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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.2022.861297</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>Zooplankton Dominance Shift in Response to Climate-Driven Salinity Change: A Mesocosm Study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Hall</surname>
<given-names>Clio A. M.</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1649034"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lewandowska</surname>
<given-names>Aleksandra M.</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/137951"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Tv&#xe4;rminne Zoological Station, University of Helsinki</institution>, <addr-line>Hanko</addr-line>, <country>Finland</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Singaraju Sri Subrahmanya Sarma, Universidad Nacional Aut&#xf3;noma de M&#xe9;xico, Mexico</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Brenda Karen Gonz&#xe1;lez P&#xe9;rez, Technological University of the Metropolitan Area of Valle de M&#xe9;xico, Mexico; Jose Luis Gama Flores, Universidad Nacional Aut&#xf3;noma de M&#xe9;xico, Mexico; Meral Apayd&#x131;n Ya&#x11f;c&#x131;, Sheep Breeding Research Institute, Turkey</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Clio A. M. Hall, <email xlink:href="mailto:clio.hall@helsinki.fi">clio.hall@helsinki.fi</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Marine Ecosystem Ecology, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>861297</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>04</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Hall and Lewandowska</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Hall and Lewandowska</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>Climate change predictions indicate global changes in salinity with negative implications for plankton food webs;&#xa0;an important&#xa0;baseline&#xa0;for functioning&#xa0;of marine ecosystems. Current understanding of how salinity change will impact plankton communities is mostly limited to the salinization of freshwater environments, with little known about the effects of changing salinity in marine systems.&#xa0;In this study, we investigate the effect of salinity change on zooplankton communities under different salinity change scenarios of the Baltic Sea. Projections for future salinity change derived from regional physical-biogeochemical models were used to set-up an outdoor mesocosm experiment in the coastal area of the Gulf of Finland.&#xa0;Each mesocosm&#xa0;was&#xa0;inoculated with natural plankton using a mixture of both marine and freshwater communities,&#xa0;mimicking&#xa0;the natural influx of freshwater species from rivers into the Baltic Sea. Zooplankton diversity and composition changed possibly due to different salinity tolerances among the species. Among zooplankton, rotifers dominated in low salinities (74%) and cladocerans and copepods (69%) in high salinities. Our results suggest that the zooplankton community will shift to a rotifer dominated community in areas with declining salinity due to the intolerance of other zooplankton groups to freshening.</p>
</abstract>
<kwd-group>
<kwd>salinity</kwd>
<kwd>plankton</kwd>
<kwd>diversity</kwd>
<kwd>Baltic Sea</kwd>
<kwd>marine</kwd>
<kwd>brackish</kwd>
<kwd>habitat loss</kwd>
<kwd>climate change</kwd>
</kwd-group>
<contract-sponsor id="cn001">Maj ja Tor Nesslingin S&#xe4;&#xe4;ti&#xf6;<named-content content-type="fundref-id">10.13039/501100004157</named-content>
</contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="79"/>
<page-count count="10"/>
<word-count count="4832"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>The combined effects of climate change, habitat loss and degradation has put substantial strain on aquatic ecosystems (<xref ref-type="bibr" rid="B73">Travis, 2003</xref>). One specific pressure on both marine and freshwater environments globally includes changing salinity, as a result of direct human activity such as &#x2018;salting&#x2019; roads (<xref ref-type="bibr" rid="B64">Schuler et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B27">Hintz et&#xa0;al., 2021</xref>) as well as climate change; predicted to affect precipitation and ice melt (<xref ref-type="bibr" rid="B26">Helm et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B59">Ross et&#xa0;al., 2021</xref>). Salinity change can have a profound impact on aquatic organisms, including altering the distribution, phenology, abundance, composition and trophic interactions of plankton (<xref ref-type="bibr" rid="B29">Intergovernmental Panel Climate Change, 2018</xref>).</p>    <p>Zooplankton play a key role in the pelagic food web. They link primary producers (i.e. phytoplankton) to higher trophic levels (such as fish), thus their abundance and community structure directly affect the dynamics of fisheries resources (<xref ref-type="bibr" rid="B67">Sommer et&#xa0;al., 2002</xref>) as well as the biodiversity of higher trophic levels such as birds and mammals. How zooplankton will be affected by climate warming has been the subject of great debate (<xref ref-type="bibr" rid="B22">Gyllstr&#xf6;m et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B40">Mackas et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B36">Lewandowska et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B69">&#x160;orf et&#xa0;al., 2015</xref>). However, current understanding of how salinity change in aquatic environments will impact zooplankton communities is mostly limited to the salinization of freshwater environments (e.g. <xref ref-type="bibr" rid="B28">Hintz et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B37">Lin et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B47">Moffett et&#xa0;al., 2020</xref>), estuaries (e.g. <xref ref-type="bibr" rid="B20">Gao et&#xa0;al., 2008</xref>) or single-species responses (e.g. <xref ref-type="bibr" rid="B13">Cervetto et&#xa0;al., 1999</xref>), while community-level changes and consequences for food web interactions in marine environments remain poorly understood. Studies on the effects of salinization of freshwater environments, have reported a range of responses including, dominance shifts and disruption of trophic interactions (<xref ref-type="bibr" rid="B37">Lin et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B21">Gutierrez et&#xa0;al., 2018</xref>). These results imply that a similar response to salinity change could be expected in marine environments.</p>
<p>Changes in salinity may directly or indirectly influence zooplankton community composition, leading to the local extinction of some species and the appearance of others. Based on existing literature, zooplankton may be directly affected by salinity depending on their physiology and tolerance to salinity change (<xref ref-type="bibr" rid="B51">Nielsen et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B63">Schallenberg et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B23">Hall, 2004</xref>). Direct responses of zooplankton to stressful salinity conditions include disturbances in reproduction, development and growth (<xref ref-type="bibr" rid="B24">Hart et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B60">Santangelo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B4">Bashevkin and Pechenik, 2015</xref>). Indirect impacts through trophic interactions are expected because salinity can influence the composition and physiology of phytoplankton (<xref ref-type="bibr" rid="B19">Flameling and Kromkamp, 1994</xref>; <xref ref-type="bibr" rid="B7">Bisson and Kirst, 1995</xref>; <xref ref-type="bibr" rid="B3">Ayadi, 2004</xref>; <xref ref-type="bibr" rid="B14">Chakraborty et&#xa0;al., 2011</xref>), affecting the nutritional food quality of zooplankton (van de <xref ref-type="bibr" rid="B76">de Waal et&#xa0;al., 2010</xref>) and causing or contributing to food shortages (<xref ref-type="bibr" rid="B53">Perumal et&#xa0;al., 2009</xref>). Alterations in zooplankton community composition as a response to salinity change are likely to have negative consequences on food availability and growth of planktivorous fish, such as herring and sprat (<xref ref-type="bibr" rid="B48">M&#xf6;llmann et&#xa0;al., 2004</xref>). This in turn could affect higher trophic levels, such as cod, seabirds and mammals (<xref ref-type="bibr" rid="B1">Alvarez-Fernandez et&#xa0;al., 2015</xref>).</p>
<p>Trophic interactions in plankton communities often differ between marine and freshwater environments and thus also their response to environmental perturbations. A recent study by <xref ref-type="bibr" rid="B50">Murphy et&#xa0;al. (2020)</xref> showed that warming conditions had no effect on zooplankton density in marine environments, whereas it had a negative effect on zooplankton density and increased grazing by herbaceous zooplankton in freshwaters. Stronger predator-herbivore interactions were also found in freshwater plankton compared to marine plankton communities (<xref ref-type="bibr" rid="B65">Shurin et&#xa0;al., 2002</xref>). <xref ref-type="bibr" rid="B66">Sommer and Sommer (2006)</xref> argue the difference in the strength of trophic cascades between lentic and marine environments is caused by differences in the zooplankton-phytoplankton link. Cladocerans dominate in freshwaters, whereas copepods dominate in marine ecosystems. Contrary to filter feeders such as cladocerans, copepods can select their food particles based on prey size (<xref ref-type="bibr" rid="B72">Tiselius and Jonsson, 1990</xref>), enabling copepod-dominated marine communities to be more resilient to disturbances of trophic cascades due to their selective feeding.</p>
<p>Climate change projections indicate that an increase in precipitation in northern Europe coupled with faster rates of ice-melt will lead to a decline in salinity in northern marine environments (<xref ref-type="bibr" rid="B25">HELCOM, 2013</xref>). This includes the Baltic Sea, where salinity is predicted to decrease by 1.5 to 2 psu by the end of the century (<xref ref-type="bibr" rid="B45">Meier et&#xa0;al., 2006</xref>). These salinity changes have been shown to be a bottleneck for both marine and freshwater species distribution and diversity, which could have negative impacts on marine ecology, monitoring, modelling and fisheries (<xref ref-type="bibr" rid="B77">Vuorinen et&#xa0;al., 2015</xref>). However, these salinity predictions are often uncertain with large variations depending on which general circulation models (GCMs) are used for predictions (<xref ref-type="bibr" rid="B61">Saraiva et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B8">Blenckner et&#xa0;al., 2021</xref>). Differences in observed data can also depend on region and vertical stratification (<xref ref-type="bibr" rid="B35">Lehmann et&#xa0;al., 2021</xref>), such as in the Gulf of Finland, where surface salinity increased by 0.5 psu between 1927-2021 (<xref ref-type="bibr" rid="B46">Merkouriadi and Lepp&#xe4;ranta, 2014</xref>). Other areas of the world, including the Chesapeake Bay and the Baltic Sea, are predicted to show increasing fluctuations in salinity with climate change (<xref ref-type="bibr" rid="B49">Muhling et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B8">Blenckner et&#xa0;al., 2021</xref>).</p>
