) and third-generation sequencing (TGS) data. RESULTS We evaluated the efficiency of NGS, TGS, and hybrid assemblers for viral genome discovery using 95 viral-like particle (VLP)-enriched fecal samples sequenced on both Illumina and PacBio platforms. MEGAHIT, metaFlye, and hybridSPAdes emerged as the optimal choices for NGS, TGS, and hybrid datasets, respectively. Notably, these assemblers recovered distinct viral genomes, demonstrating a remarkable degree of complementarity. By combining individual assembler results, we expanded the total number of nonredundant high-quality viral genomes by 4.83 ~ 21.7-fold compared to individual assemblers. Among them, viral genomes from NGS and TGS data have the least overlap, indicating the impact of data type on viral genome recovery. We also evaluated four binning methods, finding that CONCOCT incorporated more unrelated contigs into the same bins, while MetaBAT2, AVAMB, and vRhyme balanced inclusiveness and taxonomic consistency within bins. CONCLUSIONS Our findings highlight the challenges in metagenome-driven viral discovery, underscoring tool limitations. We advocate for combined use of multiple assemblers and sequencing technologies when feasible and highlight the urgent need for specialized tools tailored to gut virome assembly. This study contributes essential insights for advancing viral genome research in the context of gut metagenomics. Video Abstract.
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Affiliation(s)
- Huarui Wang
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular Imaging, Department of Bioinformatics and Systems Biology, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, Hubei, 430074, China
| | - Chuqing Sun
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular Imaging, Department of Bioinformatics and Systems Biology, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, Hubei, 430074, China
| | - Yun Li
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular Imaging, Department of Bioinformatics and Systems Biology, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, Hubei, 430074, China
| | - Jingchao Chen
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular Imaging, Department of Bioinformatics and Systems Biology, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, Hubei, 430074, China
| | - Xing-Ming Zhao
- Department of Neurology, Institute of Science and Technology for Brain-Inspired Intelligence, Zhongshan Hospitaland, Fudan University , Shanghai, 200433, China.
- Lingang Laboratory, Shanghai, 200031, China.
- State Key Laboratory of Medical Neurobiology, Institutes of Brain Science, Fudan University, Shanghai, 200032, China.
- MOE Frontiers Center for Brain Science, Fudan University, Shanghai, 200433, China.
- Huzhou Central Hospital, Affiliated Central Hospital Huzhou University, Huzhou, Zhejiang, 313000, China.
| | - Wei-Hua Chen
- Key Laboratory of Molecular Biophysics of the Ministry of Education, Hubei Key Laboratory of Bioinformatics and Molecular Imaging, Department of Bioinformatics and Systems Biology, Center for Artificial Intelligence Biology, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, Hubei, 430074, China.
- School of Biological Science, Jining Medical University, Rizhao, 276800, China.
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3
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Ross FC, Patangia D, Grimaud G, Lavelle A, Dempsey EM, Ross RP, Stanton C. The interplay between diet and the gut microbiome: implications for health and disease. Nat Rev Microbiol 2024; 22:671-686. [PMID: 39009882 DOI: 10.1038/s41579-024-01068-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/07/2024] [Indexed: 07/17/2024]
Abstract
Diet has a pivotal role in shaping the composition, function and diversity of the gut microbiome, with various diets having a profound impact on the stability, functionality and diversity of the microbial community within our gut. Understanding the profound impact of varied diets on the microbiome is crucial, as it will enable us not only to make well-informed dietary decisions for better metabolic and intestinal health, but also to prevent and slow the onset of specific diet-related diseases that stem from suboptimal diets. In this Review, we explore how geographical location affects the gut microbiome and how different diets shape its composition and function. We examine the mechanisms by which whole dietary regimes, such as the Mediterranean diet, high-fibre diet, plant-based diet, high-protein diet, ketogenic diet and Western diet, influence the gut microbiome. Furthermore, we underscore the need for exhaustive studies to better understand the causal relationship between diet, host and microorganisms for the development of precision nutrition and microbiome-based therapies.
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Affiliation(s)
- Fiona C Ross
- Department of Anatomy and Neuroscience, University College Cork, Cork, Ireland
- APC Microbiome Ireland, University College Cork, Cork, Ireland
- Department of Paediatrics and Child Health, University College Cork, Cork, Ireland
| | - Dhrati Patangia
- APC Microbiome Ireland, University College Cork, Cork, Ireland
- Teagasc Moorepark Food Research Centre, Cork, Ireland
| | - Ghjuvan Grimaud
- APC Microbiome Ireland, University College Cork, Cork, Ireland
- Teagasc Moorepark Food Research Centre, Cork, Ireland
| | - Aonghus Lavelle
- Department of Anatomy and Neuroscience, University College Cork, Cork, Ireland
- APC Microbiome Ireland, University College Cork, Cork, Ireland
| | - Eugene M Dempsey
- APC Microbiome Ireland, University College Cork, Cork, Ireland
- Department of Paediatrics and Child Health, University College Cork, Cork, Ireland
- INFANT Centre, University College Cork, Cork, Ireland
| | - R Paul Ross
- APC Microbiome Ireland, University College Cork, Cork, Ireland
| | - Catherine Stanton
- APC Microbiome Ireland, University College Cork, Cork, Ireland.
- Department of Paediatrics and Child Health, University College Cork, Cork, Ireland.
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4
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Deng Y, Jiang S, Duan H, Shao H, Duan Y. Bacteriophages and their potential for treatment of metabolic diseases. J Diabetes 2024; 16:e70024. [PMID: 39582431 PMCID: PMC11586638 DOI: 10.1111/1753-0407.70024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/08/2024] [Accepted: 10/16/2024] [Indexed: 11/26/2024] Open
Abstract
Recent advances highlight the role of gut virome, particularly phageome, in metabolic disorders such as obesity, type 2 diabetes mellitus, metabolic dysfunction-associated fatty liver disease, and cardiovascular diseases, including hypertension, stroke, coronary heart disease, and hyperlipidemia. While alterations in gut bacteria are well-documented, emerging evidence suggests that changes in gut viruses also contribute to these disorders. Bacteriophages, the most abundant gut viruses, influence bacterial populations through their lytic and lysogenic cycles, potentially modulating the gut ecosystem and metabolic pathways. Phage therapy, previously overshadowed by antibiotics, is experiencing renewed interest due to rising antibiotic resistance. It offers a novel approach to precisely edit the gut microbiota, with promising applications in metabolic diseases. In this review, we summarize recent discoveries about gut virome in metabolic disease patients, review preclinical and clinical studies of phage therapy on metabolic diseases as well as the breakthroughs and currently faced problems and concerns.
