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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2023.1069593</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The combined effects of filter-feeding bivalves (<italic>Cristaria plicata</italic>) and submerged macrophytes (<italic>Hydrilla verticillate</italic>) on phytoplankton assemblages in nutrient-enriched freshwater mesocosms</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Du</surname>
<given-names>Xue</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1564865"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Song</surname>
<given-names>Dan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1619529"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Huibo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Jingshuang</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Hui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1620328"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Huo</surname>
<given-names>Tangbin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1619566"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Key Laboratory of Aquatic Organism Protection and Ecological Restoration in Cold Waters, Heilongjiang River Fisheries Research Institute, Chinese Academy of Fishery Sciences</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Heilongjiang River Basin Fisheries Ecology Observation and Research Station of Heilongjiang Province</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Jilin Chagan Lake National Nature Reserve Administration</institution>, <addr-line>Songyuan</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Eric Marechal, UMR5168 Laboratoire de Physiologie Cellulaire Vegetale (LPCV), France</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Tian Xie, Beijing Normal University, China; Lijuan Ren, Jinan University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Tangbin Huo, <email xlink:href="mailto:tbhuo@163.com">tbhuo@163.com</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Marine and Freshwater Plants, a section of the journal Frontiers in Plant Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1069593</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Du, Song, Wang, Yang, Liu and Huo</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Du, Song, Wang, Yang, Liu and Huo</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>Freshwater ecosystems are threatened by eutrophication, which causes persistent and harmful algal blooms. Filter-feeding bivalve mollusks and submerged macrophytes (SMs) alleviate the eutrophication effects by inhibiting phytoplankton biomass blooms. However, very little is known about whether and how the combined manipulation of filter-feeding bivalves and SMs control eutrophication and influence phytoplankton assemblages. Here, we performed a nutrient-enriched freshwater mesocosm experiment to assess the combined effects of the filter-feeding bivalve <italic>Cristaria plicata</italic>, a cockscomb pearl mussel, and the macrophyte <italic>Hydrilla verticillate</italic> on the biomass and composition of phytoplankton assemblages. We found that addition of <italic>C. plicata</italic> and <italic>H. verticillate</italic> decreased the water nutrient concentrations and suppressed overall phytoplankton biomass. Further, distinct differences in taxa between restoration and control treatments were observed and noticeably competitive exclusion of cyanobacteria in the restoration treatments occurred. An antagonistic interaction between filter-feeding bivalves and SMs was only detected for total cyanobacteria biomass demonstrating that a larger magnitude of SM restoration may override the effect of filter-feeding bivalves. Our results suggest that manipulation, through the addition of bivalves as grazers, associated with the restoration of SMs, is an efficient approach for reducing cyanobacterial blooms and alleviating eutrophication.</p>
</abstract>
<kwd-group>
<kwd>biomanipulation</kwd>
<kwd>control of cyanobacteria</kwd>
<kwd>eutrophication</kwd>
<kwd>filer-feeding bivalves</kwd>
<kwd>submerged macrophytes</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="99"/>
<page-count count="11"/>
<word-count count="5076"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Eutrophication of freshwater ecosystems, driven primarily by over enrichment of nitrogen (N) and phosphorus (P) (<xref ref-type="bibr" rid="B21">Carpenter et&#xa0;al., 1998</xref>), is a serious threat to water quality, biodiversity and other key ecosystem functions (<xref ref-type="bibr" rid="B81">Smith et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B26">Cook et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B56">Liu et&#xa0;al., 2021</xref>). Nutrient enrichment promotes the appearance and persistence of harmful algal blooms (<xref ref-type="bibr" rid="B39">Heisler et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B25">Conley et&#xa0;al., 2009</xref>) and the decline of submerged macrophytes (SMs) (<xref ref-type="bibr" rid="B95">Zhang et&#xa0;al., 2017</xref>), altering the food web structure (<xref ref-type="bibr" rid="B31">Fujibayashi et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B17">Briland et&#xa0;al., 2020</xref>). Occurrences of eutrophication are expected to increase with climate and land-use changes (<xref ref-type="bibr" rid="B48">Jeppesen et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B12">Bergstr&#xf6;m and Karlsson, 2019</xref>; <xref ref-type="bibr" rid="B54">Le Moal et&#xa0;al., 2019</xref>), inducing regime switches from a macrophyte&#x2010;dominated clear state to phytoplankton&#x2010;dominated turbid state (<xref ref-type="bibr" rid="B49">Jeppesen et&#xa0;al., 2007a</xref>). Considering that human activity is the primary cause of the eutrophication, it is crucial to reduce anthropogenic contributions to aquatic ecosystems and to find effective approaches to control cyanobacterial blooms that usually dominate eutrophic waterbodies.</p>
