Front Microbiol. 2017 Dec 22;8:2619. doi: 10.3389/fmicb.2017.02619. eCollection 2017.
Functional Stability and Community Dynamics during Spring and Autumn Seasons Over 3 Years in Camargue Microbial Mats.
Frontiers in microbiology
Mercedes Berlanga, Montserrat Palau, Ricardo Guerrero
Affiliations
Affiliations
- Department of Biology, Environment and Health, Section Microbiology, Faculty of Pharmacy and Food Sciences, University of Barcelona, Barcelona, Spain.
- Laboratory of Molecular Microbiology and Antimicrobials, Department of Pathology and Experimental Therapeutics, Faculty of Medicine, University of Barcelona - Institut d'Investigació Biomédica de Bellvitge, Barcelona, Spain.
- Academia Europaea-Barcelona Knowledge Hub, Barcelona, Spain.
PMID: 29312277
PMCID: PMC5744480 DOI: 10.3389/fmicb.2017.02619
Abstract
Microbial mats are complex biofilms in which the major element cycles are represented at a millimeter scale. In this study, community variability within microbial mats from the Camargue wetlands (Rhone Delta, southern France) were analyzed over 3 years during two different seasons (spring and autumn) and at different layers of the mat (0-2, 2-4, and 4-6 mm). To assess bacterial diversity in the mats, amplicons of the V1-V2 region of the 16S rRNA gene were sequenced. The community's functionality was characterized using two approaches: (i) inferred functionality through 16S rRNA amplicons genes according to PICRUSt, and (ii) a shotgun metagenomic analysis. Based on the reads distinguished, microbial communities were dominated by Bacteria (∼94%), followed by Archaea (∼4%) and Eukarya (∼1%). The major phyla of Bacteria were Proteobacteria, Bacteroidetes, Spirochaetes, Actinobacteria, Firmicutes, and Cyanobacteria, which together represented 70-80% of the total population detected. The phylum Euryarchaeota represented ∼80% of the Archaea identified. These results showed that the total bacterial diversity from the Camargue microbial mats was not significantly affected by seasonal changes at the studied location; however, there were differences among layers, especially between the 0-2 mm layer and the other two layers. PICRUSt and shotgun metagenomic analyses revealed similar general biological processes in all samples analyzed, by season and depth, indicating that different layers were functionally stable, although some taxa changed during the spring and autumn seasons over the 3 years. Several gene families and pathways were tracked with the oxic-anoxic gradient of the layers. Genes directly involved in photosynthesis (KO, KEGG Orthology) were significantly more abundant in the top layer (0-2 mm) than in the lower layers (2-4 and 4-6 mm). In the anoxic layers, the presence of ferredoxins likely reflected the variation of redox reactions required for anaerobic respiration. Sulfatase genes had the highest relative abundance below 2 mm. Finally, chemotaxis signature genes peaked sharply at the oxic/photic and transitional oxic-anoxic boundary. This functional differentiation reflected the taxonomic diversity of the different layers of the mat.
Keywords: 16S rRNA amplicon sequencing; Camargue microbial mats; diversity; functionality; shotgun metagenome
References
- ISME J. 2016 Nov;10 (11):2557-2568 - PubMed
- J Bacteriol. 2005 May;187(9):3020-7 - PubMed
