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Stockdale SR, Shkoporov AN, Khokhlova EV, Daly KM, McDonnell SA, O' Regan O, Nolan JA, Sutton TDS, Clooney AG, Ryan FJ, Sheehan D, Lavelle A, Draper LA, Shanahan F, Ross RP, Hill C. Interpersonal variability of the human gut virome confounds disease signal detection in IBD. Commun Biol 2023; 6:221. [PMID: 36841913 PMCID: PMC9968284 DOI: 10.1038/s42003-023-04592-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Accepted: 02/14/2023] [Indexed: 02/27/2023] Open
Abstract
Viruses are increasingly recognised as important components of the human microbiome, fulfilling numerous ecological roles including bacterial predation, immune stimulation, genetic diversification, horizontal gene transfer, microbial interactions, and augmentation of metabolic functions. However, our current view of the human gut virome is tainted by previous sequencing requirements that necessitated the amplification of starting nucleic acids. In this study, we performed an original longitudinal analysis of 40 healthy control, 19 Crohn's disease, and 20 ulcerative colitis viromes over three time points without an amplification bias, which revealed and highlighted the interpersonal individuality of the human gut virome. In contrast to a 16 S rRNA gene analysis of matched samples, we show that α- and β-diversity metrics of unamplified viromes are not as efficient at discerning controls from patients with inflammatory bowel disease. Additionally, we explored the intrinsic properties of unamplified gut viromes and show there is considerable interpersonal variability in viral taxa, infrequent longitudinal persistence of intrapersonal viruses, and vast fluctuations in the abundance of temporal viruses. Together, these properties of unamplified faecal viromes confound the ability to discern disease associations but significantly advance toward an unbiased and accurate representation of the human gut virome.
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Affiliation(s)
| | | | | | - Karen M Daly
- APC Microbiome Ireland, University College Cork, Co, Cork, Ireland
| | | | - Orla O' Regan
- APC Microbiome Ireland, University College Cork, Co, Cork, Ireland
| | - James A Nolan
- APC Microbiome Ireland, University College Cork, Co, Cork, Ireland
| | | | - Adam G Clooney
- APC Microbiome Ireland, University College Cork, Co, Cork, Ireland
| | - Feargal J Ryan
- APC Microbiome Ireland, University College Cork, Co, Cork, Ireland
| | - Donal Sheehan
- Department of Medicine, University College Cork, Co, Cork, Ireland
| | - Aonghus Lavelle
- APC Microbiome Ireland, University College Cork, Co, Cork, Ireland
- Department of Medicine, University College Cork, Co, Cork, Ireland
| | | | - Fergus Shanahan
- APC Microbiome Ireland, University College Cork, Co, Cork, Ireland
- Department of Medicine, University College Cork, Co, Cork, Ireland
| | - R Paul Ross
- APC Microbiome Ireland, University College Cork, Co, Cork, Ireland
| | - Colin Hill
- APC Microbiome Ireland, University College Cork, Co, Cork, Ireland.
- School of Microbiology, University College Cork, Co, Cork, Ireland.
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2
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Hagestad OC, Hou L, Andersen JH, Hansen EH, Altermark B, Li C, Kuhnert E, Cox RJ, Crous PW, Spatafora JW, Lail K, Amirebrahimi M, Lipzen A, Pangilinan J, Andreopoulos W, Hayes RD, Ng V, Grigoriev IV, Jackson SA, Sutton TDS, Dobson ADW, Rämä T. Genomic characterization of three marine fungi, including Emericellopsis atlantica sp. nov. with signatures of a generalist lifestyle and marine biomass degradation. IMA Fungus 2021; 12:21. [PMID: 34372938 PMCID: PMC8351168 DOI: 10.1186/s43008-021-00072-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2021] [Accepted: 07/25/2021] [Indexed: 11/10/2022] Open
Abstract
Marine fungi remain poorly covered in global genome sequencing campaigns; the 1000 fungal genomes (1KFG) project attempts to shed light on the diversity, ecology and potential industrial use of overlooked and poorly resolved fungal taxa. This study characterizes the genomes of three marine fungi: Emericellopsis sp. TS7, wood-associated Amylocarpus encephaloides and algae-associated Calycina marina. These species were genome sequenced to study their genomic features, biosynthetic potential and phylogenetic placement using multilocus data. Amylocarpus encephaloides and C. marina were placed in the Helotiaceae and Pezizellaceae (Helotiales), respectively, based on a 15-gene phylogenetic analysis. These two genomes had fewer biosynthetic gene clusters (BGCs) and carbohydrate active enzymes (CAZymes) than Emericellopsis sp. TS7 isolate. Emericellopsis sp. TS7 (Hypocreales, Ascomycota) was isolated from the sponge Stelletta normani. A six-gene phylogenetic analysis placed the isolate in the marine Emericellopsis clade and morphological examination confirmed that the isolate represents a new species, which is described here as E. atlantica. Analysis of its CAZyme repertoire and a culturing experiment on three marine and one terrestrial substrates indicated that E. atlantica is a psychrotrophic generalist fungus that is able to degrade several types of marine biomass. FungiSMASH analysis revealed the presence of 35 BGCs including, eight non-ribosomal peptide synthases (NRPSs), six NRPS-like, six polyketide synthases, nine terpenes and six hybrid, mixed or other clusters. Of these BGCs, only five were homologous with characterized BGCs. The presence of unknown BGCs sets and large CAZyme repertoire set stage for further investigations of E. atlantica. The Pezizellaceae genome and the genome of the monotypic Amylocarpus genus represent the first published genomes of filamentous fungi that are restricted in their occurrence to the marine habitat and form thus a valuable resource for the community that can be used in studying ecological adaptions of fungi using comparative genomics.