<p>The restoration of SMs is considered a crucial measure for the rehabilitation of shallow eutrophic lakes (<xref ref-type="bibr" rid="B58">Liu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B55">Li et&#xa0;al., 2021a</xref>), as SMs display certain functional traits, that they use to stabilize the clear-water state (<xref ref-type="bibr" rid="B68">Puijalon et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B85">Su et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B70">Rao et&#xa0;al., 2020</xref>). For example, SMs could suppress algal growth by competing for light and nutrients (<xref ref-type="bibr" rid="B60">L&#xfc;rling et&#xa0;al., 2006</xref>), producing algae-inhibiting allelochemicals to interfere the photosynthetic activities (<xref ref-type="bibr" rid="B99">Zhu et&#xa0;al., 2010</xref>) and change other physiological and biochemical processes (<xref ref-type="bibr" rid="B98">Zhu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B41">He et&#xa0;al., 2023</xref>), and providing grazing zooplankton with a daytime refuge against fish predation (<xref ref-type="bibr" rid="B19">Burks et&#xa0;al., 2001</xref>). In addition, SMs can facilitate nutrient uptake from the water column and sediment (<xref ref-type="bibr" rid="B77">Sand-Jensen and Borum, 1991</xref>) and reduce sediment resuspension (<xref ref-type="bibr" rid="B43">Horppila and Nurminen, 2003</xref>). Earlier studies involving small-scale experiments (<xref ref-type="bibr" rid="B9">Barrow et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B2">Amorim and Moura, 2020</xref>) and natural aquatic ecosystems (<xref ref-type="bibr" rid="B22">Chao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B66">Peng et&#xa0;al., 2022</xref>) have repeatedly reported that the restoration of SMs decreases the phytoplankton abundance and increases water clarity. Thus, usage of SMs is a prospective tool for the elimination of algal blooms (<xref ref-type="bibr" rid="B47">Jeppesen et&#xa0;al., 2007b</xref>). The submerged macrophyte restoration is, therefore, expected to prevent or mitigate the expansion of cyanobacterial blooms.</p>
<p>Another restoration technique to improve water quality is the biomanipulation of filter-feeding freshwater animals, such as mussels; however, its effectiveness remains debatable. For example, grazing studies involving filter-feeding mussels, such as zebra mussels and triangle sail mussels, in Europe and China demonstrated that they can efficiently consume pelagic algae and detritus (e.g. <xref ref-type="bibr" rid="B61">MacIsaac et&#xa0;al., 1992</xref>; <xref ref-type="bibr" rid="B33">Gao et&#xa0;al., 2017</xref>). Further, mussels, as grazers, can reduce or even prevent algal blooms (<xref ref-type="bibr" rid="B36">Gulati et&#xa0;al., 2008</xref>). Furthermore, <xref ref-type="bibr" rid="B92">Wu and Culver (1991)</xref> found abundant zebra mussels in Lake Erie, and noticed that filter-feeding <italic>Daphnia</italic> were able to reduce edible algal density and enhance water transparency. Interestingly, some mussels display food selectivity and avoid consuming cyanobacteria resulting in dominance of cyanobacteria over other forms (<xref ref-type="bibr" rid="B45">Hwang et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B24">Colvin et&#xa0;al., 2015</xref>). Contrary to <xref ref-type="bibr" rid="B45">Hwang et&#xa0;al. (2004)</xref> and <xref ref-type="bibr" rid="B6">Baker et&#xa0;al. (1998)</xref>; <xref ref-type="bibr" rid="B24">Colvin et&#xa0;al. (2015)</xref> reported that the invasion of zebra mussels led to a decline in <italic>Microcystis</italic> biomass in the Hudson River.</p>
<p>Numerous combined technologies for controlling lake eutrophication have been developed, demonstrating that the combined effect of the two technologies was better than the technology alone. For example, the combination of large herbivorous zooplankton and submerged macrophytes proved to be more efficient at controlling the biomass of cyanobacteria (<xref ref-type="bibr" rid="B2">Amorim and Moura, 2020</xref>). In addition, the successful restoration of submersed macrophytes improved the water quality in a eutrophic lake after the removal of common carp (<xref ref-type="bibr" rid="B51">Knopik and Newman, 2018</xref>). Despite recent advances on biological restoration methods related to eutrophication, little is known about whether and how the combined manipulation of filter-feeding bivalves and SMs control eutrophication and influence phytoplankton assemblages. Given the complexities of climatically, thermally, ecologically, and hydrologically induced change in natural lakes (<xref ref-type="bibr" rid="B72">Richardson et&#xa0;al., 2019</xref>), mesocosm studies have been heralded as a useful means to investigate the effects of multiple factors under manipulated or controlled environmental conditions while supporting realistic levels of biocomplexity (<xref ref-type="bibr" rid="B84">Stewart et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B30">Fordham, 2015</xref>).</p>
<p>In this study, we designed a 32-day nutrient-enriched freshwater mesocosm experiment to explore the potential interactions between the filter-feeding bivalves and SMs and their impact on the biomass and composition of phytoplankton assemblages. We reasoned that categorizing cyanobacteria based on the adaptations to avoid predation (e.g. colonial and filamentous cyanobacteria) may lead to greater insights into the combined effects of filter-feeding bivalves and SMs on the restoration of eutrophic water bodies. We hypothesized that: (i) biomanipulation <italic>via</italic> addition of filter-feeding bivalves and restoration of submerged macrophyte, under nutrient enrichment, will likely affect phytoplankton assemblages and control the growth of cyanobacteria; (ii) the interactive effects are likely to be superior to either alone for controlling eutrophication.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Material and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study site and experimental design</title>
<p>The outdoor mesocosm experiment was conducted between 25 June and 27 July 2021 in 16 cylindrical polyethylene mesocosms on land &#x2013; at the Chagan Lake Observation and Research Station near Chagan Lake (45.25&#xb0;N, 124.28&#xb0;E). The mesocosms had a diameter of 1 m and a constant water depth of 1.2 m; they contained 0.2 m sediment and 780 L of unfiltered water collected from Chagan Lake (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Chagan Lake is a shallow eutrophic freshwater lake (mean depth: 2.5 m) in a catchment area dominant by agricultural lands and grasslands and has relatively high allochthonous inputs of nutrients (especially nitrogen and phosphorus) through precipitation and surface run-off (<xref ref-type="bibr" rid="B57">Liu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B29">Du et&#xa0;al., 2022</xref>). Nitrogen and phosphorus, as dissolved mixtures of sodium nitrate (NaNO<sub>3</sub>) and potassium dihydrogen phosphate (KH<sub>2</sub>PO<sub>4</sub>), respectively, were added daily to each mesocosm to equate to a nutrient load of 36 &#x3bc;g/L and 5 &#x3bc;g/L, which adhered to the Redfield ratio (<xref ref-type="bibr" rid="B71">Redfield, 1958</xref>). The walls of the mesocosms were scrubbed daily to prevent periphyton growth. During the experiment period, evaporation losses from the mesocosms were replaced with unfiltered lake water when not compensated for by rainfall.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Experimental mesocosms used in our study at the Chagan Lake Observation and Research Station.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1069593-g001.tif"/>
