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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2022.1062884</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Turbulence affects larval vertical swimming in the cold-water coral <italic>Lophelia pertusa</italic>
</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Fagerstr&#xf6;m</surname>
<given-names>Vilhelm</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2018168"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Brostr&#xf6;m</surname>
<given-names>G&#xf6;ran</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1331364"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Larsson</surname>
<given-names>Ann I.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/477949"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Marine Sciences, University of Gothenburg</institution>, <addr-line>Gothenburg</addr-line>, <country>Sweden</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Tj&#xe4;rn&#xf6; Marine Laboratory, Department of Marine Sciences, University of Gothenburg</institution>, <addr-line>Str&#xf6;mstad</addr-line>, <country>Sweden</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Anthony Grehan, University of Galway, Ireland</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Craig M. Young, University of Oregon, United States; Alan David Fox, Scottish Association For Marine Science, United Kingdom</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Vilhelm Fagerstr&#xf6;m, <email xlink:href="mailto:vilhelm.fagerstrom@gu.se">vilhelm.fagerstrom@gu.se</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Deep-Sea Environments and Ecology, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>12</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>1062884</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Fagerstr&#xf6;m, Brostr&#xf6;m and Larsson</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Fagerstr&#xf6;m, Brostr&#xf6;m and Larsson</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Vertical migration of marine larvae may drastically affect their dispersal, especially if they are spawned in the deep sea. Previous studies have shown that the planktonic larvae of the cold-water coral <italic>Lophelia pertusa</italic> in still water swim upwards at a speed of ca. 0.5 mm s<sup>-1</sup> during a pre-competency period of 3&#x2013;5 weeks. This behavioral trait is thought to benefit dispersion of larvae as it promotes near surface drift in relatively strong currents. In the ocean however, larvae regularly encounter turbulent water movements potentially impeding their swimming ability. With no apparent stabilizing mechanism, it may be expected that the body orientation of these larvae, and consequently their directed swimming, is sensitive to perturbation by external forces. We investigated the effects of turbulence on vertical swimming of pre-competent <italic>L. pertusa</italic> larvae by exposing them to relevant turbulence intensities within a grid-stirred tank. Larval movement and water flow were simultaneously recorded, allowing for analysis of individual larval swimming velocities. We showed that the upwards directed swimming speed generally decreased with increasing turbulence, dropping to non-significant in turbulence levels occurring near ocean boundaries. Our results do however suggest that <italic>L. pertusa</italic> larvae maintain their upwards directed swimming, albeit at reduced speed, in a major part of the water column, thus allowing them to spend part of their planktonic phase in the uppermost ocean layer. This new insight into the behavior of <italic>L. pertusa</italic> larvae in their natural environment strengthens the notion of the species as one with strong potential for long-distance dispersal. Such information is important for the understanding of <italic>L. pertusa</italic> population connectivity, and vital when developing tools for modelling of larval transport.</p>
</abstract>
<kwd-group>
<kwd>turbulence</kwd>
<kwd>larval behavior</kwd>
<kwd>planula</kwd>
<kwd>
<italic>Lophelia pertusa</italic>
</kwd>
<kwd>
<italic>Desmophyllum pertusum</italic>
</kwd>
<kwd>vertical migration</kwd>
<kwd>dispersal</kwd>
<kwd>particle image velocimetry</kwd>
</kwd-group>
<contract-sponsor id="cn001">G&#xf6;teborgs Universitet<named-content content-type="fundref-id">10.13039/501100005760</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="3"/>
<equation-count count="3"/>
<ref-count count="41"/>
<page-count count="11"/>
<word-count count="7160"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Population connectivity in many benthic marine invertebrates is to a great extent governed by the dispersal patterns of their planktonic larvae. Dispersal patterns are in turn governed by environmental factors such as hydrodynamics and food availability, which tend to vary considerably with depth. Behavioral traits that affect the vertical distribution of larvae may therefore have a strong impact on population connectivity and population dynamics (<xref ref-type="bibr" rid="B23">Levin, 2006</xref>; <xref ref-type="bibr" rid="B25">McVeigh et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B15">Gary et&#xa0;al., 2020</xref>). Knowledge about environmental elements as well as larval behavior is therefore essential for effective and sustainable management of many marine habitats.</p>
<p>Framework-forming scleractinian cold-water corals are benthic marine organisms that build complex three-dimensional structures made up by their hard calcium carbonate skeleton. As the name suggests, they inhabit parts of the ocean where the water temperature is low, typically at depths below the photic zone. Provided that the environmental conditions are favorable, large numbers of individual coral colonies may form extensive reefs that provide habitat for numerous other species. These reefs constitute biodiversity hotspots in areas where diversity otherwise tends to be low. In addition to being sites of great productivity in the deep sea, cold-water coral reefs are sensitive ecosystems that in many cases have suffered extensive damage, primarily from intrusive fishing activity (<xref ref-type="bibr" rid="B21">Koslow et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B6">Foss&#xe5; et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B39">United Nations, 2006</xref>).</p>
<p>
<italic>Lophelia pertusa</italic> (synonym <italic>Desmophyllum pertusum</italic>) is the most widespread framework-forming scleractinian cold-water coral, with a near-global but scattered distribution (<xref ref-type="bibr" rid="B31">Rogers, 1999</xref>; <xref ref-type="bibr" rid="B30">Roberts et&#xa0;al., 2009</xref>). Reefs of <italic>L. pertusa</italic> may extend over several kilometers (<xref ref-type="bibr" rid="B10">Freiwald et&#xa0;al., 2004</xref>) and studies from the N.E. Atlantic have found more than 1300 species linked to these habitats (<xref ref-type="bibr" rid="B28">Roberts, 2006</xref>). Typically, <italic>L. pertusa</italic> reefs are found along continental margins, on seamounts and in fjords below the thermocline (<xref ref-type="bibr" rid="B31">Rogers, 1999</xref>; <xref ref-type="bibr" rid="B29">Roberts et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B10">Freiwald et&#xa0;al., 2004</xref>). In such areas, the species prefers locations where environmental requirements, including sufficient food supply and hard substrate for larvae to settle on, are met.</p>
<p>The sexual reproduction in <italic>L. pertusa</italic> is external and successful fertilization results in planktonic, ciliated planula larvae that are near spherical in shape and measure about 0.2 mm in diameter (<xref ref-type="bibr" rid="B22">Larsson et&#xa0;al., 2014</xref>). Body size and general shape are maintained throughout the planktonic larval phase although the shape is plastic and can shift to more elongated depending on activity, especially in older larvae (<xref ref-type="bibr" rid="B37">Str&#xf6;mberg et&#xa0;al., 2019</xref>). Previous observations of <italic>L. pertusa</italic> embryos spawned in aquaria suggest that they, as well as the developed planulae, are neutrally buoyant (<xref ref-type="bibr" rid="B22">Larsson et&#xa0;al., 2014</xref>). The density distribution across the larval body has not yet been studied in detail, but observations of larvae in culture suggest that it is uniform with the center of mass in the center of the body. <italic>L. pertusa</italic> planulae are planktotrophic and the pelagic larval duration for the species can last for months (<xref ref-type="bibr" rid="B36">Str&#xf6;mberg and Larsson, 2017</xref>), providing prerequisite for dispersal over large distances.</p>
