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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American Society for Microbiology
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Online Access: | https://doi.org/10.1128/mSystems.00783-19 |
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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 |
work_keys_str_mv |
AT kaopingzhang spaceismoreimportantthanseasonwhenshapingsoilmicrobialcommunitiesatalargespatialscale AT manueldelgadobaquerizo spaceismoreimportantthanseasonwhenshapingsoilmicrobialcommunitiesatalargespatialscale AT yongguanzhu spaceismoreimportantthanseasonwhenshapingsoilmicrobialcommunitiesatalargespatialscale AT haiyanchu spaceismoreimportantthanseasonwhenshapingsoilmicrobialcommunitiesatalargespatialscale |
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