</fig>
<p>The experiment had a factorial design (2 x 2) to evaluate of the effects bivalves, macrophytes, and their interaction, on water nutrient concentrations and phytoplankton assemblages in mesocosms. <italic>Cristaria plicata</italic> was chosen as the filter-feeding bivalve in our mesocosms as it is an excellent cleaner of suspended particles (<xref ref-type="bibr" rid="B93">Yu et&#xa0;al., 2020</xref>), and <italic>Hydrilla verticillate</italic>, was used as the macrophyte owing to its allelopathic effects on phytoplankton (<xref ref-type="bibr" rid="B34">Gao et&#xa0;al., 2015</xref>) and nutrient removal capability (<xref ref-type="bibr" rid="B59">Li et&#xa0;al., 2021b</xref>). Three treatments (bivalve: <italic>C. plicata</italic> alone; macrophyte: <italic>H. verticillate</italic> alone; bivalve + macrophyte: <italic>C. plicata</italic> and <italic>H. verticillate</italic> together) and a control (both species absent), each one with four replicates, were randomly assigned to the mesocosms and all received a common nutrient loading over the entire experiment. The bivalve, macrophyte, and bivalve + macrophyte treatments have been proposed as strategies for mitigating eutrophication for many temperate shallow lakes, and consequently, served as the restoration treatments (<xref ref-type="bibr" rid="B74">S&#xf8;ndergaard et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B96">Zhang et&#xa0;al., 2014</xref>). We added two <italic>C. plicata</italic> with a biomass of 413.8 &#xb1; 13.6 standard error (<italic>S.E.</italic>) g/m<sup>2</sup> to the bivalve treatment mesocosms. <italic>C. plicata</italic> were hung with string bags, 30 cm above the sediment surface. Individual <italic>H. verticillate</italic> samples were purchased from a commercial nursery. At the beginning of the experiment, the average stem length of <italic>H. verticillate</italic> was 34 &#xb1; 0.8 <italic>S.E.</italic> cm and they were bundled together in groups of five to eight and weighted down in the sediment to encourage root growth. The total wet weight of macrophytes within each mesocosm was 650 &#xb1; 10.3 <italic>S.E.</italic> g L<sup>-1</sup>.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Sample collection and analysis</title>
<p>Samples of water nutrients and chlorophyll <italic>a</italic> concentrations were collected at the beginning of the experiment (day 0) and on day 4, 8, 12, 16, 20, 24, 28, and 32. The water samples were collected with a tube sampler at two different depths (surface and 5 cm above the sediment), from which subsamples were taken for water nutrients and phytoplankton analysis. We determined concentrations of total phosphorus (TP), phosphate (PO<sub>4</sub>-P), total nitrogen (TN), ammonia nitrogen (NH<sub>4</sub>-N), nitrate nitrogen (NO<sub>3</sub>-N) and nitrite nitrogen (NO<sub>2</sub>-N) using standard methods (<xref ref-type="bibr" rid="B4">American Public Health Association, 1992</xref>). Chlorophyll <italic>a</italic> (as a proxy of total phytoplankton biomass) concentrations determined spectrophotometrically from matter retained on Whatman GF/C glass microfiber filters after cold ethanol extraction in darkness (<xref ref-type="bibr" rid="B50">Jespersen and Christoffersen, 1987</xref>).</p>
<p>To characterize the phytoplankton assemblage composition, we collected phytoplankton from all enclosures. Phytoplankton sampling was done at the beginning (day 0) and at the end of the experiment (day 32). A subsample of the mixed tube sample water was immediately fixed with Lugol&#x2019;s solution. All samples were analyzed using a Sedgewick-Rafter counting chamber and an inverted microscope (RVL-100-G, ECHO, San Diego, California, USA). At least 500 natural units were enumerated and identified to the genus level (<xref ref-type="bibr" rid="B44">Hu and Wei, 2006</xref>). Cell volumes of each phytoplankton taxa were calculated after approximation to the nearest geometric standard solid (<xref ref-type="bibr" rid="B42">Hillebrand et&#xa0;al., 1999</xref>). The biomass estimates were calculated, assuming that the density of the organisms equals that of water (1 mm<sup>3</sup> L<sup>-1</sup> = 1 mg L<sup>-1</sup>) (<xref ref-type="bibr" rid="B90">Wetzel and Likens, 2000</xref>). As chlorophyll <italic>a</italic> (&#x3bc;g/L) measured using the spectrophotometric method and total phytoplankton biomass (mm<sup>3</sup>/L) estimated from microscope counts and measurements were positively correlated (<italic>R<sup>2</sup>
</italic> = 0.82, <italic>p</italic> &lt; 0.001), we used the latter measurement to estimate the biomass of cyanobacteria genera. In the case of cyanobacteria, species were classified into colonies and filaments based on their life form.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Statistical analyses</title>
<p>Prior to analyses, water nutrient and chlorophyll <italic>a</italic> concentration data were natural logarithm-transformed to meet the assumptions of normality and homoscedasticity when necessary. Principal response curve (PRC) method was used to evaluate the time&#x2010;dependent influence of the bivalve (<italic>C. plicata</italic>), submerged macrophyte (<italic>H. verticillate</italic>) and their potential interactions on key water nutrient concentrations in response to nutrient enrichment. The PRC method is a special case of partial redundancy analysis (RDA) and requires repeated observations from multiple time periods in order to represent the deviation in the treatments from the controls over time (<xref ref-type="bibr" rid="B86">Van den Brink and Braak, 1999</xref>; <xref ref-type="bibr" rid="B65">Oksanen et&#xa0;al., 2020</xref>). The statistical significance of the PRC models was tested using the Monte Carlo permutation test (<xref ref-type="bibr" rid="B86">Van den Brink and Braak, 1999</xref>). The PRC analyses displayed an affinity for the different water nutrient (response) variables with the trajectory by giving each variable a quantitative score. In our study, higher scores of water nutrient variables in a restoration treatment group, resulted in more pronounced responses compared with the control treatment during the experiment (<xref ref-type="bibr" rid="B86">Van den Brink and Braak, 1999</xref>). Statistical differences among the control and restoration treatments at the beginning and the end of the experiment were compared using Kruskal-Wallis test. If a significant difference was found, <italic>post hoc</italic> comparisons among treatments were performed using Wilcoxon test.</p>
