Gene Expression Changes and Community Turnover Differentially Shape the Global Ocean Metatranscriptome

This article is contribution number 94 of Tara Oceans.-- 37 pages, 20 figures, 1 table, supplementary information https://doi.org/10.1016/j.cell.2019.10.014.-- All raw reads are available through ENA at https://www.ebi.ac.uk/ena using the identifiers listed in https://doi.org/10.5281/zenodo.3473199....

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Published in:Cell
Main Authors: Salazar, Guillem, Paoli, Lucas, Alberti, Adriana, Huerta-Cepas, Jaime, Ruscheweyh, Hans-Joachim, Cuenca, Miguelangel, Field, D. B., Christopher M., Coelho, Luis Pedro, Cruaud, Corinne, Engelen, Stefan, Gregory, Ann C., Labadie, Karine, Marec, Claudie, Pelletier, Eric, Royo-Llonch, Marta, Roux, Simon, Sánchez, Pablo, Uehara, Hideya, Zayed, Ahmed A., Zeller, Georg, Carmichael, Margaux, Dimier, Céline, Ferland, Joannie, Kandels‐Lewis, Stefanie, Picheral, Marc, Pisarev, Sergey, Poulain, Julie, Acinas, Silvia G., Babin, Marcel, Bork, Peer, Bowler, Chris, Vargas, Colomban de, Guidi, Lionel, Hingamp, Pascal, Iudicone, Daniele, Karp-Boss, Lee, Karsenti, Eric, Ogata, Hiroyuki, Pesant, Stéphane, Speich, Sabrina, Sullivan, Matthew B., Wincker, Patrick, Sunagawa, Shinichi
Other Authors: European Commission, Ministerio de Economía y Competitividad (España)
Format: Article in Journal/Newspaper
Language:English
Published: Elsevier 2019
Subjects:
Online Access:http://hdl.handle.net/10261/197566
https://doi.org/10.1016/j.cell.2019.10.014
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description This article is contribution number 94 of Tara Oceans.-- 37 pages, 20 figures, 1 table, supplementary information https://doi.org/10.1016/j.cell.2019.10.014.-- All raw reads are available through ENA at https://www.ebi.ac.uk/ena using the identifiers listed in https://doi.org/10.5281/zenodo.3473199. Processed data are accessible at https://www.ebi.ac.uk/biostudies/studies/S-BSST297, and additional information is provided in https://doi.org/10.5281/zenodo.3473199 and at the companion website: https://www.ocean-microbiome.org. Scripts used in this manuscript are available through a Github repository at https://github.com/SushiLab/omrgc_v2_scripts Ocean microbial communities strongly influence the biogeochemistry, food webs, and climate of our planet. Despite recent advances in understanding their taxonomic and genomic compositions, little is known about how their transcriptomes vary globally. Here, we present a dataset of 187 metatranscriptomes and 370 metagenomes from 126 globally distributed sampling stations and establish a resource of 47 million genes to study community-level transcriptomes across depth layers from pole-to-pole. We examine gene expression changes and community turnover as the underlying mechanisms shaping community transcriptomes along these axes of environmental variation and show how their individual contributions differ for multiple biogeochemically relevant processes. Furthermore, we find the relative contribution of gene expression changes to be significantly lower in polar than in non-polar waters and hypothesize that in polar regions, alterations in community activity in response to ocean warming will be driven more strongly by changes in organismal composition than by gene regulatory mechanisms Tara Oceans (that includes both the Tara Oceans and Tara Oceans Polar Circle expeditions) would not exist without the leadership of the