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Paul P, Patil JS. Delineating morphological traits of oceanic micro-phytoplankton as potential ecological indicators. MARINE POLLUTION BULLETIN 2024; 208:116952. [PMID: 39353371 DOI: 10.1016/j.marpolbul.2024.116952] [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: 07/24/2024] [Revised: 09/04/2024] [Accepted: 09/04/2024] [Indexed: 10/04/2024]
Abstract
The micro-phytoplankton (>20 μm) adaptations and resilience were assessed using morphological traits (shape, surface-to-volume ratio; S:V, and greatest-axial-linear-dimension; GALD) from sea-surface and different SCML-depths (shallow:20-50 m, intermediate:50-100 m, and deep:100-140 m) across different bioregions of Indian Ocean. The dominant simple elongated phytoplankton-geometric-shapes (PGSs) and morphological traits showed distinct north-south distribution and varied with light and nutrient availability. Further, SCML and corresponding sea-surface PGS will be similar or dissimilar if the former is located within or deeper than mixed-layer depth. Also, simple and complex PGS contribution gradually decreases and increases with increasing depth. Additionally, shallow SCML-PGS showed low-S:V and high-GALD while vice-versa for intermediate/deep SCML-PGS due to phenotypic plasticity behavior. Overall, only simple-PGS (cylinder, elliptic-prism, and prism-on-parallelogram) showed strong adaptive behavior through phenotypic plasticity and were highlighted as potential ecological tracers to address ecological impact of oceanographic processes (including coastal eutrophication, and aerosol deposition) linked to nutrient and light availability in predicted ocean change scenarios.
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Affiliation(s)
- Pranoy Paul
- CSIR-National Institute of Oceanography, Dona Paula 403004, Goa, India; School of Earth, Ocean and Atmospheric Sciences, Goa University, Taleigao Plateau 403 206, Goa, India
| | - Jagadish S Patil
- CSIR-National Institute of Oceanography, Dona Paula 403004, Goa, India.
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2
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Mollo L, Petrucciani A, Norici A. Monocultures vs. polyculture of microalgae: unveiling physiological changes to facilitate growth in ammonium rich-medium. PHYSIOLOGIA PLANTARUM 2024; 176:e14574. [PMID: 39400338 DOI: 10.1111/ppl.14574] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2024] [Revised: 09/25/2024] [Accepted: 09/26/2024] [Indexed: 10/15/2024]
Abstract
Due to the increasing production of wastewater from human activities, the use of algal consortia for phytoremediation has become well-established over the past decade. Understanding how interspecific interactions and cultivation modes (monocultures vs. polyculture) influence algal growth and behaviour is a cutting-edge topic in both fundamental and applied science. Ammonium-rich growth media were used to challenge the monocultures of Auxenochlorella protothecoides, Chlamydomonas reinhardtii and Tetradesmus obliquus, as well as their polyculture; NO3 - was also used as the sole nitrogen chemical form in control cultures. The study primarily compared the growth, carbon and nitrogen metabolisms, and protein content of the green microalgae monocultures to those of their consortium. Overall, the cultivation mode significantly affected all the measured parameters. Notably, at 50 mM NH4 +, the assimilation rates of carbon and nitrogen were at least twice as high as those in the monoculture counterparts, and the protein content was three times more abundant.Additionally, the consortium's response to NH4 + toxicity was investigated by observing a linear relationship between the indicator of tolerance to NH4 + nutrition and the N isotopic signature. The study highlighted a high degree of acclimation through metabolic flexibility and diversity, as well as species abundance plasticity in the consortium, resulting in a functional resilience that would otherwise have been unattainable by the respective monocultures.
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Affiliation(s)
- Lorenzo Mollo
- Laboratory of Algal and Plant Physiology, Dipartimento di Scienze della Vita e dell'Ambiente, Università Politecnica delle Marche, Ancona, Italy
| | - Alessandra Petrucciani
- Laboratory of Algal and Plant Physiology, Dipartimento di Scienze della Vita e dell'Ambiente, Università Politecnica delle Marche, Ancona, Italy
| | - Alessandra Norici
- Laboratory of Algal and Plant Physiology, Dipartimento di Scienze della Vita e dell'Ambiente, Università Politecnica delle Marche, Ancona, Italy
- CIRCC, Consorzio Interuniversitario Reattività Chimica e Catalisi, Italy
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3
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Sun X, Brewin RJW, Hacker C, Viljoen JJ, Li M. Generating open-source 3D phytoplankton models by integrating photogrammetry with scanning electron microscopy. Front Microbiol 2024; 15:1429179. [PMID: 39081890 PMCID: PMC11287660 DOI: 10.3389/fmicb.2024.1429179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Accepted: 06/25/2024] [Indexed: 08/02/2024] Open
Abstract
The community structure and ecological function of marine ecosystems are critically dependent on phytoplankton. However, our understanding of phytoplankton is limited due to the lack of detailed information on their morphology. To address this gap, we developed a framework that combines scanning electron microscopy (SEM) with photogrammetry to create realistic 3D (three-dimensional) models of phytoplankton. The workflow of this framework is demonstrated using two marine algal species, one dinoflagellate Prorocentrum micans and one diatom Halamphora sp. The resulting 3D models are made openly available and allow users to interact with phytoplankton and their complex structures virtually (digitally) and tangibly (3D printing). They also allow for surface area and biovolume calculations of phytoplankton, as well as the exploration of their light scattering properties, which are both important for ecosystem modeling. Additionally, by presenting these models to the public, it bridges the gap between scientific inquiry and education, promoting broader awareness on the importance of phytoplankton.
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Affiliation(s)
- Xuerong Sun
- Centre for Geography and Environmental Science, Department of Earth and Environmental Science, Faculty of Environment, Science and Economy, University of Exeter, Cornwall, United Kingdom
| | - Robert J. W. Brewin
- Centre for Geography and Environmental Science, Department of Earth and Environmental Science, Faculty of Environment, Science and Economy, University of Exeter, Cornwall, United Kingdom
| | | | - Johannes J. Viljoen
- Centre for Geography and Environmental Science, Department of Earth and Environmental Science, Faculty of Environment, Science and Economy, University of Exeter, Cornwall, United Kingdom
| | - Mengyu Li
- State Key Laboratory of Estuarine and Coastal Research, East China Normal University, Shanghai, China
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4
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Orizar IDS, Repetti SI, Lewandowska AM. Phytoplankton stoichiometry along the salinity gradient under limited nutrient and light supply. JOURNAL OF PLANKTON RESEARCH 2024; 46:387-397. [PMID: 39091691 PMCID: PMC11290246 DOI: 10.1093/plankt/fbae031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Accepted: 05/28/2024] [Indexed: 08/04/2024]
Abstract
Ongoing climate warming alters precipitation and water column stability, leading to salinity and nutrient supply changes in the euphotic zone of many coastal ecosystems and semi-enclosed seas. Changing salinity and nutrient conditions affect phytoplankton physiology by altering elemental ratios of carbon (C), nitrogen (N) and phosphorus (P). This study aimed to understand how salinity stress and resource acquisition affect phytoplankton stoichiometry. We incubated a phytoplankton polyculture composed of 10 species under different light, inorganic nutrient ratio and salinity levels. At the end of the incubation period, we measured particulate elemental composition (C, N and P), chlorophyll a and species abundances. The phytoplankton polyculture, dominated by Phaeodactylum tricornutum, accumulated more particulate organic carbon (POC) with increasing salinity. The low POC and low particulate C:N and C:P ratios toward 0 psu suggest that the hypoosmotic conditions highly affected primary production. The relative abundance of different species varied with salinity, and some species grew faster under low nutrient supply. Still, the dominant diatom regulated the overall POC of the polyculture, following the classic concept of the foundation species.
