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      Rare bacterial biosphere is more environmental controlled and deterministically governed than abundant one in sediment of thermokarst lakes across the Qinghai-Tibet Plateau

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          Abstract

          Thermokarst lakes are widely distributed in cold regions as a result of ice-rich permafrost thaw. Disentangling the biogeography of abundant and rare microbes is essential to understanding the environmental influences, assembly mechanisms, and responses to climate change of bacterial communities in thermokarst lakes. In light of this, we assessed the abundant and rare bacterial subcommunities in sediments from thermokarst lakes across the Qinghai-Tibet Plateau (QTP). The operational taxonomic unit (OTU) richness was more strongly associated with location and climate factors for abundant subcommunities, while more strongly associated with physicochemical variables for rare subcommunities. The relative abundance of abundant and rare taxa showed opposite patterns with abundant taxa having greater relative abundance at higher latitude and pH, but at lower mean annual precipitation and nutrients. Both the abundant and rare subcommunities had a clear distribution pattern along the gradient of latitude and mean annual precipitation. Abundant subcommunities were dominantly shaped by dispersal limitation processes (80.9%), while rare subcommunities were shaped almost equally by deterministic (47.3%) and stochastic (52.7%) processes. The balance between stochastic and deterministic processes was strongly environmentally adjusted for rare subcommunities, while not associated with environmental changes for abundant subcommunities. The results shed light on biogeography patterns and structuring mechanisms of bacterial communities in thermokarst lakes, improving our ability to predict the influences of future climate change on these lakes.

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          SILVA (from Latin silva, forest, http://www.arb-silva.de) is a comprehensive web resource for up to date, quality-controlled databases of aligned ribosomal RNA (rRNA) gene sequences from the Bacteria, Archaea and Eukaryota domains and supplementary online services. The referred database release 111 (July 2012) contains 3 194 778 small subunit and 288 717 large subunit rRNA gene sequences. Since the initial description of the project, substantial new features have been introduced, including advanced quality control procedures, an improved rRNA gene aligner, online tools for probe and primer evaluation and optimized browsing, searching and downloading on the website. Furthermore, the extensively curated SILVA taxonomy and the new non-redundant SILVA datasets provide an ideal reference for high-throughput classification of data from next-generation sequencing approaches.
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            QIIME allows analysis of high-throughput community sequencing data.

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              lavaan: AnRPackage for Structural Equation Modeling

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                Author and article information

                Contributors
                Journal
                Front Microbiol
                Front Microbiol
                Front. Microbiol.
                Frontiers in Microbiology
                Frontiers Media S.A.
                1664-302X
                25 July 2022
                2022
                : 13
                : 944646
                Affiliations
                [1] 1Research and Development Center for Watershed Environmental Eco-Engineering, Advanced Institute of Natural Sciences, Beijing Normal University , Zhuhai, China
                [2] 2School of Environment, Beijing Normal University , Beijing, China
                [3] 3Key Laboratory for Polar Science, Polar Research Institute of China, Ministry of Natural Resources , Shanghai, China
                [4] 4School of Oceanography, Shanghai Jiao Tong University , Shanghai, China
                [5] 5School of Engineering Technology, Beijing Normal University , Zhuhai, China
                Author notes

                Edited by: Kuoping Chiang, National Taiwan Ocean University, Taiwan

                Reviewed by: Rui Xing, Northwest Institute of Plateau Biology (CAS), China; Liang Shen, Anhui Normal University, China; Hanbo Yun, University of Copenhagen, Denmark

                *Correspondence: Ze Ren renzedyk@ 123456gmail.com

                This article was submitted to Aquatic Microbiology, a section of the journal Frontiers in Microbiology

                Article
                10.3389/fmicb.2022.944646
                9358708
                35958159
                680dde12-c514-4aec-858e-c9e444d13c01
                Copyright © 2022 Ren, Luo and Zhang.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 15 May 2022
                : 29 June 2022
                Page count
                Figures: 6, Tables: 0, Equations: 0, References: 104, Pages: 0, Words: 8370
                Categories
                Microbiology
                Original Research

                Microbiology & Virology
                thermokarst lakes,sediment,abundant and rare taxa,assembly mechanisms,qinghai-tibet plateau

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