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Affiliation(s)
- Ole Christian Hagestad
- Marbio, The Norwegian College of Fishery Science, Department at Faculty of Biosciences, Fisheries and Economics, UiT The Arctic University of Norway, Tromsø, Norway.
| | - Lingwei Hou
- Westerdijk Fungal Biodiversity Institute, Uppsalalaan 8, 3584CT, Utrecht, Netherlands
| | - Jeanette H Andersen
- Marbio, The Norwegian College of Fishery Science, Department at Faculty of Biosciences, Fisheries and Economics, UiT The Arctic University of Norway, Tromsø, Norway
| | - Espen H Hansen
- Marbio, The Norwegian College of Fishery Science, Department at Faculty of Biosciences, Fisheries and Economics, UiT The Arctic University of Norway, Tromsø, Norway
| | - Bjørn Altermark
- The Norwegian Structural Biology Centre (NorStruct), Department of Chemistry, Faculty of Science and Technology, UiT the Arctic University of Norway, Tromsø, Norway
| | - Chun Li
- Marbio, The Norwegian College of Fishery Science, Department at Faculty of Biosciences, Fisheries and Economics, UiT The Arctic University of Norway, Tromsø, Norway
| | - Eric Kuhnert
- Institute of Organic Chemistry and BMWZ, Leibniz Universität Hannover, Hanover, Germany
| | - Russell J Cox
- Institute of Organic Chemistry and BMWZ, Leibniz Universität Hannover, Hanover, Germany
| | - Pedro W Crous
- Westerdijk Fungal Biodiversity Institute, Uppsalalaan 8, 3584CT, Utrecht, Netherlands
| | - Joseph W Spatafora
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, USA
| | - Kathleen Lail
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Mojgan Amirebrahimi
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Anna Lipzen
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Jasmyn Pangilinan
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - William Andreopoulos
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Richard D Hayes
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Vivian Ng
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Igor V Grigoriev
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
- Department of Plant and Microbial Biology, University of California Berkeley, Berkeley, CA, 94720, USA
| | - Stephen A Jackson
- School of Microbiology, University College Cork, Cork, Ireland
- MaREI Centre, Environmental Research Institute, University College Cork, Cork, Ireland
| | - Thomas D S Sutton
- School of Microbiology, University College Cork, Cork, Ireland
- APC Microbiome Ireland, Cork, Ireland
| | - Alan D W Dobson
- School of Microbiology, University College Cork, Cork, Ireland
- MaREI Centre, Environmental Research Institute, University College Cork, Cork, Ireland
| | - Teppo Rämä
- Marbio, The Norwegian College of Fishery Science, Department at Faculty of Biosciences, Fisheries and Economics, UiT The Arctic University of Norway, Tromsø, Norway
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3
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Garmaeva S, Gulyaeva A, Sinha T, Shkoporov AN, Clooney AG, Stockdale SR, Spreckels JE, Sutton TDS, Draper LA, Dutilh BE, Wijmenga C, Kurilshikov A, Fu J, Hill C, Zhernakova A. Stability of the human gut virome and effect of gluten-free diet. Cell Rep 2021; 35:109132. [PMID: 34010651 DOI: 10.1016/j.celrep.2021.109132] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Revised: 01/12/2021] [Accepted: 04/23/2021] [Indexed: 02/07/2023] Open
Abstract
The human gut microbiome consists of bacteria, archaea, eukaryotes, and viruses. The gut viruses are relatively underexplored. Here, we longitudinally analyzed the gut virome composition in 11 healthy adults: its stability, variation, and the effect of a gluten-free diet. Using viral enrichment and a de novo assembly-based approach, we demonstrate the quantitative dynamics of the gut virome, including dsDNA, ssDNA, dsRNA, and ssRNA viruses. We observe highly divergent individual viral communities, carrying on an average 2,143 viral genomes, 13.1% of which were present at all 3 time points. In contrast to previous reports, the Siphoviridae family dominates over Microviridae in studied individual viromes. We also show individual viromes to be stable at the family level but to vary substantially at the genera and species levels. Finally, we demonstrate that lower initial diversity of the human gut virome leads to a more pronounced effect of the dietary intervention on its composition.