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Affiliation(s)
- Iris D S Orizar
- Tvärminne Zoological Station, Faculty of Biological and Environmental Sciences, University of Helsinki, J.A. Palmenin 260, 10900 Hanko, Finland
| | - Sonja I Repetti
- Tvärminne Zoological Station, Faculty of Biological and Environmental Sciences, University of Helsinki, J.A. Palmenin 260, 10900 Hanko, Finland
| | - Aleksandra M Lewandowska
- Tvärminne Zoological Station, Faculty of Biological and Environmental Sciences, University of Helsinki, J.A. Palmenin 260, 10900 Hanko, Finland
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5
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Cornejo-Castillo FM, Inomura K, Zehr JP, Follows MJ. Metabolic trade-offs constrain the cell size ratio in a nitrogen-fixing symbiosis. Cell 2024; 187:1762-1768.e9. [PMID: 38471501 DOI: 10.1016/j.cell.2024.02.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Revised: 10/06/2023] [Accepted: 02/14/2024] [Indexed: 03/14/2024]
Abstract
Biological dinitrogen (N2) fixation is a key metabolic process exclusively performed by prokaryotes, some of which are symbiotic with eukaryotes. Species of the marine haptophyte algae Braarudosphaera bigelowii harbor the N2-fixing endosymbiotic cyanobacteria UCYN-A, which might be evolving organelle-like characteristics. We found that the size ratio between UCYN-A and their hosts is strikingly conserved across sublineages/species, which is consistent with the size relationships of organelles in this symbiosis and other species. Metabolic modeling showed that this size relationship maximizes the coordinated growth rate based on trade-offs between resource acquisition and exchange. Our findings show that the size relationships of N2-fixing endosymbionts and organelles in unicellular eukaryotes are constrained by predictable metabolic underpinnings and that UCYN-A is, in many regards, functioning like a hypothetical N2-fixing organelle (or nitroplast).
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Affiliation(s)
- Francisco M Cornejo-Castillo
- Department of Marine Biology and Oceanography, Institut de Ciències del Mar, ICM-CSIC, Barcelona 08003, Spain; Department of Ocean Sciences, University of California, Santa Cruz, CA 95064, USA.
| | - Keisuke Inomura
- Graduate School of Oceanography, University of Rhode Island, Narragansett, RI 02882, USA.
| | - Jonathan P Zehr
- Department of Ocean Sciences, University of California, Santa Cruz, CA 95064, USA
| | - Michael J Follows
- Department of Earth, Atmospheric, and Planetary Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
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6
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Attard K, Singh RK, Gattuso JP, Filbee-Dexter K, Krause-Jensen D, Kühl M, Sejr MK, Archambault P, Babin M, Bélanger S, Berg P, Glud RN, Hancke K, Jänicke S, Qin J, Rysgaard S, Sørensen EB, Tachon F, Wenzhöfer F, Ardyna M. Seafloor primary production in a changing Arctic Ocean. Proc Natl Acad Sci U S A 2024; 121:e2303366121. [PMID: 38437536 PMCID: PMC10945780 DOI: 10.1073/pnas.2303366121] [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] [Indexed: 03/06/2024] Open
Abstract
Phytoplankton and sea ice algae are traditionally considered to be the main primary producers in the Arctic Ocean. In this Perspective, we explore the importance of benthic primary producers (BPPs) encompassing microalgae, macroalgae, and seagrasses, which represent a poorly quantified source of Arctic marine primary production. Despite scarce observations, models predict that BPPs are widespread, colonizing ~3 million km2 of the extensive Arctic coastal and shelf seas. Using a synthesis of published data and a novel model, we estimate that BPPs currently contribute ~77 Tg C y-1 of primary production to the Arctic, equivalent to ~20 to 35% of annual phytoplankton production. Macroalgae contribute ~43 Tg C y-1, seagrasses contribute ~23 Tg C y-1, and microalgae-dominated shelf habitats contribute ~11 to 16 Tg C y-1. Since 2003, the Arctic seafloor area exposed to sunlight has increased by ~47,000 km2 y-1, expanding the realm of BPPs in a warming Arctic. Increased macrophyte abundance and productivity is expected along Arctic coastlines with continued ocean warming and sea ice loss. However, microalgal benthic primary production has increased in only a few shelf regions despite substantial sea ice loss over the past 20 y, as higher solar irradiance in the ice-free ocean is counterbalanced by reduced water transparency. This suggests complex impacts of climate change on Arctic light availability and marine primary production. Despite significant knowledge gaps on Arctic BPPs, their widespread presence and obvious contribution to coastal and shelf ecosystem production call for further investigation and for their inclusion in Arctic ecosystem models and carbon budgets.
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Affiliation(s)
- Karl Attard
- Department of Biology, University of Southern Denmark, 5230Odense M, Denmark
- Danish Institute for Advanced Study, University of Southern Denmark, 5230Odense M, Denmark
- Takuvik International Research Laboratory, CNRS/Université Laval, Québec City, QCG1V 0A6, Canada
| | - Rakesh Kumar Singh
- Department of Biology, Chemistry and Geography, Université du Québec à Rimouski, Rimouski, QCG5L 3A1, Canada
- Center for Remote Imaging, Sensing and Processing, National University of Singapore, Singapore119076, Singapore
| | - Jean-Pierre Gattuso
- CNRS-Sorbonne Université, Laboratoire d’Océanographie, Villefranche-sur-Mer06230, France
- Institute for Sustainable Development and International Relations, Paris75337, France
| | - Karen Filbee-Dexter
- Takuvik International Research Laboratory, CNRS/Université Laval, Québec City, QCG1V 0A6, Canada
- Benthic Communities Group/Institute of Marine Research, His4817, Norway
- School of Biological Science and Indian Oceans Marine Research Centre, University of Western Australia, Perth6009, WA, Australia
| | - Dorte Krause-Jensen
- Department of Ecoscience, Aarhus University, 8000Aarhus C, Denmark
- Arctic Research Center, Department of Biology, Aarhus University, 8000Aarhus C, Denmark
| | - Michael Kühl
- Department of Biology, Marine Biological Section, University of Copenhagen, 3000Helsingør, Denmark
| | - Mikael K. Sejr
- Department of Ecoscience, Aarhus University, 8000Aarhus C, Denmark
- Arctic Research Center, Department of Biology, Aarhus University, 8000Aarhus C, Denmark
| | - Philippe Archambault
- Takuvik International Research Laboratory, CNRS/Université Laval, Québec City, QCG1V 0A6, Canada
- ArcticNet, Department of Biology, Université Laval, Québec City, QCG1V 0A6, Canada
| | - Marcel Babin
- Takuvik International Research Laboratory, CNRS/Université Laval, Québec City, QCG1V 0A6, Canada
| | - Simon Bélanger
- Department of Biology, Chemistry and Geography, Université du Québec à Rimouski, Rimouski, QCG5L 3A1, Canada
| | - Peter Berg
- Department of Environmental Sciences, University of Virginia, Charlottesville, VA400123
| | - Ronnie N. Glud
- Department of Biology, University of Southern Denmark, 5230Odense M, Denmark
- Danish Institute for Advanced Study, University of Southern Denmark, 5230Odense M, Denmark
- Department of Ocean and Environmental Sciences, Tokyo University of Marine Science and Technology, 108-8477Tokyo, Japan
| | - Kasper Hancke
- Norwegian Institute for Water Research, 0579Oslo, Norway
| | - Stefan Jänicke
- Department of Mathematics and Computer Science, University of Southern Denmark, Odense, Denmark
| | - Jing Qin
- Department of Mathematics and Computer Science, University of Southern Denmark, Odense, Denmark
| | - Søren Rysgaard
- Arctic Research Center, Department of Biology, Aarhus University, 8000Aarhus C, Denmark
- Centre for Earth Observation Science, Clayton H. Riddell Faculty of Environment Earth, and Resources, University of Manitoba, Winnipeg, MB R3T 2N2, Canada
| | - Esben B. Sørensen
- Department of Mathematics and Computer Science, University of Southern Denmark, Odense, Denmark
| | - Foucaut Tachon
- Takuvik International Research Laboratory, CNRS/Université Laval, Québec City, QCG1V 0A6, Canada
| | - Frank Wenzhöfer
- Department of Biology, University of Southern Denmark, 5230Odense M, Denmark
- Helmholtz - Max Planck Joint Research Group for Deep Sea Ecology and Technology, Alfred-Wegener-Institute Helmholtz-Centre for Polar and Marine Research, Bremerhaven27515, Germany
- Helmholtz - Max Planck Joint Research Group for Deep Sea Ecology and Technology, Max-Planck-Institute for Marine Microbiology, Bremen28359, Germany
| | - Mathieu Ardyna
- Takuvik International Research Laboratory, CNRS/Université Laval, Québec City, QCG1V 0A6, Canada
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Zuo Y, Southard M, Xu Q, Zhang G, Skibinski E, Moon N, Gan L, Chen Y, Jiang L. Cell size-dependent species sensitivity to nanoparticles underlies changes in phytoplankton diversity and productivity. GLOBAL CHANGE BIOLOGY 2024; 30:e17049. [PMID: 37988188 DOI: 10.1111/gcb.17049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 09/30/2023] [Accepted: 10/28/2023] [Indexed: 11/23/2023]
Abstract
Nanoparticle pollution has been shown to affect various organisms. However, the effects of nanoparticles on species interactions, and the role of species traits, such as body size, in modulating these effects, are not well-understood. We addressed this issue using competing freshwater phytoplankton species exposed to copper oxide nanoparticles. Increasing nanoparticle concentration resulted in decreased phytoplankton species growth rates and community productivity (both abundance and biomass). Importantly, we consistently found that nanoparticles had greater negative effects on species with smaller cell sizes, such that nanoparticle pollution weakened the competitive dominance of smaller species and promoted species diversity. Moreover, nanoparticles reduced the growth rate differences and competitive ability differences of competing species, while having little effect on species niche differences. Consequently, nanoparticle pollution reduced the selection effect on phytoplankton community abundance, but increased the selection effect on community biomass. Our results suggest cell size as a key functional trait to consider when predicting phytoplankton community structure and ecosystem functioning in the face of increasing nanopollution.
