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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ecol. Evol.</journal-id>
<journal-title>Frontiers in Ecology and Evolution</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ecol. Evol.</abbrev-journal-title>
<issn pub-type="epub">2296-701X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2025.1528335</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ecology and Evolution</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Coastal aquaculture ponds represent a notable source of the blooming jellyfish <italic>Aurelia coerulea</italic>
</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Lei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Sun</surname>
<given-names>Tingting</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/752577"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Jiang</surname>
<given-names>Huichao</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Wenjing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Jianlong</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ma</surname>
<given-names>Yuanqing</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1626034"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Jianmin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/540908"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Dong</surname>
<given-names>Zhijun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/545599"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Muping Coastal Environment Research Station, Yantai Institute of Coastal Zone Research, Chinese Academy of Sciences</institution>, <addr-line>Yantai, Shandong</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>University of Chinese Academy of Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Observation and Research Station of Laizhou Bay Marine Ecosystem, Ministry of Natural Resources (MNR), and Shandong Key Laboratory of Marine Ecological Restoration</institution>, <addr-line>Yantai, Shandong</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Shandong Marine Resource and Environment Research Institute</institution>, <addr-line>Yantai, Shandong</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Wei Wang, Ocean University of China, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Zhenming Lv, Zhejiang Ocean University, China</p>
<p>Scott James Morrissey, James Cook University, Australia</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Huichao Jiang, <email xlink:href="mailto:jianghuichao2008@163.com">jianghuichao2008@163.com</email>; Zhijun Dong, <email xlink:href="mailto:zjdong@yic.ac.cn">zjdong@yic.ac.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>02</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1528335</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>01</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Wang, Sun, Jiang, Zhang, He, Ma, Zhao and Dong</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Wang, Sun, Jiang, Zhang, He, Ma, Zhao and Dong</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>The frequent occurrence of <italic>Aurelia coerulea</italic> medusae in coastal waters poses a serious threat to power plants and fisheries, emphasizing the importance of early jellyfish bloom detection. Owing to the complex life cycle of jellyfish and the limitations of traditional survey methods, identifying the natural habitat of early stage jellyfish, especially polyps and ephyrae, is challenging. In this study, we aimed to identify the early habitats <italic>A. coerulea</italic> using environmental DNA (eDNA) metabarcoding technology to predict the sources of blooms. We successfully detected <italic>A. coerulea</italic> in a temperate bay (Laizhou Bay, LZB) and nearby aquaculture ponds (Dongying, DY) in March, when medusae were absent, revealing the habitats and distributions of the early stages of bloom-causing jellyfish. The relative abundance of blooming <italic>A. coerulea</italic> in the DY aquaculture ponds was significantly higher than that in the LZB. Our results suggest that coastal aquaculture ponds, as natural habitats for <italic>A. coerulea</italic> polyps and ephyrae, are an important source of <italic>A. coerulea</italic> medusa aggregates in the surrounding coastal waters. These findings suggest that jellyfish management strategies can be focused on aquaculture ponds, allowing for the source-based prevention and control of blooms before they cause damage.</p>
</abstract>
<kwd-group>
<kwd>jellyfish blooms</kwd>
<kwd>
<italic>Aurelia coerulea</italic>
</kwd>
<kwd>aquaculture ponds</kwd>
<kwd>eDNA metabarcoding</kwd>
<kwd>source control</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="36"/>