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Affiliation(s)
- Sanzhima Garmaeva
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9713GZ, the Netherlands
| | - Anastasia Gulyaeva
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9713GZ, the Netherlands
| | - Trishla Sinha
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9713GZ, the Netherlands
| | - Andrey N Shkoporov
- APC Microbiome Ireland and School of Microbiology, University College Cork, Cork T12 YT20, Ireland
| | - Adam G Clooney
- APC Microbiome Ireland and School of Microbiology, University College Cork, Cork T12 YT20, Ireland
| | - Stephen R Stockdale
- APC Microbiome Ireland and School of Microbiology, University College Cork, Cork T12 YT20, Ireland
| | - Johanne E Spreckels
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9713GZ, the Netherlands
| | - Thomas D S Sutton
- APC Microbiome Ireland and School of Microbiology, University College Cork, Cork T12 YT20, Ireland
| | - Lorraine A Draper
- APC Microbiome Ireland and School of Microbiology, University College Cork, Cork T12 YT20, Ireland
| | - Bas E Dutilh
- Theoretical Biology and Bioinformatics, Science for Life, Utrecht University, Utrecht 3584 CH, the Netherlands
| | - Cisca Wijmenga
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9713GZ, the Netherlands
| | - Alexander Kurilshikov
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9713GZ, the Netherlands
| | - Jingyuan Fu
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9713GZ, the Netherlands; Department of Pediatrics, University of Groningen, University Medical Center Groningen, Groningen 9713GZ, the Netherlands
| | - Colin Hill
- APC Microbiome Ireland and School of Microbiology, University College Cork, Cork T12 YT20, Ireland
| | - Alexandra Zhernakova
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen 9713GZ, the Netherlands.
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4
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Affiliation(s)
| | - Adam G Clooney
- APC Microbiome Ireland, University College Cork, Cork, Ireland
| | - Colin Hill
- APC Microbiome Ireland, University College Cork, Cork, Ireland
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5
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Abstract
The gut microbiome is widely accepted to have a significant impact on human health yet, despite years of research on this complex ecosystem, the contributions of different forces driving microbial population structure remain to be fully elucidated. The viral component of the human gut microbiome is dominated by bacteriophage, which are known to play crucial roles in shaping microbial composition, driving bacterial diversity, and facilitating horizontal gene transfer. Bacteriophage are also one of the most poorly understood components of the human gut microbiome, with the vast majority of viral sequences sharing little to no homology to reference databases. If we are to understand the dynamics of bacteriophage populations, their interaction with the human microbiome and ultimately their influence on human health, we will depend heavily on sequence based approaches and in silico tools. This is complicated by the fact that, as with any research field in its infancy, methods of analyses vary and this can impede our ability to compare the outputs of different studies. Here, we discuss the major findings to date regarding the human virome and reflect on our current understanding of how gut bacteriophage shape the microbiome. We consider whether or not the virome field is built on unstable foundations and if so, how can we provide a solid basis for future experimentation. The virome is a challenging yet crucial piece of the human microbiome puzzle. In order to develop our understanding, we will discuss the need to underpin future studies with robust research methods and suggest some solutions to existing challenges.