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Affiliation(s)
- Youpeng Deng
- Department of Infectious Diseases, The First Affiliated Hospital of USTC, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
- Center for Advanced Interdisciplinary Science and Biomedicine of IHM, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
- Key Laboratory of Immune Response and Immunotherapy, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
| | - Shouwei Jiang
- Department of Infectious Diseases, The First Affiliated Hospital of USTC, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
| | - Hanyu Duan
- Center for Advanced Interdisciplinary Science and Biomedicine of IHM, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
- Key Laboratory of Immune Response and Immunotherapy, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
| | - Haonan Shao
- Center for Advanced Interdisciplinary Science and Biomedicine of IHM, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
- Key Laboratory of Immune Response and Immunotherapy, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
| | - Yi Duan
- Department of Infectious Diseases, The First Affiliated Hospital of USTC, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
- Center for Advanced Interdisciplinary Science and Biomedicine of IHM, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
- Key Laboratory of Immune Response and Immunotherapy, Division of Life Sciences and MedicineUniversity of Science and Technology of ChinaHefeiChina
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5
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Talarico F, Tilocca B, Spagnuolo R, Abenavoli L, Luzza F, Roncada P. The effects of stress on gut virome: Implications on infectious disease and systemic disorders. Microbiologyopen 2024; 13:e1434. [PMID: 39311537 PMCID: PMC11418023 DOI: 10.1002/mbo3.1434] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Revised: 07/25/2024] [Accepted: 08/05/2024] [Indexed: 09/26/2024] Open
Abstract
The role of gut microbiota in health and disease is being thoroughly examined in various contexts, with a specific focus on the bacterial fraction due to its significant abundance. However, despite their lower abundance, viruses within the gut microbiota are gaining recognition for their crucial role in shaping the structure and function of the intestinal microbiota, with significant effects on the host as a whole, particularly the immune system. Similarly, environmental factors such as stress are key in modulating the host immune system, which in turn influences the composition of the gut virome and neurological functions through the bidirectional communication of the gut-brain axis. In this context, alterations in the host immune system due to stress and/or dysbiosis of the gut virome are critical factors in the development of both infectious and noninfectious diseases. The molecular mechanisms and correlation patterns between microbial species are not yet fully understood. This literature review seeks to explore the interconnected relationship between stress and the gut virome, with a focus on how this interaction is influenced by the host's immune system. We also discuss how disturbances in this finely balanced system can lead to the onset and/or progression of diseases.
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Affiliation(s)
| | - Bruno Tilocca
- Department of Health SciencesUniversity “Magna Graecia”CatanzaroItaly
| | - Rocco Spagnuolo
- Department of Health SciencesUniversity “Magna Graecia”CatanzaroItaly
| | | | - Francesco Luzza
- Department of Health SciencesUniversity “Magna Graecia”CatanzaroItaly
| | - Paola Roncada
- Department of Health SciencesUniversity “Magna Graecia”CatanzaroItaly
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6
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Wortelboer K, Herrema H. Opportunities and challenges in phage therapy for cardiometabolic diseases. Trends Endocrinol Metab 2024; 35:687-696. [PMID: 38637223 DOI: 10.1016/j.tem.2024.03.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Revised: 03/25/2024] [Accepted: 03/26/2024] [Indexed: 04/20/2024]
Abstract
The worldwide prevalence of cardiometabolic diseases (CMD) is increasing, and emerging evidence implicates the gut microbiota in this multifactorial disease development. Bacteriophages (phages) are viruses that selectively target a bacterial host; thus, phage therapy offers a precise means of modulating the gut microbiota, limiting collateral damage on the ecosystem. Several studies demonstrate the potential of phages in human disease, including alcoholic and steatotic liver disease. In this opinion article we discuss the potential of phage therapy as a predefined medicinal product for CMD and discuss its current challenges, including the generation of effective phage combinations, product formulation, and strict manufacturing requirements.
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Affiliation(s)
- Koen Wortelboer
- Department of Experimental Vascular Medicine, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Gastroenterology, Endocrinology, and Metabolism, Endocrinology, Metabolism and Nutrition, Amsterdam UMC, Amsterdam, The Netherlands; Amsterdam Cardiovascular Sciences, Diabetes, and Metabolism, Amsterdam UMC, Amsterdam, The Netherlands
| | - Hilde Herrema
- Department of Experimental Vascular Medicine, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands; Amsterdam Gastroenterology, Endocrinology, and Metabolism, Endocrinology, Metabolism and Nutrition, Amsterdam UMC, Amsterdam, The Netherlands; Amsterdam Cardiovascular Sciences, Diabetes, and Metabolism, Amsterdam UMC, Amsterdam, The Netherlands.
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7
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Bernardi F, Ungaro F, D’Amico F, Zilli A, Parigi TL, Massimino L, Allocca M, Danese S, Furfaro F. The Role of Viruses in the Pathogenesis of Immune-Mediated Gastro-Intestinal Diseases. Int J Mol Sci 2024; 25:8301. [PMID: 39125870 PMCID: PMC11313478 DOI: 10.3390/ijms25158301] [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: 06/18/2024] [Revised: 07/23/2024] [Accepted: 07/24/2024] [Indexed: 08/12/2024] Open
Abstract
Immune-mediated gastrointestinal (GI) diseases, including achalasia, celiac disease, and inflammatory bowel diseases, pose significant challenges in diagnosis and management due to their complex etiology and diverse clinical manifestations. While genetic predispositions and environmental factors have been extensively studied in the context of these conditions, the role of viral infections and virome dysbiosis remains a subject of growing interest. This review aims to elucidate the involvement of viral infections in the pathogenesis of immune-mediated GI diseases, focusing on achalasia and celiac disease, as well as the virome dysbiosis in IBD. Recent evidence suggests that viral pathogens, ranging from common respiratory viruses to enteroviruses and herpesviruses, may trigger or exacerbate achalasia and celiac disease by disrupting immune homeostasis in the GI tract. Furthermore, alterations in the microbiota and, specifically, in the virome composition and viral-host interactions have been implicated in perpetuating chronic intestinal inflammation in IBD. By synthesizing current knowledge on viral contributions to immune-mediated GI diseases, this review aims to provide insights into the complex interplay between viral infections, host genetics, and virome dysbiosis, shedding light on novel therapeutic strategies aimed at mitigating the burden of these debilitating conditions on patients' health and quality of life.
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Affiliation(s)
- Francesca Bernardi
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, 20132 Milan, Italy; (F.B.); (F.U.); (F.D.); (A.Z.); (T.L.P.); (L.M.); (M.A.); (S.D.)
- Gastroenterology and Endoscopy, Vita-Salute San Raffaele University, Via Olgettina, 58, 20132 Milan, Italy
| | - Federica Ungaro
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, 20132 Milan, Italy; (F.B.); (F.U.); (F.D.); (A.Z.); (T.L.P.); (L.M.); (M.A.); (S.D.)
| | - Ferdinando D’Amico
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, 20132 Milan, Italy; (F.B.); (F.U.); (F.D.); (A.Z.); (T.L.P.); (L.M.); (M.A.); (S.D.)
| | - Alessandra Zilli
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, 20132 Milan, Italy; (F.B.); (F.U.); (F.D.); (A.Z.); (T.L.P.); (L.M.); (M.A.); (S.D.)
| | - Tommaso Lorenzo Parigi
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, 20132 Milan, Italy; (F.B.); (F.U.); (F.D.); (A.Z.); (T.L.P.); (L.M.); (M.A.); (S.D.)
| | - Luca Massimino
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, 20132 Milan, Italy; (F.B.); (F.U.); (F.D.); (A.Z.); (T.L.P.); (L.M.); (M.A.); (S.D.)
| | - Mariangela Allocca
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, 20132 Milan, Italy; (F.B.); (F.U.); (F.D.); (A.Z.); (T.L.P.); (L.M.); (M.A.); (S.D.)
| | - Silvio Danese
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, 20132 Milan, Italy; (F.B.); (F.U.); (F.D.); (A.Z.); (T.L.P.); (L.M.); (M.A.); (S.D.)
- Gastroenterology and Endoscopy, Vita-Salute San Raffaele University, Via Olgettina, 58, 20132 Milan, Italy
| | - Federica Furfaro
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, 20132 Milan, Italy; (F.B.); (F.U.); (F.D.); (A.Z.); (T.L.P.); (L.M.); (M.A.); (S.D.)