Tara Expeditions Foundation and the continuous support of 23 institutes (https://oceans.taraexpeditions.org). We further thank the commitment of the following sponsors: CNRS (in particular Groupement de Recherche GDR3280 and the Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans-GOSEE); European Molecular Biology Laboratory (EMBL); Genoscope/CEA; the French Ministry of Research; the French Government “Investissements d’Avenir” programmes OCEANOMICS (ANR-11-BTBR-0008), FRANCE GENOMIQUE (ANR-10-INBS-09-08), MEMO LIFE (ANR-10-LABX-54), and PSL∗ Research University (ANR-11-IDEX-0001-02); Gordon and Betty Moore Foundation (award 3790); the US National Science Foundation (OCE#1536989 and OCE#1829831 to M.B.S.); the European Union’s Horizon 2020 research and innovation programme (grant agreement 686070); and the Ohio Supercomputer and the EMBL and ETH Zürich HPC facilities for computational support. Funding for the collection and processing of the TARA data set was provided by NASA Ocean Biology and Biogeochemistry program under grants NNX11AQ14G, NNX09AU43G, NNX13AE58G, and NNX15AC08G to the University of Maine and Canada Excellence Research Chair on Remote sensing of Canada’s new Arctic frontier Canada Foundation for Innovation. C.B. acknowledges funding from the European Research Council (ERC) under the European Union's Horizon 2020 research and innovation program (grant agreement 835067). S.G.A. thanks the Spanish Ministry of Economy and Competitiveness (CTM2017-87736-R). S. Sunagawa. is supported by the ETH and the Helmut Horten Foundation and by funding from the Swiss National Foundation (205321_184955) Peer Reviewed
author2 European Commission
Ministerio de Economía y Competitividad (España)
format Article in Journal/Newspaper
author Salazar, Guillem
Paoli, Lucas
Alberti, Adriana
Huerta-Cepas, Jaime
Ruscheweyh, Hans-Joachim
Cuenca, Miguelangel
Field, D. B.
Christopher M.
Coelho, Luis Pedro
Cruaud, Corinne
Engelen, Stefan
Gregory, Ann C.
Labadie, Karine
Marec, Claudie
Pelletier, Eric
Royo-Llonch, Marta
Roux, Simon
Sánchez, Pablo
Uehara, Hideya
Zayed, Ahmed A.
Zeller, Georg
Carmichael, Margaux
Dimier, Céline
Ferland, Joannie
Kandels‐Lewis, Stefanie
Picheral, Marc
Pisarev, Sergey
Poulain, Julie
Acinas, Silvia G.
Babin, Marcel
Bork, Peer
Bowler, Chris
Vargas, Colomban de
Guidi, Lionel
Hingamp, Pascal
Iudicone, Daniele
Karp-Boss, Lee
Karsenti, Eric
Ogata, Hiroyuki
Pesant, Stéphane
Speich, Sabrina
Sullivan, Matthew B.
Wincker, Patrick
Sunagawa, Shinichi
spellingShingle Salazar, Guillem
Paoli, Lucas
Alberti, Adriana
Huerta-Cepas, Jaime
Ruscheweyh, Hans-Joachim
Cuenca, Miguelangel
Field, D. B.
Christopher M.
Coelho, Luis Pedro
Cruaud, Corinne
Engelen, Stefan
Gregory, Ann C.
Labadie, Karine
Marec, Claudie
Pelletier, Eric
Royo-Llonch, Marta
Roux, Simon
Sánchez, Pablo
Uehara, Hideya
Zayed, Ahmed A.
Zeller, Georg
Carmichael, Margaux
Dimier, Céline
Ferland, Joannie
Kandels‐Lewis, Stefanie
Picheral, Marc
Pisarev, Sergey
Poulain, Julie
Acinas, Silvia G.
Babin, Marcel
Bork, Peer
Bowler, Chris
Vargas, Colomban de
Guidi, Lionel
Hingamp, Pascal
Iudicone, Daniele
Karp-Boss, Lee
Karsenti, Eric
Ogata, Hiroyuki
Pesant, Stéphane
Speich, Sabrina
Sullivan, Matthew B.
Wincker, Patrick
Sunagawa, Shinichi
Gene Expression Changes and Community Turnover Differentially Shape the Global Ocean Metatranscriptome
author_facet Salazar, Guillem
Paoli, Lucas
Alberti, Adriana
Huerta-Cepas, Jaime
Ruscheweyh, Hans-Joachim
Cuenca, Miguelangel
Field, D. B.
