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Global biogeography of microbes driving ocean ecological status under climate change

Author

Listed:
  • Zhenyan Zhang

    (Zhejiang University of Technology)

  • Qi Zhang

    (Zhejiang University of Technology
    Shaoxing University)

  • Bingfeng Chen

    (Zhejiang University of Technology)

  • Yitian Yu

    (Zhejiang University of Technology)

  • Tingzhang Wang

    (Key Laboratory of Microbial Technology and Bioinformatics of Zhejiang Province)

  • Nuohan Xu

    (Zhejiang University of Technology
    Shaoxing University)

  • Xiaoji Fan

    (Key Laboratory of Microbial Technology and Bioinformatics of Zhejiang Province)

  • Josep Penuelas

    (Bellaterra
    Cerdanyola del Vallès)

  • Zhengwei Fu

    (Zhejiang University of Technology)

  • Ye Deng

    (Chinese Academy of Sciences)

  • Yong-Guan Zhu

    (Chinese Academy of Sciences
    Chinese Academy of Sciences)

  • Haifeng Qian

    (Zhejiang University of Technology)

Abstract

Microbial communities play a crucial role in ocean ecology and global biogeochemical processes. However, understanding the intricate interactions among diversity, taxonomical composition, functional traits, and how these factors respond to climate change remains a significant challenge. Here, we propose seven distinct ecological statuses by systematically considering the diversity, structure, and biogeochemical potential of the ocean microbiome to delineate their biogeography. Anthropogenic climate change is expected to alter the ecological status of the surface ocean by influencing environmental conditions, particularly nutrient and oxygen contents. Our predictive model, which utilizes machine learning, indicates that the ecological status of approximately 32.44% of the surface ocean may undergo changes from the present to the end of this century, assuming no policy interventions. These changes mainly include poleward shifts in the main taxa, increases in photosynthetic carbon fixation and decreases in nutrient metabolism. However, this proportion can decrease significantly with effective control of greenhouse gas emissions. Our study underscores the urgent necessity for implementing policies to mitigate climate change, particularly from an ecological perspective.

Suggested Citation

  • Zhenyan Zhang & Qi Zhang & Bingfeng Chen & Yitian Yu & Tingzhang Wang & Nuohan Xu & Xiaoji Fan & Josep Penuelas & Zhengwei Fu & Ye Deng & Yong-Guan Zhu & Haifeng Qian, 2024. "Global biogeography of microbes driving ocean ecological status under climate change," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-49124-0
    DOI: 10.1038/s41467-024-49124-0
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    References listed on IDEAS

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    1. Fabio Benedetti & Meike Vogt & Urs Hofmann Elizondo & Damiano Righetti & Niklaus E. Zimmermann & Nicolas Gruber, 2021. "Major restructuring of marine plankton assemblages under global warming," Nature Communications, Nature, vol. 12(1), pages 1-15, December.
    2. Ziye Li & Yi Ge Zhang & Mark Torres & Benjamin J. W. Mills, 2023. "Neogene burial of organic carbon in the global ocean," Nature, Nature, vol. 613(7942), pages 90-95, January.
    3. Mette Hein & Kaj Sand-Jensen, 1997. "CO2 increases oceanic primary production," Nature, Nature, vol. 388(6642), pages 526-527, August.
    4. Fabio Benedetti & Meike Vogt & Urs Hofmann Elizondo & Damiano Righetti & Niklaus E. Zimmermann & Nicolas Gruber, 2021. "Author Correction: Major restructuring of marine plankton assemblages under global warming," Nature Communications, Nature, vol. 12(1), pages 1-1, December.
    5. Leon Dlugosch & Anja Poehlein & Bernd Wemheuer & Birgit Pfeiffer & Thomas H. Badewien & Rolf Daniel & Meinhard Simon, 2022. "Significance of gene variants for the functional biogeography of the near-surface Atlantic Ocean microbiome," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    6. Tristan Biard & Lars Stemmann & Marc Picheral & Nicolas Mayot & Pieter Vandromme & Helena Hauss & Gabriel Gorsky & Lionel Guidi & Rainer Kiko & Fabrice Not, 2016. "In situ imaging reveals the biomass of giant protists in the global ocean," Nature, Nature, vol. 532(7600), pages 504-507, April.
    7. Benjamin S. Halpern & Melanie Frazier & John Potapenko & Kenneth S. Casey & Kellee Koenig & Catherine Longo & Julia Stewart Lowndes & R. Cotton Rockwood & Elizabeth R. Selig & Kimberly A. Selkoe & Sha, 2015. "Spatial and temporal changes in cumulative human impacts on the world’s ocean," Nature Communications, Nature, vol. 6(1), pages 1-7, November.
    8. Thomas J. Browning & C. Mark Moore, 2023. "Global analysis of ocean phytoplankton nutrient limitation reveals high prevalence of co-limitation," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    9. U. Riebesell & K. G. Schulz & R. G. J. Bellerby & M. Botros & P. Fritsche & M. Meyerhöfer & C. Neill & G. Nondal & A. Oschlies & J. Wohlers & E. Zöllner, 2007. "Enhanced biological carbon consumption in a high CO2 ocean," Nature, Nature, vol. 450(7169), pages 545-548, November.
    10. Zhan Ban & Xiangang Hu & Jinghong Li, 2022. "Tipping points of marine phytoplankton to multiple environmental stressors," Nature Climate Change, Nature, vol. 12(11), pages 1045-1051, November.
    11. Zhenyan Zhang & Qi Zhang & Tingzhang Wang & Nuohan Xu & Tao Lu & Wenjie Hong & Josep Penuelas & Michael Gillings & Meixia Wang & Wenwen Gao & Haifeng Qian, 2022. "Assessment of global health risk of antibiotic resistance genes," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
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