<p>Following these predictions, we designed a salinity change experiment using floating mesocosm platform deployed in the Baltic Sea to investigate the direct and indirect effects of salinity change on zooplankton communities. The use of mesocosms is a well-established tool to explore plankton community responses to environmental change owing to the advantage of manipulation and replication (<xref ref-type="bibr" rid="B6">Benton et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B79">Woodward et&#xa0;al., 2010</xref>). The brackish environment of the Baltic Sea, where freshwater and marine plankton communities can interact (<xref ref-type="bibr" rid="B71">Telesh et&#xa0;al., 2008</xref>), is an ideal study location to investigate the effect of salinity change on natural plankton communities. The general aim of the study was to examine interactions of zooplankton communities under different scenarios of salinity change of the Baltic Sea. We hypothesized that:</p>
<p>(1) Zooplankton abundance will be negatively affected by physiological intolerance to changing salinity,</p>
<p>(2) Salinity change will reduce phytoplankton biomass due to oxidative stress leading to food limitation for zooplankton and altered trophic interactions, and</p>
<p>(3) Salinity change will alter community composition and diversity of zooplankton species depending on their tolerance to salinity; marine species will dominate in higher salinities and brackish and freshwater species in lower ones.</p>
<p>Insights from these findings are important to understand how zooplankton communities may differ under climate driven salinity change and the possible effects it may have on trophic transfer efficiency and overall ecosystem functioning.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2_1">
<title>Experimental Design and Sampling</title>
<p>We conducted a salinity change experiment during summer 2019 (July-September) using outdoor mesocosms to investigate the effect of freshening on phytoplankton abundance and zooplankton community composition in pelagic ecosystems. The experiment was set up offshore the Tv&#xe4;rminne Zoological Station, Finland (59&#xb0; 50&#x2019; 40&#x201d; N, 23&#xb0; 14&#x2019; 57&#x201d; E). It consisted of 12 transparent, manually mixed plastic (200 &#xb5;m thick LDPE) enclosures (1600L volume, diameter 0.9&#xa0;m, depth 2&#xa0;m, conical bottom) and combined four salinity scenarios [3.5 (control, no salt addition); 5.5; 7.5; 9.5 psu] with three replicates. Salinity levels were based on predicted salinity change scenarios in the Baltic Sea from <xref ref-type="bibr" rid="B44">Meier et&#xa0;al. (2012)</xref> and downscaled to local conditions using data from the MONICOAST monitoring buoy deployed offshore the Tv&#xe4;rminne Zoological Station. On 29 July 2019, we partially filled each mesocosm with 800 L of water taken from Gennarbyviken reservoir (59&#xb0; 55&#x2019; 23&#x201d; N, 23&#xb0; 12&#x2019; 20&#x201d; E) due to its low salinity levels (0 psu) and presence of freshwater plankton species despite marine origin (the reservoir was enclosed from the sea in 1957). We then added 800 L of water to each mesocosm taken from the bay in front of the Tv&#xe4;rminne Zoological Station due to its marine conditions (5.5 psu) and associated marine plankton species. The water in the mesocosms was assessed using light microscope to make sure the plankton community had survived the water transport and the initial community composition was similar in all experimental units. On 212 and 213 day of the year (DOY) we added sea salt (Aquarium System Instant Ocean) in batches to the mesocosms to make up four different salinity treatments. We added the salt to each mesocosm by extracting 10 L of water and mixing the salt with the water until it was dissolved. We added the salt to each mesocosm in a slow, circular movement using a Secchi disk to ensure that the mixture was evenly dispersed. The control mesocosm was also disturbed using a Secchi disk to make sure all treatments have received the same agitation. The next day, we measured the salinity to ensure we had reached our salinity goals for each mesocosm. To prevent rainfall and allochthonous nutrient inputs (mainly bird droppings), transparent plastic lids were installed above each mesocosm with gaps to allow air circulation in the mesocosm.</p>
<p>Samples for bacterial and phytoplankton as well as nutrient concentrations were taken every two days. In this article, however, we concentrate on the effects of salinity on chlorophyll<italic>-a</italic> concentration and zooplankton community composition. We measured all abiotic and biotic parameters at 1m depth from the middle of the mesocosm. Temperature (&#xb0;C), salinity, dissolved oxygen (mg O2/L) were measured every two days using a portable calibrated digital water meter (MU 6100 H, VWR). 4L of water from each mesocosm was taken every 2 days using a water sampler and placed into a 10L plastic container for transportation to the laboratory. The canister was stored in a cold room before gentle mixing was applied and samples for different uses were syphoned off from the container (e.g. chlorophyll-<italic>a</italic>, dissolved nutrients, bacteria, etc.). For zooplankton, samples were taken every 6 days as to not over-deplete zooplankton numbers compared to natural conditions. A 50&#x3bc;m mesh-size plankton net was dragged from 1m depth from the centre of each mesocosm and then flushed into 250&#xa0;ml plastic bottles with 30% ethanol for transportation to the laboratory. Additional <italic>in situ</italic> measurements were taken to be able to compare experimental data to local conditions and assess the effect of enclosure (data not shown). The experiment was terminated after 30 days due to apparent damage to some of the mesocosm bags.</p>