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8
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Mallawaarachchi V, Wickramarachchi A, Xue H, Papudeshi B, Grigson SR, Bouras G, Prahl RE, Kaphle A, Verich A, Talamantes-Becerra B, Dinsdale EA, Edwards RA. Solving genomic puzzles: computational methods for metagenomic binning. Brief Bioinform 2024; 25:bbae372. [PMID: 39082646 PMCID: PMC11289683 DOI: 10.1093/bib/bbae372] [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] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Revised: 06/05/2024] [Accepted: 07/15/2024] [Indexed: 08/03/2024] Open
Abstract
Metagenomics involves the study of genetic material obtained directly from communities of microorganisms living in natural environments. The field of metagenomics has provided valuable insights into the structure, diversity and ecology of microbial communities. Once an environmental sample is sequenced and processed, metagenomic binning clusters the sequences into bins representing different taxonomic groups such as species, genera, or higher levels. Several computational tools have been developed to automate the process of metagenomic binning. These tools have enabled the recovery of novel draft genomes of microorganisms allowing us to study their behaviors and functions within microbial communities. This review classifies and analyzes different approaches of metagenomic binning and different refinement, visualization, and evaluation techniques used by these methods. Furthermore, the review highlights the current challenges and areas of improvement present within the field of research.
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Affiliation(s)
- Vijini Mallawaarachchi
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Adelaide, SA 5042, Australia
| | - Anuradha Wickramarachchi
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Westmead, NSW 2145, Australia
| | - Hansheng Xue
- School of Computing, National University of Singapore, Singapore 119077, Singapore
| | - Bhavya Papudeshi
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Adelaide, SA 5042, Australia
| | - Susanna R Grigson
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Adelaide, SA 5042, Australia
| | - George Bouras
- Adelaide Medical School, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA 5005, Australia
- The Department of Surgery—Otolaryngology Head and Neck Surgery, University of Adelaide and the Basil Hetzel Institute for Translational Health Research, Central Adelaide Local Health Network, Adelaide, SA 5011, Australia
| | - Rosa E Prahl
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Westmead, NSW 2145, Australia
| | - Anubhav Kaphle
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Westmead, NSW 2145, Australia
| | - Andrey Verich
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Westmead, NSW 2145, Australia
- The Kirby Institute, The University of New South Wales, Randwick, Sydney, NSW 2052, Australia
| | - Berenice Talamantes-Becerra
- Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Westmead, NSW 2145, Australia
| | - Elizabeth A Dinsdale
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Adelaide, SA 5042, Australia
| | - Robert A Edwards
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Adelaide, SA 5042, Australia
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Gholamzad A, Khakpour N, Hashemi SMA, Goudarzi Y, Ahmadi P, Gholamzad M, Mohammadi M, Hashemi M. Exploring the virome: An integral part of human health and disease. Pathol Res Pract 2024; 260:155466. [PMID: 39053136 DOI: 10.1016/j.prp.2024.155466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2024] [Revised: 07/06/2024] [Accepted: 07/12/2024] [Indexed: 07/27/2024]
Abstract
The human microbiome is a complex network of microorganisms that includes viruses, bacteria, and fungi. The gut virome is an essential component of the immune system, which is responsible for regulating the growth and responses of the host's immune system. The virome maintains a crucial role in the development of numerous diseases, including inflammatory bowel disease (IBD), Crohn's disease, and neurodegenerative disorders. The human virome has emerged as a promising biomarker and therapeutic target. This comprehensive review summarizes the present understanding of the virome and its implications in matters of health and disease, with a focus on the Human Microbiome Project.
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Affiliation(s)
- Amir Gholamzad
- Farhikhtegan Medical Convergence Sciences Research Center, Farhikhtegan Hospital Tehran Medical Sciences, Islamic Azad University, Tehran, Iran
| | - Niloofar Khakpour
- Department of Bacteriology and Virology, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Seyed Mohammad Ali Hashemi
- Department of Bacteriology and Virology, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Yalda Goudarzi
- Department of Biology, Mashhad Branch, Islamic Azad University, Mashhad, Iran
| | - Parisa Ahmadi
- Immunology Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Mehrdad Gholamzad
- Department of Microbiology and Immunology, Faculty of Medicine, Tehran Medical Sciences, Islamic Azad University, Tehran, Iran.
| | - Mahya Mohammadi
- Student Research Committee, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
| | - Mehrdad Hashemi
- Farhikhtegan Medical Convergence Sciences Research Center, Farhikhtegan Hospital Tehran Medical Sciences, Islamic Azad University, Tehran, Iran; Department of Genetics, Faculty of Advanced Science and Technology ,Tehran Medical Sciences, Islamic Azad University, Tehran, Iran.
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10
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Yu T, Xu X, Liu Y, Wang X, Wu S, Qiu Z, Liu X, Pan X, Gu C, Wang S, Dong L, Li W, Yao X. Multi-omics signatures reveal genomic and functional heterogeneity of Cutibacterium acnes in normal and diseased skin. Cell Host Microbe 2024; 32:1129-1146.e8. [PMID: 38936370 DOI: 10.1016/j.chom.2024.06.002] [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: 12/20/2023] [Revised: 04/19/2024] [Accepted: 06/03/2024] [Indexed: 06/29/2024]
Abstract
Cutibacterium acnes is the most abundant bacterium of the human skin microbiome since adolescence, participating in both skin homeostasis and diseases. Here, we demonstrate individual and niche heterogeneity of C. acnes from 1,234 isolate genomes. Skin disease (atopic dermatitis and acne) and body site shape genomic differences of C. acnes, stemming from horizontal gene transfer and selection pressure. C. acnes harbors characteristic metabolic functions, fewer antibiotic resistance genes and virulence factors, and a more stable genome compared with Staphylococcus epidermidis. Integrated genome, transcriptome, and metabolome analysis at the strain level unveils the functional characteristics of C. acnes. Consistent with the transcriptome signature, C. acnes in a sebum-rich environment induces toxic and pro-inflammatory effects on keratinocytes. L-carnosine, an anti-oxidative stress metabolite, is up-regulated in the C. acnes metabolome from atopic dermatitis and attenuates skin inflammation. Collectively, our study reveals the joint impact of genes and the microenvironment on C. acnes function.
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Affiliation(s)
- Tianze Yu
- Department of Dermatology, Shanghai Institute of Dermatology, National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai 200040, China
| | - Xiaoqiang Xu
- Department of Dermatology, Shanghai Institute of Dermatology, National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai 200040, China
| | - Yang Liu
- 01life Institute, Shenzhen 518000, China
| | - Xiaokai Wang
- Department of Biomedical Engineering, City University of Hong Kong, Hong Kong 999077, China
| | - Shi Wu
- Institute of Antibiotics, Huashan Hospital, Fudan University, Shanghai 200040, China
| | - Zhuoqiong Qiu
- Department of Dermatology, Shanghai Institute of Dermatology, National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai 200040, China
| | - Xiaochun Liu
- Department of Allergy and Rheumatology, Hospital for Skin Diseases, Institute of Dermatology, Jiangsu Key Laboratory of Molecular Biology for Skin Diseases and STIs, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing 210042, China
| | - Xiaoyu Pan
- Department of Dermatology, Shanghai Institute of Dermatology, National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai 200040, China
| | - Chaoying Gu
- Department of Dermatology, Shanghai Institute of Dermatology, National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai 200040, China
| | - Shangshang Wang
- Department of Dermatology, Shanghai Institute of Dermatology, National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai 200040, China
| | - Lixin Dong
- Department of Biomedical Engineering, City University of Hong Kong, Hong Kong 999077, China.
| | - Wei Li
- Department of Dermatology, Shanghai Institute of Dermatology, National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai 200040, China.
| | - Xu Yao
- Department of Allergy and Rheumatology, Hospital for Skin Diseases, Institute of Dermatology, Jiangsu Key Laboratory of Molecular Biology for Skin Diseases and STIs, Chinese Academy of Medical Sciences and Peking Union Medical College, Nanjing 210042, China.