<p>In still water, <xref ref-type="bibr" rid="B36">Str&#xf6;mberg and Larsson (2017)</xref> observed a pattern of developmental shifts in vertical migration of <italic>L. pertusa</italic> larvae. Pre-competent planulae were seen to possess a negative geotactic behavior, with active upwards directed helical swimming until at least 5 weeks of age. No signs of phototaxis have been observed in the species (<xref ref-type="bibr" rid="B22">Larsson et&#xa0;al., 2014</xref>). Larvae have not been seen sampling the bottom substrate before 3 weeks after fertilization and such a behavior does not appear to become more common until 4-5 weeks of age (<xref ref-type="bibr" rid="B22">Larsson et&#xa0;al., 2014</xref>). Upwards directed swimming velocities of 0.5 mm s<sup>&#x2212;1</sup> (43 m d<sup>&#x2212;1</sup>) have been recorded in pre-competent larvae, implying that they may potentially spend a substantial part of their pelagic larval duration in the near-surface water where current velocities and food abundance tend to be higher than within the ocean interior. These observations are in concert with results from biophysical modelling of <italic>L. pertusa</italic> larval drift, which showed closer resemblance to observed genetic structure (<xref ref-type="bibr" rid="B5">Dahl, 2013</xref>) when larvae moved towards the surface for the first weeks of their larval stage (<xref ref-type="bibr" rid="B7">Fox et&#xa0;al., 2016</xref>). Vertical migration, if maintained in the natural habitat, would add to the potential for long distance larval transport in the species.</p>
<p>Haloclines and turbulence are two examples of environmental factors known to potentially hinder the vertical migration of marine invertebrate larvae (<xref ref-type="bibr" rid="B34">Sameoto and Metaxas, 2008</xref>; <xref ref-type="bibr" rid="B4">Clay and Gr&#xfc;nbaum, 2010</xref>; <xref ref-type="bibr" rid="B24">McDonald, 2012</xref>). Pre-competent <italic>L. pertusa</italic> larvae have been seen to cross salinity gradients in the laboratory without slowing down (<xref ref-type="bibr" rid="B36">Str&#xf6;mberg and Larsson, 2017</xref>), suggesting that salinity gradients typical of haloclines do not obstruct their upwards directed migration. Turbulence is known to inhibit or alter directed swimming in other invertebrate larvae, by tilting them away from their stable axis and/or induce behavioral changes (<xref ref-type="bibr" rid="B19">Jonsson et&#xa0;al., 1991</xref>; <xref ref-type="bibr" rid="B18">Gr&#xfc;nbaum and Strathmann, 2003</xref>; <xref ref-type="bibr" rid="B14">Fuchs et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B4">Clay and Gr&#xfc;nbaum, 2010</xref>; <xref ref-type="bibr" rid="B24">McDonald, 2012</xref>; <xref ref-type="bibr" rid="B41">Wheeler et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B12">Fuchs et&#xa0;al., 2015</xref>).</p>
<p>Oceanic turbulence is often quantified based on the dissipation rates, <italic>&#x3f5;</italic>, of turbulent kinetic energy, which typically ranges from 10<sup>&#x2212;10</sup> to 10<sup>&#x2212;4</sup> m<sup>2</sup> s<sup>&#x2212;3</sup> (numbers presented in e.g., <xref ref-type="bibr" rid="B20">Ki&#xf8;rboe and Saiz, 1995</xref>; <xref ref-type="bibr" rid="B11">Fuchs and Gerbi, 2016</xref>; <xref ref-type="bibr" rid="B9">Franks et al., 2022</xref>). Turbulence is generally weak (<italic>&#x3f5;</italic> &#x2264; 10<sup>&#x2212;8</sup> m<sup>2</sup> s<sup>&#x2212;3</sup>) away from ocean boundaries and stronger (<italic>&#x3f5;</italic> up to 10<sup>&#x2212;4</sup> m<sup>2</sup> s<sup>&#x2212;3</sup>) near the sea surface or near the sea floor. Vertically migrating planktonic larvae may consequently experience turbulence with <italic>&#x3f5;</italic> ranging over several orders of magnitude.</p>
<p>Here we describe the effect of turbulence on the active vertical swimming of pre-competent <italic>L. pertusa</italic> planulae. The objective of the study was to gain understanding about the influence of oceanic turbulence on <italic>L. pertusa</italic> larval dispersal. We pursued this objective by studying the organism in a laboratory environment, exposing pre-competent larvae to relevant levels of turbulence within a grid-stirred tank. Our main hypothesis states that the upwards directed swimming in <italic>L. pertusa</italic> larvae is negatively affected by turbulence and that there is an upper intensity threshold above which the behavior is no longer sustained. We base this hypothesis on the argument that turbulence will cause disruption to the preferred orientation of swimming larvae and that the level of disruption increases with the turbulence. The experiments were thus carried out with the expectation that larvae would demonstrate upwards directed swimming in still water and in weak turbulence, while such movement would be reduced or absent for larvae in stronger turbulence.</p>
<p>To our knowledge, this is the first study of the effects of turbulence on swimming in any Cnidarian planulae and/or larvae of any deep-sea organism. Previous studies addressing effects of turbulence on the behavior of marine invertebrate larvae have focused on organisms that have some means of passively directing them in relation to the vertical, such as a center of gravity located away from the center of the body while swimming (<xref ref-type="bibr" rid="B19">Jonsson et&#xa0;al., 1991</xref>; <xref ref-type="bibr" rid="B14">Fuchs et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B41">Wheeler et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B12">Fuchs et&#xa0;al., 2015</xref>). In contrast, the body characteristics of <italic>L. pertusa</italic> larvae do not offer them any obvious aid in passively maintaining their orientation. It may therefore be expected that these larvae are more sensitive to disruptive forces (<xref ref-type="bibr" rid="B24">McDonald, 2012</xref>) and thus less prone to active vertical migration when exposed to turbulence. This, in combination with modelling results indicating a potentially significant impact of vertical migration on <italic>L. pertusa</italic> larval transport, makes it highly relevant to assess the effects of turbulence on the swimming behavior of these organisms.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and method</title>
<sec id="s2_1">
<title>Coral collection and larval culturing</title>
<p>
<italic>Lophelia pertusa</italic> coral samples were collected from the Tisler reef located in the Ytre Hvaler National Park (NE Skagerrak). Collection took place on December 3<sup>rd</sup>, 2018, using a remotely operated vehicle (ROV, Ocean Modules V8 Sii). All necessary permits were in place (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Information section 1</bold>
</xref>). The corals were sampled from colonies at 100 &#x2013; 120 m water depth. Collected samples were brought to the Tj&#xe4;rn&#xf6; Marine Laboratory, University of Gothenburg, where the sex of each sample was determined through dissection of polyps. The corals were distributed, mixing male and female fragments, into six 18-L tanks connected to a piping system, allowing flow through of 50 &#xb5;m filtered sea water with a salinity of 30.3 &#x2013; 34.5 g kg<sup>-1</sup> and a temperature of 7 &#x2013; 8&#xb0;C. The corals were fed twice a week with frozen zooplankton.</p>
