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土壤代谢组学预测微生物分类群作为潮汐湿地土壤水分状况的生物标志物。

Soil Metabolomics Predict Microbial Taxa as Biomarkers of Moisture Status in Soils from a Tidal Wetland.

作者信息

RoyChowdhury Taniya, Bramer Lisa M, Brown Joseph, Kim Young-Mo, Zink Erika, Metz Thomas O, McCue Lee Ann, Diefenderfer Heida L, Bailey Vanessa

机构信息

Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA 99352, USA.

Energy and Environment Directorate, Pacific Northwest National Laboratory, Sequim, WA 98382, USA.

出版信息

Microorganisms. 2022 Aug 16;10(8):1653. doi: 10.3390/microorganisms10081653.

DOI:10.3390/microorganisms10081653
PMID:36014071
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9416152/
Abstract

We present observations from a laboratory-controlled study on the impacts of extreme wetting and drying on a wetland soil microbiome. Our approach was to experimentally challenge the soil microbiome to understand impacts on anaerobic carbon cycling processes as the system transitions from dryness to saturation and vice-versa. Specifically, we tested for impacts on stress responses related to shifts from wet to drought conditions. We used a combination of high-resolution data for small organic chemical compounds (metabolites) and biological (community structure based on 16S rRNA gene sequencing) features. Using a robust correlation-independent data approach, we further tested the predictive power of soil metabolites for the presence or absence of taxa. Here, we demonstrate that taking an untargeted, multidimensional data approach to the interpretation of metabolomics has the potential to indicate the causative pathways selecting for the observed bacterial community structure in soils.

摘要

我们展示了一项实验室对照研究的观察结果,该研究旨在探讨极端干湿交替对湿地土壤微生物群落的影响。我们的方法是通过实验对土壤微生物群落进行挑战,以了解在系统从干燥状态转变为饱和状态以及反之亦然的过程中,对厌氧碳循环过程的影响。具体而言,我们测试了从湿润到干旱条件转变所引发的应激反应的影响。我们结合了针对小分子有机化合物(代谢物)和生物学特征(基于16S rRNA基因测序的群落结构)的高分辨率数据。使用一种强大的独立于相关性的数据方法,我们进一步测试了土壤代谢物对特定分类群存在与否的预测能力。在此,我们证明采用非靶向的多维数据方法来解释代谢组学,有可能揭示选择土壤中观察到的细菌群落结构的因果途径。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/43c0/9416152/cd6a7f6b8c80/microorganisms-10-01653-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/43c0/9416152/c45780382279/microorganisms-10-01653-g001a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/43c0/9416152/e2bf3be594ff/microorganisms-10-01653-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/43c0/9416152/cd6a7f6b8c80/microorganisms-10-01653-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/43c0/9416152/c45780382279/microorganisms-10-01653-g001a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/43c0/9416152/e2bf3be594ff/microorganisms-10-01653-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/43c0/9416152/cd6a7f6b8c80/microorganisms-10-01653-g003.jpg

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本文引用的文献

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mSystems. 2019 Dec 3;4(6):e00320-19. doi: 10.1128/mSystems.00320-19.
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Metaphenomic Responses of a Native Prairie Soil Microbiome to Moisture Perturbations.原生草原土壤微生物群落对水分扰动的元表型反应
mSystems. 2019 Jun 11;4(4):e00061-19. doi: 10.1128/mSystems.00061-19.
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Methylamine-specific methyltransferase paralogs in Methanosarcina are functionally distinct despite frequent gene conversion.
Int J Mol Sci. 2023 Aug 2;24(15):12340. doi: 10.3390/ijms241512340.
产甲烷古菌中特异性甲基转移酶的 paralogs 尽管经常发生基因转换,但功能上却存在明显差异。
ISME J. 2019 Sep;13(9):2173-2182. doi: 10.1038/s41396-019-0428-6. Epub 2019 May 3.
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Spatial Patterns and Drivers of Microbial Taxa in a Karst Broadleaf Forest.喀斯特阔叶林微生物类群的空间格局与驱动因素
Front Microbiol. 2018 Jul 26;9:1691. doi: 10.3389/fmicb.2018.01691. eCollection 2018.
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Metabolomics activity screening for identifying metabolites that modulate phenotype.代谢组学活性筛选鉴定调节表型的代谢物。
Nat Biotechnol. 2018 Apr 5;36(4):316-320. doi: 10.1038/nbt.4101.
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From correlation to causation: analysis of metabolomics data using systems biology approaches.从相关性到因果关系:运用系统生物学方法分析代谢组学数据
Metabolomics. 2018;14(4):37. doi: 10.1007/s11306-018-1335-y. Epub 2018 Feb 27.
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Iterative random forests to discover predictive and stable high-order interactions.迭代随机森林发现预测和稳定的高阶交互。
Proc Natl Acad Sci U S A. 2018 Feb 20;115(8):1943-1948. doi: 10.1073/pnas.1711236115. Epub 2018 Jan 19.
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Ecological drivers of soil microbial diversity and soil biological networks in the Southern Hemisphere.南半球土壤微生物多样性和土壤生物网络的生态驱动因素。
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