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11
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Zhang P, Ma S, Guo R, Li L, Guo X, Chang D, Li S, Zhang H, Fu C, Yang L, Zhang Y, Jiang J, Wang T, Wang J, Shi H. Metagenomic analysis of the gut virome in patients with irritable bowel syndrome. J Med Virol 2024; 96:e29802. [PMID: 39023095 DOI: 10.1002/jmv.29802] [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: 11/16/2023] [Revised: 07/02/2024] [Accepted: 07/04/2024] [Indexed: 07/20/2024]
Abstract
Irritable bowel syndrome (IBS), a chronic functional gastrointestinal disorder, is recognized for its association with alterations in the gut microbiome and metabolome. This study delves into the largely unexplored domain of the gut virome in IBS patients. We conducted a comprehensive analysis of the fecal metagenomic data set from 277 IBS patients and 84 healthy controls to characterize the gut viral community. Our findings revealed a distinct gut virome in IBS patients compared to healthy individuals, marked by significant variances in between-sample diversity and altered abundances of 127 viral operational taxonomic units (vOTUs). Specifically, 111 vOTUs, predominantly belonging to crAss-like, Siphoviridae, Myoviridae, and Quimbyviridae families, were more abundant in IBS patients, whereas the healthy control group exhibited enrichment of 16 vOTUs from multiple families. We also investigated the interplay between the gut virome and bacteriome, identifying a correlation between IBS-enriched bacteria like Klebsiella pneumoniae, Fusobacterium varium, and Ruminococcus gnavus, and the IBS-associated vOTUs. Furthermore, we assessed the potential of gut viral signatures in predicting IBS, achieving a notable area under the receiver operator characteristic curve (AUC) of 0.834. These findings highlight significant shifts in the viral diversity, taxonomic distribution, and functional composition of the gut virome in IBS patients, suggesting the potential role of the gut virome in IBS pathogenesis and opening new avenues for diagnostic and therapeutic strategies targeting the gut virome in IBS management.
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Affiliation(s)
- Pan Zhang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
- Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Shaanxi, China
- Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases, Shaanxi, China
- Digestive Disease Quality Control Center of Shaanxi Province, Xi'an, PR China
| | - Shiyang Ma
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
- Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Shaanxi, China
- Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases, Shaanxi, China
- Digestive Disease Quality Control Center of Shaanxi Province, Xi'an, PR China
| | | | - Lu Li
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
- Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Shaanxi, China
- Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases, Shaanxi, China
- Digestive Disease Quality Control Center of Shaanxi Province, Xi'an, PR China
| | - Xiaoyan Guo
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
- Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Shaanxi, China
- Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases, Shaanxi, China
- Digestive Disease Quality Control Center of Shaanxi Province, Xi'an, PR China
| | - Danyan Chang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
- Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Shaanxi, China
- Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases, Shaanxi, China
- Digestive Disease Quality Control Center of Shaanxi Province, Xi'an, PR China
| | | | - Huan Zhang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
- Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Shaanxi, China
- Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases, Shaanxi, China
- Digestive Disease Quality Control Center of Shaanxi Province, Xi'an, PR China
| | - Cui Fu
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
- Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Shaanxi, China
- Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases, Shaanxi, China
- Digestive Disease Quality Control Center of Shaanxi Province, Xi'an, PR China
| | - Longbao Yang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
- Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Shaanxi, China
- Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases, Shaanxi, China
- Digestive Disease Quality Control Center of Shaanxi Province, Xi'an, PR China
| | - Yue Zhang
- Puensum Genetech Institute, Wuhan, China
| | - Jiong Jiang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
- Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Shaanxi, China
- Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases, Shaanxi, China
- Digestive Disease Quality Control Center of Shaanxi Province, Xi'an, PR China
| | - Ting Wang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
- Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Shaanxi, China
- Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases, Shaanxi, China
- Digestive Disease Quality Control Center of Shaanxi Province, Xi'an, PR China
| | - Jinhai Wang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
- Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Shaanxi, China
- Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases, Shaanxi, China
- Digestive Disease Quality Control Center of Shaanxi Province, Xi'an, PR China
| | - Haitao Shi
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, China
- Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Shaanxi, China
- Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases, Shaanxi, China
- Digestive Disease Quality Control Center of Shaanxi Province, Xi'an, PR China
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12
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Xie P, Luo M, Fan J, Xiong L. Multiomics Analysis Reveals Gut Virome-Bacteria-Metabolite Interactions and Their Associations with Symptoms in Patients with IBS-D. Viruses 2024; 16:1054. [PMID: 39066219 PMCID: PMC11281411 DOI: 10.3390/v16071054] [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: 05/27/2024] [Revised: 06/23/2024] [Accepted: 06/27/2024] [Indexed: 07/28/2024] Open
Abstract
The gut microbiota is involved in the pathogenesis of diarrhea-predominant irritable bowel syndrome (IBS-D), but few studies have focused on the role of the gut virome in IBS-D. We aimed to explore the characteristics of the gut virome in patients with IBS-D, its interactions with bacteria and metabolites, and the associations between gut multiomics profiles and symptoms. This study enrolled twelve patients with IBS-D and eight healthy controls (HCs). The stool samples were subjected to metavirome sequencing, 16S rRNA gene sequencing, and untargeted metabolomic analysis. The participants completed relevant scales to assess the severity of their gastrointestinal symptoms, depression, and anxiety. The results revealed unique DNA and RNA virome profiles in patients with IBS-D with significant alterations in the abundance of contigs from Siphoviridae, Podoviridae, Microviridae, Picobirnaviridae, and Tombusviridae. Single-omics co-occurrence network analyses demonstrated distinct differences in the gut virus, bacteria, and metabolite network patterns between patients with IBS-D and HCs. Multiomics networks revealed that short-chain fatty acid-producing bacteria occupied more core positions in IBS-D networks, but had fewer links to viruses. Amino acids and their derivatives exhibit unique connectivity patterns and centrality features within the IBS-D network. The gastrointestinal and psychological symptom factors of patients with IBS-D were highly clustered in the symptom-multiomics network compared with those of HCs. Machine learning models based on multiomics data can distinguish IBS-D patients from HCs and predict the scores of gastrointestinal and psychological symptoms. This study provides insights into the interactions among gut viruses, bacteria, metabolites, and clinical symptoms in patients with IBS-D, indicating further classification and personalized treatment for IBS-D.
