IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v13y2022i1d10.1038_s41467-022-32832-w.html
   My bibliography  Save this article

Extensive gut virome variation and its associations with host and environmental factors in a population-level cohort

Author

Listed:
  • Suguru Nishijima

    (Waseda University
    National Institute of Advanced Industrial Science and Technology
    Structural and Computational Biology Unit, European Molecular Biology Laboratory)

  • Naoyoshi Nagata

    (Tokyo Medical University
    National Center for Global Health and Medicine)

  • Yuya Kiguchi

    (Waseda University
    RIKEN Center for Integrative Medical Sciences)

  • Yasushi Kojima

    (National Center for Global Health and Medicine)

  • Tohru Miyoshi-Akiyama

    (National Center for Global Health and Medicine)

  • Moto Kimura

    (National Center for Global Health and Medicine)

  • Mitsuru Ohsugi

    (National Center for Global Health and Medicine
    National Center for Global Health and Medicine)

  • Kohjiro Ueki

    (National Center for Global Health and Medicine)

  • Shinichi Oka

    (National Center for Global Health and Medicine Hospital)

  • Masashi Mizokami

    (National Center for Global Health and Medicine)

  • Takao Itoi

    (Tokyo Medical University)

  • Takashi Kawai

    (Tokyo Medical University)

  • Naomi Uemura

    (National Center for Global Health and Medicine, Kohnodai Hospital)

  • Masahira Hattori

    (Waseda University
    RIKEN Center for Integrative Medical Sciences)

Abstract

Indigenous bacteriophage communities (virome) in the human gut have a huge impact on the structure and function of gut bacterial communities (bacteriome), but virome variation at a population scale is not fully investigated yet. Here, we analyse the gut dsDNA virome in the Japanese 4D cohort of 4198 deeply phenotyped individuals. By assembling metagenomic reads, we discover thousands of high-quality phage genomes including previously uncharacterised phage clades with different bacterial hosts than known major ones. The distribution of host bacteria is a strong determinant for the distribution of phages in the gut, and virome diversity is highly correlated with anti-viral defence mechanisms of the bacteriome, such as CRISPR-Cas and restriction-modification systems. We identify 97 various intrinsic/extrinsic factors that significantly affect the virome structure, including age, sex, lifestyle, and diet, most of which showed consistent associations with both phages and their predicted bacterial hosts. Among the metadata categories, disease and medication have the strongest effects on the virome structure. Overall, these results present a basis to understand the symbiotic communities of bacteria and their viruses in the human gut, which will facilitate the medical and industrial applications of indigenous viruses.