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Affiliation(s)
- Yiping Zuo
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Michael Southard
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Qianna Xu
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, Georgia, USA
- Department of Ecology, Evolution and Behavior, University of Minnesota, St Paul, Minnesota, USA
| | - Guangxing Zhang
- The Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Emily Skibinski
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, Georgia, USA
| | | | - Lan Gan
- School of Civil and Environmental Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Yongsheng Chen
- School of Civil and Environmental Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA
| | - Lin Jiang
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, Georgia, USA
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8
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Atteia A, Bec B, Gianaroli C, Serais O, Quétel I, Lagarde F, Gobet A. Evaluation of sequential filtration and centrifugation to capture environmental DNA and survey microbial eukaryotic communities in aquatic environments. Mol Ecol Resour 2024; 24:e13887. [PMID: 37899641 DOI: 10.1111/1755-0998.13887] [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: 08/03/2023] [Revised: 10/10/2023] [Accepted: 10/16/2023] [Indexed: 10/31/2023]
Abstract
Sequential membrane filtration of water samples is commonly used to monitor the diversity of aquatic microbial eukaryotes. This capture method is efficient to focus on specific taxonomic groups within a size fraction, but it is time-consuming. Centrifugation, often used to collect microorganisms from pure culture, could be seen as an alternative to capture microbial eukaryotic communities from environmental samples. Here, we compared the two capture methods to assess diversity and ecological patterns of eukaryotic communities in the Thau lagoon, France. Water samples were taken twice a month over a full year and sequential filtration targeting the picoplankton (0.2-3 μm) and larger organisms (>3 μm) was used in parallel to centrifugation. The microbial eukaryotic community in the samples was described using an environmental DNA approach targeting the V4 region of the 18S rRNA gene. The most abundant divisions in the filtration fractions and the centrifugation pellet were Dinoflagellata, Metazoa, Ochrophyta, Cryptophyta. Chlorophyta were dominant in the centrifugation pellet and the picoplankton fraction but not in the larger fraction. Diversity indices and structuring patterns of the community in the two size fractions and the centrifugation pellet were comparable. Twenty amplicon sequence variants were significantly differentially abundant between the two size fractions and the centrifugation pellet, and their temporal patterns of abundance in the two fractions combined were similar to those obtained with centrifugation. Overall, centrifugation led to similar ecological conclusions as the two filtrated fractions combined, thus making it an attractive time-efficient alternative to sequential filtration.
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Affiliation(s)
- Ariane Atteia
- MARBEC, Univ Montpellier, CNRS, Ifremer, IRD, Sète, France
| | - Béatrice Bec
- MARBEC, Univ Montpellier, CNRS, Ifremer, IRD, Montpellier, France
| | | | - Ophélie Serais
- MARBEC, Univ Montpellier, CNRS, Ifremer, IRD, Sète, France
| | - Isaure Quétel
- MARBEC, Univ Montpellier, CNRS, Ifremer, IRD, Sète, France
| | - Franck Lagarde
- MARBEC, Univ Montpellier, CNRS, Ifremer, IRD, Sète, France
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9
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Laraib M, Titocci J, Rosati I, Basset A. An integrated individual-level trait-based phytoplankton dataset from transitional waters. Sci Data 2023; 10:897. [PMID: 38092782 PMCID: PMC10719296 DOI: 10.1038/s41597-023-02785-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Accepted: 11/23/2023] [Indexed: 12/17/2023] Open
Abstract
Functional trait-based approaches have undergone an extraordinary expansion in phytoplankton ecology. Morpho-functional traits have been shown to vary both within and between populations and species, potentially affecting individual fitness and the network of inter-individual relationships. Here we integrate six fully harmonized phytoplankton morpho-functional trait datasets, characterized by a fine data grain, reporting individual-level data over a large biogeographical area. Datasets refer to transitional water ecosystems, from five biogeographical areas: Northern Atlantic Ocean (Scotland), South-Western Atlantic Ocean (Brazil), South-Western Pacific Ocean (Australia), Indo Pacific Ocean (Maldives) and Mediterranean Sea (Greece and Turkey). The integrated dataset includes 127311 individual phytoplankton records with sampling locations, taxonomic and morphometric information according to Darwin Core standards and semantic annotations. The six FAIR datasets are openly available in the LifeWatch Italy data portal. The datasets have already been used for morpho-functional analyses and hypothesis testing on phytoplankton guilds at different levels of data aggregation and scale, from local to global.
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Affiliation(s)
- Maira Laraib
- University of Salento, Department of Biological and Environmental Sciences and Technologies (DiSTeBA), Lecce, Italy.
| | - Jessica Titocci
- Italian National Research Council (CNR), Institute for Research on Terrestrial Ecosystems (IRET), Lecce, Italy.
| | - Ilaria Rosati
- Italian National Research Council (CNR), Institute for Research on Terrestrial Ecosystems (IRET), Lecce, Italy
| | - Alberto Basset
- University of Salento, Department of Biological and Environmental Sciences and Technologies (DiSTeBA), Lecce, Italy
- Italian National Research Council (CNR), Institute for Research on Terrestrial Ecosystems (IRET), Lecce, Italy
- National Biodiversity Future Center, Palermo, 90133, Italy
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10
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Limoges A, Ribeiro S, Van Nieuwenhove N, Jackson R, Juggins S, Crosta X, Weckström K. Marine diatoms record Late Holocene regime shifts in the Pikialasorsuaq ecosystem. GLOBAL CHANGE BIOLOGY 2023; 29:6503-6516. [PMID: 37772765 DOI: 10.1111/gcb.16958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/21/2023] [Revised: 08/10/2023] [Accepted: 09/12/2023] [Indexed: 09/30/2023]
Abstract
The Pikialasorsuaq (North Water polynya) is an area of local and global cultural and ecological significance. However, over the last decades, the region has been subject to rapid warming, and in some recent years, the seasonal ice arch that has historically defined the polynya's northern boundary has failed to form. Both factors are deemed to alter the polynya's ecosystem functioning. To understand how climate-induced changes to the Pikialasorsuaq impact the basis of the marine food web, we explored diatom community-level responses to changing conditions, from a sediment core spanning the last 3800 years. Four metrics were used: total diatom concentrations, taxonomic composition, mean size, and diversity. Generalized additive model statistics highlight significant changes at ca. 2400, 2050, 1550, 1200, and 130 cal years BP, all coeval with known transitions between colder and warmer intervals of the Late Holocene, and regime shifts in the Pikialasorsuaq. Notably, a weaker/contracted polynya during the Roman Warm Period and Medieval Climate Anomaly caused the diatom community to reorganize via shifts in species composition, with the presence of larger taxa but lower diversity, and significantly reduced export production. This study underlines the high sensitivity of primary producers to changes in the polynya dynamics and illustrates that the strong pulse of early spring cryopelagic diatoms that makes the Pikialasorsuaq exceptionally productive may be jeopardized by rapid warming and associated Nares Strait ice arch destabilization. Future alterations to the phenology of primary producers may disproportionately impact higher trophic levels and keystone species in this region, with implications for Indigenous Peoples and global diversity.