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Affiliation(s)
| | | | | | - Lishou Xiong
- Department of Gastroenterology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China
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13
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Gilman RT, Muldoon MR, Megremis S, Robertson DL, Chanishvili N, Papadopoulos NG. Lysogeny destabilizes computationally simulated microbiomes. Ecol Lett 2024; 27:e14464. [PMID: 38923281 DOI: 10.1111/ele.14464] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Revised: 05/06/2024] [Accepted: 06/06/2024] [Indexed: 06/28/2024]
Abstract
Microbiomes are ecosystems, and their stability can impact the health of their hosts. Theory predicts that predators influence ecosystem stability. Phages are key predators of bacteria in microbiomes, but phages are unusual predators because many have lysogenic life cycles. It has been hypothesized that lysogeny can destabilize microbiomes, but lysogeny has no direct analog in classical ecological theory, and no formal theory exists. We studied the stability of computationally simulated microbiomes with different numbers of temperate (lysogenic) and virulent (obligate lytic) phage species. Bacterial populations were more likely to fluctuate over time when there were more temperate phages species. After disturbances, bacterial populations returned to their pre-disturbance densities more slowly when there were more temperate phage species, but cycles engendered by disturbances dampened more slowly when there were more virulent phage species. Our work offers the first formal theory linking lysogeny to microbiome stability.
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Affiliation(s)
- R Tucker Gilman
- Department of Earth and Environmental Sciences, Faculty of Science and Engineering, University of Manchester, Manchester, UK
| | - Mark R Muldoon
- Department of Mathematics, Faculty of Science and Engineering, University of Manchester, Manchester, UK
| | - Spyridon Megremis
- Division of Infection, Immunity and Respiratory Medicine, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
- Department of Genetics and Genome Biology, Centre for Phage Research, Institute for Precision Health, University of Leicester, Leicester, UK
| | | | - Nina Chanishvili
- George Eliava Institute of Bacteriophages, Microbiology and Virology, Tbilisi, Georgia
- Ivane Javakhishvili Tbilisi State University, Tbilisi, Georgia
- NewVision University, Tbilisi, Georgia
| | - Nikolaos G Papadopoulos
- Allergy Department, 2nd Pediatric Clinic, University of Athens, Athens, Greece
- Lydia Becker Institute of Immunology and Inflammation, University of Manchester, Manchester, UK
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14
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Aljarrah D, Chalour N, Zorgani A, Nissan T, Pranjol MZI. Exploring the gut microbiota and its potential as a biomarker in gliomas. Biomed Pharmacother 2024; 173:116420. [PMID: 38471271 DOI: 10.1016/j.biopha.2024.116420] [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: 11/27/2023] [Revised: 02/24/2024] [Accepted: 03/07/2024] [Indexed: 03/14/2024] Open
Abstract
Gut microbiome alterations are associated with various cancers including brain tumours such as glioma and glioblastoma. The gut communicates with the brain via a bidirectional pathway known as the gut-brain axis (GBA) which is essential for maintaining homeostasis. The gut microbiota produces many metabolites including short chain fatty acids (SCFAs) and essential amino acids such as glutamate, glutamine, arginine and tryptophan. Through the modulation of these metabolites the gut microbiome is able to regulate several functions of brain cells, immune cells and tumour cells including DNA methylation, mitochondrial function, the aryl hydrocarbon receptor (AhR), T-cell proliferation, autophagy and even apoptosis. Here, we summarise current findings on gut microbiome with respect to brain cancers, an area of research that is widely overlooked. Several studies investigated the relationship between gut microbiota and brain tumours. However, it remains unclear whether the gut microbiome variation is a cause or product of cancer. Subsequently, a biomarker panel was constructed for use as a predictive, prognostic and diagnostic tool with respect to multiple cancers including glioma and glioblastoma multiforme (GBM). This review further presents the intratumoural microbiome, a fascinating microenvironment within the tumour as a possible treatment target that can be manipulated to maximise effectiveness of treatment via personalised therapy. Studies utilising the microbiome as a biomarker and therapeutic strategy are necessary to accurately assess the effectiveness of the gut microbiome as a clinical tool with respect to brain cancers.
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Affiliation(s)
- Dana Aljarrah
- Department of Chemistry, School of Life Sciences, University of Sussex, Brighton, UK.
| | - Naima Chalour
- Cognitive and Behavioural Neuroscience laboratory, Houari Boumediene University of Science and Technology, Bab Ezzouar, Algiers, Algeria; Faculty of Biological Sciences, Houari Boumediene University of Science and Technology, Bab Ezzouar, Algiers, Algeria.
| | - Amine Zorgani
- The Microbiome Mavericks, 60 rue Christian Lacouture, Bron 69500, France.
| | - Tracy Nissan
- Department of Molecular Biosciences, the Wenner-Gren Institute, Stockholm University, Stockholm, Sweden.
| | - Md Zahidul I Pranjol
- Department of Chemistry, School of Life Sciences, University of Sussex, Brighton, UK.
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15
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Babkin IV, Tikunov AY, Baykov IK, Morozova VV, Tikunova NV. Genome Analysis of Epsilon CrAss-like Phages. Viruses 2024; 16:513. [PMID: 38675856 PMCID: PMC11054128 DOI: 10.3390/v16040513] [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: 02/23/2024] [Revised: 03/22/2024] [Accepted: 03/25/2024] [Indexed: 04/28/2024] Open
Abstract
CrAss-like phages play an important role in maintaining ecological balance in the human intestinal microbiome. However, their genetic diversity and lifestyle are still insufficiently studied. In this study, a novel CrAssE-Sib phage genome belonging to the epsilon crAss-like phage genomes was found. Comparative analysis indicated that epsilon crAss-like phages are divided into two putative genera, which were proposed to be named Epsilonunovirus and Epsilonduovirus; CrAssE-Sib belongs to the former. The crAssE-Sib genome contains a diversity-generating retroelement (DGR) cassette with all essential elements, including the reverse transcriptase (RT) and receptor binding protein (RBP) genes. However, this RT contains the GxxxSP motif in its fourth domain instead of the usual GxxxSQ motif found in all known phage and bacterial DGRs. RBP encoded by CrAssE-Sib and other Epsilonunoviruses has an unusual structure, and no similar phage proteins were found. In addition, crAssE-Sib and other Epsilonunoviruses encode conserved prophage repressor and anti-repressors that could be involved in lysogenic-to-lytic cycle switches. Notably, DNA primase sequences of epsilon crAss-like phages are not included in the monophyletic group formed by the DNA primases of all other crAss-like phages. Therefore, epsilon crAss-like phage substantially differ from other crAss-like phages, indicating the need to classify these phages into a separate family.
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Affiliation(s)
- Igor V. Babkin
- Federal State Public Scientific Institution «Institute of Chemical Biology and Fundamental Medicine», Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia; (A.Y.T.); (I.K.B.); (V.V.M.)
| | - Artem Y. Tikunov
- Federal State Public Scientific Institution «Institute of Chemical Biology and Fundamental Medicine», Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia; (A.Y.T.); (I.K.B.); (V.V.M.)
| | - Ivan K. Baykov
- Federal State Public Scientific Institution «Institute of Chemical Biology and Fundamental Medicine», Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia; (A.Y.T.); (I.K.B.); (V.V.M.)
- Shared Research Facility “Siberian Circular Photon Source” (SRF “SKIF”) of Boreskov Institute of Catalysis SB RAS, 630090 Novosibirsk, Russia
| | - Vera V. Morozova
- Federal State Public Scientific Institution «Institute of Chemical Biology and Fundamental Medicine», Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia; (A.Y.T.); (I.K.B.); (V.V.M.)
| | - Nina V. Tikunova
- Federal State Public Scientific Institution «Institute of Chemical Biology and Fundamental Medicine», Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia; (A.Y.T.); (I.K.B.); (V.V.M.)