<p>Subsequently, we investigated the effects of bivalve addition (bivalve), macrophyte addition (macrophyte), and their interaction (bivalve + macrophyte) on phytoplankton biomass (chlorophyll <italic>a</italic> concentration). For chlorophyll <italic>a</italic> concentrations collected multiple times (i.e., on day 0, 4, 8, 12, 16, 20, 24, 28, and 32), we performed a&#xa0;two-way repeated measures ANOVA (RM-ANOVA) using a restricted maximum likelihood (REML) method. If there was a main effect of bivalve, macrophyte, or their interaction, we performed post-hoc analyses on the data under each treatment. If there was a significant (<italic>p</italic> &lt; 0.05) interaction with time, we performed post-hoc analyses on the data within each sampling time.</p>
<p>The shifts in phytoplankton assemblage composition over time and across treatments were evaluated using a multivariate ordination technique: principal coordinate analyses (PCoA). The PCoA was performed using Hellinger-transformed species data (<xref ref-type="bibr" rid="B53">Legendre and Gallagher, 2001</xref>) and a Bray-Curtis dissimilarity matrix. The PCoA was paired with a permutational multivariate analysis of variance (PERMANOVA; <xref ref-type="bibr" rid="B3">Anderson, 2001</xref>; <xref ref-type="bibr" rid="B65">Oksanen et&#xa0;al., 2020</xref>) to test for statistically significant differences in phytoplankton assemblage composition in different treatments with an <italic>F</italic>-type test (999 permutations) using the same dissimilarity matrix (Bray-Curtis) and transformed species data.</p>
<p>The effect of the addition of filter-feeding bivalves and SMs on the biomass of the cyanobacteria genera was tested using a generalised linear mixed-effects model (GLMM; <xref ref-type="bibr" rid="B14">Bolker et al., 2009</xref>; <xref ref-type="bibr" rid="B37">Harrison et&#xa0;al., 2018</xref>) with a normal distribution. In separate analyses, dependent variable were (i) total biomass of cyanobacteria, (ii) biomass of filamentous cyanobacteria, and (iii) biomass colonial cyanobacteria. Models were fitted using bivalve, macrophyte and their interaction as fixed effects. All models included mesocosm identity as a random effect. We reported the GLMM marginal <italic>R<sup>2</sup>
</italic> (<italic>R2 m</italic>) that describes the variance explained by the fixed effects alone, and the conditional <italic>R<sup>2</sup>
</italic> (<italic>R2 C</italic>) that describes the variance explained by both fixed and random effects (<xref ref-type="bibr" rid="B64">Nakagawa and Schielzeth, 2013</xref>).</p>
<p>Statistical analyses were performed using R statistical (version 4.0.3) software (<xref ref-type="bibr" rid="B27">R Core Team, 2020</xref>). The PRC, PCoA and PERMANOVA were performed using the <italic>vegan</italic> package version 2.5-7 (<xref ref-type="bibr" rid="B65">Oksanen et&#xa0;al., 2020</xref>). The RM-ANOVA was performed using the <italic>ez</italic> package version 4.4-0 (<xref ref-type="bibr" rid="B52">Lawrence, 2016</xref>). We conducted GLMM using the <italic>glmmTMB</italic> package version 1.1.3 (<xref ref-type="bibr" rid="B18">Brooks et al., 2017</xref>). The <italic>MuMIn</italic> package version 1.46.0 (<xref ref-type="bibr" rid="B10">Barto&#x144;, 2022</xref>) was used to generate the <italic>R<sup>2</sup>
</italic> value of each model.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Treatment effects on physicochemical parameters</title>
<p>No significant differences were found for the physicochemical parameters among the treatments at the beginning of the experiment (Kruskal-Wallis test: <italic>P</italic> &gt; 0.05; <xref ref-type="supplementary-material" rid="SM1">
<bold>supplementary Table S1</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>). At the end of the experiment, the biomass of <italic>C. plicata</italic> and the total wet weight of macrophyte increased to 450.2 &#xb1; 12.8 standard error (<italic>S.E.</italic>) g/m<sup>2</sup> and 3257.6 &#xb1; 52.9 <italic>S.E.</italic> g L<sup>-1</sup>, respectively. During the experiment, nutrient concentrations in the water shifted in parallel in the restoration treatments (i.e., bivalve, macrophyte and bivalve + macrophyte treatments) relative to the control treatment, with the strongest treatment effects apparent in the bivalve + macrophyte treatment (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). The principal response curves (PRC) revealed that 39.2% of the total variance present in water nutrient concentrations is explained by treatment (Monte Carlo, <italic>P</italic> &lt; 0.001). Nitrogen and phosphorus loading led to increased nutrient concentrations in the control treatment, but the decline in the nitrogen to phosphorus ratio (N: P) of restoration treatments. Total phosphorus, total nitrogen, phosphate and nitrate nitrogen had high positive scores (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>), with the diagram indicating a decrease with the restoration treatment mesocosms. N: P, ammonia nitrogen and nitrite nitrogen had negative scores (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>), meaning treatment-related increases. At the end of the experiment, addition of filter-feeding bivalves and restoration of submerged macrophyte significantly decreased the concentrations of total phosphorus and total nitrogen (<xref ref-type="supplementary-material" rid="SM1">
