A quantitative framework reveals ecological drivers of grassland microbial community assembly in response to warming

Unraveling the drivers controlling community assembly is a central issue in ecology. Although it is generally accepted that selection, dispersal, diversification and drift are major community assembly processes, defining their relative importance is very challenging. Here, we present a framework to...

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Published inNature communications Vol. 11; no. 1; pp. 4717 - 12
Main Authors Ning, Daliang, Yuan, Mengting, Wu, Linwei, Zhang, Ya, Guo, Xue, Zhou, Xishu, Yang, Yunfeng, Arkin, Adam P., Firestone, Mary K., Zhou, Jizhong
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 18.09.2020
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Abstract Unraveling the drivers controlling community assembly is a central issue in ecology. Although it is generally accepted that selection, dispersal, diversification and drift are major community assembly processes, defining their relative importance is very challenging. Here, we present a framework to quantitatively infer community assembly mechanisms by phylogenetic bin-based null model analysis (iCAMP). iCAMP shows high accuracy (0.93–0.99), precision (0.80–0.94), sensitivity (0.82–0.94), and specificity (0.95–0.98) on simulated communities, which are 10–160% higher than those from the entire community-based approach. Application of iCAMP to grassland microbial communities in response to experimental warming reveals dominant roles of homogeneous selection (38%) and ‘drift’ (59%). Interestingly, warming decreases ‘drift’ over time, and enhances homogeneous selection which is primarily imposed on Bacillales. In addition, homogeneous selection has higher correlations with drought and plant productivity under warming than control. iCAMP provides an effective and robust tool to quantify microbial assembly processes, and should also be useful for plant and animal ecology. Studies of microbial community assembly mechanisms typically use metrics for turnover within the whole community. Here, the authors develop an alternative approach based on turnover within lineages and dissect mechanistic change in grassland bacterial assembly under experimental warming.
AbstractList Unraveling the drivers controlling community assembly is a central issue in ecology. Although it is generally accepted that selection, dispersal, diversification and drift are major community assembly processes, defining their relative importance is very challenging. Here, we present a framework to quantitatively infer community assembly mechanisms by phylogenetic bin-based null model analysis (iCAMP). iCAMP shows high accuracy (0.93–0.99), precision (0.80–0.94), sensitivity (0.82–0.94), and specificity (0.95–0.98) on simulated communities, which are 10–160% higher than those from the entire community-based approach. Application of iCAMP to grassland microbial communities in response to experimental warming reveals dominant roles of homogeneous selection (38%) and ‘drift’ (59%). Interestingly, warming decreases ‘drift’ over time, and enhances homogeneous selection which is primarily imposed on Bacillales. In addition, homogeneous selection has higher correlations with drought and plant productivity under warming than control. iCAMP provides an effective and robust tool to quantify microbial assembly processes, and should also be useful for plant and animal ecology. Studies of microbial community assembly mechanisms typically use metrics for turnover within the whole community. Here, the authors develop an alternative approach based on turnover within lineages and dissect mechanistic change in grassland bacterial assembly under experimental warming.
Unraveling the drivers controlling community assembly is a central issue in ecology. Although it is generally accepted that selection, dispersal, diversification and drift are major community assembly processes, defining their relative importance is very challenging. Here, we present a framework to quantitatively infer community assembly mechanisms by phylogenetic bin-based null model analysis (iCAMP). iCAMP shows high accuracy (0.93–0.99), precision (0.80–0.94), sensitivity (0.82–0.94), and specificity (0.95–0.98) on simulated communities, which are 10–160% higher than those from the entire community-based approach. Application of iCAMP to grassland microbial communities in response to experimental warming reveals dominant roles of homogeneous selection (38%) and ‘drift’ (59%). Interestingly, warming decreases ‘drift’ over time, and enhances homogeneous selection which is primarily imposed on Bacillales. In addition, homogeneous selection has higher correlations with drought and plant productivity under warming than control. iCAMP provides an effective and robust tool to quantify microbial assembly processes, and should also be useful for plant and animal ecology.
Studies of microbial community assembly mechanisms typically use metrics for turnover within the whole community. Here, the authors develop an alternative approach based on turnover within lineages and dissect mechanistic change in grassland bacterial assembly under experimental warming.