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16
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Yu X, Cheng L, Yi X, Li B, Li X, Liu X, Liu Z, Kong X. Gut phageome: challenges in research and impact on human microbiota. Front Microbiol 2024; 15:1379382. [PMID: 38585689 PMCID: PMC10995246 DOI: 10.3389/fmicb.2024.1379382] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Accepted: 03/11/2024] [Indexed: 04/09/2024] Open
Abstract
The human gut microbiome plays a critical role in maintaining our health. Fluctuations in the diversity and structure of the gut microbiota have been implicated in the pathogenesis of several metabolic and inflammatory conditions. Dietary patterns, medication, smoking, alcohol consumption, and physical activity can all influence the abundance of different types of microbiota in the gut, which in turn can affect the health of individuals. Intestinal phages are an essential component of the gut microbiome, but most studies predominantly focus on the structure and dynamics of gut bacteria while neglecting the role of phages in shaping the gut microbiome. As bacteria-killing viruses, the distribution of bacteriophages in the intestine, their role in influencing the intestinal microbiota, and their mechanisms of action remain elusive. Herein, we present an overview of the current knowledge of gut phages, their lifestyles, identification, and potential impact on the gut microbiota.
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Affiliation(s)
- Xiao Yu
- NHC Key Laboratory of Pneumoconiosis, Shanxi Key Laboratory of Respiratory Diseases, Department of Pulmonary and Critical Care Medicine, The First Hospital of Shanxi Medical University, Taiyuan, China
| | - Li Cheng
- Department of Clinical Laboratory and Pathology, Hospital of Shanxi People’s Armed Police, Taiyuan, China
| | - Xin Yi
- Academy of Medical Sciences, Shanxi Medical University, Taiyuan, China
| | - Bing Li
- Academy of Medical Sciences, Shanxi Medical University, Taiyuan, China
| | - Xueqin Li
- Department of Pulmonary and Critical Care Medicine, The General Hospital of Jincheng Coal Industry Group, Jincheng, China
| | - Xiang Liu
- NHC Key Laboratory of Pneumoconiosis, Shanxi Key Laboratory of Respiratory Diseases, Department of Pulmonary and Critical Care Medicine, The First Hospital of Shanxi Medical University, Taiyuan, China
| | - Zhihong Liu
- NHC Key Laboratory of Pneumoconiosis, Shanxi Key Laboratory of Respiratory Diseases, Department of Pulmonary and Critical Care Medicine, The First Hospital of Shanxi Medical University, Taiyuan, China
| | - Xiaomei Kong
- NHC Key Laboratory of Pneumoconiosis, Shanxi Key Laboratory of Respiratory Diseases, Department of Pulmonary and Critical Care Medicine, The First Hospital of Shanxi Medical University, Taiyuan, China
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17
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Piazzesi A, Pane S, Del Chierico F, Romani L, Campana A, Palma P, Putignani L. The pediatric gut bacteriome and virome in response to SARS-CoV-2 infection. Front Cell Infect Microbiol 2024; 14:1335450. [PMID: 38318164 PMCID: PMC10839054 DOI: 10.3389/fcimb.2024.1335450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Accepted: 01/02/2024] [Indexed: 02/07/2024] Open
Abstract
Introduction Since the beginning of the SARS-CoV-2 pandemic in early 2020, it has been apparent that children were partially protected from both infection and the more severe forms of the disease. Many different mechanisms have been proposed to explain this phenomenon, including children's frequent exposure to other upper respiratory infections and vaccines, and which inflammatory cytokines they are more likely to produce in response to infection. Furthermore, given the presence of SARS-CoV-2 in the intestine and its ability to infect enterocytes, combined with the well described immunomodulatory capabilities of the microbiome, another potential contributing factor may be the presence of certain protective microbial members of the gut microbiota (GM). Methods We performed shotgun metagenomic sequencing and profiled both the bacteriome and virome of the GM of pediatric SARS-CoV-2 patients compared to healthy, age-matched subjects. Results We found that, while pediatric patients do share some pro-inflammatory microbial signatures with adult patients, they also possess a distinct microbial signature of protective bacteria previously found to be negatively correlated with SARS-CoV-2 infectivity and COVID-19 severity. COVID-19 was also associated with higher fecal Cytomegalovirus load, and with shifts in the relative abundances of bacteriophages in the GM. Furthermore, we address how the preventative treatment of COVID-19 patients with antibiotics, a common practice especially in the early days of the pandemic, affected the bacteriome and virome, as well as the abundances of antimicrobial resistance and virulence genes in these patients. Discussion To our knowledge, this is the first study to address the bacteriome, virome, and resistome of pediatric patients in response to COVID-19 and to preventative antibiotics use.
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Affiliation(s)
- Antonia Piazzesi
- Unit of Human Microbiome, Bambino Gesù Children’s Hospital, IRCCS, Rome, Italy
| | - Stefania Pane
- Unit of Microbiomics, Bambino Gesù Children’s Hospital, IRCCS, Rome, Italy
| | | | - Lorenza Romani
- Infectious Diseases Unit, Bambino Gesù Children’s Hospital, IRCCS, Rome, Italy
| | - Andrea Campana
- Department of Pediatrics, Bambino Gesù Children’s Hospital, IRCCS, Rome, Italy
| | - Paolo Palma
- Unit of Clinical Immunology and Vaccinology, Bambino Gesù Children’s Hospital, IRCCS, Rome, Italy
- Chair of Pediatrics, Department of Systems Medicine, University of Rome “Tor Vergata”, Rome, Italy
| | - Lorenza Putignani
- Unit of Microbiomics and Unit of Human Microbiome, Bambino Gesù Children’s Hospital, IRCCS, Rome, Italy
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18
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Roach MJ, Beecroft SJ, Mihindukulasuriya KA, Wang L, Paredes A, Cárdenas LAC, Henry-Cocks K, Lima LFO, Dinsdale EA, Edwards RA, Handley SA. Hecatomb: an integrated software platform for viral metagenomics. Gigascience 2024; 13:giae020. [PMID: 38832467 PMCID: PMC11148595 DOI: 10.1093/gigascience/giae020] [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: 07/17/2023] [Revised: 01/18/2024] [Accepted: 04/08/2024] [Indexed: 06/05/2024] Open
Abstract
BACKGROUND Modern sequencing technologies offer extraordinary opportunities for virus discovery and virome analysis. Annotation of viral sequences from metagenomic data requires a complex series of steps to ensure accurate annotation of individual reads and assembled contigs. In addition, varying study designs will require project-specific statistical analyses. FINDINGS Here we introduce Hecatomb, a bioinformatic platform coordinating commonly used tasks required for virome analysis. Hecatomb means "a great sacrifice." In this setting, Hecatomb is "sacrificing" false-positive viral annotations using extensive quality control and tiered-database searches. Hecatomb processes metagenomic data obtained from both short- and long-read sequencing technologies, providing annotations to individual sequences and assembled contigs. Results are provided in commonly used data formats useful for downstream analysis. Here we demonstrate the functionality of Hecatomb through the reanalysis of a primate enteric and a novel coral reef virome. CONCLUSION Hecatomb provides an integrated platform to manage many commonly used steps for virome characterization, including rigorous quality control, host removal, and both read- and contig-based analysis. Each step is managed using the Snakemake workflow manager with dependency management using Conda. Hecatomb outputs several tables properly formatted for immediate use within popular data analysis and visualization tools, enabling effective data interpretation for a variety of study designs. Hecatomb is hosted on GitHub (github.com/shandley/hecatomb) and is available for installation from Bioconda and PyPI.