<bold>supplementary Table S1</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Principal response curves resulting from the analysis of water physicochemical variables. Panel <bold>(A)</bold> represents overall deviation from the control treatment mesocosms (control), for the other restoration treatment mesocosms (bivalve, macrophyte, and bivalve + macrophyte). This is expressed as a canonical coefficient of the first principal component axis (PC1), in comparison with the reference control mesocosms, represented by the zero line. Panel <bold>(B)</bold> shows canonical coefficients for the water physicochemical variables interpreted.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1069593-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Treatment effects on total phytoplankton</title>
<p>The two-way repeated measures ANOVA results revealed that bivalves (<italic>F</italic>
<sub>1, 3</sub> = 118.6, <italic>p</italic> &lt; 0.001), macrophytes (<italic>F</italic>
<sub>1, 3</sub> = 39.7, <italic>p</italic> = 0.008), and their interactions (<italic>F</italic>
<sub>1, 3</sub> = 31.2, <italic>p</italic> = 0.011) had significant effects on phytoplankton biomass. We found a significant decline in chlorophyll <italic>a</italic> concentrations in the bivalve treatment after day 12 (<italic>p</italic> &lt; 0.05), in addition, a significant decline in the bivalve + macrophyte treatment after day 8 (<italic>p</italic> &lt; 0.05). Chlorophyll <italic>a</italic> concentrations markedly increased in the control treatment but decreased in the bivalve, and bivalve + macrophyte treatments (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Chlorophyll <italic>a</italic> concentrations remained at a relatively stable level in macrophyte treatment (<italic>p</italic> &gt; 0.05). At the end of the experiment, restoration mesocosms contained 63.7-91.8% less phytoplankton than those of the control treatment. Our analysis indicated a time-by-bivalve interaction (<italic>F</italic>
<sub>1, 3</sub> = 12.8, <italic>p</italic> = 0.037). After day 16, chlorophyll <italic>a</italic> concentrations were significantly lower in both bivalve and bivalve + macrophyte treatments than those in macrophyte treatment (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Mean values (&#xb1; standard error) of temporal variations of chlorophyll <italic>a</italic> concentrations throughout the experiment for the different treatments.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1069593-g003.tif"/>
</fig>
<p>We found a total of 68 phytoplankton genera throughout the experiment, with representatives from the following classes: Cyanophyceae (14), Bacillariophyceae (14), Chlorophyceae (34), Cryptophyceae (2) and Euglenophyceae (4) (<xref ref-type="supplementary-material" rid="SM1">
<bold>supplementary Table S2</bold>
</xref>). The principal coordinate analysis (PCoA) explained 44.36% of the species composition distribution through the first two axes (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Initially (day 0), no treatments differed significantly in phytoplankton composition (<italic>P</italic> &gt; 0.05; <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), and chlorophytes dominated the phytoplankton assemblage. By the end of the experiment (day 32), the phytoplankton compositions of the restoration treatments were significantly distinguishable from the&#xa0;controls (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Addition of bivalves and/or macrophytes induced significant changes in phytoplankton assemblage structure (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Specifically, filamentous cyanobacteria, such as <italic>Anabaenopsis</italic>, <italic>Aphanizomenon</italic>, and <italic>Phormidium</italic>, and colonial cyanobacteria, such as <italic>Aphanocapsa</italic>, became abundant and dominant in the control treatment., while symmetrical desmids (e.g. <italic>Cosmarium</italic>, <italic>Micrasterias</italic>) tended to increase over time in the macrophyte treatment, and the large diatoms (e.g. <italic>Cymbella, Fragilaria, Thalassiosira</italic>) became dominant in the treatments with the addition of filter-feeding bivalves.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Two-dimensional ordination plots resulting from the principal coordinate analysis on the phytoplankton assemblage composition <bold>(A)</bold> comparing the control and restoration treatments on day 0 <bold>(B)</bold> and day 32 <bold>(C)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1069593-g004.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Pseudo <italic>F</italic>-statistics (above diagonal) and <italic>p</italic> values (below diagonal) for pairwise PERMANOVA tests between the control and restoration treatments on two sampling days (day 0 and day 32). .</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left"/>
<th valign="top" colspan="4" align="center">Day 0</th>
<th valign="top" colspan="4" align="center">Day 32</th>
</tr>
<tr>
<th valign="top" align="center">Control</th>
<th valign="top" align="center">Bivalve</th>
<th valign="top" align="center">Macrophyte</th>
<th valign="top" align="center">Bivalve + macrophyte</th>
<th valign="top" align="center">Control</th>
<th valign="top" align="center">Bivalve</th>
<th valign="top" align="center">Macrophyte</th>
<th valign="top" align="center">Bivalve + macrophyte</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Day 0-control</td>
<td valign="top" align="center">
</td>
<td valign="top" align="center">1.073</td>
<td valign="top" align="center">1.614</td>
<td valign="top" align="center">0.787</td>
<td valign="top" align="center">5.284</td>
<td valign="top" align="center">3.793</td>
<td valign="top" align="center">3.141</td>
<td valign="top" align="center">3.015</td>
</tr>
<tr>
<td valign="top" align="left">Day 0-bivalve</td>
<td valign="top" align="center">0.365</td>
<td valign="top" align="center">
</td>
<td valign="top" align="center">1.547</td>
<td valign="top" align="center">2.297</td>
<td valign="top" align="center">4.716</td>
<td valign="top" align="center">3.694</td>
<td valign="top" align="center">4.568</td>
<td valign="top" align="center">4.582</td>
</tr>
<tr>
<td valign="top" align="left">Day 0-macrophyte</td>
<td valign="top" align="center">0.214</td>
<td valign="top" align="center">0.098</td>
<td valign="top" align="center">
</td>
<td valign="top" align="center">1.228</td>
<td valign="top" align="center">6.404</td>
<td valign="top" align="center">6.029</td>
<td valign="top" align="center">3.763</td>
<td valign="top" align="center">2.835</td>
</tr>
<tr>
<td valign="top" align="left">Day 0-bivalve + macrophyte</td>