<page-count count="7"/>
<word-count count="2791"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Population, Community, and Ecosystem Dynamics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>
<italic>Aurelia</italic> spp., the most common bloom-causing scyphozoan jellyfish, are widely distributed in harbors, lakes, and coastal waters worldwide (<xref ref-type="bibr" rid="B18">Lucas, 2001</xref>; <xref ref-type="bibr" rid="B6">Dong, 2019</xref>), disrupting ecological balance and threatening local power plants, fisheries, and aquaculture (<xref ref-type="bibr" rid="B25">Purcell et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B6">Dong, 2019</xref>). Climate change, coastal eutrophication, overfishing, and artificial construction have been proposed as important contributors to <italic>Aurelia</italic> spp. blooms (<xref ref-type="bibr" rid="B7">Dong et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B11">Duarte et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B6">Dong, 2019</xref>).</p>
<p>
<italic>Aurelia</italic> spp. has a metagenetic life cycle comprising a benthic, asexual polyp and a pelagic, sexual medusa. As polyps can rapidly multiply through asexual reproduction, leading to an increased adult population, they are crucial for regulating the formation of blooms (<xref ref-type="bibr" rid="B19">Lucas et&#xa0;al., 2012</xref>). Previous studies on the population dynamics of <italic>Aurelia coerulea</italic> in Chinese coastal waters have shown that medusae appear primarily in summer and autumn (<xref ref-type="bibr" rid="B8">Dong et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B34">Wang and Sun, 2015</xref>). However, the distribution and population dynamics of polyps and ephyrae are difficult to monitor because of their cryptic morphology and habitats, which are often overlooked by traditional survey methods. This poses a considerable challenge for reliably predicting and controlling <italic>A. coerulea</italic> blooms (<xref ref-type="bibr" rid="B5">Ceh and Riascos, 2017</xref>), highlighting the urgent need to track the natural habitats of <italic>A. coerulea</italic> during its early life stages.</p>
<p>Environmental DNA (eDNA) metabarcoding is an emerging method that uses environmental samples, such as water and sediments, to investigate biodiversity and biomass (<xref ref-type="bibr" rid="B2">Berry et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B28">Ruppert et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B29">Skelton et&#xa0;al., 2022</xref>). Recently, this technique has been used for studies on invasive species detection (<xref ref-type="bibr" rid="B27">Roux et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B30">Thomas et&#xa0;al., 2020</xref>), pollution prediction (<xref ref-type="bibr" rid="B16">Li et&#xa0;al., 2018</xref>), dietary and trophic investigations (<xref ref-type="bibr" rid="B36">Yoon et&#xa0;al., 2017</xref>), and species distribution (<xref ref-type="bibr" rid="B31">Timmers et&#xa0;al., 2022</xref>). In addition, the high detection rate and sensitivity of eDNA detection assays demonstrate their applicability in investigations of jellyfish diversity and spatial distribution (<xref ref-type="bibr" rid="B1">Ames et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B21">Morrissey et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B24">Peng et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B35">Ye et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B22">Morrissey et&#xa0;al., 2024a</xref>, <xref ref-type="bibr" rid="B23">b</xref>). For example, eDNA techniques demonstrated that <italic>A. coerulea</italic> has a vertical distribution pattern in the Bohai Sea (<xref ref-type="bibr" rid="B35">Ye et&#xa0;al., 2024</xref>) and that <italic>A. coerulea</italic> aggregations were most likely to occur at the inner bottom region of Yantai Sishili Bay (<xref ref-type="bibr" rid="B24">Peng et&#xa0;al., 2023</xref>). Moreover, eDNA has been used to investigate potential polyp habitats and to detect polyps when medusae are absent (<xref ref-type="bibr" rid="B22">Morrissey et&#xa0;al., 2024a</xref>, <xref ref-type="bibr" rid="B23">b</xref>).</p>