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Affiliation(s)
- Michael J Roach
- Flinders Accelerator for Microbiome Exploration, Flinders University, Adelaide, SA, Australia
- Adelaide Centre for Epigenetics, University of Adelaide, Adelaide, SA, 5005, Australia
- South Australian Immunogenomics Cancer Institute, University of Adelaide, Adelaide, SA, 5005, Australia
| | - Sarah J Beecroft
- Harry Perkins Institute of Medical Research, Perth, WA, 6009, Australia
| | - Kathie A Mihindukulasuriya
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO, 63110, USA
- The Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Leran Wang
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO, 63110, USA
- The Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Anne Paredes
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Luis Alberto Chica Cárdenas
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO, 63110, USA
- The Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Kara Henry-Cocks
- Flinders Accelerator for Microbiome Exploration, Flinders University, Adelaide, SA, Australia
| | | | - Elizabeth A Dinsdale
- Flinders Accelerator for Microbiome Exploration, Flinders University, Adelaide, SA, Australia
| | - Robert A Edwards
- Flinders Accelerator for Microbiome Exploration, Flinders University, Adelaide, SA, Australia
| | - Scott A Handley
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO, 63110, USA
- The Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, 63110, USA
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19
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Guha L, Agnihotri TG, Jain A, Kumar H. Gut microbiota and traumatic central nervous system injuries: Insights into pathophysiology and therapeutic approaches. Life Sci 2023; 334:122193. [PMID: 37865177 DOI: 10.1016/j.lfs.2023.122193] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 10/12/2023] [Accepted: 10/18/2023] [Indexed: 10/23/2023]
Abstract
Traumatic brain injury and spinal cord injury are two distinct but fundamentally similar types of acute insults to the central nervous system (CNS) that often culminate in death or cognitive and motor impairment. Over the past decade, researchers have tapped into research to discover the potential role being played by gut bacteria in CNS. After an acute CNS injury, the altered composition of the gut microbiota disturbs the balance of the bidirectional gut-brain axis, aggravating secondary CNS injury, motor dysfunctions, and cognitive deficits, which worsens the patient's prognosis. Some of the well-known therapeutic interventions which can also be used as adjuvant therapy for alleviating CNS injuries include, the use of pro and prebiotics, fecal microbiota transplantation, and microbial engineering. In this review, we aim to discuss the importance of gut microbes in our nervous system, anatomy, and signaling pathways involved in regulating the gut-brain axis, the alteration of the gut microbiome in CNS injuries, and the therapeutic strategies to target gut microbiomes in traumatic CNS injuries.
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Affiliation(s)
- Lahanya Guha
- Department of Pharmacology and Toxicology, National Institute of Pharmaceutical Education and Research (NIPER)-Ahmedabad, Gandhinagar, Gujarat 382355, India
| | - Tejas Girish Agnihotri
- Department of Pharmaceutics, National Institute of Pharmaceutical Education and Research (NIPER)-Ahmedabad, Gandhinagar, Gujarat 382355, India
| | - Aakanchha Jain
- Department of Pharmaceutics, National Institute of Pharmaceutical Education and Research (NIPER)-Ahmedabad, Gandhinagar, Gujarat 382355, India
| | - Hemant Kumar
- Department of Pharmacology and Toxicology, National Institute of Pharmaceutical Education and Research (NIPER)-Ahmedabad, Gandhinagar, Gujarat 382355, India.
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20
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Pavia G, Marascio N, Matera G, Quirino A. Does the Human Gut Virome Contribute to Host Health or Disease? Viruses 2023; 15:2271. [PMID: 38005947 PMCID: PMC10674713 DOI: 10.3390/v15112271] [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: 09/20/2023] [Revised: 11/04/2023] [Accepted: 11/16/2023] [Indexed: 11/26/2023] Open
Abstract
The human gastrointestinal (GI) tract harbors eukaryotic and prokaryotic viruses and their genomes, metabolites, and proteins, collectively known as the "gut virome". This complex community of viruses colonizing the enteric mucosa is pivotal in regulating host immunity. The mechanisms involved in cross communication between mucosal immunity and the gut virome, as well as their relationship in health and disease, remain largely unknown. Herein, we review the literature on the human gut virome's composition and evolution and the interplay between the gut virome and enteric mucosal immunity and their molecular mechanisms. Our review suggests that future research efforts should focus on unraveling the mechanisms of gut viruses in human homeostasis and pathophysiology and on developing virus-prompted precision therapies.
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Affiliation(s)
| | - Nadia Marascio
- Unit of Clinical Microbiology, Department of Health Sciences, “Magna Græcia” University Hospital of Catanzaro, 88100 Catanzaro, Italy
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21
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Lawal SA, Voisin A, Olof H, Bording-Jorgensen M, Armstrong H. Diversity of the microbiota communities found in the various regions of the intestinal tract in healthy individuals and inflammatory bowel diseases. Front Immunol 2023; 14:1242242. [PMID: 38022505 PMCID: PMC10654633 DOI: 10.3389/fimmu.2023.1242242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 10/20/2023] [Indexed: 12/01/2023] Open
Abstract
The severe and chronic inflammatory bowel diseases (IBD), Crohn disease and ulcerative colitis, are characterized by persistent inflammation and gut damage. There is an increasing recognition that the gut microbiota plays a pivotal role in IBD development and progression. However, studies of the complete microbiota composition (bacteria, fungi, viruses) from precise locations within the gut remain limited. In particular, studies have focused primarily on the bacteriome, with available methods limiting evaluation of the mycobiome (fungi) and virome (virus). Furthermore, while the different segments of the small and large intestine display different functions (e.g., digestion, absorption, fermentation) and varying microenvironment features (e.g., pH, metabolites), little is known about the biogeography of the microbiota in different segments of the intestinal tract or how this differs in IBD. Here, we highlight evidence of the differing microbiota communities of the intestinal sub-organs in healthy and IBD, along with method summaries to improve future studies.
