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How marine currents and environment shape plankton genomic differentiation: a mosaic view from Tara Oceans metagenomic data

Romuald Laso-Jadart, Michael O’Malley, Adam M. Sykulski, Christophe Ambroise, Mohammed-Amin Madoui
doi: https://doi.org/10.1101/2021.04.29.441957
Romuald Laso-Jadart
1Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, Evry, France
4Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GO-SEE, 3 rue Michel-Ange, 75016 Paris, France
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  • For correspondence: rlasojad@genoscope.cns.fr amadoui@genoscope.cns.fr
Michael O’Malley
2STOR-i Centre for Doctoral Training/Department of Mathematics and Statistics, Lancaster University, UK
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Adam M. Sykulski
2STOR-i Centre for Doctoral Training/Department of Mathematics and Statistics, Lancaster University, UK
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Christophe Ambroise
3LaMME, CNRS, Univ Evry, Université Paris-Saclay, Evry, France
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Mohammed-Amin Madoui
1Génomique Métabolique, Genoscope, Institut François Jacob, CEA, CNRS, Univ Evry, Université Paris-Saclay, Evry, France
4Research Federation for the study of Global Ocean Systems Ecology and Evolution, FR2022/Tara Oceans GO-SEE, 3 rue Michel-Ange, 75016 Paris, France
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  • For correspondence: rlasojad@genoscope.cns.fr amadoui@genoscope.cns.fr
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Abstract

Plankton seascape genomics show different trends from large-scale weak differentiation to micro-scale structures. Prior studies underlined the influence of environment and seascape on a few single species differentiation and adaptation. However, these works generally focused on few single species, sparse molecular markers, or local scales. Here, we investigate the genomic differentiation of plankton at macro-scale in a holistic approach using Tara Oceans metagenomic data together with a reference-free computational method to reconstruct the FST-based genomic differentiation of 113 marine planktonic species using metavariant species (MVS). These MVSs, modelling the species only by their polymorphism, include a wide range of taxonomic groups comprising notably 46 Maxillopoda/Copepoda, 24 Bacteria, 5 Dinoflagellates, 4 Haptophytes, 3 Cnidarians, 3 Mamiellales, 2 Ciliates, 1 Collodaria, 1 Echinoidea, 1 Pelagomonadaceae, 1 Cryptophyta and 1 Virus. The analyses showed that differentiation between populations was significantly lower within basins and higher in bacteria and unicellular eukaryotes compared to zooplantkon. By partitioning the variance of pairwise-FSTmatrices, we found that the main drivers of genomic differentiation were Lagrangian travel time, salinity and temperature. Furthermore, we classified MVSs into parameter-driven groups and showed that taxonomy poorly determines which environmental factor drives genomic differentiation. This holistic approach of plankton genomic differentiation for large geographic scales, a wide range of taxa and different oceanic basins, offers a systematic framework to analyse population genomics of non-model and undocumented marine organisms.

Competing Interest Statement

The authors have declared no competing interest.

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted April 30, 2021.
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How marine currents and environment shape plankton genomic differentiation: a mosaic view from Tara Oceans metagenomic data
Romuald Laso-Jadart, Michael O’Malley, Adam M. Sykulski, Christophe Ambroise, Mohammed-Amin Madoui
bioRxiv 2021.04.29.441957; doi: https://doi.org/10.1101/2021.04.29.441957
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How marine currents and environment shape plankton genomic differentiation: a mosaic view from Tara Oceans metagenomic data
Romuald Laso-Jadart, Michael O’Malley, Adam M. Sykulski, Christophe Ambroise, Mohammed-Amin Madoui
bioRxiv 2021.04.29.441957; doi: https://doi.org/10.1101/2021.04.29.441957

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