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Morard R, Darling KF, Weiner AKM, Hassenrück C, Vanni C, Cordier T, Henry N, Greco M, Vollmar NM, Milivojevic T, Rahman SN, Siccha M, Meilland J, Jonkers L, Quillévéré F, Escarguel G, Douady CJ, de Garidel-Thoron T, de Vargas C, Kucera M. The global genetic diversity of planktonic foraminifera reveals the structure of cryptic speciation in plankton. Biol Rev Camb Philos Soc 2024; 99:1218-1241. [PMID: 38351434 DOI: 10.1111/brv.13065] [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: 08/31/2023] [Revised: 02/04/2024] [Accepted: 02/07/2024] [Indexed: 07/06/2024]
Abstract
The nature and extent of diversity in the plankton has fascinated scientists for over a century. Initially, the discovery of many new species in the remarkably uniform and unstructured pelagic environment appeared to challenge the concept of ecological niches. Later, it became obvious that only a fraction of plankton diversity had been formally described, because plankton assemblages are dominated by understudied eukaryotic lineages with small size that lack clearly distinguishable morphological features. The high diversity of the plankton has been confirmed by comprehensive metabarcoding surveys, but interpretation of the underlying molecular taxonomies is hindered by insufficient integration of genetic diversity with morphological taxonomy and ecological observations. Here we use planktonic foraminifera as a study model and reveal the full extent of their genetic diversity and investigate geographical and ecological patterns in their distribution. To this end, we assembled a global data set of ~7600 ribosomal DNA sequences obtained from morphologically characterised individual foraminifera, established a robust molecular taxonomic framework for the observed diversity, and used it to query a global metabarcoding data set covering ~1700 samples with ~2.48 billion reads. This allowed us to extract and assign 1 million reads, enabling characterisation of the structure of the genetic diversity of the group across ~1100 oceanic stations worldwide. Our sampling revealed the existence of, at most, 94 distinct molecular operational taxonomic units (MOTUs) at a level of divergence indicative of biological species. The genetic diversity only doubles the number of formally described species identified by morphological features. Furthermore, we observed that the allocation of genetic diversity to morphospecies is uneven. Only 16 morphospecies disguise evolutionarily significant genetic diversity, and the proportion of morphospecies that show genetic diversity increases poleward. Finally, we observe that MOTUs have a narrower geographic distribution than morphospecies and that in some cases the MOTUs belonging to the same morphospecies (cryptic species) have different environmental preferences. Overall, our analysis reveals that even in the light of global genetic sampling, planktonic foraminifera diversity is modest and finite. However, the extent and structure of the cryptic diversity reveals that genetic diversification is decoupled from morphological diversification, hinting at different mechanisms acting at different levels of divergence.
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Affiliation(s)
- Raphaël Morard
- MARUM Center for Marine Environmental Sciences, University of Bremen, Leobener Strasse, Bremen, 28359, Germany
| | - Kate F Darling
- School of GeoSciences, University of Edinburgh, Edinburgh, EH9 3JW, UK
- Biological and Environmental Sciences, University of Stirling, Stirling, FK9 4LA, UK
| | - Agnes K M Weiner
- NORCE Climate and Environment, NORCE Norwegian Research Centre AS, Bjerknes Centre for Climate Research, Jahnebakken 5, Bergen, 5007, Norway
| | - Christiane Hassenrück
- Biological Oceanography, Leibniz Institute for Baltic Sea Research Warnemünde (IOW), Seestrasse 15, Warnemünde, 18119, Germany
| | - Chiara Vanni
- MARUM Center for Marine Environmental Sciences, University of Bremen, Leobener Strasse, Bremen, 28359, Germany
| | - Tristan Cordier
- NORCE Climate and Environment, NORCE Norwegian Research Centre AS, Bjerknes Centre for Climate Research, Jahnebakken 5, Bergen, 5007, Norway
| | - Nicolas Henry
- CNRS, Sorbonne Université, FR2424, ABiMS, Station Biologique de Roscoff, Roscoff, 29680, France
- Research Federation for the Study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GOSEE, 3 rue Michel-Ange, Paris, 75016, France
| | - Mattia Greco
- Institut de Ciències del Mar, Passeig Marítim de la Barceloneta, Barcelona, 37-49, Spain
| | - Nele M Vollmar