Christopher M.
Coelho, Luis Pedro
Cruaud, Corinne
Engelen, Stefan
Gregory, Ann C.
Labadie, Karine
Marec, Claudie
Pelletier, Eric
Royo-Llonch, Marta
Roux, Simon
Sánchez, Pablo
Uehara, Hideya
Zayed, Ahmed A.
Zeller, Georg
Carmichael, Margaux
Dimier, Céline
Ferland, Joannie
Kandels‐Lewis, Stefanie
Picheral, Marc
Pisarev, Sergey
Poulain, Julie
Acinas, Silvia G.
Babin, Marcel
Bork, Peer
Bowler, Chris
Vargas, Colomban de
Guidi, Lionel
Hingamp, Pascal
Iudicone, Daniele
Karp-Boss, Lee
Karsenti, Eric
Ogata, Hiroyuki
Pesant, Stéphane
Speich, Sabrina
Sullivan, Matthew B.
Wincker, Patrick
Sunagawa, Shinichi
author_sort Salazar, Guillem
title Gene Expression Changes and Community Turnover Differentially Shape the Global Ocean Metatranscriptome
title_short Gene Expression Changes and Community Turnover Differentially Shape the Global Ocean Metatranscriptome
title_full Gene Expression Changes and Community Turnover Differentially Shape the Global Ocean Metatranscriptome
title_fullStr Gene Expression Changes and Community Turnover Differentially Shape the Global Ocean Metatranscriptome
title_full_unstemmed Gene Expression Changes and Community Turnover Differentially Shape the Global Ocean Metatranscriptome
title_sort gene expression changes and community turnover differentially shape the global ocean metatranscriptome
publisher Elsevier
publishDate 2019
url http://hdl.handle.net/10261/197566
https://doi.org/10.1016/j.cell.2019.10.014
long_lat ENVELOPE(-37.117,-37.117,-54.283,-54.283)
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genre Arctic
genre_facet Arctic
op_relation MINECO/ICTI2013-2016/CTM2017-87736-R
info:eu-repo/grantAgreement/EC/H2020/835067
Publisher's version
https://doi.org/10.1016/j.cell.2019.10.014

doi:10.1016/j.cell.2019.10.014
issn: 0092-8674
e-issn: 1097-4172
Cell 179(5): 1068-1083 (2019)
http://hdl.handle.net/10261/197566
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spelling ftcsic:oai:digital.csic.es:10261/197566 2023-05-15T15:19:50+02:00 Gene Expression Changes and Community Turnover Differentially Shape the Global Ocean Metatranscriptome Salazar, Guillem Paoli, Lucas Alberti, Adriana Huerta-Cepas, Jaime Ruscheweyh, Hans-Joachim Cuenca, Miguelangel Field, D. B. Christopher M. Coelho, Luis Pedro Cruaud, Corinne Engelen, Stefan Gregory, Ann C. Labadie, Karine Marec, Claudie Pelletier, Eric Royo-Llonch, Marta Roux, Simon Sánchez, Pablo Uehara, Hideya Zayed, Ahmed A. Zeller, Georg Carmichael, Margaux Dimier, Céline Ferland, Joannie Kandels‐Lewis, Stefanie Picheral, Marc Pisarev, Sergey Poulain, Julie Acinas, Silvia G. Babin, Marcel Bork, Peer Bowler, Chris Vargas, Colomban de Guidi, Lionel Hingamp, Pascal Iudicone, Daniele Karp-Boss, Lee Karsenti, Eric Ogata, Hiroyuki Pesant, Stéphane Speich, Sabrina Sullivan, Matthew B. Wincker, Patrick Sunagawa, Shinichi European Commission Ministerio de Economía y Competitividad (España) 2019-11 http://hdl.handle.net/10261/197566 https://doi.org/10.1016/j.cell.2019.10.014 eng eng Elsevier MINECO/ICTI2013-2016/CTM2017-87736-R info:eu-repo/grantAgreement/EC/H2020/835067 Publisher's version https://doi.org/10.1016/j.cell.2019.10.014 Sí doi:10.1016/j.cell.2019.10.014 issn: 0092-8674 e-issn: 1097-4172 Cell 179(5): 1068-1083 (2019) http://hdl.handle.net/10261/197566 openAccess https://creativecommons.org/licenses/by/4.0/ CC-BY artículo 2019 ftcsic https://doi.org/10.1016/j.cell.2019.10.014 2020-01-15T00:29:56Z This article is contribution number 94 of Tara Oceans.-- 37 pages, 20 figures, 1 table, supplementary information https://doi.org/10.1016/j.cell.2019.10.014.