<p>Larvae for this study were produced during three spawning events, on February 14<sup>th</sup>, 15<sup>th</sup> and 23<sup>rd</sup>, 2019. The three larval batches are hereafter referred to as B1, B2 and B3 respectively, numbered with respect to the chronology of spawning dates. Spawned egg and sperm were collected from the tanks and kept in 3 L glass jars for 2 &#x2013; 3 days. The developed embryos were subsequently transferred into 5 &#xb5;m filtered seawater in 2-L Erlenmeyer flasks. Larvae were cultured at 8&#xb0;C and densities of 0.5 &#x2013; 1.0 larvae mL<sup>&#x2212;1</sup>, until the experiments were carried out on March 5<sup>th</sup>, 6<sup>th</sup> and 14<sup>th</sup> for B1, B2 and B3 respectively. The larvae were 19 days old when tested and were, by then, fully developed swimmers, striving upwards in the water column. Based on observations reported by <xref ref-type="bibr" rid="B22">Larsson et&#xa0;al. (2014)</xref> and by <xref ref-type="bibr" rid="B36">Str&#xf6;mberg and Larsson (2017)</xref>, we assume that larvae were swimming at their maximum speed at the time of the experiments. Pre-competency was considered probable based on the upwards swimming behavior and lack of cnidocytes required for attachment to surfaces (<xref ref-type="bibr" rid="B37">Str&#xf6;mberg et&#xa0;al., 2019</xref>). Larvae at this age have not yet a fully developed mouth, meaning that they are not yet able to ingest food particles (<xref ref-type="bibr" rid="B36">Str&#xf6;mberg and Larsson, 2017</xref>).</p>
</sec>
<sec id="s2_2">
<title>Grid-stirred tank and PIV system</title>
<p>A grid-stirred Plexiglas&#xae; tank with dimensions 32 cm &#xd7; 32 cm &#xd7; 70 cm (width &#xd7; depth &#xd7; height) was specifically constructed for the experiments (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). The front and side walls of the tank were transparent while the back wall and bottom plate were opaque black. During the experiments, the water height was 67 cm in the tank. A transparent Plexiglas&#xae; lid covered the upper water surface. Turbulence was generated by two horizontally oriented Plexiglas&#xae; grids (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>), oscillating jointly with an amplitude of 5 cm along the vertical dimension. Grid mesh size was 32 mm (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>) and the bars of the grid had a square 8 mm &#xd7; 8 mm cross section. The outer ends of the grids were &#x201c;open&#x201d; with the bars extending 15.5 mm from the outermost bar-crossings. The two grids were mounted 30 cm apart, equidistantly in relation to the center of the water column. Narrow steel rods, 8 mm in diameter, were connected to the corner bar-crossings of the grids as well as to a DC stepping motor (VEXTA, model BLUM440-GFS, Oriental Motor Co. Ltd. Japan) which generated the oscillating motion. Grid oscillation frequency was adjusted by a motor driver (VEXTA, model BLUD40C). All experiments were carried out in a thermo-regulated space where the ambient temperature was kept at 8.0 &#x2013; 8.5&#xb0;C. Water temperature during the trials was 8.1 &#x2013; 8.3&#xb0;C and the salinity was 33.2 &#x2013; 34.0 g kg<sup>-1</sup>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Experimental set-up for the experiments on <italic>Lophelia pertusa</italic> larval swimming in turbulence. <bold>(A)</bold> The two horizontal grids oscillate vertically to generate turbulent flow. The camera and the laser are mounted perpendicularly, capturing images with the camera field of view in the center of the water mass. <bold>(B, C)</bold> show the geometry of the oscillating grids.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1062884-g001.tif"/>
</fig>
<p>Flow velocities within the tank were measured using particle image velocimetry (PIV). The PIV system from LaVision (Germany) consisted of a 1600 &#xd7; 1200 pixel camera (Imager Pro X with a 50 mm Nikkor lens) and a double pulsed Nd : YAG laser (Quantel Evergreen 70, 70 mJ at 532 nm). The system allowed for single frame- or double frame capture at a maximum frequency of 15 Hz. During single frame capture, the system captures single image frames at a set frequency. Double frame capture implies that pairs of image frames are captured at a set frequency, with a very short time in between frames within pairs. Flow velocities may be calculated from particle displacement between paired images collected using single frame capture or from particle displacement between frames within image pairs collected during double frame capture. Neutrally buoyant hollow glass spheres (HGS&#x2212;10, Dantec Dynamics), with an average diameter of 10 &#xb5;m, were used as tracer particles at a concentration of about 7.5 &#xd7; 10<sup>3</sup> particles mL<sup>&#x2212;1</sup>.</p>
<p>The laser was mounted to the side of the tank (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>), emitting a 1 mm thick laser sheet aligned with the center of the water column. The camera, mounted horizontally perpendicular to the laser, had a field of view (FOV) with a spatial extent of 86.3 mm &#xd7; 64.8 mm, fixed in the center of the water mass. The process of finalizing the experimental setup involved testing the system with several alternative grid separation distances and FOV sizes. The chosen settings were proven to produce relevant levels of turbulence while keeping the secondary flow low and, at the same time, allowing larvae to be identified and tracked within the FOV. Due to technical limitations of the PIV system, separate experiments were required for the two purposes of estimating turbulence and study larval swimming.</p>
</sec>
<sec id="s2_3">
<title>Estimation of turbulence</title>
<p>Four turbulence levels, hereafter referred to as T<sub>1</sub>, T<sub>2</sub>, T<sub>3</sub> and T<sub>4</sub>, were generated by oscillating the grids at frequencies of 0.045 Hz, 0.4 Hz, 0.8 Hz and 1.18 Hz respectively. Estimations of turbulent energy dissipation rates, <italic>&#x3f5;</italic>, were based on two sets of PIV measurements for each turbulence level. All individual PIV recordings made for this part of the study were proceeded by a 10-minute resting period and a 10-minute spin-up period. Each set of PIV measurements lasted 10 minutes.</p>
<p>PIV velocity vector fields (see <xref ref-type="supplementary-material" rid="SM2">
<bold>Figure S1</bold>
</xref> for examples<bold>)</bold> and velocity gradient scalar fields were calculated using cross-correlation in the DaVis (version 8.4) software from LaVision. Image pairs were processed to calculate velocity vectors <italic>u</italic> and <italic>w</italic> in the horizontal (<italic>x</italic>) and vertical (<italic>z</italic>) direction respectively. For details on PIV data processing, see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Information section 2</bold>
</xref>. The turbulent energy dissipation rates were estimated directly from velocity gradient scalar fields, assuming the flow being axisymmetric about the vertical axis (<italic>z</italic>-dimension) as in <xref ref-type="bibr" rid="B17">George and Hussien (1991)</xref>:</p>
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<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
<mml:mo>+</mml:mo>
<mml:mn>2</mml:mn>
<mml:mover accent="true">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
<mml:mo>+</mml:mo>
<mml:mn>2</mml:mn>
<mml:mover accent="true">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>v</italic> is the kinematic viscosity. The two-dimensional components of the strain rate tensor are time-averaged over the timespan of the PIV recording.</p>
</sec>
<sec id="s2_4">
<title>Larval vertical swimming experiments</title>
<sec id="s2_4_1">
<title>Swimming in still water</title>
<p>Still water swimming experiments were run in tanks with dimensions 15 cm &#xd7; 10 cm &#xd7; 50 cm, filled to a water height of 25 cm. Water temperature and salinity during trials were 8&#xb0;C and 33 &#x2013; 34 g kg<sup>-1</sup> respectively. To determine the effect of added PIV seeding particles on the vertical larval swimming velocity, experiments with and without seeding particles were conducted for larvae from B1 and B2. For larvae from B3, still water experiments were only performed in water without seeding particles due to a lower number of available larvae. For the trials involving water containing seeding particles, a concentration of about 7.5 &#xd7; 10<sup>3</sup> particles mL<sup>&#x2212;1</sup> was used.</p>