</sec>
<sec id="s2_2">
<title>Response Variables</title>
<p>Chlorophyll-<italic>a</italic> concentration (&#x3bc;gL<sup>-1</sup>) was used as a surrogate of phytoplankton biomass. We vacuum-filtered 100-150&#xa0;ml of water sample for each mesocosm though glass fibre filters (GF/F, Whatman, Inc., Massachusetts, USA). Filters were stored in the dark in -20&#xb0;C to prevent chlorophyll breakdown. We later measured chlorophyll-<italic>a</italic> concentration in each filter using a fluorometer (Varian Inc., Cary Eclipse) after ethanol extraction.</p>
<p>To quantify zooplankton abundance, the sample was settled in 50&#xa0;ml sedimentation chambers and counted using an Olympus CK30 at x10 and x40 magnification using an inverted microscope technique (<xref ref-type="bibr" rid="B38">Lund et&#xa0;al., 1958</xref>). Depending on the density of the sample, a Forsblom plankton splitter was used to split the sample into &#xbc;, &#xbd; or &#xbe; of the original sample. Identification to genus level (and species where possible) was made using <xref ref-type="bibr" rid="B71">Telesh et&#xa0;al. (2008)</xref>. Abundance was measured as individuals per litre (ind.L<sup>-1</sup>). Few adult copepods were recorded, therefore we grouped adults and copepodites together in analyses. Nauplii were analysed separately as copepods exhibit different feeding modes during their life cycle (<xref ref-type="bibr" rid="B9">Brandl, 2005</xref>) and therefore may differ in their response to treatment effects. Zooplankton richness was quantified as number of species and zooplankton evenness (as opposite of dominance) was quantified using Pielou&#x2019;s Index (<xref ref-type="bibr" rid="B54">Pielou, 1966</xref>). We measured how the community richness changed immediately after salt addition to see if there was an immediate effect of &#x2018;salt shock&#x2019; on zooplankton community structure. No statistically significant change in richness was observed (treatment, F= 0.87, p= 0.4963, time, F= 4.20, p= 0.0650). All subsequent analyses are computed from the first sampling after salt addition (DOY 217).</p>
</sec>
<sec id="s2_3">
<title>Statistical Analysis</title>
<p>We conducted mixed effects models to test the effect of salinity change on chlorophyll-<italic>a</italic> concentration, zooplankton community structure (rotifers, cladocerans and copepods) and diversity indices (richness, Pielou&#x2019;s evenness). Chlorophyll-<italic>a</italic> concentration and zooplankton group abundances were log transformed to fulfil the normality and variance homogeneity assumptions. A linear mixed effects model fitted using restricted maximum likelihood estimation (REML) was used to determine effect of salinity change over time on response variables. Model selection was made by using Akaike information criteria (AIC) and autocovariance estimates (ACF) (see <xref ref-type="supplementary-material" rid="s10">
<bold>Supplementary Material</bold>
</xref>). The response variable was <italic>x</italic> and the fixed effects were salinity treatment, time and their interaction. Mesocosm ID was included as a random factor. Significance levels were set at p&lt;0.05. Model residuals were checked for homogeneity of variances and normality. All analyses were performed in R v4.0.3 (<xref ref-type="bibr" rid="B56">R Core Team, 2020</xref>) using package nlme (<xref ref-type="bibr" rid="B55">Pinheiro et&#xa0;al., 2020</xref>). Graphs were produced using R package ggplot2 (<xref ref-type="bibr" rid="B78">Wickham, 2016</xref>) with a Local Regression (loess) smoother set at the default smoothing span of 0.75.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Food Availability for Zooplankton</title>
<p>Salinity was an important factor for determining chlorophyll<italic>-a</italic> concentration (a proxy for phytoplankton biomass and therefore also zooplankton food availability) during the experiment (P&lt;0.01, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Overall, the lowest and highest salinities (3.5 and 9.5 psu) displayed significantly more chlorophyll-<italic>a</italic> than the intermediate salinities (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> and <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Chlorophyll-<italic>a</italic> concentration also varied over time (P=&lt; 0.01, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). In the extreme salinity treatments (3.5 and 9.5 psu) chlorophyll-<italic>a</italic> concentration peaked in initial stage of the experiment (DOY 213), with a secondary peak during the second half of the experiment (DOY 227 and DOY 229). Chlorophyll then declined for the rest of the experiment (DOY 241). In the 5.5 and 7.5 psu treatments chlorophyll-<italic>a</italic> was highest in the initial stage of the experiment (DOY 213) before declining for the rest of the experiment (DOY 241). Overall, chlorophyll-<italic>a</italic> concentration was highest during the first 3 days of the experiment for all treatments.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Results of the mixed effect models for response variables with salinity, time, and their interaction.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Response</th>
<th valign="top" align="center">Transformation</th>