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Affiliation(s)
- Samuel Adefisoye Lawal
- Department of Medical Microbiology and Infectious Diseases, University of Manitoba, Winnipeg, MB, Canada
- Manitoba Centre for Proteomics and Systems Biology, University of Manitoba, Winnipeg, MB, Canada
- IBD Clinical and Research Centre, University of Manitoba, Winnipeg, MB, Canada
| | - Athalia Voisin
- Department of Medical Microbiology and Infectious Diseases, University of Manitoba, Winnipeg, MB, Canada
- Manitoba Centre for Proteomics and Systems Biology, University of Manitoba, Winnipeg, MB, Canada
- IBD Clinical and Research Centre, University of Manitoba, Winnipeg, MB, Canada
| | - Hana Olof
- Manitoba Centre for Proteomics and Systems Biology, University of Manitoba, Winnipeg, MB, Canada
- IBD Clinical and Research Centre, University of Manitoba, Winnipeg, MB, Canada
- Department of Immunology, University of Manitoba, Winnipeg, MB, Canada
| | | | - Heather Armstrong
- Department of Medical Microbiology and Infectious Diseases, University of Manitoba, Winnipeg, MB, Canada
- Manitoba Centre for Proteomics and Systems Biology, University of Manitoba, Winnipeg, MB, Canada
- IBD Clinical and Research Centre, University of Manitoba, Winnipeg, MB, Canada
- Department of Immunology, University of Manitoba, Winnipeg, MB, Canada
- Department of Pediatrics, University of Alberta, Edmonton, AB, Canada
- Department of Internal Medicine, University of Manitoba, Winnipeg, MB, Canada
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22
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Alkhalil SS. The role of bacteriophages in shaping bacterial composition and diversity in the human gut. Front Microbiol 2023; 14:1232413. [PMID: 37795308 PMCID: PMC10546012 DOI: 10.3389/fmicb.2023.1232413] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Accepted: 08/17/2023] [Indexed: 10/06/2023] Open
Abstract
The microbiota of the gut has continued to co-evolve alongside their human hosts conferring considerable health benefits including the production of nutrients, drug metabolism, modulation of the immune system, and playing an antagonistic role against pathogen invasion of the gastrointestinal tract (GIT). The gut is said to provide a habitat for diverse groups of microorganisms where they all co-habit and interact with one another and with the immune system of humans. Phages are bacterial parasites that require the host metabolic system to replicate via the lytic or lysogenic cycle. The phage and bacterial populations are regarded as the most dominant in the gut ecosystem. As such, among the various microbial interactions, the phage-bacteria interactions, although complex, have been demonstrated to co-evolve over time using different mechanisms such as predation, lysogenic conversion, and phage induction, alongside counterdefense by the bacterial population. With the help of models and dynamics of phage-bacteria interactions, the complexity behind their survival in the gut ecosystem was demystified, and their roles in maintaining gut homeostasis and promoting the overall health of humans were elucidated. Although the treatment of various gastrointestinal infections has been demonstrated to be successful against multidrug-resistant causative agents, concerns about this technique are still very much alive among researchers owing to the potential for phages to evolve. Since a dearth of knowledge exists regarding the use of phages for therapeutic purposes, more studies involving experimental models and clinical trials are needed to widen the understanding of bacteria-phage interactions and their association with immunological responses in the gut of humans.
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Affiliation(s)
- Samia S. Alkhalil
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, Shaqra University, Alquwayiyah, Riyadh, Saudi Arabia
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23
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Papudeshi B, Vega AA, Souza C, Giles SK, Mallawaarachchi V, Roach MJ, An M, Jacobson N, McNair K, Fernanda Mora M, Pastrana K, Boling L, Leigh C, Harker C, Plewa WS, Grigson SR, Bouras G, Decewicz P, Luque A, Droit L, Handley SA, Wang D, Segall AM, Dinsdale EA, Edwards RA. Host interactions of novel Crassvirales species belonging to multiple families infecting bacterial host, Bacteroides cellulosilyticus WH2. Microb Genom 2023; 9:001100. [PMID: 37665209 PMCID: PMC10569736 DOI: 10.1099/mgen.0.001100] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Accepted: 08/10/2023] [Indexed: 09/05/2023] Open
Abstract
Bacteroides, the prominent bacteria in the human gut, play a crucial role in degrading complex polysaccharides. Their abundance is influenced by phages belonging to the Crassvirales order. Despite identifying over 600 Crassvirales genomes computationally, only few have been successfully isolated. Continued efforts in isolation of more Crassvirales genomes can provide insights into phage-host-evolution and infection mechanisms. We focused on wastewater samples, as potential sources of phages infecting various Bacteroides hosts. Sequencing, assembly, and characterization of isolated phages revealed 14 complete genomes belonging to three novel Crassvirales species infecting Bacteroides cellulosilyticus WH2. These species, Kehishuvirus sp. 'tikkala' strain Bc01, Kolpuevirus sp. 'frurule' strain Bc03, and 'Rudgehvirus jaberico' strain Bc11, spanned two families, and three genera, displaying a broad range of virion productions. Upon testing all successfully cultured Crassvirales species and their respective bacterial hosts, we discovered that they do not exhibit co-evolutionary patterns with their bacterial hosts. Furthermore, we observed variations in gene similarity, with greater shared similarity observed within genera. However, despite belonging to different genera, the three novel species shared a unique structural gene that encodes the tail spike protein. When investigating the relationship between this gene and host interaction, we discovered evidence of purifying selection, indicating its functional importance. Moreover, our analysis demonstrated that this tail spike protein binds to the TonB-dependent receptors present on the bacterial host surface. Combining these observations, our findings provide insights into phage-host interactions and present three Crassvirales species as an ideal system for controlled infectivity experiments on one of the most dominant members of the human enteric virome.
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Affiliation(s)
- Bhavya Papudeshi
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Bedford Park, Adelaide SA, 5042, Australia
| | - Alejandro A. Vega
- Department of Biology, San Diego State University, 5500 Campanile Drive, San Diego, CA, 92182, USA
- David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Cole Souza
- Department of Biology, San Diego State University, 5500 Campanile Drive, San Diego, CA, 92182, USA
| | - Sarah K. Giles
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Bedford Park, Adelaide SA, 5042, Australia
| | - Vijini Mallawaarachchi
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Bedford Park, Adelaide SA, 5042, Australia
| | - Michael J. Roach
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Bedford Park, Adelaide SA, 5042, Australia
| | - Michelle An
- Department of Biology, San Diego State University, 5500 Campanile Drive, San Diego, CA, 92182, USA
| | - Nicole Jacobson
- Department of Biology, San Diego State University, 5500 Campanile Drive, San Diego, CA, 92182, USA
| | - Katelyn McNair
- Computational Science Research Center, San Diego State University, 5500 Campanile Drive, San Diego, CA, 992182, USA
| | - Maria Fernanda Mora
- Department of Biology, San Diego State University, 5500 Campanile Drive, San Diego, CA, 92182, USA
| | - Karina Pastrana
- Department of Biology, San Diego State University, 5500 Campanile Drive, San Diego, CA, 92182, USA
| | - Lance Boling
- Department of Biology, San Diego State University, 5500 Campanile Drive, San Diego, CA, 92182, USA
| | - Christopher Leigh
- Adelaide Microscopy, University of Adelaide, Adelaide, SA, 5005, Australia
| | - Clarice Harker
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Bedford Park, Adelaide SA, 5042, Australia
| | - Will S. Plewa
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Bedford Park, Adelaide SA, 5042, Australia
| | - Susanna R. Grigson
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Bedford Park, Adelaide SA, 5042, Australia
| | - George Bouras
- Adelaide Medical School, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, 5005, Australia
| | - Przemysław Decewicz
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Bedford Park, Adelaide SA, 5042, Australia
- Department of Environmental Microbiology and Biotechnology, Institute of Microbiology, Faculty of Biology, University of Warsaw, Miecznikowa 1, Warsaw, 02-096, Poland
| | - Antoni Luque
- Computational Science Research Center, San Diego State University, 5500 Campanile Drive, San Diego, CA, 992182, USA
- Department of Mathematics and Statistics, San Diego State University, 5500 Campanile Drive, San Diego, CA, 992182, USA
- Present address: Department of Biology, University of Miami, Coral Gables, Florida, USA
| | - Lindsay Droit
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Scott A. Handley
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - David Wang
- Department of Pathology & Immunology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Anca M. Segall
- Department of Biology, San Diego State University, 5500 Campanile Drive, San Diego, CA, 92182, USA
| | - Elizabeth A. Dinsdale
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Bedford Park, Adelaide SA, 5042, Australia
| | - Robert A. Edwards
- Flinders Accelerator for Microbiome Exploration, College of Science and Engineering, Flinders University, Bedford Park, Adelaide SA, 5042, Australia
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