<p>The swimming of 17&#x2013;26 larvae was recorded for each treatment and larval batch (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Approximately half of all available larvae from a batch were initially added and recorded. After removal of the larvae initially added. the procedure was repeated with the remaining half. The larvae were introduced 2 cm above the bottom of the tank using a pipette and swimming was recorded for 13 &#x2013; 15 minutes with a Canon EOS 5D Mark II camera. The tanks were illuminated by light sources mounted laterally on either side and the camera field of view covered the full vertical and horizontal extent of the water column. Larval swimming was recorded by collection of image sequences from which individual larvae were manually tracked using the software plugin MTrackJ (version 1.5.1) (<xref ref-type="bibr" rid="B26">Meijering et&#xa0;al., 2012</xref>) within the ImageJ software (version 1.52a) (<xref ref-type="bibr" rid="B35">Schneider et&#xa0;al., 2012</xref>). Vertical swimming velocities were estimated from vertical larval displacement between image frames, 10 s apart, assuming negligible advection.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>The number of <italic>Lophelia pertusa</italic> larvae tracked during the still water swimming experiments, categorized by larval batch and experimental treatment.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">B1</th>
<th valign="top" align="center">B2</th>
<th valign="top" align="center">B3</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">No seeding particles</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">26</td>
</tr>
<tr>
<td valign="top" align="left">Seeding particles</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_4_2">
<title>Swimming in turbulence</title>
<p>One trial comprising all four turbulence levels was conducted for each of the three larval batches. Trials were initiated by letting the grids oscillate at the lowest frequency of 0.045 Hz for 10 minutes to allow build-up of fully developed turbulence within the tank. Larvae were added to the tank from above, using a 25 mL bulb pipette. The larvae were introduced below the FOV, approximately 2.5 cm above the highest position of the lower grid. Treatment T<sub>1</sub> was conducted first during each trial while subsequent treatments were randomly ordered. This strategy was chosen to maximize the number of larvae initiating their swimming below the FOV, as most larvae were expected to maintain upwards swimming in this treatment while down-mixing was expected to be low. After each change in oscillation frequency, turbulence was allowed to establish for 10 minutes before recording of larval swimming begun.</p>
<p>All available larvae were used for the experiments. In trials testing larvae from B1 and B2, approximately half of the larvae were introduced after the initial 10-minute spin-up of the tank while the remaining larvae were added after completion of treatment T<sub>1</sub>. For the trial testing larvae from B3, all larvae were introduced after the initial 10-minute spin-up of the tank and no larvae were added thereafter. This inconsistency was due to a lower number of larvae in B3, necessitating the inclusion of all larvae during T<sub>1</sub>.</p>
<p>Image sequences were collected by manually triggering the PIV system to capture frames for a duration of 10 &#x2013; 13 s whenever suspected larvae were observed within the FOV. Particles with a documented diameter of 0.16 &#x2013; 0.27 mm and a regular, near spherical shape were assumed to be larvae and image sequences containing such particles were selected for further analysis. The chosen criteria were based on known larval size as well as the observed appearance in image sequences from T<sub>1</sub> where larvae were identified with great confidence by their upwards directed helical swimming.</p>
<p>As for the still water swimming experiments, larvae recorded in turbulence were manually tracked using the MTrackJ plugin for ImageJ. Some of the recorded larvae remained illuminated by the laser sheet in the FOV for a very short time and a minimum track length of 5 frames was set as a criterion for inclusion in the subsequent analysis. This criterion resulted in a total of 117 analyzed larval trajectories across all turbulence levels and batches. The numbers of analyzed trajectories for each larval batch and treatment are presented in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Results from one sample t-tests and non-parametric Wilcoxon signed rank test*, testing the null hypothesis of trajectory averaged vertical swimming velocity, &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub>, being equal to zero in <italic>Lophelia pertusa</italic> larvae.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Treatment</th>
<th valign="top" align="center">Batch</th>
<th valign="top" align="center">Number of trajectories</th>
<th valign="top" colspan="2" align="center">One sample t-test</th>
</tr>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="left"/>
<th valign="top" align="left"/>
<th valign="top" colspan="2" align="center">/Wilcoxon signed rank test*</th>
</tr>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="left"/>
<th valign="top" align="left"/>
<th valign="top" align="center">t/V*
</th>
<th valign="top" align="center">p-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="3" align="left">Still water</td>
<td valign="top" align="center">B1</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">17.69</td>
<td valign="top" align="center">
<bold>&lt;0.001</bold>
</td>
</tr>
<tr>
<td valign="top" align="center">B2</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">14.75</td>
<td valign="top" align="center">
<bold>&lt;0.001</bold>
</td>
</tr>
<tr>
<td valign="top" align="center">B3</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">16.60</td>
<td valign="top" align="center">
<bold>&lt;0.001</bold>
</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">T<sub>1</sub>
</td>
<td valign="top" align="center">B1</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">7.95</td>
<td valign="top" align="center">
<bold>&lt;0.001</bold>
</td>
</tr>
<tr>
<td valign="top" align="center">B2</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">10.70</td>
<td valign="top" align="center">
<bold>&lt;0.001</bold>
</td>
</tr>
<tr>
<td valign="top" align="center">B3</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">17.38</td>
<td valign="top" align="center">
<bold>&lt;0.001</bold>
</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">T<sub>2</sub>
</td>
<td valign="top" align="center">B1</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">9.22</td>
<td valign="top" align="center">
<bold>&lt;0.001</bold>
</td>
</tr>
<tr>
<td valign="top" align="center">B2</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">3.96</td>
<td valign="top" align="center">
<bold>0.003</bold>
</td>
</tr>
<tr>
<td valign="top" align="center">B3</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">2.95</td>
<td valign="top" align="center">
<bold>0.026</bold>
</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">T<sub>3</sub>
</td>
<td valign="top" align="center">B1</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">&#x2212;0.95</td>
<td valign="top" align="center">0.373</td>
</tr>
<tr>
<td valign="top" align="center">B2</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">&#x2212;0.22</td>
<td valign="top" align="center">0.830</td>
</tr>
<tr>
<td valign="top" align="center">B3</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">&#x2212;1.37</td>
<td valign="top" align="center">0.213</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">T<sub>4</sub>
</td>
<td valign="top" align="center">B1</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">&#x2212;1.34</td>
<td valign="top" align="center">0.252</td>
</tr>
<tr>
<td valign="top" align="center">B2</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">0.532</td>
</tr>
<tr>
<td valign="top" align="center">B3</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">1*</td>
<td valign="top" align="center">
<bold>0.031*</bold>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Treatments included still water and four turbulence levels denoted T1&#x2013;T4, numbered by increasing turbulence. Significant p-values are displayed in bold (significance level &#x3b1; = 0.05)</p>
</table-wrap-foot>