-- All raw reads are available through ENA at https://www.ebi.ac.uk/ena using the identifiers listed in https://doi.org/10.5281/zenodo.3473199. Processed data are accessible at https://www.ebi.ac.uk/biostudies/studies/S-BSST297, and additional information is provided in https://doi.org/10.5281/zenodo.3473199 and at the companion website: https://www.ocean-microbiome.org. Scripts used in this manuscript are available through a Github repository at https://github.com/SushiLab/omrgc_v2_scripts Ocean microbial communities strongly influence the biogeochemistry, food webs, and climate of our planet. Despite recent advances in understanding their taxonomic and genomic compositions, little is known about how their transcriptomes vary globally. Here, we present a dataset of 187 metatranscriptomes and 370 metagenomes from 126 globally distributed sampling stations and establish a resource of 47 million genes to study community-level transcriptomes across depth layers from pole-to-pole. We examine gene expression changes and community turnover as the underlying mechanisms shaping community transcriptomes along these axes of environmental variation and show how their individual contributions differ for multiple biogeochemically relevant processes. Furthermore, we find the relative contribution of gene expression changes to be significantly lower in polar than in non-polar waters and hypothesize that in polar regions, alterations in community activity in response to ocean warming will be driven more strongly by changes in organismal composition than by gene regulatory mechanisms Tara Oceans (that includes both the Tara Oceans and Tara Oceans Polar Circle expeditions) would not exist without the leadership of the Tara Expeditions Foundation and the continuous support of 23 institutes (https://oceans.taraexpeditions.org). We further thank the commitment of the following sponsors: CNRS (in particular Groupement de Recherche GDR3280 and the Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans-GOSEE); European Molecular Biology Laboratory (EMBL); Genoscope/CEA; the French Ministry of Research; the French Government “Investissements d’Avenir” programmes OCEANOMICS (ANR-11-BTBR-0008), FRANCE GENOMIQUE (ANR-10-INBS-09-08), MEMO LIFE (ANR-10-LABX-54), and PSL∗ Research University (ANR-11-IDEX-0001-02); Gordon and Betty Moore Foundation (award 3790); the US National Science Foundation (OCE#1536989 and OCE#1829831 to M.B.S.); the European Union’s Horizon 2020 research and innovation programme (grant agreement 686070); and the Ohio Supercomputer and the EMBL and ETH Zürich HPC facilities for computational support. Funding for the collection and processing of the TARA data set was provided by NASA Ocean Biology and Biogeochemistry program under grants NNX11AQ14G, NNX09AU43G, NNX13AE58G, and NNX15AC08G to the University of Maine and Canada Excellence Research Chair on Remote sensing of Canada’s new Arctic frontier Canada Foundation for Innovation. C.B. acknowledges funding from the European Research Council (ERC) under the European Union's Horizon 2020 research and innovation program (grant agreement 835067). S.G.A. thanks the Spanish Ministry of Economy and Competitiveness (CTM2017-87736-R). S. Sunagawa. is supported by the ETH and the Helmut Horten Foundation and by funding from the Swiss National Foundation (205321_184955) Peer Reviewed Article in Journal/Newspaper Arctic Digital.CSIC (Spanish National Research Council) Arctic Canada Horten ENVELOPE(-37.117,-37.117,-54.283,-54.283) Cell 179 5 1068 1083.e21