<p>Laizhou Bay, situated in the Bohai Sea of China, is characterized by its coastal areas, which support sea cucumber <italic>Apostichopus japonicus</italic> aquaculture. A previous study showed that artificial reef structures in <italic>A. japonicus</italic> culture ponds, such as plastic sunshade nets, triangular tiles, cage substrates, and hollow bricks, provide appropriate substrates for the settlement and proliferation of <italic>A. coerulea</italic> polyps (<xref ref-type="bibr" rid="B10">Dong et&#xa0;al., 2018</xref>). Therefore, we propose that <italic>A. japonicus</italic> culture ponds may act as nursery grounds for <italic>A. coerulea</italic>, potentially representing a source of jellyfish blooms in Chinese coastal waters. In this study, we aimed to elucidate the occurrence and distribution of the bloom-causing jellyfish <italic>A. coerulea</italic> during its early life stages. Accordingly, we utilized eDNA metabarcoding based on the mitochondrial cytochrome oxidase subunit I (COI) gene to identified the presence of <italic>A. coerulea</italic> in seawater samples from aquaculture ponds and adjacent areas in Laizhou Bay during March, before blooming medusae appear. This research offers an effective method for identifying the origins of jellyfish blooms and provides a foundation for enhancing strategies to prevent and manage <italic>A. coerulea</italic> blooms.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Field sampling</title>
<p>The investigation was conducted in March 2024 at 57 sampling stations in aquaculture ponds and surrounding seawater in Laizhou Bay, including 24 stations in Laizhou Bay (LZB1&#x2013;24) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>) and 33 ponds from four aquaculture areas in Dongying (DY1-1&#x2013;7, DY2-1&#x2013;9, DY3-1&#x2013;9, and DY4-1&#x2013;7) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). Surface and bottom seawater samples were collected at stations with depths greater than 5&#xa0;m in the LZB, whereas only surface seawater was collected at other stations and in aquaculture ponds (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). One liter (LZB) or 0.5 liter (DY) of seawater was filtered through a 0.7 &#x3bc;m GF/F membrane (Whatman, Maidstone, UK) immediately after collection and then preserved in 2 mL sterile cryopreservation tubes (Beyotime, Shanghai, China). Less water was used for DY than LZB samples due to the challenges associated with filtering seawater samples collected from aquaculture ponds. The membrane samples were frozen in liquid nitrogen and stored at &#x2013;80&#xb0;C. Before sampling at different locations and water layers, all devices used for sample collection and filtration were sterilized with 10% bleach solution and washed at least three times with Milli-Q water. To track possible contamination during sample collection, negative controls were established by collecting 1 L/0.5 L distilled water at each station. Seawater temperature was measured <italic>in situ</italic> using an EXO2 Multiparameter Sonde (YSI, Yellow Springs, OH, USA).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Sampling locations in Laizhou Bay [LZB, <bold>(A)</bold>] and Dongying aquaculture ponds [DY, <bold>(B)</bold>]. Bubbles indicate the number of reads obtained for <italic>Aurelia coelurea</italic>, where the number of reads obtained from samples collected in the DY pond is multiplied by 2 to represent equal sample sizes (1 L).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-13-1528335-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Sample processing and sequencing</title>
<p>eDNA from seawater samples (<italic>n</italic> = 70) and negative controls (<italic>n</italic> = 57) was extracted following the procedure for the Qiagen DNeasy Blood &amp; Tissue Kit (Qiagen, Hilden, Germany). The concentration and purity of DNA were evaluated using the NanoDrop ND-2000C spectrophotometer (NanoDrop Technologies, USA), and the integrity was determined through 2% (w/v) agarose gel electrophoresis. After extraction, eDNA was dissolved in 80 &#xb5;L of AE buffer and stored at &#x2013;20&#xb0;C. Polymerase Chain Reaction (PCR) was performed using the mitochondrial COI universal metazoan primers (mlCOIintF 5&#xb4;-GGWACWGGWTGAACWGTWTAYCCYCC-3&#xb4; and jgHCO2198 5&#xb4;-TAIACYTCIGGRTGICCRAARAAYCA-3&#xb4;; <xref ref-type="bibr" rid="B15">Leray et&#xa0;al., 2013</xref>). Each PCR reaction was made up to 20 &#x3bc;L containing: 4 &#xb5;L 5&#xd7; FastPfu Buffer, 2 &#xb5;L 2.5 mM dNTPs, 0.4 &#xb5;L FastPfu Polymerase, 0.8&#xd7; 2 &#xb5;L primers (5 &#xb5;M), 0.2 &#xb5;L BSA, 2 &#xb5;L eDNA template, and 9.8 &#xb5;L double-distilled H<sub>2</sub>O. Thermocycler conditions were as follows: initial denaturation at 95&#xb0;C for 3&#xa0;min; 37 cycles of 95&#xb0;C for 30 s, 60&#xb0;C for 30 s, and 72&#xb0;C for 45 s; and a final extension at 72&#xb0;C for 10&#xa0;min. PCR products were analyzed using 2% (w/v) agarose gel electrophoresis and recovered using an AxyPrep DNA gel recovery kit (Axygen, Silicon Valley, USA). After normalization to equimolar amounts using the QuantiFluorTM-ST Blue Fluorescence Quantification System (Promega, Madison, WI, USA), paired-end sequencing (2 &#xd7; 300 bp) was performed using an Illumina MiSeq platform at Majorbio Bio-Pharm Technology Co., Ltd. (Shanghai, China).</p>