</table-wrap>
<p>The vertical component, <italic>w</italic>
<sub>l</sub>, of the two-dimensional larval movement was calculated from vertical larval displacement between frames. The vertical component, <italic>w<sub>S</sub>
</italic>, of the two-dimensional swimming speed of individual larvae was estimated by subtracting the corresponding component, <italic>w</italic>
<sub>f</sub>, of the local water flow velocity from <italic>w</italic>
<sub>l</sub>:</p>
<disp-formula>
<label>(Equation 2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:msub>
<mml:mi>w</mml:mi>
<mml:mtext>s</mml:mtext>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mi>w</mml:mi>
<mml:mtext>l</mml:mtext>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>w</mml:mi>
<mml:mtext>f</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Local vertical flow velocities were estimated through unweighted linear interpolation of the measured flow velocities to individual larval positions. The performance of the interpolation procedure was evaluated by comparing interpolated velocities to measured velocities in datasets without larvae. Our method for isolating the vertical larval swimming velocity is similar but not equal to those used by (<xref ref-type="bibr" rid="B41">Wheeler et&#xa0;al. 2013</xref> and <xref ref-type="bibr" rid="B40">Wheeler et&#xa0;al 2016</xref>).</p>
<p>Deteriorated PIV estimates were occasionally observed in the immediate vicinity of individual larvae. Exclusion of velocity vectors within a distance corresponding to the sum of the maximum larval radius and 1.5 times the grid size of the vector field was seen to reduce the influence by these spurious estimates while limiting interpolation errors caused by excess removal of vectors. Remaining flow velocity vectors were interpolated into each recorded larval position (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) and the interpolated velocities were subsequently averaged for each larval trajectory segment (similar to <xref ref-type="bibr" rid="B13">Fuchs et&#xa0;al., 2013</xref>). This procedure resulted in the <italic>w</italic>
<sub>f</sub> which was subtracted from <italic>w</italic>
<sub>l</sub> to estimate <italic>w</italic>
<sub>s</sub>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Example image from measurements of larval swimming in the grid-stirred tank showing local flow field vectors calculated using PIV (blue) with vectors removed near the larva (black marker), flow vector interpolated in larva location (turquoise), larval movement vector (yellow) and calculated instantaneous larval swimming vector (dark grey).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1062884-g002.tif"/>
</fig>
<p>Due to unequal lengths of larval trajectories, all statistical analyses were done on trajectory averages, &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub>, of estimated vertical swimming velocities. Individual &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> resulted from averaging of Equation 2 over the entire lengths of individual larval trajectories:</p>
<disp-formula>
<label>(Equation 3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mo>&#x2329;</mml:mo>
<mml:msub>
<mml:mi>w</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:msub>
<mml:mo>&#x232a;</mml:mo>
<mml:mrow>
<mml:mtext>Tr</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#x2329;</mml:mo>
<mml:msub>
<mml:mi>w</mml:mi>
<mml:mtext>l</mml:mtext>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>w</mml:mi>
<mml:mrow>
<mml:mtext>f&#xa0;</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mo>&#x232a;</mml:mo>
<mml:mrow>
<mml:mtext>Tr</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<p>One estimate of &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> was calculated for each larval trajectory and hence for each of the observed larvae, assuming a negligible risk of recording individual larvae more than once.</p>
</sec>
</sec>
<sec id="s2_5">
<title>Statistical analyses</title>
<p>The effect of PIV particles and larval batch on vertical swimming velocity in still water was analyzed with a two-way unbalanced ANOVA using Type-III sums of squares. Both factors were considered fixed. Normal distribution and equal variances of the data were indicated by visual assessment and supported by results from Shapiro-Wilk tests and Levene&#x2019;s test respectively.</p>
<p>The main objective of the turbulence experiments was to identify possible effects of turbulence on vertically directed swimming of pre-competent <italic>L. pertusa</italic> larvae. The null hypothesis, stating that &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> = 0, was tested for each combination of turbulence level and larval batch using two-tailed one-sample t-tests. Statistical tests were not applied across turbulence levels. Results from Shapiro-Wilk tests supported normal distribution of data from each group tested except for batch B3 in treatment T<sub>4</sub> [W<sub>B3,T4</sub> = 0.778, p <sub>B3,T4</sub> = 0.025]. For this treatment the non-parametric Wilcoxon signed rank test was performed instead of a two-tailed one-sample t-test. All statistical tests were done in R (<xref ref-type="bibr" rid="B27">R Core Team, 2020</xref>) using built in functions as well as the packages <italic>car</italic> (<xref ref-type="bibr" rid="B8">Fox and Weisberg, 2019</xref>) and <italic>lawstat</italic> (<xref ref-type="bibr" rid="B16">Gastwirth et&#xa0;al., 2019</xref>). A significance level &#x3b1; = 0.05 was used throughout.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Turbulent energy dissipation rates</title>
<p>Turbulence in the grid-stirred tank increased with grid oscillation frequency (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>) and estimated turbulent kinetic energy dissipation rates, <italic>&#x3f5;</italic>, ranged from 9.03 &#xd7; 10<sup>&#x2212;9</sup> to 1.05 &#xd7; 10<sup>&#x2212;5</sup> m<sup>2</sup> s<sup>&#x2212;3</sup>. Temperature and salinity during trials were 8.3&#xb0;C and 33.3 g kg<sup>-1</sup> respectively, resulting in a kinematic viscosity, <italic>v</italic>, of 1.42 &#xd7; 10<sup>&#x2212;6</sup> m<sup>2</sup> s<sup>&#x2212;1</sup>. Corresponding Kolmogorov length scales, <italic>&#x3b7;</italic> = (<italic>v</italic>
<sup>3</sup>/<italic>&#x3f5;</italic>)<sup>1/4</sup>, were 0.72 &#x2013; 4.22 mm, implying that the distance, &#x394;<italic>x</italic>, between PIV vector grid nodes was smaller than the size of the smallest energy containing eddies at all turbulence levels.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Summary of turbulence characteristics in the grid-stirred tank.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Turbulence level</th>
<th valign="top" align="left">Grid oscillation frequency (Hz)</th>
<th valign="top" colspan="2" align="center">Trial 1</th>
<th valign="top" colspan="2" align="center">Trial 2</th>
<th valign="top" colspan="2" align="center">Average</th>
</tr>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="left"/>
<th valign="top" align="center">
<italic>&#x3f5;</italic> (m<sup>2</sup>s<sup>-3</sup>)</th>
<th valign="top" align="center">
<italic>&#x3b7;</italic> (mm)</th>
<th valign="top" align="center">
<italic>&#x3f5;</italic> (m<sup>2</sup>s<sup>-3</sup>)</th>
<th valign="top" align="center">
<italic>&#x3b7;</italic> (mm)</th>
<th valign="top" align="center">&#x2329;<italic>&#x3f5;</italic>&#x232a; (m<sup>2</sup>s<sup>-3</sup>)</th>
<th valign="top" align="center">&#x2329;<italic>&#x3b7;</italic>&#x232a; (mm)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">T<sub>1</sub>
</td>
<td valign="top" align="center">0.045</td>
<td valign="top" align="center">9.03 &#xd7; 10<sup>&#x2212;9</sup>
</td>
<td valign="top" align="center">4.22</td>
<td valign="top" align="center">1.04 &#xd7; 10<sup>&#x2212;8</sup>
</td>
<td valign="top" align="center">4.07</td>
<td valign="top" align="center">9.71 &#xd7; 10<sup>&#x2212;9</sup>
</td>
<td valign="top" align="center">4.14</td>
</tr>
<tr>
<td valign="top" align="left">T<sub>2</sub>
</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">1.92 &#xd7; 10<sup>&#x2212;7</sup>
</td>
<td valign="top" align="center">1.97</td>
<td valign="top" align="center">2.21 &#xd7; 10<sup>&#x2212;7</sup>
