Space Is More Important than Season when Shaping Soil Microbial Communities at a Large Spatial Scale

Both space and time are key factors that regulate microbial community, but microbial temporal variation is often ignored at a large spatial scale. In this study, we compared spatial and seasonal effects on bacterial and fungal diversity variation across an 878-km transect and found direct evidence t...

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Main Authors: Kaoping Zhang, Manuel Delgado-Baquerizo, Yong-Guan Zhu, Haiyan Chu
Format: Article
Language:English
Published: American Society for Microbiology 2020-05-01
Series:mSystems
Subjects:
Online Access:https://doi.org/10.1128/mSystems.00783-19
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spelling doaj-15d3777d40294f5eaa9c856a4701c7012020-11-25T03:18:51ZengAmerican Society for MicrobiologymSystems2379-50772020-05-0153e00783-1910.1128/mSystems.00783-19Space Is More Important than Season when Shaping Soil Microbial Communities at a Large Spatial ScaleKaoping ZhangManuel Delgado-BaquerizoYong-Guan ZhuHaiyan ChuBoth space and time are key factors that regulate microbial community, but microbial temporal variation is often ignored at a large spatial scale. In this study, we compared spatial and seasonal effects on bacterial and fungal diversity variation across an 878-km transect and found direct evidence that space is far more important than season in regulating the soil microbial community. Partitioning the effect of season, space and environmental variables on microbial community, we further found that fast-changing environmental factors contributed to microbial temporal variation.The relative importance of spatial and temporal variability in shaping the distribution of soil microbial communities at a large spatial scale remains poorly understood. Here, we explored the relative importance of space versus time when predicting the distribution of soil bacterial and fungal communities across North China Plain in two contrasting seasons (summer versus winter). Although we found that microbial alpha (number of phylotypes) and beta (changes in community composition) diversities differed significantly between summer and winter, space rather than season explained more of the spatiotemporal variation of soil microbial alpha and beta diversities. Environmental covariates explained some of microbial spatiotemporal variation observed, with fast-changing environmental covariates—climate variables, soil moisture, and available nutrient—likely being the main factors that drove the seasonal variation found in bacterial and fungal beta diversities. Using random forest modeling, we further identified a group of microbial exact sequence variants (ESVs) as indicators of summer and winter seasons and for which relative abundance was associated with fast-changing environmental variables (e.g., soil moisture and dissolved organic nitrogen). Together, our empirical field study’s results suggest soil microbial seasonal variation could arise from the changes of fast-changing environmental variables, thus providing integral support to the large emerging body of snapshot studies related to microbial biogeography.https://doi.org/10.1128/mSystems.00783-19bacterial communityfungal communityspaceseasonspatiotemporal variation
collection DOAJ
language English
format Article
sources DOAJ
author Kaoping Zhang
Manuel Delgado-Baquerizo
Yong-Guan Zhu
Haiyan Chu
spellingShingle Kaoping Zhang
Manuel Delgado-Baquerizo
Yong-Guan Zhu
Haiyan Chu
Space Is More Important than Season when Shaping Soil Microbial Communities at a Large Spatial Scale
mSystems
bacterial community
fungal community
space
season
spatiotemporal variation
author_facet Kaoping Zhang
Manuel Delgado-Baquerizo
Yong-Guan Zhu
Haiyan Chu
author_sort Kaoping Zhang
title Space Is More Important than Season when Shaping Soil Microbial Communities at a Large Spatial Scale
title_short Space Is More Important than Season when Shaping Soil Microbial Communities at a Large Spatial Scale
title_full Space Is More Important than Season when Shaping Soil Microbial Communities at a Large Spatial Scale
title_fullStr Space Is More Important than Season when Shaping Soil Microbial Communities at a Large Spatial Scale
title_full_unstemmed Space Is More Important than Season when Shaping Soil Microbial Communities at a Large Spatial Scale
title_sort space is more important than season when shaping soil microbial communities at a large spatial scale
publisher American Society for Microbiology
series mSystems
issn 2379-5077
publishDate 2020-05-01
description Both space and time are key factors that regulate microbial community, but microbial temporal variation is often ignored at a large spatial scale. In this study, we compared spatial and seasonal effects on bacterial and fungal diversity variation across an 878-km transect and found direct evidence that space is far more important than season in regulating the soil microbial community. Partitioning the effect of season, space and environmental variables on microbial community, we further found that fast-changing environmental factors contributed to microbial temporal variation.The relative importance of spatial and temporal variability in shaping the distribution of soil microbial communities at a large spatial scale remains poorly understood. Here, we explored the relative importance of space versus time when predicting the distribution of soil bacterial and fungal communities across North China Plain in two contrasting seasons (summer versus winter). Although we found that microbial alpha (number of phylotypes) and beta (changes in community composition) diversities differed significantly between summer and winter, space rather than season explained more of the spatiotemporal variation of soil microbial alpha and beta diversities. Environmental covariates explained some of microbial spatiotemporal variation observed, with fast-changing environmental covariates—climate variables, soil moisture, and available nutrient—likely being the main factors that drove the seasonal variation found in bacterial and fungal beta diversities. Using random forest modeling, we further identified a group of microbial exact sequence variants (ESVs) as indicators of summer and winter seasons and for which relative abundance was associated with fast-changing environmental variables (e.g., soil moisture and dissolved organic nitrogen). Together, our empirical field study’s results suggest soil microbial seasonal variation could arise from the changes of fast-changing environmental variables, thus providing integral support to the large emerging body of snapshot studies related to microbial biogeography.
topic bacterial community
fungal community
space
season
spatiotemporal variation
url https://doi.org/10.1128/mSystems.00783-19
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AT yongguanzhu spaceismoreimportantthanseasonwhenshapingsoilmicrobialcommunitiesatalargespatialscale
AT haiyanchu spaceismoreimportantthanseasonwhenshapingsoilmicrobialcommunitiesatalargespatialscale
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