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Freilich MA, Poirier C, Dever M, Alou-Font E, Allen J, Cabornero A, Sudek L, Choi CJ, Ruiz S, Pascual A, Farrar JT, Johnston TMS, D’Asaro EA, Worden AZ, Mahadevan A. 3D intrusions transport active surface microbial assemblages to the dark ocean. Proc Natl Acad Sci U S A 2024; 121:e2319937121. [PMID: 38696469 PMCID: PMC11087786 DOI: 10.1073/pnas.2319937121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Accepted: 03/18/2024] [Indexed: 05/04/2024] Open
Abstract
Subtropical oceans contribute significantly to global primary production, but the fate of the picophytoplankton that dominate in these low-nutrient regions is poorly understood. Working in the subtropical Mediterranean, we demonstrate that subduction of water at ocean fronts generates 3D intrusions with uncharacteristically high carbon, chlorophyll, and oxygen that extend below the sunlit photic zone into the dark ocean. These contain fresh picophytoplankton assemblages that resemble the photic-zone regions where the water originated. Intrusions propagate depth-dependent seasonal variations in microbial assemblages into the ocean interior. Strikingly, the intrusions included dominant biomass contributions from nonphotosynthetic bacteria and enrichment of enigmatic heterotrophic bacterial lineages. Thus, the intrusions not only deliver material that differs in composition and nutritional character from sinking detrital particles, but also drive shifts in bacterial community composition, organic matter processing, and interactions between surface and deep communities. Modeling efforts paired with global observations demonstrate that subduction can flux similar magnitudes of particulate organic carbon as sinking export, but is not accounted for in current export estimates and carbon cycle models. Intrusions formed by subduction are a particularly important mechanism for enhancing connectivity between surface and upper mesopelagic ecosystems in stratified subtropical ocean environments that are expanding due to the warming climate.
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Affiliation(s)
- Mara A. Freilich
- Massachusetts Institute of Technology-Wood Hole Oceanographic Institution Joint Program in Oceanography, Woods Hole, MA02543
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA92093
- Department of Earth, Environmental, and Planetary Sciences, Brown University, Providence, RI02912
- Division of Applied Mathematics, Brown University, Providence, RI02912
| | - Camille Poirier
- GEOMAR—Helmholtz Centre for Ocean Research, Kiel24105, Germany
| | - Mathieu Dever
- Department of Physical Oceanography, Woods Hole Oceanographic Institution, Woods Hole, MA02543
| | - Eva Alou-Font
- Sistema de Observación y Predicción Costero de las Illes Balears (SOCIB), Palma de Mallorca 07121, Spain
| | - John Allen
- Sistema de Observación y Predicción Costero de las Illes Balears (SOCIB), Palma de Mallorca 07121, Spain
| | - Andrea Cabornero
- Sistema de Observación y Predicción Costero de las Illes Balears (SOCIB), Palma de Mallorca 07121, Spain
| | - Lisa Sudek
- Physical & Biological Sciences Division, University of California, Santa Cruz, CA95064
| | - Chang Jae Choi
- GEOMAR—Helmholtz Centre for Ocean Research, Kiel24105, Germany
| | - Simón Ruiz
- Instituto Mediterraneo de Estudios Avanzados (IMEDEA), Esporles07190, Spain
| | - Ananda Pascual
- Instituto Mediterraneo de Estudios Avanzados (IMEDEA), Esporles07190, Spain
| | - J. Thomas Farrar
- Department of Physical Oceanography, Woods Hole Oceanographic Institution, Woods Hole, MA02543
| | - T. M. Shaun Johnston
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA92093
| | - Eric A. D’Asaro
- Applied Physics Lab, University of Washington, Seattle, WA98105
| | - Alexandra Z. Worden
- GEOMAR—Helmholtz Centre for Ocean Research, Kiel24105, Germany
- Physical & Biological Sciences Division, University of California, Santa Cruz, CA95064
- Marine Biological Laboratory, Woods Hole, MA02543
| | - Amala Mahadevan
- Department of Physical Oceanography, Woods Hole Oceanographic Institution, Woods Hole, MA02543
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Fu H, Cai G, Özkan K, Johansson LS, Søndergaard M, Lauridsen TL, Yuan G, Jeppesen E. Re-oligotrophication and warming stabilize phytoplankton networks. WATER RESEARCH 2024; 253:121325. [PMID: 38367379 DOI: 10.1016/j.watres.2024.121325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Revised: 02/06/2024] [Accepted: 02/14/2024] [Indexed: 02/19/2024]
Abstract
Phytoplankton taxa are strongly interconnected as a network, which could show temporal dynamics and non-linear responses to changes in drivers at both seasonal and long-term scale. Using a high quality dataset of 20 Danish lakes (1989-2008), we applied extended Local Similarity Analysis to construct temporal network of phytoplankton communities for each lake, obtained sub-network for each sampling month, and then measured indices of network complexity and stability for each sub-network. We assessed how lake re-oligotrophication, climate warming and grazers influenced the temporal dynamics on network complexity and stability of phytoplankton community covering three aspects: seasonal trends, long-term trends and detrended variability. We found strong seasonality for the complexity and stability of phytoplankton network, an increasing trend for the average degree, modularity, nestedness, persistence and robustness, and a decreasing trend for connectance, negative:positive interactions and vulnerability. Our study revealed a cascading effect of lake re-oligotrophication, climate warming and zooplankton grazers on phytoplankton network stability through changes in network complexity characterizing diversity, interactions and topography. Network stability of phytoplankton increased with average degree, modularity, nestedness and decreased with connectance and negative:positive interactions. Oligotrophication and warming stabilized the phytoplankton network (enhanced robustness, persistence and decreased vulnerability) by enhancing its average degree, modularity, nestedness and by reducing its connectance, while zooplankton richness promoted stability of phytoplankton network through increases in average degree and decreases in negative interactions. Our results further indicate that the stabilization effects might lead to more closed, compartmentalized and nested interconnections especially in the deeper lakes, in the warmer seasons and during bloom periods. From a temporal dynamic network view, our findings highlight stabilization of the phytoplankton community as an adaptive response to lake re-oligotrophication, climate warming and grazers.