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Affiliation(s)
| | - Colin Hill
- APC Microbiome Ireland and School of Microbiology, University College Cork, Cork, Ireland
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6
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Sutton TDS, Clooney AG, Ryan FJ, Ross RP, Hill C. Choice of assembly software has a critical impact on virome characterisation. Microbiome 2019; 7:12. [PMID: 30691529 PMCID: PMC6350398 DOI: 10.1186/s40168-019-0626-5] [Citation(s) in RCA: 80] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/16/2018] [Accepted: 01/14/2019] [Indexed: 05/19/2023]
Abstract
BACKGROUND The viral component of microbial communities plays a vital role in driving bacterial diversity, facilitating nutrient turnover and shaping community composition. Despite their importance, the vast majority of viral sequences are poorly annotated and share little or no homology to reference databases. As a result, investigation of the viral metagenome (virome) relies heavily on de novo assembly of short sequencing reads to recover compositional and functional information. Metagenomic assembly is particularly challenging for virome data, often resulting in fragmented assemblies and poor recovery of viral community members. Despite the essential role of assembly in virome analysis and difficulties posed by these data, current assembly comparisons have been limited to subsections of virome studies or bacterial datasets. DESIGN This study presents the most comprehensive virome assembly comparison to date, featuring 16 metagenomic assembly approaches which have featured in human virome studies. Assemblers were assessed using four independent virome datasets, namely, simulated reads, two mock communities, viromes spiked with a known phage and human gut viromes. RESULTS Assembly performance varied significantly across all test datasets, with SPAdes (meta) performing consistently well. Performance of MIRA and VICUNA varied, highlighting the importance of using a range of datasets when comparing assembly programs. It was also found that while some assemblers addressed the challenges of virome data better than others, all assemblers had limitations. Low read coverage and genomic repeats resulted in assemblies with poor genome recovery, high degrees of fragmentation and low-accuracy contigs across all assemblers. These limitations must be considered when setting thresholds for downstream analysis and when drawing conclusions from virome data.
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Affiliation(s)
- Thomas D S Sutton
- APC Microbiome Ireland, Cork, Ireland
- School for Microbiology, University College Cork, Cork, Ireland
| | - Adam G Clooney
- APC Microbiome Ireland, Cork, Ireland
- School for Microbiology, University College Cork, Cork, Ireland
| | - Feargal J Ryan
- APC Microbiome Ireland, Cork, Ireland
- School for Microbiology, University College Cork, Cork, Ireland
- Present Address: South Australian Health and Medical Research Institute, Adelaide, Australia
| | - R Paul Ross
- APC Microbiome Ireland, Cork, Ireland
- School for Microbiology, University College Cork, Cork, Ireland
- Teagasc Food Research Centre, Fermoy, Cork, Ireland
| | - Colin Hill
- APC Microbiome Ireland, Cork, Ireland.
- School for Microbiology, University College Cork, Cork, Ireland.
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7
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Fitzgerald CB, Shkoporov AN, Sutton TDS, Chaplin AV, Velayudhan V, Ross RP, Hill C. Comparative analysis of Faecalibacterium prausnitzii genomes shows a high level of genome plasticity and warrants separation into new species-level taxa. BMC Genomics 2018; 19:931. [PMID: 30547746 PMCID: PMC6295017 DOI: 10.1186/s12864-018-5313-6] [Citation(s) in RCA: 58] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Accepted: 11/27/2018] [Indexed: 02/08/2023] Open
Abstract
Background Faecalibacterium prausnitzii is a ubiquitous member of the human gut microbiome, constituting up to 15% of the total bacteria in the human gut. Substantial evidence connects decreased levels of F. prausnitzii with the onset and progression of certain forms of inflammatory bowel disease, which has been attributed to its anti-inflammatory potential. Two phylogroups of F. prausnitzii have been identified, with a decrease in phylogroup I being a more sensitive marker of intestinal inflammation. Much of the genomic and physiological data available to date was collected using phylogroup II strains. Little analysis of F. prausnitzii genomes has been performed so far and genetic differences between phylogroups I and II are poorly understood. Results In this study we sequenced 11 additional F. prausnitzii genomes and performed comparative genomics to investigate intraspecies diversity, functional