</td>
<td valign="top" align="center">1.90</td>
<td valign="top" align="center">2.07 &#xd7; 10<sup>&#x2212;7</sup>
</td>
<td valign="top" align="center">1.93</td>
</tr>
<tr>
<td valign="top" align="left">T<sub>3</sub>
</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">2.26 &#xd7; 10<sup>&#x2212;6</sup>
</td>
<td valign="top" align="center">1.06</td>
<td valign="top" align="center">2.30 &#xd7; 10<sup>&#x2212;6</sup>
</td>
<td valign="top" align="center">1.06</td>
<td valign="top" align="center">2.28 &#xd7; 10<sup>&#x2212;6</sup>
</td>
<td valign="top" align="center">1.06</td>
</tr>
<tr>
<td valign="top" align="left">T<sub>4</sub>
</td>
<td valign="top" align="center">1.18</td>
<td valign="top" align="center">1.05 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td valign="top" align="center">0.72</td>
<td valign="top" align="center">6.13 &#xd7; 10<sup>&#x2212;6</sup>
</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">8.32 &#xd7; 10<sup>&#x2212;6</sup>
</td>
<td valign="top" align="center">0.77</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The estimated <italic>&#x3f5;</italic> for set grid oscillation frequencies varied both spatially within the FOV and in-between trials (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM3">
<bold>Figure S2</bold>
</xref>). For turbulence treatment T<sub>4</sub>, the estimated in-between trials difference of <italic>&#x3f5;</italic> was high and comparable to the difference in average <italic>&#x3f5;</italic> between turbulence treatment T<sub>3</sub> and T<sub>4</sub>. For T<sub>1</sub> through T<sub>3</sub>, the in-between trials differences as well as the spatial variation of <italic>&#x3f5;</italic> were small in relation to the relative differences of <italic>&#x3f5;</italic> between turbulence treatments.</p>
</sec>
<sec id="s3_2">
<title>Larval swimming in still water</title>
<p>The two-way ANOVA revealed no significant differences in trajectory averaged vertical swimming velocity, &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub>, for any of the main factors, i.e., presence of PIV seeding particles [F<sub>(1,76)</sub> = 0.06, p = 0.81] or larval batch [F<sub>(1,76)</sub> = 0.63, p = 0.43]. The interaction between the factors PIV particles and larval batch was significant [F<sub>(1,76)</sub> = 4.11, p = 0.046] because of opposite reactions to the presence of PIV particles for the two larval batches (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Larvae in B1 swam on average slower and larvae in B2 on average faster with added PIV particles. Thus, no general effect of the presence of PIV particles on larval vertical swimming performance could be detected.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Mean trajectory averages, &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub>, of estimated vertical swimming velocity in still water, with and without PIV seeding particles. Colors indicate <italic>Lophelia pertusa</italic> larval batch and error bars represent 95% confidence intervals.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1062884-g003.tif"/>
</fig>
<p>The &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> estimated for larvae in still water without PIV seeding particles will hereafter be referenced to when comparing with &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> estimated in turbulence treatments. The no-particle estimates are used to allow still water comparison for all three larval batches. In still water, the mean &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> was 0.36 &#xb1; 0.11 mm s<sup>&#x2212;1</sup> (mean &#xb1; SD) across batches (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Mean trajectory averages, &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub>, of vertical swimming velocity in <italic>Lophelia pertusa</italic> larvae for different turbulent energy dissipation rates, <italic>&#x3f5;</italic>. Error bars represent 95% confidence intervals. Colors represent larval batches, and the dotted line indicates mean values of &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> for all larvae tracked in each treatment.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1062884-g004.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Vertical swimming velocity in turbulence</title>
<p>Larval swimming in the grid-stirred tank changed with <italic>&#x3f5;</italic> (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>, <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The statistical tests indicate that &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> remained significantly positive (directed upwards) in turbulence levels T<sub>1</sub> and T<sub>2</sub> for all three larval batches (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Across-batch averages of &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> decreased by 24.8% and 30.0% in T<sub>1</sub> and T<sub>2</sub> respectively, compared to &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> estimated from still-water trials (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). In the two highest turbulence levels, T<sub>3</sub> and T<sub>4</sub>, &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> did not differ significantly from zero, except for those estimated from B3 in T<sub>4</sub> for which &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> were significantly negative (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). More detailed statistics on larval swimming are given in <xref ref-type="supplementary-material" rid="SM4">
<bold>Table S1</bold>
</xref>.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>With near spherical bodies, neutral buoyancy and no apparent offset between center of mass and center of body, planula larvae from the cold-water coral <italic>Lophelia pertusa</italic> have no obvious, passive mechanism that directs their body. It may thus be expected that their body orientation, and consequently their directed swimming, is sensitive to perturbation by external forces (<xref ref-type="bibr" rid="B24">McDonald, 2012</xref>). Our results show that these larvae do nonetheless maintain upwards directed swimming in turbulence typical of the ocean interior (<xref ref-type="bibr" rid="B11">Fuchs and Gerbi, 2016</xref>; <xref ref-type="bibr" rid="B2">Bendtsen and Richardson, 2018</xref>; <xref ref-type="bibr" rid="B9">Franks et&#xa0;al., 2022</xref>). However, in turbulence with elevated intensity, such as that encountered at ocean boundary layers, larvae appear to lose this propensity (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>; <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<p>Our hypothesis, stating that upwards directed swimming in <italic>L. pertusa</italic> larvae is negatively affected by turbulence and that there is an upper turbulence threshold for the occurrence of the trait, is thus supported by the results. Our observations suggest that the larvae do indeed migrate vertically through a major part of the oceanic water column and likely reach the upper ocean where they may reside during a substantial part of their larval period. These findings are of great importance as vertical migration of larvae appears to have a strong impact on both the direction and distance of their dispersal (e.g., <xref ref-type="bibr" rid="B7">Fox et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B25">McVeigh et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B15">Gary et&#xa0;al., 2020</xref>).</p>
<sec id="s4_1">
<title>Methodology &#x2013; Grid-stirred tank and estimation of larval swimming</title>
<p>Adjusting the grid oscillation frequency, we generated turbulence with turbulent kinetic energy dissipation rates, <italic>&#x3f5;</italic>, between 9.03 &#xd7; 10<sup>&#x2212;9</sup> and 1.05 &#xd7; 10<sup>&#x2212;5</sup> m<sup>2</sup> s<sup>&#x2212;3</sup> in the grid-stirred tank (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). The corresponding Kolmogorov length scales, <italic>&#x3b7;</italic>, ranged between 0.73 and 4.24 mm, implying that the spatial resolution, &#x394;<italic>x</italic> = 0.43 mm, of the PIV velocity vector fields was consistently smaller than <italic>&#x3b7;</italic>. Elevated uncertainty in the estimations of <italic>&#x3f5;</italic> with decreased turbulence level should be considered, due to the increased risk of estimation errors caused by noise as <italic>&#x3b7;</italic> increase in relation to &#x394;<italic>x</italic> (<xref ref-type="bibr" rid="B33">Saarenrinne and Piirto, 2000</xref>; <xref ref-type="bibr" rid="B38">Tanaka and Eaton, 2007</xref>). By ensuring that the density of PIV seeding particles was sufficient and by adjusting the &#x394;<italic>t</italic> between frames for optimal particle displacement, the risk for spurious vectors was reduced.</p>