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Affiliation(s)
- Audrey Limoges
- Department of Earth Sciences, University of New Brunswick, Fredericton, New Brunswick, Canada
| | - Sofia Ribeiro
- Department of Glaciology and Climate, Geological Survey of Denmark and Greenland, Copenhagen, Denmark
| | - Nicolas Van Nieuwenhove
- Department of Earth Sciences, University of New Brunswick, Fredericton, New Brunswick, Canada
| | - Rebecca Jackson
- Department of Glaciology and Climate, Geological Survey of Denmark and Greenland, Copenhagen, Denmark
- Globe Institute, Copenhagen University, Copenhagen, Denmark
| | - Stephen Juggins
- School of Geography, Politics and Sociology, Newcastle University, Newcastle upon Tyne, UK
| | - Xavier Crosta
- CNRS, EPHE, UMR 5805 EPOC, Université de Bordeaux, Pessac Cedex, France
| | - Kaarina Weckström
- Ecosystems and Environment Research Programme (ECRU), University of Helsinki, Helsinki, Finland
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11
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Feng G, Liu J, Li H, Liu JS, Duan Z, Wu L, Gao Y, Meng XZ. Insights from colony formation: The necessity to consider morphotype when assessing the effect of antibiotics on cyanobacteria. WATER RESEARCH 2023; 246:120704. [PMID: 37827036 DOI: 10.1016/j.watres.2023.120704] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Revised: 09/26/2023] [Accepted: 10/05/2023] [Indexed: 10/14/2023]
Abstract
Colonial cyanobacteria have been identified as the primary contributor to the global occurrence of cyanobacterial harmful algal blooms (cyanoHABs), which are further intensified by the presence of "pseudo-persistent" antibiotics. Nevertheless, the impact of antibiotics on the growth and size of colonial cyanobacteria remains unclear. In this study, the response of cyanobacterium Microcystis to varying doses of antibiotics was assessed (0, 0.1, 0.5, 1, 10, and 50 μg L-1) by comparing the unicellular and colonial morphotypes. Interestingly, the morphological structure of cyanobacteria plays a significant role in their reaction to antibiotics. In comparison to the unicellular morphotype, the colonial morphotype exhibited a greater promotion in growth rate (11 %-22 %) to low doses of antibiotics and was less inhibited (-121 %--62 %) under high doses. Furthermore, antibiotics may affect the size of cyanobacterial colonies by disrupting the secretion of algal organic matter, which also exhibited a two-phase pattern. This work sheds light on the significance of methodology research involving both unicellular and colonial cyanobacteria. Future research and lake management should prioritize studying the morphological traits of cyanobacteria under different levels of antibiotic exposure. This approach may lead to novel strategies for predicting cyanoHABs under antibiotic pollution more effectively.
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Affiliation(s)
- Ganyu Feng
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, College of Environmental Science and Engineering, Tongji University, 1239 Siping Road, Shanghai 200092, China; Shanghai Institute of Pollution Control and Ecological Security, 1239 Siping Road, Shanghai 200092, China
| | - Jianbin Liu
- Shanghai Qingpu District Environmental Monitoring Station, 15 Xidayinggang Road, Shanghai 201799, China
| | - Hongbo Li
- Beijing ENFI Environmental Protection Co., Ltd., 12 Fuxing Road, Beijing 100038, China
| | - Jin-Song Liu
- College of Advanced Materials Engineering, Jiaxing Nanhu University, 572 South Yuexiu Road, Jiaxing 314001, Zhejiang Province, China
| | - Zhipeng Duan
- College of Environment, Hohai University, 1 Xikang Road, Nanjing 210098, Jiangsu Province, China
| | - Liang Wu
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, College of Environmental Science and Engineering, Tongji University, 1239 Siping Road, Shanghai 200092, China; Shanghai Institute of Pollution Control and Ecological Security, 1239 Siping Road, Shanghai 200092, China
| | - Yunze Gao
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, College of Environmental Science and Engineering, Tongji University, 1239 Siping Road, Shanghai 200092, China; Shanghai Institute of Pollution Control and Ecological Security, 1239 Siping Road, Shanghai 200092, China
| | - Xiang-Zhou Meng
- Key Laboratory of Yangtze River Water Environment, Ministry of Education, College of Environmental Science and Engineering, Tongji University, 1239 Siping Road, Shanghai 200092, China; Shanghai Institute of Pollution Control and Ecological Security, 1239 Siping Road, Shanghai 200092, China; Jiaxing-Tongji Environmental Research Institute, 1994 Linggongtang Road, Jiaxing 314051, Zhejiang Province, China.
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12
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Liu M, Fu J, Yang S. Synthesis of Microparticles with Diverse Thermally Responsive Shapes Originated from the Same Janus Liquid Crystalline Microdroplets. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2023; 19:e2303106. [PMID: 37495936 DOI: 10.1002/smll.202303106] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Revised: 07/14/2023] [Indexed: 07/28/2023]
Abstract
Liquid crystalline elastomer (LCE)-based microparticles that can change shapes in response to external stimuli are of great interest for potential applications such as artificial cells, micro-actuators, micro-valves, and smart drug carriers. Here, the synthesis of LCE microparticles with diverse temperature-dependent anisotropic shapes originated from the same Janus microdroplets is reported. The Janus microdroplets, suspended in an aqueous solution of surfactants, are transformed from microdroplets consisting of a mixture of liquid crystal (LC) monomers, oligomers, silicone oil, and an organic solvent, after the removal of the organic solvent. The molecular alignment of the LC part at the interface, whether planar, homeotropic, or hybrid, is dependent on the choice of the surfactants but not affected by the silicone oil. After polymerization and solvent extraction of the unreacted components, LCE microparticles of various shapes are obtained depending on the concentration and composition of the surfactants, the weight ratio of the LC part to the silicone oil part, and the choice of the extraction solvent. The microparticles that undergo different synthetic pathways show distinct thermally responsive shapes, much like how stem cells differentiate in different environmental conditions.
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Affiliation(s)
- Mingzhu Liu
- Department of Materials Science and Engineering, University of Pennsylvania, Philadelphia, Pennsylvania, 19104, USA
- School of Chemistry, Beihang University, Beijing, 100191, P. R. China
| | - Jiemin Fu
- Department of Materials Science and Engineering, University of Pennsylvania, Philadelphia, Pennsylvania, 19104, USA
| | - Shu Yang
- Department of Materials Science and Engineering, University of Pennsylvania, Philadelphia, Pennsylvania, 19104, USA
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13
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Kléparski L, Beaugrand G, Edwards M, Ostle C. Phytoplankton life strategies, phenological shifts and climate change in the North Atlantic Ocean from 1850 to 2100. GLOBAL CHANGE BIOLOGY 2023; 29:3833-3849. [PMID: 37026559 DOI: 10.1111/gcb.16709] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 12/19/2022] [Accepted: 03/12/2023] [Indexed: 06/06/2023]
Abstract
Significant phenological shifts induced by climate change are projected within the phytoplankton community. However, projections from current Earth System Models (ESMs) understandably rely on simplified community responses that do not consider evolutionary strategies manifested as various phenotypes and trait groups. Here, we use a species-based modelling approach, combined with large-scale plankton observations, to investigate past, contemporary and future phenological shifts in diatoms (grouped by their morphological traits) and dinoflagellates in three key areas of the North Atlantic Ocean (North Sea, North-East Atlantic and Labrador Sea) from 1850 to 2100. Our study reveals that the three phytoplanktonic groups exhibit coherent and different shifts in phenology and abundance throughout the North Atlantic Ocean. The seasonal duration of large flattened (i.e. oblate) diatoms is predicted to shrink and their abundance to decline, whereas the phenology of slow-sinking elongated (i.e. prolate) diatoms and of dinoflagellates is expected to expand and their abundance to rise, which may alter carbon export in this important sink region. The increase in prolates and dinoflagellates, two groups currently not considered in ESMs, may alleviate the negative influence of global climate change on oblates, which are responsible of massive peaks of biomass and carbon export in spring. We suggest that including prolates and dinoflagellates in models may improve our understanding of the influence of global climate change on the biological carbon cycle in the oceans.
