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Bacterial genome size and gene functional diversity negatively correlate with taxonomic diversity along a pH gradient

Author

Listed:
  • Cong Wang

    (Chinese Academy of Sciences
    University of Chinese Academy of Sciences)

  • Qing-Yi Yu

    (Chinese Academy of Sciences
    University of Chinese Academy of Sciences)

  • Niu-Niu Ji

    (Chinese Academy of Sciences
    University of Illinois Urbana-Champaign)

  • Yong Zheng

    (Chinese Academy of Sciences
    Fujian Normal University)

  • John W. Taylor

    (University of California)

  • Liang-Dong Guo

    (Chinese Academy of Sciences
    University of Chinese Academy of Sciences)

  • Cheng Gao

    (Chinese Academy of Sciences
    University of Chinese Academy of Sciences)

Abstract

Bacterial gene repertoires reflect adaptive strategies, contribute to ecosystem functioning and are limited by genome size. However, gene functional diversity does not necessarily correlate with taxonomic diversity because average genome size may vary by community. Here, we analyse gene functional diversity (by shotgun metagenomics) and taxonomic diversity (by 16S rRNA gene amplicon sequencing) to investigate soil bacterial communities along a natural pH gradient in 12 tropical, subtropical, and temperate forests. We find that bacterial average genome size and gene functional diversity decrease, whereas taxonomic diversity increases, as soil pH rises from acid to neutral; as a result, bacterial taxonomic and functional diversity are negatively correlated. The gene repertoire of acid-adapted oligotrophs is enriched in functions of signal transduction, cell motility, secretion system, and degradation of complex compounds, while that of neutral pH-adapted copiotrophs is enriched in functions of energy metabolism and membrane transport. Our results indicate that a mismatch between taxonomic and functional diversity can arise when environmental factors (such as pH) select for adaptive strategies that affect genome size distributions.

Suggested Citation

  • Cong Wang & Qing-Yi Yu & Niu-Niu Ji & Yong Zheng & John W. Taylor & Liang-Dong Guo & Cheng Gao, 2023. "Bacterial genome size and gene functional diversity negatively correlate with taxonomic diversity along a pH gradient," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-43297-w
    DOI: 10.1038/s41467-023-43297-w
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    1. Carlos A. Guerra & Miguel Berdugo & David J. Eldridge & Nico Eisenhauer & Brajesh K. Singh & Haiying Cui & Sebastian Abades & Fernando D. Alfaro & Adebola R. Bamigboye & Felipe Bastida & José L. Blanc, 2022. "Global hotspots for soil nature conservation," Nature, Nature, vol. 610(7933), pages 693-698, October.
    2. Peter Menzel & Kim Lee Ng & Anders Krogh, 2016. "Fast and sensitive taxonomic classification for metagenomics with Kaiju," Nature Communications, Nature, vol. 7(1), pages 1-9, September.
    3. David K. Ngugi & Silvia G. Acinas & Pablo Sánchez & Josep M. Gasol & Susana Agusti & David M. Karl & Carlos M. Duarte, 2023. "Abiotic selection of microbial genome size in the global ocean," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    4. Ashish A. Malik & Jeremy Puissant & Kate M. Buckeridge & Tim Goodall & Nico Jehmlich & Somak Chowdhury & Hyun Soon Gweon & Jodey M. Peyton & Kelly E. Mason & Maaike Agtmaal & Aimeric Blaud & Ian M. Cl, 2018. "Land use driven change in soil pH affects microbial carbon cycling processes," Nature Communications, Nature, vol. 9(1), pages 1-10, December.
    5. Mohammad Bahram & Falk Hildebrand & Sofia K. Forslund & Jennifer L. Anderson & Nadejda A. Soudzilovskaia & Peter M. Bodegom & Johan Bengtsson-Palme & Sten Anslan & Luis Pedro Coelho & Helery Harend & , 2018. "Structure and function of the global topsoil microbiome," Nature, Nature, vol. 560(7717), pages 233-237, August.
    6. Tianjiao Dai & Donghui Wen & Colin T. Bates & Linwei Wu & Xue Guo & Suo Liu & Yifan Su & Jiesi Lei & Jizhong Zhou & Yunfeng Yang, 2022. "Nutrient supply controls the linkage between species abundance and ecological interactions in marine bacterial communities," Nature Communications, Nature, vol. 13(1), pages 1-9, December.
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