<th valign="top" align="center">Salinity</th>
<th valign="top" align="center">Time</th>
<th valign="top" align="center">Treatment x Time</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Chlorophyll-<italic>a</italic>
</td>
<td valign="top" align="center">Log</td>
<td valign="top" align="left">F=8.8434, P=0.0064**</td>
<td valign="top" align="left">F=18.6951, P&lt;.001**</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Total Zooplankton Abundance</td>
<td valign="top" align="center">Log</td>
<td valign="top" align="left">F=1.66355, P=0.251</td>
<td valign="top" align="left">F=11.03389, P&lt;.0001***</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Rotifers</td>
<td valign="top" align="center">Log</td>
<td valign="top" align="left">F=4.3379, P=0.0431*</td>
<td valign="top" align="left">F=17.8307, P=&lt;0.001 ***</td>
<td valign="top" align="left">F=2.4379, P=0.0236*</td>
</tr>
<tr>
<td valign="top" align="left">Cladocerans</td>
<td valign="top" align="center">Log</td>
<td valign="top" align="left">F=1.51600, 0.2831</td>
<td valign="top" align="left">F=6.06417, P=0.0006***</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Copepods</td>
<td valign="top" align="center">Log</td>
<td valign="top" align="left">F=1.4856, P=0.2903</td>
<td valign="top" align="left">F=22.8703, P&lt;.0001***</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">
<italic>A. tonsa</italic>
</td>
<td valign="top" align="center">Log</td>
<td valign="top" align="left">F=0.4686, P=0.7123</td>
<td valign="top" align="left">F=63.6297, P= &lt;.0001***</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">
<italic>E. affinis</italic>
</td>
<td valign="top" align="center">Log</td>
<td valign="top" align="left">F=5.4863, P=0.0242*</td>
<td valign="top" align="left">F=8.8578, P= 0.0001***</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Nauplii</td>
<td valign="top" align="center">Log</td>
<td valign="top" align="left">F=1.0004, P=0.4409</td>
<td valign="top" align="left">F= 5.0064, P= 0.0022**</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Zooplankton Richness</td>
<td valign="top" align="left"/>
<td valign="top" align="left">F=1.108, P=0.4010</td>
<td valign="top" align="left">F=1.997, P=0.1125</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Zooplankton Evenness</td>
<td valign="top" align="left"/>
<td valign="top" align="left">F=0.1313, P= 0.9387</td>
<td valign="top" align="left">F= 1.9031, P= 0.1358</td>
<td valign="top" align="left">F= 2.2681, P= 0.0341*</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Statistical significance is marked as follows: *P &lt; 0.05; **P &lt; 0.01; ***P &lt; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Chlorophyll a concentration (dashed green line) and abundance of zooplankton groups (rotifer, cladoceran and copepod) over time for each treatment. The dashed grey line at DOY 211 indicates salt addition.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-861297-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Zooplankton Abundance and Community Composition</title>
<p>Total zooplankton abundance was not affected by salinity (P=0.251, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) but varied over time (p&lt;0.001, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Abundance of zooplankton increased from the start of the experiment and peaked between DOY 217 and 223. Abundance then declined in the last two weeks of the experiment.</p>
<p>Rotifers were the most abundant zooplankton group during the whole course of the experiment. Rotifer assemblages were dominated by <italic>Keratella quadrata</italic> and <italic>Keratella cochlearis</italic> in all treatments. A significant effect of salinity treatment over time was found for rotifer abundance (P=&lt;0.05, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Rotifers were most abundant in 3.5 psu and least abundant in 9.5 psu salinity treatment. Overall, abundance of rotifers increased during the first two weeks of the experiment before declining for the rest of the experiment in all treatments.</p>
<p>The most abundant cladoceran species was <italic>Bosmina longirostris</italic> in all treatments. Abundance of cladocerans was not affected by salinity (P=0.4891, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) but varied over time (P&lt;0.001, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Abundance was initially low at the start of the experiment before a rapid increase during the second and third weeks of the experiment.</p>
<p>The most dominant copepod species in all samples were <italic>Acartia tonsa</italic> and <italic>Eurytemora affinis</italic>. Total copepod abundance (sum of adults and copepodites) was not affected by salinity (P=0.8371, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) but varied over time (P=&lt;.001, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Abundance was low at the start of the experiment before exhibiting a rapid increase during the first week of the experiment. The population then declined during the second and third week. Nauplii abundance was not affected by salinity (P=0.8131, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) but varied over time (P&lt;0.01, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Initially there was a low abundance of nauplii before increasing during the first week of the experiment. Abundance then declined in the second and third weeks of the experiment before increasing again during the fourth and final week of the experiment. Among the two dominant copepod species, <italic>E. affinis</italic> abundance was affected by salinity change (P=&lt;0.05, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) as well as time (P&lt;0.01, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). They were most abundant in 9.5 psu salinity treatment and least abundant in 3.5 psu. Abundance increased over the first four weeks of the experiment, until the final week when abundance rapidly decreased in all treatments. <italic>A. tonsa</italic> was not affected by changing salinity but its abundance varied over time (P&lt;.001, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) with a large spike in abundance during the first week of the experiment and population decline thereafter.</p>