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Affiliation(s)
- Loïck Kléparski
- Univ. Littoral Côte d'Opale, CNRS, Univ. Lille, UMR 8187 - LOG - Laboratoire d'Océanologie et de Géosciences, Wimereux, France
- Marine Biological Association, Plymouth, UK
| | - Grégory Beaugrand
- Univ. Littoral Côte d'Opale, CNRS, Univ. Lille, UMR 8187 - LOG - Laboratoire d'Océanologie et de Géosciences, Wimereux, France
| | - Martin Edwards
- Plymouth Marine Laboratory, Plymouth, UK
- School of Biological and Marine Sciences, University of Plymouth, Plymouth, UK
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14
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Ghedini G, Marshall DJ. Metabolic evolution in response to interspecific competition in a eukaryote. Curr Biol 2023:S0960-9822(23)00777-7. [PMID: 37392743 DOI: 10.1016/j.cub.2023.06.026] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 05/15/2023] [Accepted: 06/08/2023] [Indexed: 07/03/2023]
Abstract
Competition drives rapid evolution, which, in turn, alters the trajectory of ecological communities. These eco-evolutionary dynamics are increasingly well-appreciated, but we lack a mechanistic framework for identifying the types of traits that will evolve and their trajectories. Metabolic theory offers explicit predictions for how competition should shape the (co)evolution of metabolism and size, but these are untested, particularly in eukaryotes. We use experimental evolution of a eukaryotic microalga to examine how metabolism, size, and demography coevolve under inter- and intraspecific competition. We find that the focal species evolves in accordance with the predictions of metabolic theory, reducing metabolic costs and maximizing population carrying capacity via changes in cell size. The smaller-evolved cells initially had lower population growth rates, as expected from their hyper-allometric metabolic scaling, but longer-term evolution yielded important departures from theory: we observed improvements in both population growth rate and carrying capacity. The evasion of this trade-off arose due to the rapid evolution of metabolic plasticity. Lineages exposed to competition evolved more labile metabolisms that tracked resource availability more effectively than lineages that were competition-free. That metabolic evolution can occur is unsurprising, but our finding that metabolic plasticity also co-evolves rapidly is new. Metabolic theory provides a powerful theoretical basis for predicting the eco-evolutionary responses to changing resource regimes driven by global change. Metabolic theory needs also to be updated to incorporate the effects of metabolic plasticity on the link between metabolism and demography, as this likely plays an underappreciated role in mediating eco-evolutionary dynamics of competition.
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Affiliation(s)
- Giulia Ghedini
- Centre for Geometric Biology, School of Biological Sciences, Monash University, Clayton, VIC 3800, Australia.
| | - Dustin J Marshall
- Centre for Geometric Biology, School of Biological Sciences, Monash University, Clayton, VIC 3800, Australia
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15
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Pulina S, Satta CT. New Insights on Phytoplankton Morpho-Functional Traits. Microorganisms 2023; 11:1545. [PMID: 37375047 DOI: 10.3390/microorganisms11061545] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 06/05/2023] [Indexed: 06/29/2023] Open
Abstract
The pelagic environment is characterized by a great spatial and temporal heterogeneity [...].
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Affiliation(s)
- Silvia Pulina
- Aquatic Ecology Group, Department of Architecture, Design and Urban Planning, University of Sassari, Via Piandanna 4, 07100 Sassari, Italy
| | - Cecilia Teodora Satta
- Aquatic Ecology Group, Department of Architecture, Design and Urban Planning, University of Sassari, Via Piandanna 4, 07100 Sassari, Italy
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16
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Słomka J, Alcolombri U, Carrara F, Foffi R, Peaudecerf FJ, Zbinden M, Stocker R. Encounter rates prime interactions between microorganisms. Interface Focus 2023; 13:20220059. [PMID: 36789236 PMCID: PMC9912013 DOI: 10.1098/rsfs.2022.0059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 01/03/2023] [Indexed: 02/12/2023] Open
Abstract
Properties of microbial communities emerge from the interactions between microorganisms and between microorganisms and their environment. At the scale of the organisms, microbial interactions are multi-step processes that are initiated by cell-cell or cell-resource encounters. Quantification and rational design of microbial interactions thus require quantification of encounter rates. Encounter rates can often be quantified through encounter kernels-mathematical formulae that capture the dependence of encounter rates on cell phenotypes, such as cell size, shape, density or motility, and environmental conditions, such as turbulence intensity or viscosity. While encounter kernels have been studied for over a century, they are often not sufficiently considered in descriptions of microbial populations. Furthermore, formulae for kernels are known only in a small number of canonical encounter scenarios. Yet, encounter kernels can guide experimental efforts to control microbial interactions by elucidating how encounter rates depend on key phenotypic and environmental variables. Encounter kernels also provide physically grounded estimates for parameters that are used in ecological models of microbial populations. We illustrate this encounter-oriented perspective on microbial interactions by reviewing traditional and recently identified kernels describing encounters between microorganisms and between microorganisms and resources in aquatic systems.
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Affiliation(s)
- Jonasz Słomka
- Department of Civil, Environmental and Geomatic Engineering, Institute of Environmental Engineering, ETH Zurich, Zurich, Switzerland
| | - Uria Alcolombri
- Department of Civil, Environmental and Geomatic Engineering, Institute of Environmental Engineering, ETH Zurich, Zurich, Switzerland
| | - Francesco Carrara
- Department of Civil, Environmental and Geomatic Engineering, Institute of Environmental Engineering, ETH Zurich, Zurich, Switzerland
| | - Riccardo Foffi
- Department of Civil, Environmental and Geomatic Engineering, Institute of Environmental Engineering, ETH Zurich, Zurich, Switzerland
| | - François J. Peaudecerf
- Department of Civil, Environmental and Geomatic Engineering, Institute of Environmental Engineering, ETH Zurich, Zurich, Switzerland
| | - Matti Zbinden
- Department of Civil, Environmental and Geomatic Engineering, Institute of Environmental Engineering, ETH Zurich, Zurich, Switzerland
| | - Roman Stocker
- Department of Civil, Environmental and Geomatic Engineering, Institute of Environmental Engineering, ETH Zurich, Zurich, Switzerland
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17
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Paul P, Patil JS, Anil AC. Variability in phytoplankton shape dominance in marine pelagic systems: prevalence of different adaptive strategies in the eastern Arabian Sea during the winter monsoon. ENVIRONMENTAL MONITORING AND ASSESSMENT 2023; 195:528. [PMID: 37000347 DOI: 10.1007/s10661-023-11062-7] [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: 11/29/2022] [Accepted: 02/27/2023] [Indexed: 06/19/2023]
Abstract
Phytoplankton communities from pelagic systems were assessed to explore the potential of using commonly used traits (such as cell geometry and taxa) as ecological function indicators from the data generated during the winter monsoon in the eastern Arabian Sea (AS). Altogether, data from two oceanic, i.e., convective mixing influenced non-oligotrophic northeastern-AS (NEAS-O) and Rossby wave-influenced oligotrophic southeastern-AS (SEAS-O) and one coastal (NEAS-C) cruises were utilized to decipher the ecological inferences. Overall phytoplankton shapes showed a high level of redundancy by selecting only a few dominant shapes (5 of 22 shapes), though taxonomic diversity was rich (164 species). The taxonomic and morphological approach adopted revealed high species and shape diversity in NEAS-O than in high-abundance NEAS-C and low-abundance SEAS-O. Also, the shape diversity and dominant shapes (cylinder, elliptic-prism, and prism-on-parallelogram) remained the same in oceans than NEAS-C where combined (cylinder + 2 half-sphere) and simple (elliptic-prism) shapes dominated. Additionally, the Rossby-wave front and its reminiscence in SEAS-O and sea-surface-temperature fronts in NEAS-C favored simple and combine shaped phytoplankton, respectively. The morphological properties assessment revealed that the dominant shapes adapted the strategy to conserve the optimal surface-to-volume ratio (S:V) irrespective of changes in greatest-axial-linear-dimension (GALD) in NEAS-O and SEAS-O but not in NEAS-C. However, the dominant shapes in the NEAS-O and SEAS-O opted for high S:V with low GALD and low S:V with high GALD, respectively, while high S:V with no relation with GALD in NEAS-C suggests the prevalence of different adaptive strategies to cope with the respective hydrographic conditions, particularly nutrient availability.
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Affiliation(s)
- Pranoy Paul
- CSIR-National Institute of Oceanography, Dona Paula 403004, Goa, India
- School of Earth, Ocean, and Atmospheric Sciences, Goa University, Taleigao Plateau, Taleigao, 403 206, Goa, India
| | - Jagadish S Patil
- CSIR-National Institute of Oceanography, Dona Paula 403004, Goa, India.