<p>Variations of estimated <italic>&#x3f5;</italic>, both spatially and in-between trials, indicate some degree of inhomogeneity of the turbulence in the central part of the grid-stirred tank (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM2">
<bold>Figure S1</bold>
</xref>). Such variations must be acknowledged when interpreting the results since they translate into variation in the turbulence experienced by observed larvae. They do not, however, undermine our possibilities to assess the directed swimming in turbulence since larvae were tracked from all parts of the FOV and during three trials per turbulence level.</p>
<p>We noted that the variation in estimated trajectory averaged vertical swimming velocities, &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub>, increased with turbulence (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM4">
<bold>Table S1</bold>
</xref>). This may partly be explained by the increased spatial variance of the flow velocities generated within the grid-stirred tank. Such an increase may alter the range of water motion experienced by individual larvae, but moreover it will add uncertainty to the interpolation of flow velocities into larval positions. Interpolation performance tests showed that errors tend to increase with increasing turbulence, although the average difference between interpolated and measured vertical velocities was close to zero for all turbulence treatments. Interpolation errors of this kind do therefore not disallow assessment of larval swimming along the vertical axis.</p>
<p>Our hypothesis was based on the on the argument that turbulent water movements would repeatedly tilt swimming larvae away from their preferred orientation. Larvae swimming with constant speed but in random directions would lead to a decrease in their mean absolute <italic>w<sub>s</sub>
</italic> and an increase in the variation. The data is thus consistent with this argument, but the turbulence-dependent uncertainty of the velocity interpolation procedure implies that we cannot make rigorous conclusions regarding speed or directionality of larval swimming in higher turbulence. Our results concerning the influence of turbulence on the vertical swimming in <italic>L. pertusa</italic> larvae remain solid even though the mechanism/s causing the observed effect could not be identified. A reduction in vertical swimming speed may indeed be attributed to a loss of orientation as suggested by the hypothesis, but it may alternatively be caused by e.g., a reduced swimming activity or a combination of disturbance and altered behavior.</p>
</sec>
<sec id="s4_2">
<title>Larval swimming in turbulence and implications for dispersal and settlement</title>
<p>Our experiments were designed to appropriately address the question of how vertical swimming in <italic>L. pertusa</italic> larvae may be affected by turbulence that they encounter during their pelagic phase. The turbulence intensities to which larvae were exposed in the experiments were therefore intended to be comparable to those encountered in the water column of the open ocean. Field measurements have shown that <italic>&#x3f5;</italic> of the open ocean typically range between 10<sup>&#x2212;11</sup> and 10<sup>&#x2212;4</sup> m<sup>2</sup> s<sup>&#x2212;3</sup> (e.g., <xref ref-type="bibr" rid="B20">Ki&#xf8;rboe and Saiz, 1995</xref>; <xref ref-type="bibr" rid="B11">Fuchs and Gerbi, 2016</xref>; <xref ref-type="bibr" rid="B2">Bendtsen and Richardson, 2018</xref>; <xref ref-type="bibr" rid="B9">Franks et&#xa0;al., 2022</xref>). Corresponding <italic>&#x3b7;</italic> between 13 and 0.4 mm imply that the smallest energy containing eddies of marine turbulent flows are commonly larger or much larger than the size of <italic>L. pertusa</italic> planulae. This suggests that <italic>L. pertusa</italic> larvae are likely to experience turbulence as temporally varying sub-microscale shear in their natural environment.</p>
<p>Below the mixed layer, away from ocean boundaries, <italic>&#x3f5;</italic> is commonly very low, reflecting weak turbulent mixing, while turbulence may be elevated by several orders of magnitude near boundaries. In a data synthesis presented by <xref ref-type="bibr" rid="B9">Franks et&#xa0;al. (2022)</xref>, the authors found median <italic>&#x3f5;</italic> of about 10<sup>&#x2212;10</sup> m<sup>2</sup> s<sup>&#x2212;3</sup> below 100 m depth while rates higher than 10<sup>&#x2212;8</sup> m<sup>2</sup> s<sup>&#x2212;3</sup> rarely occur below 150 m. Dissipation rates higher than 10<sup>&#x2212;7</sup> m<sup>2</sup> s<sup>&#x2212;3</sup> were reported as uncommon between 50 and 20 m depth whereas values between 10<sup>&#x2212;6</sup> and 10<sup>&#x2212;5</sup> m<sup>2</sup> s<sup>&#x2212;3</sup> are reached during brief events, lasting 10 min or less.</p>
<p>Although not covering the entire span of <italic>&#x3f5;</italic> observed in the ocean, those generated within the grid-stirred tank were shown to be relevant to the objective of our study. Ranging from roughly 10<sup>&#x2212;8</sup> m<sup>2</sup> s<sup>&#x2212;3</sup> to 10<sup>&#x2212;6</sup> m<sup>2</sup> s<sup>&#x2212;3</sup>, they compared to <italic>&#x3f5;</italic> closer to the upper end of the spectrum encountered in the open ocean. Larval vertical swimming was affected by the generated turbulence, with trajectory averages, &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub>, of upwards directed swimming speed decreasing with increasing <italic>&#x3f5;</italic>. In turbulence with dissipation rates of roughly 10<sup>-8</sup> and 10<sup>-7</sup> m<sup>2</sup> s<sup>&#x2212;3</sup>, &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> were decreased by 22% and 39% respectively, compared to &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> estimated for larvae swimming in still water (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Over this interval, where <italic>&#x3f5;</italic> increased by one order of magnitude, there was only a small reduction of &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub>, from 0.28 to 0.22 mm s<sup>-1</sup>. In turbulence with <italic>&#x3f5;</italic> &#x2265; 2.28 &#xd7; 10<sup>-6</sup> m<sup>2</sup>s<sup>-3</sup>, upwards directed swimming was not observed. When exposed to such turbulence, &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> were not significantly different from zero except for those estimated from B3 in T<sub>4</sub> for which significant, relative downward movement was observed.</p>
<p>The average vertical swimming velocity of 0.36 mm s<sup>-1</sup>, recorded for 19-days-old larvae in our still water experiments, is lower than the 0.48 mm s<sup>-1</sup> previously recorded for a batch of 27-days-old planulae in the same temperature (<xref ref-type="bibr" rid="B36">Str&#xf6;mberg and Larsson, 2017</xref>). Differences between methods, larval age and/or larval batches may explain the discrepancy. <xref ref-type="bibr" rid="B22">Larsson et&#xa0;al. (2014)</xref>, measured horizontal swimming velocities in short sequences under a dissecting microscope at 8&#x2013;9&#xb0;C and registered 0.23, 0.51 and 0.53 mm s<sup>-1</sup> for 7-, 14- and 21-days-old larvae respectively. These observations indicate that one week old larvae are still not fully developed swimmers while 2 weeks old larvae are. Besides the age of larvae, ambient temperature may affect swimming speed. <xref ref-type="bibr" rid="B3">Brooke and Young (2003)</xref> noted that swimming speed approximately doubled between 5 and 15&#xb0;C for planulae of <italic>Oculina varicosa</italic>, which are of the same size as <italic>L. pertusa</italic> planulae. Since <italic>L. pertusa</italic> is a cosmopolitan species found at low to high latitudes and at various depths, its larvae may encounter a large range of temperatures. Adult corals of this species typically thrive at 4&#x2013;12&#xb0;C (<xref ref-type="bibr" rid="B31">Rogers, 1999</xref>), but water temperatures above their benthic habitats can be very different. Predictions of larval swimming and larval dispersal in <italic>L. pertusa</italic> are further complicated by the temperature dependent larval development (<xref ref-type="bibr" rid="B36">Str&#xf6;mberg and Larsson, 2017</xref>). These complications suggest that relative measures of the effect of turbulence on vertical swimming speed can be more helpful than absolute numbers.</p>