- Appl Environ Microbiol. 2011 Mar;77(6):1925-36 - PubMed
- Appl Environ Microbiol. 2005 Mar;71(3):1553-61 - PubMed
- Appl Environ Microbiol. 2006 May;72(5):3685-95 - PubMed
- Front Microbiol. 2014 Feb 26;5:61 - PubMed
- Front Microbiol. 2016 Aug 22;7:1284 - PubMed
- Curr Opin Microbiol. 2014 Apr;18:72-7 - PubMed
- Extremophiles. 2014 Mar;18(2):311-29 - PubMed
- Bioinformatics. 2012 Dec 1;28(23):3150-2 - PubMed
- Nat Rev Microbiol. 2012 Jul 16;10(8):538-50 - PubMed
- Front Microbiol. 2015 Dec 01;6:1367 - PubMed
- Int Microbiol. 2008 Dec;11(4):267-74 - PubMed
- Life (Basel). 2014 Dec 29;5(1):25-49 - PubMed
- PLoS One. 2012;7(12):e52730 - PubMed
- Genome Inform. 2007;18:320-9 - PubMed
- Sci Rep. 2017 Apr 24;7(1):1108 - PubMed
- Appl Environ Microbiol. 2008 Jan;74(1):329-32 - PubMed
- Saline Systems. 2008 Apr 15;4:2 - PubMed
- Stand Genomic Sci. 2016 Feb 24;11:17 - PubMed
- FEMS Microbiol Ecol. 2004 Dec 27;51(1):55-70 - PubMed
- Mol Ecol. 2010 Dec;19(24):5555-65 - PubMed
- Microb Ecol. 2008 Jul;56(1):90-100 - PubMed
- Nucleic Acids Res. 2013 Jan;41(Database issue):D590-6 - PubMed
- Proc Natl Acad Sci U S A. 2012 Dec 26;109(52):21390-5 - PubMed
- FEMS Microbiol Ecol. 2014 Nov;90(2):335-50 - PubMed
- ISME J. 2013 Jan;7(1):50-60 - PubMed
- Nucleic Acids Res. 2014 Jan;42(Database issue):D26-31 - PubMed
- Front Microbiol. 2014 Aug 06;5:406 - PubMed
- Nat Methods. 2010 May;7(5):335-6 - PubMed
- FEMS Microbiol Ecol. 2013 Jan;83(1):74-81 - PubMed
- Appl Environ Microbiol. 2009 Apr;75(7):1801-10 - PubMed
- Front Microbiol. 2015 Jul 21;6:726 - PubMed
- Syst Appl Microbiol. 2010 Oct;33(6):291-9 - PubMed
- Appl Environ Microbiol. 2008 Oct;74(20):6444-6 - PubMed
- Microb Ecol. 2011 Feb;61(2):264-76 - PubMed
- Sci Rep. 2017 Apr 11;7:46160 - PubMed
- Microb Ecol. 2007 Oct;54(3):523-31 - PubMed
- BMC Bioinformatics. 2012 May 30;13:113 - PubMed
- Nat Biotechnol. 2013 Sep;31(9):814-21 - PubMed
- Front Microbiol. 2012 Aug 10;3:293 - PubMed
- Sci Rep. 2017 Jul 31;7(1):6589 - PubMed
- Sci Rep. 2015 Oct 26;5:15607 - PubMed
- MBio. 2012 Apr 24;3(3):null - PubMed
- Philos Trans R Soc Lond B Biol Sci. 2006 Nov 29;361(1475):1997-2008 - PubMed
- Microorganisms. 2016 Jan 05;4(1):null - PubMed
- Trends Microbiol. 2005 Sep;13(9):429-38 - PubMed
- Environ Microbiol. 2017 Jun;19(6):2405-2421 - PubMed
- Front Microbiol. 2016 Jul 06;7:1064 - PubMed
- ISME J. 2013 May;7(5):1026-37 - PubMed
- ISME J. 2016 Jan;10 (1):183-96 - PubMed
- FEMS Microbiol Ecol. 2009 Apr;68(1):46-58 - PubMed
- J Bacteriol. 2002 May;184(9):2404-10 - PubMed
- Front Microbiol. 2013 Jun 03;4:106 - PubMed
- Sci Rep. 2017 Jun 7;7(1):2969 - PubMed
- Front Microbiol. 2017 Jun 06;8:943 - PubMed
- PLoS One. 2013 Jun 10;8(6):e66662 - PubMed
- Appl Environ Microbiol. 2009 Dec;75(23):7537-41 - PubMed
- FEMS Microbiol Ecol. 2006 Feb;55(2):195-210 - PubMed
- Biochim Biophys Acta. 2008 Dec;1784(12):1873-98 - PubMed
- Environ Microbiol. 2017 Mar;19(3):1134-1148 - PubMed
- PLoS One. 2016 Apr 07;11(4):e0152400 - PubMed
- ISME J. 2011 Aug;5(8):1303-13 - PubMed
- Int Microbiol. 2006 Sep;9(3):225-35 - PubMed
- Int Microbiol. 2006 Dec;9(4):289-95 - PubMed
- Environ Microbiol. 2015 Oct;17(10):3738-53 - PubMed
- ISME J. 2016 Jul;10 (7):1669-81 - PubMed
- Front Microbiol. 2017 Jun 30;8:1233 - PubMed
Publication Types