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Capella-Gutierrez S, Alloza E, Rubinat-Ripoll L, Conesa A, Valencia A. ECCB2022: the 21st European Conference on Computational Biology. Bioinformatics 2022; 38:ii1-ii4. [PMID: 36124809 DOI: 10.1093/bioinformatics/btac560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Affiliation(s)
- Salvador Capella-Gutierrez
- Life Sciences Department, Barcelona Supercomputing Center (BSC), Barcelona 08034, Spain.,Spanish National Bioinformatics Institute (INB/ELIXIR-ES), Spain
| | - Eva Alloza
- Life Sciences Department, Barcelona Supercomputing Center (BSC), Barcelona 08034, Spain.,Spanish National Bioinformatics Institute (INB/ELIXIR-ES), Spain
| | - Laura Rubinat-Ripoll
- Life Sciences Department, Barcelona Supercomputing Center (BSC), Barcelona 08034, Spain.,Spanish National Bioinformatics Institute (INB/ELIXIR-ES), Spain
| | | | - Ana Conesa
- Genomics of Gene Expression Laboratory, Institute for Integrative Systems Biology, Spanish National Research Council, Valencia 46980, Spain
| | - Alfonso Valencia
- Life Sciences Department, Barcelona Supercomputing Center (BSC), Barcelona 08034, Spain.,Spanish National Bioinformatics Institute (INB/ELIXIR-ES), Spain.,Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona 08010, Spain
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Logares R, Deutschmann IM, Junger PC, Giner CR, Krabberød AK, Schmidt TSB, Rubinat-Ripoll L, Mestre M, Salazar G, Ruiz-González C, Sebastián M, de Vargas C, Acinas SG, Duarte CM, Gasol JM, Massana R. Disentangling the mechanisms shaping the surface ocean microbiota. Microbiome 2020; 8:55. [PMID: 32312331 PMCID: PMC7171866 DOI: 10.1186/s40168-020-00827-8] [Citation(s) in RCA: 103] [Impact Index Per Article: 25.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2019] [Accepted: 03/13/2020] [Indexed: 05/19/2023]
Abstract
BACKGROUND The ocean microbiota modulates global biogeochemical cycles and changes in its configuration may have large-scale consequences. Yet, the underlying ecological mechanisms structuring it are unclear. Here, we investigate how fundamental ecological mechanisms (selection, dispersal and ecological drift) shape the smallest members of the tropical and subtropical surface-ocean microbiota: prokaryotes and minute eukaryotes (picoeukaryotes). Furthermore, we investigate the agents exerting abiotic selection on this assemblage as well as the spatial patterns emerging from the action of ecological mechanisms. To explore this, we analysed the composition of surface-ocean prokaryotic and picoeukaryotic communities using DNA-sequence data (16S- and 18S-rRNA genes) collected during the circumglobal expeditions Malaspina-2010 and TARA-Oceans. RESULTS We found that the two main components of the tropical and subtropical surface-ocean microbiota, prokaryotes and picoeukaryotes, appear to be structured by different ecological mechanisms. Picoeukaryotic communities were predominantly structured by dispersal-limitation, while prokaryotic counterparts appeared to be shaped by the combined action of dispersal-limitation, selection and drift. Temperature-driven selection appeared as a major factor, out of a few selected factors, influencing species co-occurrence networks in prokaryotes but not in picoeukaryotes, indicating that association patterns may contribute to understand ocean microbiota structure and response to selection. Other measured abiotic variables seemed to have limited selective effects on community structure in the tropical and subtropical ocean. Picoeukaryotes displayed a higher spatial differentiation between communities and a higher distance decay when compared to prokaryotes, consistent with a scenario of higher dispersal limitation in the former after considering environmental heterogeneity. Lastly, random dynamics or drift seemed to have a more important role in structuring prokaryotic communities than picoeukaryotic counterparts. CONCLUSIONS The differential action of ecological mechanisms seems to cause contrasting biogeography, in the tropical and subtropical ocean, among the smallest surface plankton, prokaryotes and picoeukaryotes. This suggests that the idiosyncrasy of the main constituents of the ocean microbiota should be considered in order to understand its current and future configuration, which is especially relevant in a context of global change, where the reaction of surface ocean plankton to temperature increase is still unclear. Video Abstract.