<td valign="top" align="center">0.683</td>
<td valign="top" align="center">0.053</td>
<td valign="top" align="center">0.317</td>
<td valign="top" align="center">
</td>
<td valign="top" align="center">5.463</td>
<td valign="top" align="center">3.677</td>
<td valign="top" align="center">2.98</td>
<td valign="top" align="center">2.225</td>
</tr>
<tr>
<td valign="top" align="left">Day 32-control</td>
<td valign="top" align="center">0.029</td>
<td valign="top" align="center">0.037</td>
<td valign="top" align="center">0.033</td>
<td valign="top" align="center">0.034</td>
<td valign="top" align="center">
</td>
<td valign="top" align="center">2.952</td>
<td valign="top" align="center">8.021</td>
<td valign="top" align="center">6.204</td>
</tr>
<tr>
<td valign="top" align="left">Day 32-bivalve</td>
<td valign="top" align="center">0.024</td>
<td valign="top" align="center">0.041</td>
<td valign="top" align="center">0.027</td>
<td valign="top" align="center">0.023</td>
<td valign="top" align="center">0.026</td>
<td valign="top" align="center">
</td>
<td valign="top" align="center">6.926</td>
<td valign="top" align="center">6.471</td>
</tr>
<tr>
<td valign="top" align="left">Day 32-macrophyte</td>
<td valign="top" align="center">0.021</td>
<td valign="top" align="center">0.038</td>
<td valign="top" align="center">0.026</td>
<td valign="top" align="center">0.030</td>
<td valign="top" align="center">0.039</td>
<td valign="top" align="center">0.033</td>
<td valign="top" align="center">
</td>
<td valign="top" align="center">4.265</td>
</tr>
<tr>
<td valign="top" align="left">Day 32-bivalve + macrophyte</td>
<td valign="top" align="center">0.027</td>
<td valign="top" align="center">0.039</td>
<td valign="top" align="center">0.029</td>
<td valign="top" align="center">0.029</td>
<td valign="top" align="center">0.036</td>
<td valign="top" align="center">0.031</td>
<td valign="top" align="center">0.033</td>
<td valign="top" align="center">
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Treatment effects on cyanobacteria</title>
<p>By the end of the experiment, the total biomass of cyanobacteria was explained by a positive interaction between bivalve and macrophyte addition. Bivalve and macrophyte addition, as single restoration approaches, resulted in statistically significantly lower cyanobacteria biomass than in the control mesocosms (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S3</bold>
</xref>). However, in combination, the effects of bivalves and macrophytes partly counterbalanced each other, resulting in a weak antagonistic interaction, where the total biomass of cyanobacteria was higher than the linearly combined (additive) effects of bivalve and macrophyte additions as single restoration techniques. Decreases in filamentous cyanobacteria and colonial cyanobacteria in response to the addition of bivalves and macrophytes as single restoration approaches were similar (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Filamentous cyanobacteria were more sensitive to macrophytes than colonial cyanobacteria, that is, filamentous cyanobacteria biomass decreased more in response to the addition of macrophytes, as single restoration techniques, than the addition of bivalves, while colonial cyanobacteria were more sensitive to bivalves.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Summary (coefficients and <italic>SE</italic>) of a generalized linear mixed-effects model to explain variations in cyanobacteria taxa biomass as a function of bivalve (presence and absence) and macrophyte (presence and absence).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Biomass (&#xb5;g/L)</th>
<th valign="top" align="center">Intercept</th>
<th valign="top" align="center">Bivalve</th>
<th valign="top" align="center">Macrophyte</th>
<th valign="top" align="center">Bivalve &#xd7;Macrophyte</th>
<th valign="top" align="center">
<italic>R2 m</italic>
</th>
<th valign="top" align="center">
<italic>R2 C</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">ln total cyanobacteria</td>
<td valign="top" align="center">
<bold>2.20</bold>
</td>
<td valign="top" align="center">
<bold>-1.34</bold>
</td>
<td valign="top" align="center">
<bold>-2.08</bold>
</td>
<td valign="top" align="center">
<bold>1.04</bold>
</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">0.87</td>
</tr>
<tr>
<td valign="top" align="left">ln filamentous cyanobacteria</td>
<td valign="top" align="center">
<bold>2.18</bold>
</td>
<td valign="top" align="center">
<bold>-1.38</bold>
</td>
<td valign="top" align="center">
<bold>-1.92</bold>
</td>
<td valign="top" align="center">
</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">0.88</td>
</tr>
<tr>
<td valign="top" align="left">ln colonial cyanobacteria</td>
<td valign="top" align="center">
<bold>1.65</bold>
</td>
<td valign="top" align="center">
<bold>-1.42</bold>
</td>
<td valign="top" align="center">
<bold>-1.09</bold>
</td>
<td valign="top" align="center">
</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">0.79</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Significant effects (p &lt; 0.05) are highlighted in bold, and nonsignificant effects are left blank.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The development of SMs is considered as an important restoration strategy in eutrophic shallow lakes. Often restoration experiments do not capture the intricacies related to increased nutrient loading and the amount of filter-feeding animals, instead they primarily focus on assessing the effects of SMs (e.g. <xref ref-type="bibr" rid="B7">Bakker et&#xa0;al., 2013</xref>). The use of an experimental mesocosm approach is important for investigating the complexity observed in the field and to gain a mechanistic understanding about the single and interactive effects of multiple restoration measures (<xref ref-type="bibr" rid="B2">Amorim and Moura, 2020</xref>; <xref ref-type="bibr" rid="B97">Zhang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Boucher-Carrier et&#xa0;al., 2022</xref>). During the loading experiments we noticed that restoration of eutrophic waterbodies by manipulation, i.e., addition of filter-feeding bivalves and SMs, had a marked influence on water quality and algal biomass and community composition.</p>