Unraveling the drivers controlling community assembly is a central issue in ecology. Although it is generally accepted that selection, dispersal, diversification and drift are major community assembly processes, defining their relative importance is very challenging. Here, we present a framework to quantitatively infer community assembly mechanisms by phylogenetic bin-based null model analysis (iCAMP). iCAMP shows high accuracy (0.93-0.99), precision (0.80-0.94), sensitivity (0.82-0.94), and specificity (0.95-0.98) on simulated communities, which are 10-160% higher than those from the entire community-based approach. Application of iCAMP to grassland microbial communities in response to experimental warming reveals dominant roles of homogeneous selection (38%) and 'drift' (59%). Interestingly, warming decreases 'drift' over time, and enhances homogeneous selection which is primarily imposed on Bacillales. In addition, homogeneous selection has higher correlations with drought and plant productivity under warming than control. iCAMP provides an effective and robust tool to quantify microbial assembly processes, and should also be useful for plant and animal ecology.Unraveling the drivers controlling community assembly is a central issue in ecology. Although it is generally accepted that selection, dispersal, diversification and drift are major community assembly processes, defining their relative importance is very challenging. Here, we present a framework to quantitatively infer community assembly mechanisms by phylogenetic bin-based null model analysis (iCAMP). iCAMP shows high accuracy (0.93-0.99), precision (0.80-0.94), sensitivity (0.82-0.94), and specificity (0.95-0.98) on simulated communities, which are 10-160% higher than those from the entire community-based approach. Application of iCAMP to grassland microbial communities in response to experimental warming reveals dominant roles of homogeneous selection (38%) and 'drift' (59%). Interestingly, warming decreases 'drift' over time, and enhances homogeneous selection which is primarily imposed on Bacillales. In addition, homogeneous selection has higher correlations with drought and plant productivity under warming than control. iCAMP provides an effective and robust tool to quantify microbial assembly processes, and should also be useful for plant and animal ecology.
ArticleNumber 4717
Author Guo, Xue
Zhang, Ya
Firestone, Mary K.
Yang, Yunfeng
Zhou, Jizhong
Yuan, Mengting
Ning, Daliang
Arkin, Adam P.
Zhou, Xishu
Wu, Linwei
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  surname: Yuan
  fullname: Yuan, Mengting
  organization: Institute for Environmental Genomics and Department of Microbiology and Plant Biology, University of Oklahoma, Department of Environmental Science Policy and Management, University of California
– sequence: 3
  givenname: Linwei
  orcidid: 0000-0002-6649-5072
  surname: Wu
  fullname: Wu, Linwei
  organization: Institute for Environmental Genomics and Department of Microbiology and Plant Biology, University of Oklahoma
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  surname: Zhang
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  organization: Institute for Environmental Genomics and Department of Microbiology and Plant Biology, University of Oklahoma
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  organization: Institute for Environmental Genomics and Department of Microbiology and Plant Biology, University of Oklahoma, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University
– sequence: 6
  givenname: Xishu
  surname: Zhou
  fullname: Zhou, Xishu
  organization: Institute for Environmental Genomics and Department of Microbiology and Plant Biology, University of Oklahoma, School of Minerals Processing and Bioengineering, Central South University
– sequence: 7
  givenname: Yunfeng
  orcidid: 0000-0001-8274-6196
  surname: Yang
  fullname: Yang, Yunfeng
  organization: State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University
– sequence: 8
  givenname: Adam P.
  surname: Arkin
  fullname: Arkin, Adam P.
  organization: Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Department of Bioengineering, University of California
– sequence: 9
  givenname: Mary K.
  surname: Firestone
  fullname: Firestone, Mary K.
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  givenname: Jizhong
  orcidid: 0000-0003-2014-0564
  surname: Zhou
  fullname: Zhou, Jizhong
  email: jzhou@ou.edu
  organization: Institute for Environmental Genomics and Department of Microbiology and Plant Biology, University of Oklahoma, State Key Joint Laboratory of Environment Simulation and Pollution Control, School of Environment, Tsinghua University, Earth and Environmental Sciences, Lawrence Berkeley National Laboratory, School of Civil Engineering and Environmental Sciences, University of Oklahoma
BackLink https://www.ncbi.nlm.nih.gov/pubmed/32948774$$D View this record in MEDLINE/PubMed
https://www.osti.gov/servlets/purl/1706664$$D View this record in Osti.gov
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Snippet Unraveling the drivers controlling community assembly is a central issue in ecology. Although it is generally accepted that selection, dispersal,...
Studies of microbial community assembly mechanisms typically use metrics for turnover within the whole community. Here, the authors develop an alternative...
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osti
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StartPage 4717
SubjectTerms 49/22
49/23
631/158/2453
631/326/2565
704/158/853
704/158/855
Animals
Bacteria - classification
BASIC BIOLOGICAL SCIENCES
Biodiversity
community ecology
Droughts
Ecology
Global Warming
Grassland
grassland ecology
Humanities and Social Sciences
Microbial communities
microbial ecology
Microbiota
Models, Biological
multidisciplinary
Phylogeny
Science
Science (multidisciplinary)
Sensitivity and Specificity
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Title A quantitative framework reveals ecological drivers of grassland microbial community assembly in response to warming
URI https://link.springer.com/article/10.1038/s41467-020-18560-z
https://www.ncbi.nlm.nih.gov/pubmed/32948774
https://www.proquest.com/docview/2444379554
https://www.osti.gov/servlets/purl/1706664
https://pubmed.ncbi.nlm.nih.gov/PMC7501310
https://doaj.org/article/9fe87a2b707c4c34a2ca77863ed3f9d5
Volume 11
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