Cargando…
Spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the North China Plain
BACKGROUND: The relative importance of stochasticity versus determinism in soil bacterial communities is unclear, as are the possible influences that alter the balance between these. Here, we investigated the influence of spatial scale on the relative role of stochasticity and determinism in agricul...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5799910/ https://www.ncbi.nlm.nih.gov/pubmed/29402331 http://dx.doi.org/10.1186/s40168-018-0409-4 |
_version_ | 1783298094801092608 |
---|---|
author | Shi, Yu Li, Yuntao Xiang, Xingjia Sun, Ruibo Yang, Teng He, Dan Zhang, Kaoping Ni, Yingying Zhu, Yong-Guan Adams, Jonathan M. Chu, Haiyan |
author_facet | Shi, Yu Li, Yuntao Xiang, Xingjia Sun, Ruibo Yang, Teng He, Dan Zhang, Kaoping Ni, Yingying Zhu, Yong-Guan Adams, Jonathan M. Chu, Haiyan |
author_sort | Shi, Yu |
collection | PubMed |
description | BACKGROUND: The relative importance of stochasticity versus determinism in soil bacterial communities is unclear, as are the possible influences that alter the balance between these. Here, we investigated the influence of spatial scale on the relative role of stochasticity and determinism in agricultural monocultures consisting only of wheat, thereby minimizing the influence of differences in plant species cover and in cultivation/disturbance regime, extending across a wide range of soils and climates of the North China Plain (NCP). We sampled 243 sites across 1092 km and sequenced the 16S rRNA bacterial gene using MiSeq. We hypothesized that determinism would play a relatively stronger role at the broadest scales, due to the strong influence of climate and soil differences in selecting many distinct OTUs of bacteria adapted to the different environments. In order to test the more general applicability of the hypothesis, we also compared with a natural ecosystem on the Tibetan Plateau. RESULTS: Our results revealed that the relative importance of stochasticity vs. determinism did vary with spatial scale, in the direction predicted. On the North China Plain, stochasticity played a dominant role from 150 to 900 km (separation between pairs of sites) and determinism dominated at more than 900 km (broad scale). On the Tibetan Plateau, determinism played a dominant role from 130 to 1200 km and stochasticity dominated at less than 130 km. Among the identifiable deterministic factors, soil pH showed the strongest influence on soil bacterial community structure and diversity across the North China Plain. Together, 23.9% of variation in soil microbial community composition could be explained, with environmental factors accounting for 19.7% and spatial parameters 4.1%. CONCLUSIONS: Our findings revealed that (1) stochastic processes are relatively more important on the North China Plain, while deterministic processes are more important on the Tibetan Plateau; (2) soil pH was the major factor in shaping soil bacterial community structure of the North China Plain; and (3) most variation in soil microbial community composition could not be explained with existing environmental and spatial factors. Further studies are needed to dissect the influence of stochastic factors (e.g., mutations or extinctions) on soil microbial community distribution, which might make it easier to predictably manipulate the microbial community to produce better yield and soil sustainability outcomes. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s40168-018-0409-4) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5799910 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-57999102018-02-13 Spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the North China Plain Shi, Yu Li, Yuntao Xiang, Xingjia Sun, Ruibo Yang, Teng He, Dan Zhang, Kaoping Ni, Yingying Zhu, Yong-Guan Adams, Jonathan M. Chu, Haiyan Microbiome Research BACKGROUND: The relative importance of stochasticity versus determinism in soil bacterial communities is unclear, as are the possible influences that alter the balance between these. Here, we investigated the influence of spatial scale on the relative role of stochasticity and determinism in agricultural monocultures consisting only of wheat, thereby minimizing the influence of differences in plant species cover and in cultivation/disturbance regime, extending across a wide range of soils and climates of the North China Plain (NCP). We sampled 243 sites across 1092 km and sequenced the 16S rRNA bacterial gene using MiSeq. We hypothesized that determinism would play a relatively stronger role at the broadest scales, due