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18
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Liu L, Fan M, Kang Y. Effect of nutrient supply on cell size evolution of marine phytoplankton. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2023; 20:4714-4740. [PMID: 36896519 DOI: 10.3934/mbe.2023218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
The variation of nutrient supply not only leads to the differences in the phytoplankton biomass and primary productivity but also induces the long-term phenotypic evolution of phytoplankton. It is widely accepted that marine phytoplankton follows Bergmann's Rule and becomes smaller with climate warming. Compared with the direct effect of increasing temperature, the indirect effect via nutrient supply is considered to be an important and dominant factor in the reduction of phytoplankton cell size. In this paper, a size-dependent nutrient-phytoplankton model is developed to explore the effects of nutrient supply on the evolutionary dynamics of functional traits associated with phytoplankton size. The ecological reproductive index is introduced to investigate the impacts of input nitrogen concentration and vertical mixing rate on the persistence of phytoplankton and the distribution of cell size. In addition, by applying the adaptive dynamics theory, we study the relationship between nutrient input and the evolutionary dynamics of phytoplankton. The results show that input nitrogen concentration and vertical mixing rate have significant effects on the cell size evolution of phytoplankton. Specifically, cell size tends to increase with the input nutrient concentration, as does the diversity of cell sizes. In addition, a single-peaked relationship between vertical mixing rate and cell size is observed. When the vertical mixing rate is too low or too high, only small individuals are dominant in the water column. When the vertical mixing rate is moderate, large individuals can coexist with small individuals, so the diversity of phytoplankton is elevated. We predict that reduced intensity of nutrient input due to climate warming will lead to a trend towards smaller cell size and will reduce the diversity of phytoplankton.
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Affiliation(s)
- Lidan Liu
- School of Mathematics and Statistics, Northeast Normal University, Changchun, Jilin 130024, China
| | - Meng Fan
- School of Mathematics and Statistics, Northeast Normal University, Changchun, Jilin 130024, China
| | - Yun Kang
- College of Integrative Sciences and Arts, Arizona State University, Mesa, AZ 85212, USA
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19
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Li W, Wang B, Xiao J, Yang M, Xu S, Liu CQ. Phytoplankton cell size control can be affected by photosynthetic light energy utilization. Front Microbiol 2022; 13:1008606. [PMID: 36406451 PMCID: PMC9667819 DOI: 10.3389/fmicb.2022.1008606] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Accepted: 10/06/2022] [Indexed: 11/28/2022] Open
Abstract
Phytoplankton cell size is well known as an essential functional trait, but its control factors are still unclear. Considering light provides the necessary energy for phytoplankton survival, we hypothesized that photosynthetic light energy utilization could influence phytoplankton cell size control. Several scenarios were conducted to understand the relationship between Fv /Fm and cell size for phytoplankton interspecies, and metatranscriptome in the field and transcriptome in the laboratory were used to understand relevant molecular mechanisms. The results indicated that there was a universal significant positive relationship between Fv /Fm and cell volume in general. The molecular evidence demonstrated that light utilization by phytoplankton regulates their cell size by harmonizing the generation and allocation of chemical energy and fixed carbon in the cell. Phytoplankton cell size would cease to enlarge once the increased light energy conversion and subsequent fixed carbon could no longer satisfy the increasing demand of size enlargement. This unity of energy and matter in shaping phytoplankton size results in cell size being an important functional trait. This study is the first to discover the above molecular mechanisms and is helpful to deepen the understanding on the cell size control of phytoplankton.
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20
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Rahmani H, Shokri M, Janikhalili K, Abdoli A, Cozzoli F, Basset A. Relationships among biotic, abiotic parameters and ecological status in Shahid Rajaee reservoir (Iran). Biologia (Bratisl) 2022. [DOI: 10.1007/s11756-022-01203-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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21
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Elongation enhances encounter rates between phytoplankton in turbulence. Proc Natl Acad Sci U S A 2022; 119:e2203191119. [PMID: 35917347 PMCID: PMC9371716 DOI: 10.1073/pnas.2203191119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
Phytoplankton come in a stunning variety of shapes but elongated morphologies dominate-typically 50% of species have aspect ratio above 5, and bloom-forming species often form chains whose aspect ratios can exceed 100. How elongation affects encounter rates between phytoplankton in turbulence has remained unknown, yet encounters control the formation of marine snow in the ocean. Here, we present simulations of encounters among elongated phytoplankton in turbulence, showing that encounter rates between neutrally buoyant elongated cells are up to 10-fold higher than for spherical cells and even higher when cells sink. Consequently, we predict that elongation can significantly speed up the formation of marine snow compared to spherical cells. This unexpectedly large effect of morphology in driving encounter rates among plankton provides a potential mechanistic explanation for the rapid clearance of many phytoplankton blooms.
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22
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Orenstein EC, Ayata S, Maps F, Becker ÉC, Benedetti F, Biard T, de Garidel‐Thoron T, Ellen JS, Ferrario F, Giering SLC, Guy‐Haim T, Hoebeke L, Iversen MH, Kiørboe T, Lalonde J, Lana A, Laviale M, Lombard F, Lorimer T, Martini S, Meyer A, Möller KO, Niehoff B, Ohman MD, Pradalier C, Romagnan J, Schröder S, Sonnet V, Sosik HM, Stemmann LS, Stock M, Terbiyik‐Kurt T, Valcárcel‐Pérez N, Vilgrain L, Wacquet G, Waite AM, Irisson J. Machine learning techniques to characterize functional traits of plankton from image data. LIMNOLOGY AND OCEANOGRAPHY 2022; 67:1647-1669. [PMID: 36247386 PMCID: PMC9543351 DOI: 10.1002/lno.12101] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Revised: 04/21/2022] [Accepted: 04/27/2022] [Indexed: 06/16/2023]
Abstract
Plankton imaging systems supported by automated classification and analysis have improved ecologists' ability to observe aquatic ecosystems. Today, we are on the cusp of reliably tracking plankton populations with a suite of lab-based and in situ tools, collecting imaging data at unprecedentedly fine spatial and temporal scales. But these data have potential well beyond examining the abundances of different taxa; the individual images themselves contain a wealth of information on functional traits. Here, we outline traits that could be measured from image data, suggest machine learning and computer vision approaches to extract functional trait information from the images, and discuss promising avenues for novel studies. The approaches we discuss are data agnostic and are broadly applicable to imagery of other aquatic or terrestrial organisms.