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Affiliation(s)
- Ramiro Logares
- Institute of Marine Sciences (ICM), CSIC, 08003 Barcelona, Catalonia Spain
- Department of Biosciences, Section for Genetics and Evolutionary Biology, University of Oslo, 0316 Oslo, Norway
| | - Ina M. Deutschmann
- Institute of Marine Sciences (ICM), CSIC, 08003 Barcelona, Catalonia Spain
| | - Pedro C. Junger
- Laboratory of Microbial Processes & Biodiversity (LMPB), Department of Hydrobiology (DHB), Universidade Federal de São Carlos (UFSCar), São Carlos, 13565-905 SP Brazil
| | - Caterina R. Giner
- Institute of Marine Sciences (ICM), CSIC, 08003 Barcelona, Catalonia Spain
- Institute for the Oceans and Fisheries, University of British Columbia, 2202 Main Mall, Vancouver, BC V6T 1Z4 Canada
| | - Anders K. Krabberød
- Department of Biosciences, Section for Genetics and Evolutionary Biology, University of Oslo, 0316 Oslo, Norway
| | - Thomas S. B. Schmidt
- European Molecular Biology Laboratory, Meyerhofstr. 1, 69117 Heidelberg, Germany
| | - Laura Rubinat-Ripoll
- Sorbonne Universités, UPMC Univ Paris 06, CNRS UMR 7144, Adaptation et Diversité en Milieu Marin, Equipe EPEP, Station Biologique de Roscoff, 29680 Roscoff, France
| | - Mireia Mestre
- Institute of Marine Sciences (ICM), CSIC, 08003 Barcelona, Catalonia Spain
- Centro de Investigación Oceanográfica COPAS Sur-Austral, Departamento de Oceanografía, Universidad de Concepción, Concepción, Chile
- Centro FONDAP de Investigación Dinámica de Ecosistemas Marinos de Altas Latitudes (IDEAL), Universidad Austral de Chile, Valdivia, Chile
| | - Guillem Salazar
- Institute of Marine Sciences (ICM), CSIC, 08003 Barcelona, Catalonia Spain
- Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich, 8093 Zürich, Switzerland
| | | | - Marta Sebastián
- Institute of Marine Sciences (ICM), CSIC, 08003 Barcelona, Catalonia Spain
- Oceanography and Global Change Institute, IOCAG, University of Las Palmas de Gran Canaria, ULPGC, 35214 Gran Canaria, Spain
| | - Colomban de Vargas
- Sorbonne Universités, UPMC Univ Paris 06, CNRS UMR 7144, Adaptation et Diversité en Milieu Marin, Equipe EPEP, Station Biologique de Roscoff, 29680 Roscoff, France
| | - Silvia G. Acinas
- Institute of Marine Sciences (ICM), CSIC, 08003 Barcelona, Catalonia Spain
| | - Carlos M. Duarte
- King Abdullah University of Science and Technology (KAUST), Red Sea Research Center (RSRC), Thuwal, Saudi Arabia
| | - Josep M. Gasol
- Institute of Marine Sciences (ICM), CSIC, 08003 Barcelona, Catalonia Spain
- Centre for Marine Ecosystems Research, School of Science, Edith Cowan University, Joondalup, WA Australia
| | - Ramon Massana
- Institute of Marine Sciences (ICM), CSIC, 08003 Barcelona, Catalonia Spain
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Sieracki ME, Poulton NJ, Jaillon O, Wincker P, de Vargas C, Rubinat-Ripoll L, Stepanauskas R, Logares R, Massana R. Single cell genomics yields a wide diversity of small planktonic protists across major ocean ecosystems. Sci Rep 2019; 9:6025. [PMID: 30988337 PMCID: PMC6465268 DOI: 10.1038/s41598-019-42487-1] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Accepted: 03/28/2019] [Indexed: 11/09/2022] Open
Abstract
Marine planktonic protists are critical components of ocean ecosystems and are highly diverse. Molecular sequencing methods are being used to describe this diversity and reveal new associations and metabolisms that are important to how these ecosystems function. We describe here the use of the single cell genomics approach to sample and interrogate the diversity of the smaller (pico- and nano-sized) protists from a range of oceanic samples. We created over 900 single amplified genomes (SAGs) from 8 Tara Ocean samples across the Indian Ocean and the Mediterranean Sea. We show that flow cytometric sorting of single cells effectively distinguishes plastidic and aplastidic cell types that agree with our understanding of protist phylogeny. Yields of genomic DNA with PCR-identifiable 18S rRNA gene sequence from single cells was low (15% of aplastidic cell sorts, and 7% of plastidic sorts) and tests with alternate primers and comparisons to metabarcoding did not reveal phylogenetic bias in the major protist groups. There was little evidence of significant bias against or in favor of any phylogenetic group expected or known to be present. The four open ocean stations in the Indian Ocean had similar communities, despite ranging from 14°N to 20°S latitude, and they differed from the Mediterranean station. Single cell genomics of protists suggests that the taxonomic diversity of the dominant taxa found in only several hundreds of microliters of surface seawater is similar to that found in molecular surveys where liters of sample are filtered.
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Affiliation(s)
- M E Sieracki
- National Science Foundation, 2415 Eisenhower Ave., Alexandria, VA, 22314, USA.
| | - N J Poulton
- Bigelow Laboratory for Ocean Sciences, 60 Bigelow Drive, East Boothbay, ME, 04544, USA
| | - O Jaillon
- Génomique Métabolique, Genoscope, Institut de biologie François Jacob, Commissariat à l'Energie Atomique (CEA), CNRS, Université Evry, Université Paris-Saclay, Evry, France
| | - P Wincker
- Génomique Métabolique, Genoscope, Institut de biologie François Jacob, Commissariat à l'Energie Atomique (CEA), CNRS, Université Evry, Université Paris-Saclay, Evry, France
| | - C de Vargas
- Sorbonne Universités, UPMC Université Paris 06, CNRS, UMR7144, Station Biologique de Roscoff, 29680, Roscoff, France
| | - L Rubinat-Ripoll
- Sorbonne Universités, UPMC Université Paris 06, CNRS, UMR7144, Station Biologique de Roscoff, 29680, Roscoff, France
| | - R Stepanauskas
- Bigelow Laboratory for Ocean Sciences, 60 Bigelow Drive, East Boothbay, ME, 04544, USA
| | - R Logares
- Department of Marine Biology and Oceanography, Institute of Marine Sciences (ICM)-CSIC, Pg. Maritim de la Barceloneta, 37-49, Barcelona, E-08003, Catalonia, Spain
| | - R Massana
- Department of Marine Biology and Oceanography, Institute of Marine Sciences (ICM)-CSIC, Pg. Maritim de la Barceloneta, 37-49, Barcelona, E-08003, Catalonia, Spain
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