<p>Our results of TP and TN reduction in the restoration treatments demonstrated that the addition of the filter-feeding bivalve <italic>C. plicata</italic> and the recovery of submerged macrophyte can significantly alleviate eutrophication. Although some species of rooted SMs are sensitive to relatively high nutrients and consequently get suppressed under eutrophic conditions (<xref ref-type="bibr" rid="B75">S&#xf8;ndergaard et&#xa0;al., 2010</xref>), in our study, the use of <italic>H. verticillata</italic> reduced the nutrient levels. As a rooted submerged macrophyte, <italic>H. verticillata</italic> can obtain nutrients from sediments <italic>via</italic> root uptake and from the water column <italic>via</italic> foliar uptake (<xref ref-type="bibr" rid="B8">Barko, 1982</xref>), thus acting as a major nutrient sink. Moreover, filter-feeding bivalves transfer nutrients (especially P) from the water column to the bottom, through excretion as well as biodeposition of faeces and pseudofaeces (<xref ref-type="bibr" rid="B88">Vaughn and Hoellein, 2018</xref>).</p>
<p>As expected, changes in nutrient concentrations and stoichiometry, which were influenced by filter-feeding bivalves and SMs, may have altered the phytoplankton assemblage composition during the mesocosm experiment. In agreement, a previous study observed suppressed Cyanobacterial taxa in lakes under P limitation (<xref ref-type="bibr" rid="B38">Havens et&#xa0;al., 2003</xref>). At the end of the experiment, the relatively high TN: TP ratios in the macrophyte (average of 37: 1) and the bivalve + macrophyte (average of 42: 1) treatments likely led to the competitive exclusion of cyanobacteria. These results concur with a previous study by <xref ref-type="bibr" rid="B80">Smith (1983)</xref> who noticed suppressed cyanobacterial blooms when the TN: TP ratio exceeded 29 to 1. Algae that are incapable of nitrogen fixation are reported to dominate under P-limited conditions (<xref ref-type="bibr" rid="B78">Schindler, 1977</xref>; <xref ref-type="bibr" rid="B1">Amano et&#xa0;al., 2010</xref>).</p>
<p>High aquatic N: P ratios in lakes are reported in agricultural regions (<xref ref-type="bibr" rid="B5">Arbuckle and Downing, 2001</xref>), suggesting that P is the principal production-limiting nutrient. In our study, relatively high TN: TP ratios (&#x2248;29) at the beginning indicated a phosphorus-limitation situation. During the loading experiments addition of N and P close to the Redfield ratio (N: P of 16: 1), relieves nutrient limitation, and promotes a much higher phytoplankton biomass development. Phytoplankton biomass showed a gradual increase under nutrient enrichment (the control treatment). Previous studies have reported a linear relationship between chlorophyll <italic>a</italic> concentration and TP for the lower nutrient ranges (TP &lt; 5&#x2013;100&#xb5;gL<sup>-1</sup>) and asymptotic behavior at higher ranges (TP &gt;100 &#xb5;gL<sup>-1</sup>) (<xref ref-type="bibr" rid="B20">Canfield et al., 1984</xref>; <xref ref-type="bibr" rid="B67">Phillips et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B15">Borics et&#xa0;al., 2013</xref>). Noticeably, at the end of the experiment, TP concentration exceeded 100 &#xb5;gL<sup>-1</sup>, we noticed an increase in phytoplankton biomass with nutrient enrichment, suggesting nutrients control phytoplankton biomass in nutrient&#x2010;rich waters (<xref ref-type="bibr" rid="B72">Richardson et&#xa0;al., 2019</xref>).</p>
<p>Even in a nutrient-enrichment scenario, as expected, responses to the addition of filter-feeding bivalves (<italic>Cristaria plicata</italic>) alone contributed to the decline in cyanobacterial and total phytoplankton biomass. The overall decline in cyanobacterial and phytoplankton biomass in these mesocosm can be explained by the direct grazing impacts of the filter-feeding bivalves (<xref ref-type="bibr" rid="B36">Gulati et&#xa0;al., 2008</xref>). The direct effects of grazing by <italic>C. plicata</italic> led to statistically significant decrease in filamentous or colonial taxa such as the genera <italic>Dolichospermum</italic> (formerly <italic>Anabaena</italic>), <italic>Microcystis</italic>, and <italic>Planktothrix</italic> (<xref ref-type="bibr" rid="B11">Bastviken et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B28">Dionisio Pires et&#xa0;al., 2005</xref>) which usually form harmful algal blooms. These results are in line with previous studies indicating that cyanobacteria are directly grazed by filter-feeding bivalves (<xref ref-type="bibr" rid="B45">Hwang et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B33">Gao et&#xa0;al., 2017</xref>), and support the possibility that addition of filter-feeding bivalves will alleviate algal blooms that are associated with eutrophication. Further, several studies have also shown that filter-feeding bivalves are selective feeders and the filtering rate can vary depending on food particle size and bivalve species. Some functional traits of cyanobacteria, including cell size, life form (e.g. single celled, colonial, or filamentous), nutritional deficiency, and toxin production, can prevent them from being grazed by mussels (<xref ref-type="bibr" rid="B91">White and Sarnelle, 2014</xref>; <xref ref-type="bibr" rid="B13">Boegehold et al., 2019</xref>). For example, <italic>Corbicula fluminea</italic> selectively filtered particles in the range of 0.2&#x2013;2 &#xb5;m (<xref ref-type="bibr" rid="B73">Rong et&#xa0;al., 2021</xref>), <italic>Dreissena Polymorpha</italic> preferred food particles from 5 to 40 &#x3bc;m (<xref ref-type="bibr" rid="B82">Sprung &amp; Rose, 1988</xref>), and <italic>Venerupis corrugatus</italic> filtered out particles of 5 to 13 &#x3bc;m (<xref ref-type="bibr" rid="B83">Stenton-Dozey and Brown, 1992</xref>). Although we did not consider selective grazing effects of <italic>C. plicata</italic> on phytoplankton the composition of phytoplankton assemblages significantly differed between the control and the bivalve treatments at the end of the experiment. This result indicates that once nutrient limitation is alleviated, selective grazing would likely be the main factor affecting the structure of the phytoplankton assemblage. Additionally, the phytoplankton assemblages in the filter-feeding bivalve addition treatments appear to have adaptive responses to selective grazing pressure by <italic>C. plicata</italic>, as larger diatoms (e.g. <italic>Cymbella</italic>, <italic>Fragilaria</italic>, <italic>Thalassiosira</italic>) dominated the phytoplankton assemblages.</p>