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Affiliation(s)
- Eric C. Orenstein
- Sorbonne Université, CNRS, Laboratoire d'Océanographie de VillefrancheVillefranche‐sur‐MerFrance
| | - Sakina‐Dorothée Ayata
- Sorbonne Université, CNRS, Laboratoire d'Océanographie de VillefrancheVillefranche‐sur‐MerFrance
- Sorbonne Université, Laboratoire d'Océanographie et du Climat, Institut Pierre Simon Laplace (LOCEAN‐IPSL, SU/CNRS/IRD/MNHN)ParisFrance
| | - Frédéric Maps
- Département de BiologieUniversité LavalQuébecCanada
- Takuvik Joint International Laboratory Université Laval‐CNRS (UMI 3376), Québec‐Océan, Université LavalQuébecCanada
| | - Érica C. Becker
- Universidade Federal de Santa Catarina (UFSC)FlorianópolisSanta CatarinaBrazil
| | - Fabio Benedetti
- ETH ZürichInstitute of Biogeochemistry and Pollutant DynamicsZürichSwitzerland
| | - Tristan Biard
- Laboratoire d'Océanologie et de GéosciencesUniversité du Littoral Côte d'Opale, Université de Lille, CNRS, UMR 8187WimereuxFrance
| | | | - Jeffrey S. Ellen
- Scripps Institution of Oceanography, University of California San DiegoLa JollaCalifornia
| | - Filippo Ferrario
- Département de BiologieUniversité LavalQuébecCanada
- Takuvik Joint International Laboratory Université Laval‐CNRS (UMI 3376), Québec‐Océan, Université LavalQuébecCanada
- Department of Fisheries and OceansMaurice Lamontagne InstituteMont‐JoliQuébecCanada
| | | | - Tamar Guy‐Haim
- National Institute of Oceanography, Israel Oceanographic and Limnological ResearchHaifaIsrael
| | - Laura Hoebeke
- KERMIT, Department of Data Analysis and Mathematical ModellingGhent UniversityGhentBelgium
| | | | - Thomas Kiørboe
- Centre for Ocean Life, DTU‐AquaTechnical University of DenmarkKongens LyngbyDenmark
| | | | - Arancha Lana
- Institut Mediterrani d'Estudis Avançats (IMEDEA, UIB‐CSIC)Balearic IslandsSpain
| | | | - Fabien Lombard
- Sorbonne Université, CNRS, Laboratoire d'Océanographie de VillefrancheVillefranche‐sur‐MerFrance
| | | | - Séverine Martini
- Aix Marseille University, Université de Toulon, CNRS, IRD, MIO UMMarseilleFrance
| | - Albin Meyer
- Université de Lorraine, CNRS, LIECMetzFrance
| | - Klas Ove Möller
- Helmholtz‐Zentrum HereonInstitute of Carbon CycleGeesthachtGermany
| | - Barbara Niehoff
- Alfred Wegener Institute for Polar and Marine ResearchBremerhavenGermany
| | - Mark D. Ohman
- Scripps Institution of Oceanography, University of California San DiegoLa JollaCalifornia
| | | | - Jean‐Baptiste Romagnan
- IFREMER, Centre Atlantique, Laboratoire Ecologie et Modèles pour l'Halieutique (EMH)Unité HALGO, UMR DECODNantesFrance
| | | | - Virginie Sonnet
- Graduate School of OceanographyUniversity of Rhode IslandNarragansettRhode Island
| | - Heidi M. Sosik
- Woods Hole Oceanographic InstitutionWoods HoleMassachusetts
| | - Lars S. Stemmann
- Sorbonne Université, CNRS, Laboratoire d'Océanographie de VillefrancheVillefranche‐sur‐MerFrance
| | - Michiel Stock
- KERMIT, Department of Data Analysis and Mathematical ModellingGhent UniversityGhentBelgium
| | - Tuba Terbiyik‐Kurt
- Department of Basic SciencesCukurova University, Faculty of FisheriesAdanaTurkey
| | | | - Laure Vilgrain
- Sorbonne Université, CNRS, Laboratoire d'Océanographie de VillefrancheVillefranche‐sur‐MerFrance
| | | | - Anya M. Waite
- Ocean Frontier Institute, Dalhousie UniversityHalifaxNova ScotiaCanada
| | - Jean‐Olivier Irisson
- Sorbonne Université, CNRS, Laboratoire d'Océanographie de VillefrancheVillefranche‐sur‐MerFrance
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23
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MacNeil L, Desai DK, Costa M, LaRoche J. Combining multi-marker metabarcoding and digital holography to describe eukaryotic plankton across the Newfoundland Shelf. Sci Rep 2022; 12:13078. [PMID: 35906469 PMCID: PMC9338326 DOI: 10.1038/s41598-022-17313-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2022] [Accepted: 07/25/2022] [Indexed: 11/09/2022] Open
Abstract
The planktonic diversity throughout the oceans is vital to ecosystem functioning and linked to environmental change. Plankton monitoring tools have advanced considerably with high-throughput in-situ digital cameras and genomic sequencing, opening new challenges for high-frequency observations of community composition, structure, and species discovery. Here, we combine multi-marker metabarcoding based on nuclear 18S (V4) and plastidial 16S (V4–V5) rRNA gene amplicons with a digital in-line holographic microscope to provide a synoptic diversity survey of eukaryotic plankton along the Newfoundland Shelf (Canada) during the winter transition phase of the North Atlantic bloom phenomenon. Metabarcoding revealed a rich eukaryotic diversity unidentifiable in the imaging samples, confirming the presence of ecologically important saprophytic protists which were unclassifiable in matching images, and detecting important groups unobserved or taxonomically unresolved during similar sequencing campaigns in the Northwest Atlantic Ocean. In turn, imaging analysis provided quantitative observations of widely prevalent plankton from every trophic level. Despite contrasting plankton compositions portrayed by each sampling method, both capture broad spatial differences between the northern and southern sectors of the Newfoundland Shelf and suggest complementary estimations of important features in eukaryotic assemblages. Future tasks will involve standardizing digital imaging and metabarcoding for wider use and consistent, comparable ocean observations.
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Affiliation(s)
- Liam MacNeil
- Biology Department, Dalhousie University, 1355 Oxford St, Halifax, NS, B3H 4J1, Canada. .,GEOMAR Helmholtz Centre for Ocean Research Kiel, Düsternbrooker Weg 20, 24105, Kiel, Germany.
| | - Dhwani K Desai
- Biology Department, Dalhousie University, 1355 Oxford St, Halifax, NS, B3H 4J1, Canada.,Department of Biology and Pharmacology, Dalhousie University, 5850 College St, Halifax, NS, B3H 4R2, Canada
| | - Maycira Costa
- Department of Geography, University of Victoria, STN CSC, PO Box 1700, Victoria, BC, V8W2Y2, Canada
| | - Julie LaRoche
- Biology Department, Dalhousie University, 1355 Oxford St, Halifax, NS, B3H 4J1, Canada.
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24
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Ge X, Wang L, Pan L, Ye H, Zhu X, Feng Q, Ding Z. Risk Factors for Unilateral Trigeminal Neuralgia Based on Machine Learning. Front Neurol 2022; 13:862973. [PMID: 35463121 PMCID: PMC9024101 DOI: 10.3389/fneur.2022.862973] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Accepted: 03/09/2022] [Indexed: 01/01/2023] Open
Abstract
Purpose Neurovascular compression (NVC) is considered as the main factor leading to the classical trigeminal neuralgia (CTN), and a part of idiopathic TN (ITN) may be caused by NVC (ITN-nvc). This study aimed to explore the risk factors for unilateral CTN or ITN-nvc (UC-ITN), which have bilateral NVC, using machine learning (ML). Methods A total of 89 patients with UC-ITN were recruited prospectively. According to whether there was NVC on the unaffected side, patients with UC-ITN were divided into two groups. All patients underwent a magnetic resonance imaging (MRI) scan. The bilateral cisternal segment of the trigeminal nerve was manually delineated, which avoided the offending vessel (Ofv), and the features were extracted. Dimensionality reduction, feature selection, model construction, and model evaluation were performed step-by-step. Results Four textural features with greater weight were selected in patients with UC-ITN without NVC on the unaffected side. For UC-ITN patients with NVC on the unaffected side, six textural features with greater weight were selected. The textural features (rad_score) showed significant differences between the affected and unaffected sides (p < 0.05). The nomogram model had optimal diagnostic power, and the area under the curve (AUC) in the training and validation cohorts was 0.76 and 0.77, respectively. The Ofv and rad_score were the risk factors for UC-ITN according to nomogram. Conclusion Besides NVC, the texture features of trigeminal-nerve cisternal segment and Ofv were also the risk factors for UC-ITN. These findings provided a basis for further exploration of the microscopic etiology of UC-ITN.
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Affiliation(s)
- Xiuhong Ge
- Department of Radiology, Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Luoyu Wang
- Department of Radiology, Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, China
- Centre for Cognition and Brain Disorders, The Affiliated Hospital of Hangzhou Normal University, Hangzhou, China
| | - Lei Pan
- Department of Radiology, Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Haiqi Ye
- Department of Radiology, Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Xiaofen Zhu
- Department of Radiology, Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Qi Feng
- Department of Radiology, Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Zhongxiang Ding
- Department of Radiology, Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, China
- Department of Radiology, Key Laboratory of Clinical Cancer Pharmacology and Toxicology Research of Zhejiang Province, Affiliated Hangzhou First People's Hospital, Cancer Center, Zhejiang University School of Medicine, Hangzhou, China
- *Correspondence: Zhongxiang Ding orcid.org/0000-0001-7691-5571
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Morpho-Functional Traits Reveal Differences in Size Fractionated Phytoplankton Communities but Do Not Significantly Affect Zooplankton Grazing. Microorganisms 2022; 10:microorganisms10010182. [PMID: 35056631 PMCID: PMC8779030 DOI: 10.3390/microorganisms10010182] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 01/08/2022] [Accepted: 01/11/2022] [Indexed: 11/25/2022] Open
Abstract
The recent emergence of approaches based on functional traits allows a more comprehensive evaluation of the role of functions and interactions within communities. As phytoplankton size and shape are the major determinants of its edibility to herbivores, alteration or loss of some morpho-functional phytoplankton traits should affect zooplankton grazing, fitness and population dynamics. Here, we investigated the response of altered phytoplankton morpho-functional trait distribution to grazing by zooplankton with contrasting food size preferences and feeding behaviors. To test this, we performed feeding trials in laboratory microcosms with size-fractionated freshwater phytoplankton (3 size classes, >30 µm; 5–30 µm and <5 µm) and two different consumer types: the cladoceran Daphnia longispina, (generalist unselective filter feeder) and the calanoid copepod Eudiaptomus sp. (selective feeder). We observed no significant changes in traits and composition between the controls and grazed phytoplankton communities. However, community composition and structure varied widely between the small and large size fractions, demonstrating the key role of size in structuring natural phytoplankton communities. Our findings also highlight the necessity to combine taxonomy and trait-based morpho-functional approaches when studying ecological dynamics in phytoplankton-zooplankton interactions.