Suggested Citation

  • Suguru Nishijima & Naoyoshi Nagata & Yuya Kiguchi & Yasushi Kojima & Tohru Miyoshi-Akiyama & Moto Kimura & Mitsuru Ohsugi & Kohjiro Ueki & Shinichi Oka & Masashi Mizokami & Takao Itoi & Takashi Kawai , 2022. "Extensive gut virome variation and its associations with host and environmental factors in a population-level cohort," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-32832-w
    DOI: 10.1038/s41467-022-32832-w
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-022-32832-w
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-022-32832-w?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Hannah G. Hampton & Bridget N. J. Watson & Peter C. Fineran, 2020. "The arms race between bacteria and their phage foes," Nature, Nature, vol. 577(7790), pages 327-336, January.
    2. Bas E. Dutilh & Noriko Cassman & Katelyn McNair & Savannah E. Sanchez & Genivaldo G. Z. Silva & Lance Boling & Jeremy J. Barr & Daan R. Speth & Victor Seguritan & Ramy K. Aziz & Ben Felts & Elizabeth , 2014. "A highly abundant bacteriophage discovered in the unknown sequences of human faecal metagenomes," Nature Communications, Nature, vol. 5(1), pages 1-11, December.
    3. Tanya Yatsunenko & Federico E. Rey & Mark J. Manary & Indi Trehan & Maria Gloria Dominguez-Bello & Monica Contreras & Magda Magris & Glida Hidalgo & Robert N. Baldassano & Andrey P. Anokhin & Andrew C, 2012. "Human gut microbiome viewed across age and geography," Nature, Nature, vol. 486(7402), pages 222-227, June.
    4. Alessio Milanese & Daniel R Mende & Lucas Paoli & Guillem Salazar & Hans-Joachim Ruscheweyh & Miguelangel Cuenca & Pascal Hingamp & Renato Alves & Paul I Costea & Luis Pedro Coelho & Thomas S. B. Schm, 2019. "Microbial abundance, activity and population genomic profiling with mOTUs2," Nature Communications, Nature, vol. 10(1), pages 1-11, December.
    5. Alejandro Reyes & Matthew Haynes & Nicole Hanson & Florent E. Angly & Andrew C. Heath & Forest Rohwer & Jeffrey I. Gordon, 2010. "Viruses in the faecal microbiota of monozygotic twins and their mothers," Nature, Nature, vol. 466(7304), pages 334-338, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Shuqin Zeng & Alexandre Almeida & Shiping Li & Junjie Ying & Hua Wang & Yi Qu & R. Paul Ross & Catherine Stanton & Zhemin Zhou & Xiaoyu Niu & Dezhi Mu & Shaopu Wang, 2024. "A metagenomic catalog of the early-life human gut virome," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    2. Paula Istvan & Einar Birkeland & Ekaterina Avershina & Ane S. Kværner & Vahid Bemanian & Barbara Pardini & Sonia Tarallo & Willem M. Vos & Torbjørn Rognes & Paula Berstad & Trine B. Rounge, 2024. "Exploring the gut DNA virome in fecal immunochemical test stool samples reveals associations with lifestyle in a large population-based study," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    3. Kasimir Kienbeck & Lukas Malfertheiner & Susann Zelger-Paulus & Silke Johannsen & Christian Mering & Roland K. O. Sigel, 2024. "Identification of HDV-like theta ribozymes involved in tRNA-based recoding of gut bacteriophages," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    4. Shao-Ming Gao & Han-Lan Fei & Qi Li & Li-Ying Lan & Li-Nan Huang & Peng-Fei Fan, 2024. "Eco-evolutionary dynamics of gut phageome in wild gibbons (Hoolock tianxing) with seasonal diet variations," Nature Communications, Nature, vol. 15(1), pages 1-13, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. John Molloy & Katrina Allen & Fiona Collier & Mimi L. K. Tang & Alister C. Ward & Peter Vuillermin, 2013. "The Potential Link between Gut Microbiota and IgE-Mediated Food Allergy in Early Life," IJERPH, MDPI, vol. 10(12), pages 1-22, December.
    2. Tzu-Ping Ko & Yu-Chuan Wang & Chia-Shin Yang & Mei-Hui Hou & Chao-Jung Chen & Yi-Fang Chiu & Yeh Chen, 2022. "Crystal structure and functional implication of bacterial STING," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    3. Allison G. White & George S. Watts & Zhenqiang Lu & Maria M. Meza-Montenegro & Eric A. Lutz & Philip Harber & Jefferey L. Burgess, 2014. "Environmental Arsenic Exposure and Microbiota in Induced Sputum," IJERPH, MDPI, vol. 11(2), pages 1-15, February.
    4. Fanette Fontaine & Sondra Turjeman & Karel Callens & Omry Koren, 2023. "The intersection of undernutrition, microbiome, and child development in the first years of life," Nature Communications, Nature, vol. 14(1), pages 1-9, December.