<p>Vertical swimming velocities were positive in turbulence treatment T<sub>1</sub> and T<sub>2</sub> (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), suggesting that pre-competent <italic>L. pertusa</italic> larvae perform vertical migration throughout most of the oceanic water column where turbulence is typically weak to moderate (&#x3f5; &#x2264; 2.07 &#xd7; 10<sup>-7</sup> m<sup>2</sup> s<sup>&#x2212;3</sup>). In T<sub>1</sub>, where &#x3f5; &#x2248; 10<sup>-8</sup> m<sup>2</sup> s<sup>&#x2212;3</sup>, the average &#x2329;<italic>w</italic>
<sub>s</sub>&#x232a;<sub>Tr</sub> was roughly 0.3 mm s<sup>-1</sup>. Neglecting possible effects of temperature, such a velocity translates to a vertical swimming rate of approximately 26 m d<sup>-1</sup>. Active locomotion may thereby enable larvae from most known reefs to reach the mixed layer within a few days to weeks following fertilization. Larvae in the upper ocean will be transported by faster and more dispersive currents [e.g., wind- and wave driven currents (<xref ref-type="bibr" rid="B32">R&#xf6;hrs et&#xa0;al., 2012</xref>)] than those residing in deeper layers where currents are typically slower, primarily density driven and more topographically steered. Ontogenetic vertical migration, and a resulting drift at depths much shallower than those of spawning, has been confirmed for larvae of the deep-sea mussel <italic>&#x201c;Bathymodiolus&#x201d; childressi</italic> (<xref ref-type="bibr" rid="B1">Arellano et&#xa0;al., 2014</xref>). The observed pattern was suggested to explain genetic similarities across large geographical distances and biophysical modelling indicated that the depth of larval transport may indeed have a strong impact on dispersal (<xref ref-type="bibr" rid="B25">McVeigh et&#xa0;al., 2017</xref>). Analogous modelling results, as well as genetic data, have been documented for <italic>L. pertusa</italic> (<xref ref-type="bibr" rid="B5">Dahl, 2013</xref>; <xref ref-type="bibr" rid="B7">Fox et&#xa0;al., 2016</xref>), adding to the notion that effective vertical migration is a mechanism that may strongly impact larval dispersal for deep-sea species with an extensive planktonic phase.</p>
<p>Larvae spawned at shallow sites, such as those located in the North Sea and the Skagerrak, may spend a major part of their pre-competency period within the mixed layer. In this region, during spring when many larvae are likely to be pre-competent, the temperature tends to be lower within the mixed layer than deeper down. For these larvae, time spent in the upper ocean may consequently enhance their dispersal by speeding up their drift as well as by slowing down their development rate.</p>
<p>Following our findings, further detailed studies on the body composition, body density distribution and swimming mechanism in <italic>L. pertusa</italic> planulae would be of great value. Studies of larval body shape plasticity and possible associated responses to environmental conditions such as turbulence may also reveal highly interesting traits of ecological importance. Our work has shown that pre-competent larvae of the cold-water coral <italic>L. pertusa</italic> maintain directed swimming in weak to moderate oceanic turbulence, thus allowing them to perform extensive vertical migration in their natural habitat. The mechanics behind the trait is however still to be explored and any future work on the topic would likely reveal information applicable to a wider range of larvae with similar morphology.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>The grid-stirred tank constructed for this study produced turbulence with turbulent kinetic energy dissipation rates, <italic>&#x3f5;</italic>, between 9.03 &#xd7; 10<sup>&#x2212;9</sup> and 1.05 &#xd7; 10<sup>&#x2212;5</sup> m<sup>2</sup> s<sup>&#x2212;3</sup>, quantified using particle image velocimetry (PIV). The span of dissipation rates was found to be appropriate for monitoring critical changes in vertical migration of pre-competent larvae of the cold-water coral <italic>Lophelia pertusa</italic>. Compared to experiments in still water, the upwards directed swimming speed was reduced by 22% in turbulence with <italic>&#x3f5;</italic> &#x2248; 10<sup>-8</sup> m<sup>2</sup> s<sup>&#x2212;3</sup> and by 39% in turbulence with <italic>&#x3f5;</italic> &#x2248; 10<sup>-7</sup> m<sup>2</sup> s<sup>&#x2212;3</sup>. In more intense turbulence (<italic>&#x3f5;</italic> &#x2265; 2.28 &#xd7; 10<sup>&#x2212;6</sup> m<sup>2</sup> s<sup>&#x2212;3</sup>) upwards directed swimming was no longer observed. Linking our experimental results to measurements of <italic>&#x3f5;</italic> in various parts of the ocean (<xref ref-type="bibr" rid="B11">Fuchs and Gerbi, 2016</xref>; <xref ref-type="bibr" rid="B2">Bendtsen and Richardson, 2018</xref>; <xref ref-type="bibr" rid="B9">Franks et&#xa0;al., 2022</xref>), we conclude that <italic>L. pertusa</italic> planulae maintain upwards directed swimming in the open ocean away from boundaries. We further conclude that, for most of the oceanic water column, the vertical swimming velocities of larvae are likely reduced by&lt; 20% compared to when swimming in still water.</p>
<p>Our results suggest that, despite the expectation of high sensitivity to turbulence, active vertical migration may allow <italic>L. pertusa</italic> larvae to spend a substantial part of their planktonic phase within the mixed layer. Residence in the upper parts of the ocean may expose larvae to environmental conditions much different from those encountered at spawning depth and may, consequently, have a significant effect on their dispersal. Such information about the vertical migration of larvae is essential for the development of biophysical larval transport models and is important for our understanding of population connectivity.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>AL and VF conceived the study and designed the experiments. GB contributed to the planning and materialization of the experimental work. AL managed the coral sampling as well as the coral rearing and larval culturing. AL arranged for the facilities as well as much of the material used. VF constructed the grid-stirred tank and performed most of the experimental work as well as the subsequent data analysis. AL contributed substantially to all steps of the experimental work, including data analyses. VF created all figures for the paper and wrote the original draft with substantial contribution from AL and GB. AL and GB supervised VF throughout all phases of the study. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="acknowledgement">
<title>Acknowledgment</title>
<p>We want to acknowledge the Oceanography Marks Foundation (Knut J:son Mark) at the University of Gothenburg for financial support of the first author&#x2019;s PhD studies. We also want to thank the Carl Trygger Foundation for funding the purchase of laboratory equipment used for the study (CTS 17:278).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2022.1062884/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2022.1062884/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
<supplementary-material xlink:href="Image_1.pdf" id="SM2" mimetype="application/pdf"/>
<supplementary-material xlink:href="Image_2.pdf" id="SM3" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table_1.pdf" id="SM4" mimetype="application/pdf"/>
</sec>
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