Spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the North China Plain

Abstract 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...

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Main Authors: Yu Shi, Yuntao Li, Xingjia Xiang, Ruibo Sun, Teng Yang, Dan He, Kaoping Zhang, Yingying Ni, Yong-Guan Zhu, Jonathan M. Adams, Haiyan Chu
Format: Article
Language:English
Published: BMC 2018-02-01
Series:Microbiome
Subjects:
Online Access:http://link.springer.com/article/10.1186/s40168-018-0409-4
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record_format Article
collection DOAJ
language English
format Article
sources DOAJ
author Yu Shi
Yuntao Li
Xingjia Xiang
Ruibo Sun
Teng Yang
Dan He
Kaoping Zhang
Yingying Ni
Yong-Guan Zhu
Jonathan M. Adams
Haiyan Chu
spellingShingle Yu Shi
Yuntao Li
Xingjia Xiang
Ruibo Sun
Teng Yang
Dan He
Kaoping Zhang
Yingying Ni
Yong-Guan Zhu
Jonathan M. Adams
Haiyan Chu
Spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the North China Plain
Microbiome
Deterministic
Stochastic
Bacterial diversity
βNTI
Soil pH
PCNM
author_facet Yu Shi
Yuntao Li
Xingjia Xiang
Ruibo Sun
Teng Yang
Dan He
Kaoping Zhang
Yingying Ni
Yong-Guan Zhu
Jonathan M. Adams
Haiyan Chu
author_sort Yu Shi
title 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_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_sort spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the north china plain
publisher BMC
series Microbiome
issn 2049-2618
publishDate 2018-02-01
description Abstract 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.
topic Deterministic
Stochastic
Bacterial diversity
βNTI
Soil pH
PCNM
url http://link.springer.com/article/10.1186/s40168-018-0409-4
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spelling doaj-382f6f6aa90e4ea6bca4be045907c8722020-11-24T21:21:35ZengBMCMicrobiome2049-26182018-02-016111210.1186/s40168-018-0409-4Spatial scale affects the relative role of stochasticity versus determinism in soil bacterial communities in wheat fields across the North China PlainYu Shi0Yuntao Li1Xingjia Xiang2Ruibo Sun3Teng Yang4Dan He5Kaoping Zhang6Yingying Ni7Yong-Guan Zhu8Jonathan M. Adams9Haiyan Chu10State Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of SciencesState Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of SciencesState Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of SciencesState Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of SciencesState Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of SciencesState Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of SciencesState Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of SciencesState Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of SciencesKey Laboratory of Urban Environment and Health, Institute of Urban Environment, Chinese Academy of SciencesSchool of Water, Energy and Environment, Cranfield UniversityState Key Laboratory of Soil and Sustainable Agriculture, Institute of Soil Science, Chinese Academy of SciencesAbstract 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.http://link.springer.com/article/10.1186/s40168-018-0409-4DeterministicStochasticBacterial diversityβNTISoil pHPCNM