- MARUM Center for Marine Environmental Sciences, University of Bremen, Leobener Strasse, Bremen, 28359, Germany
- NORCE Climate and Environment, NORCE Norwegian Research Centre AS, Bjerknes Centre for Climate Research, Jahnebakken 5, Bergen, 5007, Norway
| | - Tamara Milivojevic
- MARUM Center for Marine Environmental Sciences, University of Bremen, Leobener Strasse, Bremen, 28359, Germany
- Max Planck Institute for Marine Microbiology, Bremen, Germany
| | - Shirin Nurshan Rahman
- MARUM Center for Marine Environmental Sciences, University of Bremen, Leobener Strasse, Bremen, 28359, Germany
| | - Michael Siccha
- MARUM Center for Marine Environmental Sciences, University of Bremen, Leobener Strasse, Bremen, 28359, Germany
| | - Julie Meilland
- MARUM Center for Marine Environmental Sciences, University of Bremen, Leobener Strasse, Bremen, 28359, Germany
| | - Lukas Jonkers
- MARUM Center for Marine Environmental Sciences, University of Bremen, Leobener Strasse, Bremen, 28359, Germany
| | - Frédéric Quillévéré
- Univ Lyon, Université Claude Bernard Lyon 1, ENS de Lyon, CNRS, UMR CNRS 5276 LGL-TPE, Villeurbanne, F-69622, France
| | - Gilles Escarguel
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, ENTPE, UMR 5023 LEHNA, Villeurbanne, F-69622, France
| | - Christophe J Douady
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, ENTPE, UMR 5023 LEHNA, Villeurbanne, F-69622, France
- Institut Universitaire de France, Paris, France
| | | | - Colomban de Vargas
- CNRS, Sorbonne Université, FR2424, ABiMS, Station Biologique de Roscoff, Roscoff, 29680, France
- Sorbonne Université, CNRS, Station Biologique de Roscoff, AD2M, UMR7144, Place Georges Teissier, Roscoff, 29680, France
| | - Michal Kucera
- MARUM Center for Marine Environmental Sciences, University of Bremen, Leobener Strasse, Bremen, 28359, Germany
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Ramakanth S, Kennedy T, Yalcinkaya B, Neupane S, Tadic N, Buchler NE, Argüello-Miranda O. Deep learning-driven imaging of cell division and cell growth across an entire eukaryotic life cycle. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.25.591211. [PMID: 38712227 PMCID: PMC11071524 DOI: 10.1101/2024.04.25.591211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2024]
Abstract
The life cycle of biomedical and agriculturally relevant eukaryotic microorganisms involves complex transitions between proliferative and non-proliferative states such as dormancy, mating, meiosis, and cell division. New drugs, pesticides, and vaccines can be created by targeting specific life cycle stages of parasites and pathogens. However, defining the structure of a microbial life cycle often relies on partial observations that are theoretically assembled in an ideal life cycle path. To create a more quantitative approach to studying complete eukaryotic life cycles, we generated a deep learning-driven imaging framework to track microorganisms across sexually reproducing generations. Our approach combines microfluidic culturing, life cycle stage-specific segmentation of microscopy images using convolutional neural networks, and a novel cell tracking algorithm, FIEST, based on enhancing the overlap of single cell masks in consecutive images through deep learning video frame interpolation. As proof of principle, we used this approach to quantitatively image and compare cell growth and cell cycle regulation across the sexual life cycle of Saccharomyces cerevisiae. We developed a fluorescent reporter system based on a fluorescently labeled Whi5 protein, the yeast analog of mammalian Rb, and a new High-Cdk1 activity sensor, LiCHI, designed to report during DNA replication, mitosis, meiotic homologous recombination, meiosis I, and meiosis II. We found that cell growth preceded the exit from non-proliferative states such as mitotic G1, pre-meiotic G1, and the G0 spore state during germination. A decrease in the total cell concentration of Whi5 characterized the exit from non-proliferative states, which is consistent with a Whi5 dilution model. The nuclear accumulation of Whi5 was developmentally regulated, being at its highest during meiotic exit and spore formation. The temporal coordination of cell division and growth was not significantly different across three sexually reproducing generations. Our framework could be used to quantitatively characterize other single-cell eukaryotic life cycles that remain incompletely described. An off-the-shelf user interface Yeastvision provides free access to our image processing and single-cell tracking algorithms.