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Affiliation(s)
- Hui Fu
- Department of Ecology, College of Environment & Ecology, Hunan Provincial Key Laboratory of Rural Ecosystem Health in Dongting Lake Area, Hunan Agricultural University, Changsha 410128, PR China.
| | - Guojun Cai
- Department of Ecology, College of Environment & Ecology, Hunan Provincial Key Laboratory of Rural Ecosystem Health in Dongting Lake Area, Hunan Agricultural University, Changsha 410128, PR China
| | - Korhan Özkan
- Institute of Marine Sciences, Middle East Technical University, Erdemli, Mersin 33731, Turkey
| | - Liselotte Sander Johansson
- Department of Ecoscience and Centre for Water Technology /WATEC), Aarhus University, Vejlsøvej 25, Silkeborg 8600, Denmark
| | - Martin Søndergaard
- Department of Ecoscience and Centre for Water Technology /WATEC), Aarhus University, Vejlsøvej 25, Silkeborg 8600, Denmark; Sino-Danish Centre for Education and Research (SDC), University of Chinese Academy of Sciences, Beijing, China
| | - Torben L Lauridsen
- Department of Ecoscience and Centre for Water Technology /WATEC), Aarhus University, Vejlsøvej 25, Silkeborg 8600, Denmark; Sino-Danish Centre for Education and Research (SDC), University of Chinese Academy of Sciences, Beijing, China
| | - Guixiang Yuan
- Department of Ecology, College of Environment & Ecology, Hunan Provincial Key Laboratory of Rural Ecosystem Health in Dongting Lake Area, Hunan Agricultural University, Changsha 410128, PR China.
| | - Erik Jeppesen
- Institute of Marine Sciences, Middle East Technical University, Erdemli, Mersin 33731, Turkey; Department of Ecoscience and Centre for Water Technology /WATEC), Aarhus University, Vejlsøvej 25, Silkeborg 8600, Denmark; Sino-Danish Centre for Education and Research (SDC), University of Chinese Academy of Sciences, Beijing, China; Limnology Laboratory, Department of Biological Sciences and Centre for Ecosystem Research and Implementation, Middle East Technical University, Ankara, Turkey; Institute for Ecological Research and Pollution Control of Plateau Lakes, School of Ecology and Environmental Science, Yunnan University, Kunming 650500, China
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Deutschmann IM, Delage E, Giner CR, Sebastián M, Poulain J, Arístegui J, Duarte CM, Acinas SG, Massana R, Gasol JM, Eveillard D, Chaffron S, Logares R. Disentangling microbial networks across pelagic zones in the tropical and subtropical global ocean. Nat Commun 2024; 15:126. [PMID: 38168083 PMCID: PMC10762198 DOI: 10.1038/s41467-023-44550-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Accepted: 12/18/2023] [Indexed: 01/05/2024] Open
Abstract
Microbial interactions are vital in maintaining ocean ecosystem function, yet their dynamic nature and complexity remain largely unexplored. Here, we use association networks to investigate possible ecological interactions in the marine microbiome among archaea, bacteria, and picoeukaryotes throughout different depths and geographical regions of the tropical and subtropical global ocean. Our findings reveal that potential microbial interactions change with depth and geographical scale, exhibiting highly heterogeneous distributions. A few potential interactions were global, meaning they occurred across regions at the same depth, while 11-36% were regional within specific depths. The bathypelagic zone had the lowest proportion of global associations, and regional associations increased with depth. Moreover, we observed that most surface water associations do not persist in deeper ocean layers despite microbial vertical dispersal. Our work contributes to a deeper understanding of the tropical and subtropical global ocean interactome, which is essential for addressing the challenges posed by global change.
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Affiliation(s)
| | - Erwan Delage
- Nantes Université, CNRS UMR 6004, LS2N, F-44000, Nantes, France
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, Paris, France
| | | | | | - Julie Poulain
- Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, Evry, France
| | - Javier Arístegui
- Instituto de Oceanografía y Cambio Global, IOCAG, Universidad de Las Palmas de Gran Canaria, ULPGC, Gran Canaria, Spain
| | - Carlos M Duarte
- King Abdullah University of Science and Technology (KAUST), Red Sea Research Center (RSRC), Thuwal, Saudi Arabia
| | | | - Ramon Massana
- Institute of Marine Sciences (ICM), CSIC, Barcelona, Spain
| | - Josep M Gasol
- Institute of Marine Sciences (ICM), CSIC, Barcelona, Spain
| | - Damien Eveillard
- Nantes Université, CNRS UMR 6004, LS2N, F-44000, Nantes, France
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, Paris, France
| | - Samuel Chaffron
- Nantes Université, CNRS UMR 6004, LS2N, F-44000, Nantes, France
- Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, Paris, France
| | - Ramiro Logares
- Institute of Marine Sciences (ICM), CSIC, Barcelona, Spain.
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