gene complement and the mobilome of 31 high-quality draft and complete genomes. We reveal a very low level of average nucleotide identity among F. prausnitzii genomes and a high level of genome plasticity. Two genomogroups can be separated based on differences in functional gene complement, albeit that this division does not fully agree with separation based on conserved gene phylogeny, highlighting the importance of horizontal gene transfer in shaping F. prausnitzii genomes. The difference between the two genomogroups is mainly in the complement of genes associated with catabolism of carbohydrates (such as a predicted sialidase gene in genomogroup I) and amino acids, as well as defense mechanisms. Conclusions Based on the combination of ANI of genomic sequences, phylogenetic analysis of core proteomes and functional differences we propose to separate the species F. prausnitzii into two new species level taxa: F. prausnitzii sensu stricto (neotype strain A2–165T = DSM 17677T = JCM 31915T) and F. moorei sp. nov. (type strain ATCC 27768T = NCIMB 13872T). Electronic supplementary material The online version of this article (10.1186/s12864-018-5313-6) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Cormac Brian Fitzgerald
- APC Microbiome Ireland, University College Cork, Cork, Ireland.,School of Microbiology, University College Cork, Cork, Ireland
| | | | | | - Andrei V Chaplin
- Department of Microbiology and Virology, Pirogov Russian National Research Medical University, Moscow, Russia
| | | | - R Paul Ross
- APC Microbiome Ireland, University College Cork, Cork, Ireland.,Department of Food Biosciences, Teagasc Food Research Centre, Moorepark, Fermoy, Ireland.,School of Microbiology, University College Cork, Cork, Ireland
| | - Colin Hill
- APC Microbiome Ireland, University College Cork, Cork, Ireland. .,Department of Food Biosciences, Teagasc Food Research Centre, Moorepark, Fermoy, Ireland. .,School of Microbiology, University College Cork, Cork, Ireland.
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8
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Guerin E, Shkoporov A, Stockdale SR, Clooney AG, Ryan FJ, Sutton TDS, Draper LA, Gonzalez-Tortuero E, Ross RP, Hill C. Biology and Taxonomy of crAss-like Bacteriophages, the Most Abundant Virus in the Human Gut. Cell Host Microbe 2018; 24:653-664.e6. [PMID: 30449316 DOI: 10.1016/j.chom.2018.10.002] [Citation(s) in RCA: 146] [Impact Index Per Article: 24.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Revised: 07/02/2018] [Accepted: 09/17/2018] [Indexed: 12/22/2022]
Abstract
CrAssphages represent the most abundant virus in the human gut microbiota, but the lack of available genome sequences for comparison has kept them enigmatic. Recently, sequence-based classification of distantly related crAss-like phages from multiple environments was reported, leading to a proposed familial-level taxonomic group. Here, we assembled the metagenomic sequencing reads from 702 human fecal virome/phageome samples and analyzed 99 complete circular crAss-like phage genomes and 150 contigs ≥70 kb. In silico comparative genomics and taxonomic analysis enabled a classification scheme of crAss-like phages from human fecal microbiomes into four candidate subfamilies composed of ten candidate genera. Laboratory analysis was performed on fecal samples from an individual harboring seven distinct crAss-like phages. We achieved crAss-like phage propagation in ex vivo human fecal fermentations and visualized short-tailed podoviruses by electron microscopy. Mass spectrometry of a crAss-like phage capsid protein could be linked to metagenomic sequencing data, confirming crAss-like phage structural annotations.
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Affiliation(s)
- Emma Guerin
- APC Microbiome Ireland, University College Cork, Cork, Ireland; School of Microbiology, University College Cork, Cork, Ireland
| | | | - Stephen R Stockdale
- APC Microbiome Ireland, University College Cork, Cork, Ireland; Teagasc Food Research Centre, Moorepark, Fermoy, Co., Cork, Ireland
| | - Adam G Clooney
- APC Microbiome Ireland, University College Cork, Cork, Ireland
| | - Feargal J Ryan
- APC Microbiome Ireland, University College Cork, Cork, Ireland
| | - Thomas D S Sutton
- APC Microbiome Ireland, University College Cork, Cork, Ireland; School of Microbiology, University College Cork, Cork, Ireland
| | | | | | - R Paul Ross
- APC Microbiome Ireland, University College Cork, Cork, Ireland; School of Microbiology, University College Cork, Cork, Ireland; Teagasc Food Research Centre, Moorepark, Fermoy, Co., Cork, Ireland
| | - Colin Hill
- APC Microbiome Ireland, University College Cork, Cork, Ireland; School of Microbiology, University College Cork, Cork, Ireland.
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