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Deng Y, Vallet M, Pohnert G. Temporal and Spatial Signaling Mediating the Balance of the Plankton Microbiome. ANNUAL REVIEW OF MARINE SCIENCE 2022; 14:239-260. [PMID: 34437810 DOI: 10.1146/annurev-marine-042021-012353] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
The annual patterns of plankton succession in the ocean determine ecological and biogeochemical cycles. The temporally fluctuating interplay between photosynthetic eukaryotes and the associated microbiota balances the composition of aquatic planktonic ecosystems. In addition to nutrients and abiotic factors, chemical signaling determines the outcome of interactions between phytoplankton and their associated microbiomes. Chemical mediators control essential processes, such as the development of key morphological, physiological, behavioral, and life-history traits during algal growth. These molecules thus impact species succession and community composition across time and space in processes that are highlighted in this review. We focus on spatial, seasonal, and physiological dynamics that occur during the early association of algae with bacteria, the exponential growth of a bloom, and its decline and recycling. We also discuss how patterns from field data and global surveys might be linked to the actions of metabolic markers in natural phytoplankton assemblages.
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Affiliation(s)
- Yun Deng
- Institute for Inorganic and Analytical Chemistry, Friedrich Schiller University Jena, 07743 Jena, Germany;
| | - Marine Vallet
- Research Group Phytoplankton Community Interactions, Max Planck Institute for Chemical Ecology, 07745 Jena, Germany
| | - Georg Pohnert
- Institute for Inorganic and Analytical Chemistry, Friedrich Schiller University Jena, 07743 Jena, Germany;
- Research Group Phytoplankton Community Interactions, Max Planck Institute for Chemical Ecology, 07745 Jena, Germany
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Hillebrand H, Acevedo‐Trejos E, Moorthi SD, Ryabov A, Striebel M, Thomas PK, Schneider M. Cell size as driver and sentinel of phytoplankton community structure and functioning. Funct Ecol 2021. [DOI: 10.1111/1365-2435.13986] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Helmut Hillebrand
- Institute for Chemistry and Biology of Marine Environments [ICBM] Plankton Ecology Lab Carl‐von‐Ossietzky University Oldenburg Wilhelmshaven Germany
- Helmholtz‐Institute for Functional Marine Biodiversity at the University of Oldenburg [HIFMB] Oldenburg Germany
- Alfred Wegener Institute Helmholtz‐Centre for Polar and Marine Research [AWI] Bremerhaven Germany
| | - Esteban Acevedo‐Trejos
- Earth Surface Process Modelling Helmholtz Centre Potsdam GFZ German Research Centre for Geosciences Potsdam Germany
| | - Stefanie D. Moorthi
- Institute for Chemistry and Biology of Marine Environments [ICBM] Plankton Ecology Lab Carl‐von‐Ossietzky University Oldenburg Wilhelmshaven Germany
| | - Alexey Ryabov
- Institute for Chemistry and Biology of Marine Environments [ICBM] Mathematical Modelling Carl‐von‐Ossietzky University Oldenburg Oldenburg Germany
- Institute of Forest Growth and Computer Science Technische Universität Dresden Tharandt Germany
| | - Maren Striebel
- Institute for Chemistry and Biology of Marine Environments [ICBM] Plankton Ecology Lab Carl‐von‐Ossietzky University Oldenburg Wilhelmshaven Germany
| | - Patrick K. Thomas
- Institute for Chemistry and Biology of Marine Environments [ICBM] Plankton Ecology Lab Carl‐von‐Ossietzky University Oldenburg Wilhelmshaven Germany
| | - Marie‐Luise Schneider
- Institute for Chemistry and Biology of Marine Environments [ICBM] Plankton Ecology Lab Carl‐von‐Ossietzky University Oldenburg Wilhelmshaven Germany
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Holmes M, Spaak JW, De Laender F. Stressor richness intensifies productivity loss but mitigates biodiversity loss. Ecol Evol 2021; 11:14977-14987. [PMID: 34765154 PMCID: PMC8571636 DOI: 10.1002/ece3.8182] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Revised: 09/10/2021] [Accepted: 09/13/2021] [Indexed: 12/27/2022] Open
Abstract
Ecosystems are subject to a multitude of anthropogenic environmental changes. Experimental research in the field of multiple stressors has typically involved varying the number of stressors, here termed stressor richness, but without controlling for total stressor intensity. Mistaking stressor intensity effects for stressor richness effects can misinform management decisions when there is a trade-off between mitigating these two factors. We incorporate multiple stressors into three community models and show that, at a fixed total stressor intensity, increasing stressor richness aggravates joint stressor effects on ecosystem functioning, but reduces effects on species persistence and composition. In addition, stressor richness weakens the positive selection and negative complementarity effects on ecosystem function. We identify the among-species variation of stressor effects on traits as a key determinant of the resulting community-level stressor effects. Taken together, our results unravel the mechanisms linking multiple environmental changes to biodiversity and ecosystem function.
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Affiliation(s)
- Mark Holmes
- Research Unit in Environmental and Evolutionary Biology, Namur Institute of Complex Systems, and the Institute of Life, Earth, and EnvironmentUniversity of NamurNamurBelgium
| | - Jurg Werner Spaak
- Research Unit in Environmental and Evolutionary Biology, Namur Institute of Complex Systems, and the Institute of Life, Earth, and EnvironmentUniversity of NamurNamurBelgium
| | - Frederik De Laender
- Research Unit in Environmental and Evolutionary Biology, Namur Institute of Complex Systems, and the Institute of Life, Earth, and EnvironmentUniversity of NamurNamurBelgium
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Bestová H, Segrestin J, von Schwartzenberg K, Škaloud P, Lenormand T, Violle C. Biological scaling in green algae: the role of cell size and geometry. Sci Rep 2021; 11:14425. [PMID: 34257365 PMCID: PMC8277887 DOI: 10.1038/s41598-021-93816-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Accepted: 06/28/2021] [Indexed: 11/09/2022] Open
Abstract
The Metabolic Scaling Theory (MST), hypothesizes limitations of resource-transport networks in organisms and predicts their optimization into fractal-like structures. As a result, the relationship between population growth rate and body size should follow a cross-species universal quarter-power scaling. However, the universality of metabolic scaling has been challenged, particularly across transitions from bacteria to protists to multicellulars. The population growth rate of unicellulars should be constrained by external diffusion, ruling nutrient uptake, and internal diffusion, operating nutrient distribution. Both constraints intensify with increasing size possibly leading to shifting in the scaling exponent. We focused on unicellular algae Micrasterias. Large size and fractal-like morphology make this species a transitional group between unicellular and multicellular organisms in the evolution of allometry. We tested MST predictions using measurements of growth rate, size, and morphology-related traits. We showed that growth scaling of Micrasterias follows MST predictions, reflecting constraints by internal diffusion transport. Cell fractality and density decrease led to a proportional increase in surface area with body mass relaxing external constraints. Complex allometric optimization enables to maintain quarter-power scaling of population growth rate even with a large unicellular plan. Overall, our findings support fractality as a key factor in the evolution of biological scaling.
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Affiliation(s)
- Helena Bestová
- Department of Botany, Faculty of Science, Charles University, Benátská 2, Prague, Czech Republic.
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, 1919 Route de Mende, 34293, Montpellier, France.
| | - Jules Segrestin
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, 1919 Route de Mende, 34293, Montpellier, France
| | - Klaus von Schwartzenberg
- Microalgae and Zygnematophyceae Collection Hamburg, Institute of Plant Science and Microbiology, Universität Hamburg, Ohnhorststr. 18, 22609, Hamburg, Germany
| | - Pavel Škaloud
- Department of Botany, Faculty of Science, Charles University, Benátská 2, Prague, Czech Republic
| | - Thomas Lenormand
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, 1919 Route de Mende, 34293, Montpellier, France
| | - Cyrille Violle
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, 1919 Route de Mende, 34293, Montpellier, France
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