    5. Jack P. K. Bravo & Cristian Aparicio-Maldonado & Franklin L. Nobrega & Stan J. J. Brouns & David W. Taylor, 2022. "Structural basis for broad anti-phage immunity by DISARM," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    6. Davide Albanese & Carlotta De Filippo & Duccio Cavalieri & Claudio Donati, 2015. "Explaining Diversity in Metagenomic Datasets by Phylogenetic-Based Feature Weighting," PLOS Computational Biology, Public Library of Science, vol. 11(3), pages 1-18, March.
    7. Paul J McMurdie & Susan Holmes, 2014. "Waste Not, Want Not: Why Rarefying Microbiome Data Is Inadmissible," PLOS Computational Biology, Public Library of Science, vol. 10(4), pages 1-12, April.
    8. Lingling Wang & Haobin Yao & Daniel C. Morgan & Kam Shing Lau & Suet Yi Leung & Joshua W. K. Ho & Wai K. Leung, 2023. "Altered human gut virome in patients undergoing antibiotics therapy for Helicobacter pylori," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    9. Yaru Song & Hongyu Zhao & Tao Wang, 2020. "An adaptive independence test for microbiome community data," Biometrics, The International Biometric Society, vol. 76(2), pages 414-426, June.
    10. Clemente F. Arias & Francisco J. Acosta & Federica Bertocchini & Miguel A. Herrero & Cristina Fernández-Arias, 2022. "The coordination of anti-phage immunity mechanisms in bacterial cells," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    11. Tamar Ringel-Kulka & Jing Cheng & Yehuda Ringel & Jarkko Salojärvi & Ian Carroll & Airi Palva & Willem M de Vos & Reetta Satokari, 2013. "Intestinal Microbiota in Healthy U.S. Young Children and Adults—A High Throughput Microarray Analysis," PLOS ONE, Public Library of Science, vol. 8(5), pages 1-10, May.
    12. Miranda Loh & Dimosthenis Sarigiannis & Alberto Gotti & Spyros Karakitsios & Anjoeka Pronk & Eelco Kuijpers & Isabella Annesi-Maesano & Nour Baiz & Joana Madureira & Eduardo Oliveira Fernandes & Micha, 2017. "How Sensors Might Help Define the External Exposome," IJERPH, MDPI, vol. 14(4), pages 1-14, April.
    13. Todd D. Terhune & Richard C. Deth, 2018. "Aluminum Adjuvant-Containing Vaccines in the Context of the Hygiene Hypothesis: A Risk Factor for Eosinophilia and Allergy in a Genetically Susceptible Subpopulation?," IJERPH, MDPI, vol. 15(5), pages 1-16, May.
    14. Brian D. Huang & Thomas M. Groseclose & Corey J. Wilson, 2022. "Transcriptional programming in a Bacteroides consortium," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    15. Lara S. Franco & Danielle F. Shanahan & Richard A. Fuller, 2017. "A Review of the Benefits of Nature Experiences: More Than Meets the Eye," IJERPH, MDPI, vol. 14(8), pages 1-29, August.
    16. Marta Reyman & Marlies A. Houten & Rebecca L. Watson & Mei Ling J. N. Chu & Kayleigh Arp & Wouter J. Waal & Irene Schiering & Frans B. Plötz & Rob J. L. Willems & Willem Schaik & Elisabeth A. M. Sande, 2022. "Effects of early-life antibiotics on the developing infant gut microbiome and resistome: a randomized trial," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    17. Corentin Hochart & Lucas Paoli & Hans-Joachim Ruscheweyh & Guillem Salazar & Emilie Boissin & Sarah Romac & Julie Poulain & Guillaume Bourdin & Guillaume Iwankow & Clémentine Moulin & Maren Ziegler & , 2023. "Ecology of Endozoicomonadaceae in three coral genera across the Pacific Ocean," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    18. Gabriel Magno Freitas Almeida & Ville Hoikkala & Janne Ravantti & Noora Rantanen & Lotta-Riina Sundberg, 2022. "Mucin induces CRISPR-Cas defense in an opportunistic pathogen," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    19. Kumar P Mainali & Sharon Bewick & Peter Thielen & Thomas Mehoke & Florian P Breitwieser & Shishir Paudel & Arjun Adhikari & Joshua Wolfe & Eric V Slud & David Karig & William F Fagan, 2017. "Statistical analysis of co-occurrence patterns in microbial presence-absence datasets," PLOS ONE, Public Library of Science, vol. 12(11), pages 1-21, November.
    20. Muntsa Rocafort & David B. Gootenberg & Jesús M. Luévano & Jeffrey M. Paer & Matthew R. Hayward & Juliet T. Bramante & Musie S. Ghebremichael & Jiawu Xu & Zoe H. Rogers & Alexander R. Munoz & Samson O, 2024. "HIV-associated gut microbial alterations are dependent on host and geographic context," Nature Communications, Nature, vol. 15(1), pages 1-14, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-32832-w. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.