</sec>
<sec id="s3_3">
<title>Zooplankton Richness and Evenness</title>
<p>A total of 18 zooplankton taxa (9 rotifer, 4 cladoceran, 3 copepod, 1 barnacle larvae and 1 chironomidea larvae) were recorded in the experiment (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>, <xref ref-type="supplementary-material" rid="SF1">
<bold>Figure S1</bold>
</xref>). Zooplankton richness was not affected by salinity treatment and did not vary over time (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<p>A significant treatment-by-time interaction was found for zooplankton evenness (P=&lt;0.05, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> and <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). In the 3.5 psu treatment, initial low zooplankton evenness was associated with a community dominated by rotifer <italic>K. quadrata</italic> (72%) and <italic>K. cochlearis</italic> (18%) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Evenness increased over time when other rotifer species become more abundant and reached the maximum at the end of the experiment (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) with the greatest contribution of <italic>K. cochliaris</italic> (48%) followed by <italic>Brachionous</italic> (18%) and an 8% contribution of <italic>K. quadrata</italic>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Zooplankton community evenness for each treatment over time. The dashed blue line at DOY 211 indicates salt addition.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-861297-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Proportional abundance of taxa on DOY 211, 217, 229 and 241 of the experiment for all salinity treatments. Taxa under 5% abundance are excluded for simplicity. Note that DOY 211 is before salt was added to the treatments and is included to show similarity in community at the start of the experiment.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-861297-g003.tif"/>
</fig>
<p>In the 5.5 psu salinity treatment evenness was initially low and heavily dominated by <italic>K. quadrata</italic> (74%) and <italic>K. cochliaris</italic> (19%) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). A steady increase in evenness was observed until the end of the experiment with a reduction in the dominance of <italic>K. quadrata</italic> (10%) and increase in dominance of <italic>B. longirostris</italic> (36%).</p>
<p>In the 7.5 psu salinity treatment, there was initially low evenness in the community dominated by <italic>K. quadrata</italic> (73%) and <italic>K. cochliaris</italic> (21%) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Rapid increase of zooplankton evenness in the third week of the experiment was related to the dominance shift towards <italic>B. longirostris</italic> (40%) and <italic>E. affinis</italic> (16%). At the end of the experiment the 7.5 psu treatment was comprised of <italic>B. longirostris</italic> (31%), <italic>K. cochliaris</italic> (21%), <italic>Euchlanis</italic> (18%), and <italic>K. quadrata</italic> (10%).</p>
<p>In the 9.5 psu salinity treatment, evenness was initially low. The community was dominated by <italic>K. quadrata</italic> (68%) and <italic>K. cochlearis</italic> (24%) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Evenness rapidly increased in the first two weeks with a reduction in dominance of <italic>K. quadrata</italic> (39%) and an increase in <italic>B. longirostris</italic> (25%), <italic>E. affinis</italic> (14%), <italic>Keratella testudo</italic> (10%) and <italic>A. tonsa</italic> (9%). At the end of the experiment, evenness decreased again after dominance shift to <italic>B. longirostris</italic> (56%), followed by <italic>K. cochliaris</italic> (24%) and <italic>E. affinis</italic> (13%).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Our results imply that changing salinity will lead to a re-organisation of the zooplankton community structure (evenness and community composition). Salinity change had a direct impact on zooplankton evenness and caused a dominance shift from rotifers to cladocerans and later to copepods in high salinity treatments (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). No such shift was observed in low salinity mesocosms, suggesting that rotifers will dominate zooplankton communities in low salinity environments in the future, such as with declining salinity of the Baltic Sea. Rotifers make up a significant proportion of the mesozooplankton community (<xref ref-type="bibr" rid="B70">Telesh and Heerkloss, 2002</xref>), are mostly found in freshwater environments and are generally intolerant to salinity increase (<xref ref-type="bibr" rid="B62">Sarma et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B42">Medeiros et&#xa0;al., 2010</xref>). <xref ref-type="bibr" rid="B31">Jansson et&#xa0;al. (2020)</xref> reported that rotifer abundance has been