<p>SMs can also suppress algal growth <italic>via</italic> allelopathic controls and nutrient competition (<xref ref-type="bibr" rid="B87">van Donk and van de Bund, 2002</xref>; <xref ref-type="bibr" rid="B63">Mohamed, 2017</xref>; <xref ref-type="bibr" rid="B98">Zhu et&#xa0;al., 2021</xref>). However, in our experiments, at the end of the experiment a slight, but not significant increase in overall phytoplankton assemblage biomass (chlorophyll <italic>a</italic>) was noticed in the Macrophyte treatment. The phytoplankton blooms occurred when SMs were absent over the course of the nutrient loading experiment (the control treatment). While phytoplankton biomass initially decreased from day 0 to day 4, it then began to slightly increase until day 32, suggesting that SMs did cause a reduction in phytoplankton biomass. The submerged macrophyte <italic>H. verticillate</italic>, has been reported to produce and release allelochemicals that has inhibitory effects on <italic>Chlorella</italic> cell membrane (<xref ref-type="bibr" rid="B94">Zhang et&#xa0;al., 2012</xref>) and cyanobacteria (<xref ref-type="bibr" rid="B89">Wang et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B32">Gao et&#xa0;al., 2011</xref>). Over 32 days, SMs suppressed overall cyanobacteria biomass (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), concurring with findings from other experimental studies (<xref ref-type="bibr" rid="B60">L&#xfc;rling et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B9">Barrow et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B2">Amorim and Moura, 2020</xref>). Further, factors such as light and nutrient competition likely interacted with allelopathic controls in the mesocosms and led to the competitive exclusion of cyanobacteria.</p>
<p>Although unexpected, we found that filter-feeding bivalves in combination with SMs reduced the biomass of cyanobacteria, and noticeably the effect size of this interaction was less than the sum of their individual effects (i.e., an antagonistic interaction). This result is in line with the widely observed antagonistic interactions in freshwater ecosystems (<xref ref-type="bibr" rid="B46">Jackson et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B79">Segurado et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B40">He et&#xa0;al., 2021</xref>), such as nutrient-pesticide effects on benthic invertebrate richness (<xref ref-type="bibr" rid="B23">Char&#xe1;-Serna et&#xa0;al., 2019</xref>), and fish-shrimp effects on zooplankton biomass (<xref ref-type="bibr" rid="B40">He et&#xa0;al., 2021</xref>). The mechanism for the antagonistic interactions is largely unknown, however, a possible explanation could be the asymmetry of mean effect size. In our study, the larger magnitude of the submerged macrophyte restoration may have overridden the effect of stock filter-feeding bivalves (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), thereby negating its contribution to their net impact on the overall biomass of cyanobacteria (<xref ref-type="bibr" rid="B76">Sala et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B9">Barrow et&#xa0;al., 2019</xref>). An antagonism between filter-feeding bivalves and SMs was only detected for total cyanobacteria. For filamentous or colonial taxa, there was no significant interactive effects; rather filamentous cyanobacteria were more sensitive to macrophytes and colonial cyanobacteria to bivalves. The differential sensitivity of cyanobacterial taxa to different biomanipulation approaches has been noticed previously (<xref ref-type="bibr" rid="B35">Gazulha et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B2">Amorim and Moura, 2020</xref>), the reason being that cyanobacteria are a diverse and morphologically complex group of prokaryotes with different key ecological traits thus eliciting disparate responses (<xref ref-type="bibr" rid="B62">Mantzouki et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B69">Rangel et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>Our first hypothesis that manipulation <italic>via</italic> addition of filter-feeding bivalves and restoration of submerged macrophyte will likely affect phytoplankton assemblages was confirmed, as this manipulation efficiently decreased water nutrient concentrations and the overall phytoplankton biomass. Since, phytoplankton were dominated by symmetrical desmids (e.g., <italic>Cosmarium</italic>, <italic>Micrasterias</italic>) and the large diatoms (e.g., <italic>Cymbella</italic>, <italic>Fragilaria</italic>, <italic>Thalassiosira</italic>) in the restoration treatments, with the competitive exclusion of cyanobacteria, our results also supported that manipulation could control the growth of cyanobacteria. Contrary to the second hypothesis, an antagonism between filter-feeding bivalves and SMs was detected but only for total cyanobacteria, demonstrating that the larger magnitude of the submerged macrophyte restoration may override the effect of stock filter-feeding bivalves. However, we should also noticed that the addition of bivalves combined with SMs was more efficient at decreasing nutrient concentrations than the isolated addition of bivalves, and at controlling total algal biomass than the isolated restoration of SMs. Overall, our results suggest that manipulation, through introduction of the stock of bivalves as grazers, associated with the restoration of SMs, is an efficient approach for reducing cyanobacterial blooms and alleviating eutrophication.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>XD: Conceptualization, Methodology, Investigation, Formal analysis, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Funding acquisition. DS: Conceptualization, Investigation, Formal analysis, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. HW: Investigation. JY: Resources. HL: Writing &#x2013; original draft, Investigation. TH: Funding acquisition. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was financially supported by the National Key Research and Development Program of China (2019YFD0900602 and 2019YFD0900605), National Natural Science Foundation of China (No. 31802298) and the Finance Special Fund of Ministry of Agriculture and Rural Affairs (Fisheries Resources and Environment Survey in the Key Water Areas of Northeast China).</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>
<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/fpls.2023.1069593/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2023.1069593/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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