to the strong influence of climate and soil differences in selecting many distinct OTUs of bacteria adapted to the different environments. In order to test the more general applicability of the hypothesis, we also compared with a natural ecosystem on the Tibetan Plateau. RESULTS: Our results revealed that the relative importance of stochasticity vs. determinism did vary with spatial scale, in the direction predicted. On the North China Plain, stochasticity played a dominant role from 150 to 900 km (separation between pairs of sites) and determinism dominated at more than 900 km (broad scale). On the Tibetan Plateau, determinism played a dominant role from 130 to 1200 km and stochasticity dominated at less than 130 km. Among the identifiable deterministic factors, soil pH showed the strongest influence on soil bacterial community structure and diversity across the North China Plain. Together, 23.9% of variation in soil microbial community composition could be explained, with environmental factors accounting for 19.7% and spatial parameters 4.1%. CONCLUSIONS: Our findings revealed that (1) stochastic processes are relatively more important on the North China Plain, while deterministic processes are more important on the Tibetan Plateau; (2) soil pH was the major factor in shaping soil bacterial community structure of the North China Plain; and (3) most variation in soil microbial community composition could not be explained with existing environmental and spatial factors. Further studies are needed to dissect the influence of stochastic factors (e.g., mutations or extinctions) on soil microbial community distribution, which might make it easier to predictably manipulate the microbial community to produce better yield and soil sustainability outcomes. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s40168-018-0409-4) contains supplementary material, which is available to authorized users. BioMed Central 2018-02-05 /pmc/articles/PMC5799910/ /pubmed/29402331 http://dx.doi.org/10.1186/s40168-018-0409-4 Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Shi, Yu Li, Yuntao Xiang, Xingjia Sun, Ruibo Yang, Teng He, Dan Zhang, Kaoping Ni, Yingying Zhu, Yong-Guan Adams, Jonathan M. Chu, Haiyan Spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the North China Plain |
title | Spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the North China Plain |
title_full | Spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the North China Plain |
title_fullStr | Spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the North China Plain |
title_full_unstemmed | Spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the North China Plain |
title_short | Spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the North China Plain |
title_sort | spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the north china plain |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5799910/ https://www.ncbi.nlm.nih.gov/pubmed/29402331 http://dx.doi.org/10.1186/s40168-018-0409-4 |
work_keys_str_mv | AT shiyu spatialscaleaffectstherelativeroleofstochasticityversusdeterminisminsoilbacterialcommunitiesinwheatfieldsacrossthenorthchinaplain AT liyuntao spatialscaleaffectstherelativeroleofstochasticityversusdeterminisminsoilbacterialcommunitiesinwheatfieldsacrossthenorthchinaplain AT xiangxingjia spatialscaleaffectstherelativeroleofstochasticityversusdeterminisminsoilbacterialcommunitiesinwheatfieldsacrossthenorthchinaplain AT sunruibo spatialscaleaffectstherelativeroleofstochasticityversusdeterminisminsoilbacterialcommunitiesinwheatfieldsacrossthenorthchinaplain AT yangteng spatialscaleaffectstherelativeroleofstochasticityversusdeterminisminsoilbacterialcommunitiesinwheatfieldsacrossthenorthchinaplain AT hedan spatialscaleaffectstherelativeroleofstochasticityversusdeterminisminsoilbacterialcommunitiesinwheatfieldsacrossthenorthchinaplain AT zhangkaoping spatialscaleaffectstherelativeroleofstochasticityversusdeterminisminsoilbacterialcommunitiesinwheatfieldsacrossthenorthchinaplain AT niyingying spatialscaleaffectstherelativeroleofstochasticityversusdeterminisminsoilbacterialcommunitiesinwheatfieldsacrossthenorthchinaplain AT zhuyongguan spatialscaleaffectstherelativeroleofstochasticityversusdeterminisminsoilbacterialcommunitiesinwheatfieldsacrossthenorthchinaplain AT adamsjonathanm spatialscaleaffectstherelativeroleofstochasticityversusdeterminisminsoilbacterialcommunitiesinwheatfieldsacrossthenorthchinaplain AT chuhaiyan spatialscaleaffectstherelativeroleofstochasticityversusdeterminisminsoilbacterialcommunitiesinwheatfieldsacrossthenorthchinaplain |