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Affiliation(s)
- Shreya Ramakanth
- Department of Plant and Microbial Biology, North Carolina State University
| | - Taylor Kennedy
- Department of Plant and Microbial Biology, North Carolina State University
| | - Berk Yalcinkaya
- Department of Plant and Microbial Biology, North Carolina State University
| | - Sandhya Neupane
- Department of Plant and Microbial Biology, North Carolina State University
| | - Nika Tadic
- Department of Plant and Microbial Biology, North Carolina State University
| | - Nicolas E Buchler
- Department of Molecular Biomedical Sciences, North Carolina State University
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Greco M, Westgård A, Sykes FE, Ezat MM, Meilland J. Uncovering hidden structures: previously undescribed pseudopodia and ectoplasmic structures in planktonic foraminifera. JOURNAL OF PLANKTON RESEARCH 2023; 45:652-660. [PMID: 37483908 PMCID: PMC10361809 DOI: 10.1093/plankt/fbad031] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Accepted: 06/07/2023] [Indexed: 07/25/2023]
Abstract
The trophic strategies of cold-water planktonic foraminifera are not well understood due to the challenge of culturing them in polar conditions. Here, we identify previously unknown ectoplasmic and cytoplasmic projections in three species of planktonic foraminifera thriving in polar and subpolar marine environments: Globigerina bulloides, Neogloboquadrina incompta and Neogloboquadrina pachyderma. These structures were observed during routine monitoring of cultured specimens sampled from the Norwegian coast, Greenland Sea and Baffin Bay. Two types of projections were discovered, including permanent and non-permanent structures such as ectoplasmic roots, twigs and twig-like projections, similar to those observed in benthic taxa Cibicides and Cibicidoides. Additionally, a previously undescribed filopodia-like projection was observed in N. pachyderma. We discuss the function, the ecological significance and the potential impact on pelagic processes of the presence of these structures in foraminifera species that occupy diverse niches in the water column. Our findings suggest that these structures may play an important role in the trophic strategies of cold-water planktonic foraminifera, and further research and observations are necessary to fully comprehend their significance in the carbon cycle.
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Affiliation(s)
| | - Adele Westgård
- Cage – Centre for Arctic Gas Hydrate, Environment and Climate, Department of Geosciences, UIT, The Arctic University of Norway, Dramsveien 201, Tromso 9010, Norway
| | - Freya E Sykes
- Cage – Centre for Arctic Gas Hydrate, Environment and Climate, Department of Geosciences, UIT, The Arctic University of Norway, Dramsveien 201, Tromso 9010, Norway
| | - Mohamed M Ezat
- Cage – Centre for Arctic Gas Hydrate, Environment and Climate, Department of Geosciences, UIT, The Arctic University of Norway, Dramsveien 201, Tromso 9010, Norway
| | - Julie Meilland
- Marum – Center for Marine Environmental Sciences, University of Bremen, Leoberner Str. 8, Bremen 28359, Germany
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Goetz EJ, Greco M, Rappaport HB, Weiner AKM, Walker LM, Bowser S, Goldstein S, Katz LA. Foraminifera as a model of the extensive variability in genome dynamics among eukaryotes. Bioessays 2022; 44:e2100267. [PMID: 36050893 DOI: 10.1002/bies.202100267] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Revised: 06/30/2022] [Accepted: 07/26/2022] [Indexed: 11/09/2022]
Abstract
Knowledge of eukaryotic life cycles and associated genome dynamics stems largely from research on animals, plants, and a small number of "model" (i.e., easily cultivable) lineages. This skewed sampling results in an underappreciation of the variability among the many microeukaryotic lineages, which represent the bulk of eukaryotic biodiversity. The range of complex nuclear transformations that exists within lineages of microbial eukaryotes challenges the textbook understanding of genome and nuclear cycles. Here, we look in-depth at Foraminifera, an ancient (∼600 million-year-old) lineage widely studied as proxies in paleoceanography and environmental biomonitoring. We demonstrate that Foraminifera challenge the "rules" of life cycles developed largely from studies of plants and animals. To this end, we synthesize data on foraminiferal life cycles, focusing on extensive endoreplication within individuals (i.e., single cells), the unusual nuclear process called Zerfall, and the separation of germline and somatic function into distinct nuclei (i.e., heterokaryosis). These processes highlight complexities within lineages and expand our understanding of the dynamics of eukaryotic genomes.
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Affiliation(s)
- Eleanor J Goetz
- Department of Biological Sciences, Smith College, Northampton, Massachusetts, USA
| | - Mattia Greco
- Department of Biological Sciences, Smith College, Northampton, Massachusetts, USA
| | - Hannah B Rappaport
- Department of Biological Sciences, Smith College, Northampton, Massachusetts, USA
| | - Agnes K M Weiner
- Department of Biological Sciences, Smith College, Northampton, Massachusetts, USA.,NORCE Climate and Environment, NORCE Norwegian Research Centre, Bergen, Norway
| | - Laura M Walker
- Department of Biology, Washington University in St. Louis, Missouri, USA
| | - Samuel Bowser
- Department of Environmental Health Sciences, School of Public Health, State University of New York, Albany, New York, USA
| | - Susan Goldstein
- Department of Geology, University of Georgia, Athens, Georgia, USA
| | - Laura A Katz
- Department of Biological Sciences, Smith College, Northampton, Massachusetts, USA.,Program in Organismic and Evolutionary Biology, University of Massachusetts Amherst, Amherst, Massachusetts, USA
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