increasing in the Baltic Sea since the 1960s, but this increase was linked to warming and eutrophication and not declining salinity. This may have been due to the relatively narrow salinity range (5.2-6.4 psu) where their study was conducted (Gulf of Riga). In contrast, our experiment, which simulated future salinity change scenarios (<xref ref-type="bibr" rid="B44">Meier et&#xa0;al., 2012</xref>), confirms that rotifers are directly affected by salinity change (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) and dominate in low salinities, accounting for 82% of the community composition (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<p>In contrast to the lowest salinity treatment (3.5 psu), where different rotifer species dominated zooplankton community during the whole experimental period, in the higher salinity treatments (7.5 and 9.5 psu) rotifers were outcompeted by cladocerans and copepods (<italic>B. longirostris</italic> and <italic>E. affinis</italic>, <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Hence, we see a reduction in zooplankton evenness at the end of the experiment in 9.5 psu salinity treatment when some zooplankton groups are reduced or lost (e.g. <italic>K. quadrata</italic>, <italic>K. testudo and Brachionus)</italic> the shift is complete and the majority of the community is dominated by <italic>B. longirostris</italic> (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). In the 7.5 psu salinity treatment the same shift in dominance was found as in 9.5 psu, but it took longer to reach a cladoceran-dominated community (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). <italic>B. longirostris</italic> has been found to adapt to a wide range of salinities (<xref ref-type="bibr" rid="B32">Jeppesen et&#xa0;al., 1994</xref>; <xref ref-type="bibr" rid="B16">Deasley et&#xa0;al., 2012</xref>), thus it was able to outcompete rotifers in 7.5 and 9.5 psu treatments. However, as filter feeders, cladocerans can be negatively affected by toxic cyanobacteria blooms expected to proliferate with projected freshening and warming of the Baltic Sea (<xref ref-type="bibr" rid="B43">Meier et al., 2011</xref>) promoting rotifer and copepod abundance. Some rotifers were able to persist in high salinities however, namely <italic>K. cochlearis.</italic> This could be due <italic>to K. cochlaris</italic> being able to tolerate fluctuations in salinity (<xref ref-type="bibr" rid="B52">Paturej and Gutkowska, 2015</xref>).</p>
<p>Zooplankton richness increased directly after salt addition in all experimental units, with dominant rotifers suffering and copepods benefiting from the disturbance (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Copepods dominated by <italic>A. tonsa</italic> and <italic>E. affinis</italic> were most abundant in the 9.5 psu salinity treatment. Over the course of the experiment population of <italic>A. tonsa</italic> declined and was replaced by <italic>E. affinis (</italic>
<xref ref-type="supplementary-material" rid="SF1">
<bold>Figure S1</bold>
</xref>, supplementary online material<italic>)</italic>, indicating competitive exclusion, as both species have similar feeding strategies and prey size preferences (<xref ref-type="bibr" rid="B57">Richman et&#xa0;al., 1977</xref>; <xref ref-type="bibr" rid="B18">Engstrom, 2000</xref>). <italic>A. tonsa</italic> exhibit a broad tolerance to salinity, being able to survive salinities as low as 0.5 psu, but with an optimum salinity of between 10 and 20 psu (<xref ref-type="bibr" rid="B13">Cervetto et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B12">Calliari et&#xa0;al., 2006</xref>). <italic>E. affinis</italic>, which is generally regarded as a brackish species (<xref ref-type="bibr" rid="B34">Lee and Petersen, 2003</xref>), has salinity optimum of 10 psu (<xref ref-type="bibr" rid="B33">Karlsson et&#xa0;al., 2018</xref>), which is close to our highest salinity treatment and therefore may be better adapted to this salinity range than <italic>A. tonsa.</italic>
</p>
<p>An alternative reason for the increased abundance of <italic>E. affinis</italic> found in high salinities could be a potential hormetic response to salt addition whereby, in rapidly producing more nauplii, the population of <italic>E. affinis</italic> is able to adapt to stressful conditions by guaranteeing the survival of at least a few individuals. Further evidence of this is given by an increase in juvenile and adult copepods found in the second week of the experiment, suggesting the nauplii produced in the first week were able to survive the high salinity environment. A hormetic response is when an environmental stressor (e.g. toxins, herbicides) stimulates an adaptive response that increases the resistance of the organism to a level of stress (<xref ref-type="bibr" rid="B10">Calabrese et&#xa0;al., 2007</xref>). This phenomenon has been studied elsewhere in nature (<xref ref-type="bibr" rid="B11">Calabrese and Baldwin, 1998</xref>; <xref ref-type="bibr" rid="B5">Beckers et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B2">Alyokhin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B74">Vargas-Hernandez et&#xa0;al., 2017</xref>).</p>
<p>In intermediate salinities (5.5 and 7.5 psu) copepods were outcompeted by cladocerans, which reflects their different salinity optima, copepods preferring marine and cladocerans freshwater conditions (<xref ref-type="bibr" rid="B66">Sommer and Sommer, 2006</xref>). In the lowest salinity treatment (3.5 psu), rotifer abundance did not affect the population dynamics of cladocerans or copepods (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), with groups tracking the pattern of food availability without apparent competition. This result has also been found elsewhere: a study by <xref ref-type="bibr" rid="B39">MacIsaac and Gilbert (1989)</xref> showed that a high abundance of rotifers can be maintained in the presence of small cladocerans such as <italic>B. longirostris</italic>. We found that in the 3.5 and 9.5 psu salinity treatments an increase in community evenness over the first two weeks of the experiment (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) corresponded to a reduction in chlorophyll-<italic>a</italic> concentration. Conversely, when evenness declined in those treatments in the third and fourth week, we saw a recovery in chlorophyll-<italic>a</italic> concentration. We suggest this could be due to a more diverse zooplankton community using their resources more efficiently and therefore being able to reduce producer biomass (phytoplankton) more greatly (<xref ref-type="bibr" rid="B17">Duffy, 2002</xref>). In contrast, constant grazing from multiple zooplankton groups keeps phytoplankton concentrations low in the second half of the experiment in the intermediate salinity treatments (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Rotifer dominated communities have also been found to be less efficient in controlling phytoplankton biomass than other zooplankton groups (<xref ref-type="bibr" rid="B30">Jakobsen et&#xa0;al., 2003</xref>), which might be a reason why we observed recovery of phytoplankton biomass (measured as chlorophyll <italic>a</italic> concentration) in low salinity treatments by the end of the experiment (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). This suggests with declining salinity of the Baltic Sea a shift to a rotifer dominated community may lead to less efficient grazing of phytoplankton and the increased risk of intense algal blooms in summer months.</p>
<p>In conclusion, we show that salinity change results in the restructuring of the zooplankton community. In low salinities, the dominance of rotifers throughout the experiment suggests they are most well adapted to freshwater environments, though some brackish species that are able to tolerate fluctuations in salinity (e.g. <italic>A. tonsa</italic> copepods and <italic>B. longirostris</italic> cladocerans) can persist in low abundance. With environments predicted to decline in salinity, such as the Baltic Sea, shifts from marine to brackish conditions will result in reduced food availability and increased resource competition between copepods and cladocerans, benefitting the latter due to their better adaptation to brackish conditions. This will therefore lead to a shift from a community comprised of complex organisms (copepods) to simpler ones (cladocerans and rotifers), potentially strengthening the negative effects of warming and eutrophication on zooplankton (<xref ref-type="bibr" rid="B15">Daufresne et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B31">Jansson et&#xa0;al., 2020</xref>), and consequently altering the functioning of pelagic food web. Although this study focusses on salinity change, in nature environmental variables are rarely acting in isolation to one another. Other stressors such as warming can affect the metabolic activity of zooplankton (<xref ref-type="bibr" rid="B41">Mayor et&#xa0;al., 2015</xref>) and lead to multistressor effects (<xref ref-type="bibr" rid="B68">Souissi et&#xa0;al., 2021</xref>). Trophic interactions may also be affected by salinity change and effects on other trophic levels, especially with regards to toxic cyanobacteria and phytoplankton should be considered in future studies (<xref ref-type="bibr" rid="B75">Viitasalo and Bonsdorff, 2022</xref>).</p>
</sec>
<sec id="s5" 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="s6" sec-type="author-contributions">
<title>Author Contributions</title>
<p>Study conception and design: CH and AL. Data collection: CH. Data analysis and interpretation of results: CH and AL. Draft manuscript preparation: CH and AL. All authors have reviewed and approved the final version of this manuscript.</p>
</sec>
<sec id="s7" 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="s8" 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>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>This research was funded by the Onni Talas Foundation Finland and the University of Helsinki start-up grant of AL. The experimental mesocosm platform is a part of the AQUACOSM (project No 731065) funded by the European Commission EU H2020-INFRAIA.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>We are grateful for the help of students and technicians at Tv&#xe4;rminne Zoological Station that participated in field and laboratory work supporting this publication. Local firefighters are acknowledged for the water transport. </p>
</ack>
<sec id="s10" 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.2022.861297/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2022.861297/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Image_1.tiff" id="SF1" mimetype="image/tiff">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>Zooplankton abundance with salinity treatment over time for all zooplankton groups. Rare species excluded from analysis are not shown. Statistical tests were performed as described in the main text, methods&#xa0;section.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table_1.pdf" id="ST1" mimetype="application/pdf"/>
</sec>
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