<p>The paired-end sequences were assembled using FLASH (version 1.2.11) (<xref ref-type="bibr" rid="B20">Mago&#x10d; and Salzberg, 2011</xref>), and the merged sequences were controlled and filtered using QIIME v 1.9.1 to obtain high-quality clean reads (<xref ref-type="bibr" rid="B4">Caporaso et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B3">Bokulich et&#xa0;al., 2013</xref>). The quality-filtered sequences were clustered over a 97% similarity threshold into OTUs (operational taxonomic units). Chimeras were removed during clustering using UCHIME (<xref ref-type="bibr" rid="B12">Edgar et&#xa0;al., 2011</xref>). Representative sequences for each OTU were annotated using the NT database (Nucleotide Sequence Database, v20210917) in the NCBI database based on BLAST (e-value = 1e<sup>&#x2212;5</sup>). All the samples were rarefied to the sequence number corresponding to the sample with the fewest sequences. Only OTUs classified as metazoans were retained (unclassified OTUs were removed). The sample featuring the fewest sequence count was employed as a reference, and subsequently, the sequence counts of all the other samples were randomly standardized to conform to this number, thereby generating normalized data.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Data processing and statistical analysis</title>
<p>Maps of the LZB and DY sampling stations were visualized using the Ocean Data View software (Reiner Schlitzer, Alfred Wegener Institute, Bremerhaven, Germany). Unclassified and classified Viridiplantae, fungal, bacterial, and eukaryotic reads were removed, and only OTUs annotated as metazoans were retained. To reduce falsity, more than five reads of the species detected in each sample were required. Mann&#x2013;Whitney <italic>U</italic> tests were used to examine the relative abundance of <italic>A. coerulea</italic> between the LZB and DY collection stations. GraphPad Prism (version 8, San Diego, CA, USA) was used for statistical analyses, and statistical significance was set at <italic>P</italic> &lt; 0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>During the sampling in March 2024, seawater temperatures ranged from 4.4&#xb0;C to 10.1&#xb0;C (mean &#xb1; SD = 6.6 &#xb1; 1.8&#xb0;C; <italic>n</italic> = 24) at LZB stations and from 8.2&#xb0;C to 11.7&#xb0;C (mean &#xb1; SD = 10.1 &#xb1; 1.2&#xb0;C; <italic>n</italic> = 33) in DY aquaculture ponds.</p>
<p>Seventy amplicon libraries were successfully constructed from seawater samples collected in the LZB (<italic>n</italic> = 37) and the surrounding DY aquaculture ponds (<italic>n</italic> = 33). No amplification of metazoan DNA was detected in the negative controls. A total of 303,289 metazoan sequences remained across all samples after quality control, which were taxonomically identified as 158 species. Twelve phyla were detected, with the top four in terms of species richness being Arthropoda (55.70%; 88 species), Cnidaria (13.92%; 22 species), Annelida (6.96%; 11 species), and Chordata (6.33%; 10 species) (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S1</bold>
</xref>).</p>
<p>A total of 17 species were classified as jellyfish, covering two classes (Hydrozoa and Scyphozoa), seven orders, 13 families, and 15 genera (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Table S1</bold>
</xref>). Overall, Leptothecata (five species), Anthoathecata (four species), and Siphonophorae (three species) were the three most abundant orders in terms of species count (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Table S1</bold>
</xref>). Fifteen species (88.24%) of hydrozoans and two (11.76%) of scyphozoans were identified. Among these, three species (17.65%) were shared between the two regions, three species (17.65%) were exclusively detected in the LZB samples, and 11 species (64.70%) were only detected in the DY aquaculture ponds (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Table S1</bold>
</xref>). Of the jellyfish that were detected, <italic>A. coerulea</italic> had the highest read count detected in both LZB and DY samples (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Table S1</bold>
</xref>).</p>
<p>A total of 3,641 reads of <italic>A. coerulea</italic> were obtained using COI gene amplicon sequencing. The identification percentage of the <italic>A. coerulea</italic> blasted in the NT database was 100.00%, showing reliability. Among the 3,641 reads, only 256 were detected in the eDNA samples extracted from LZB, whereas 2,885 reads were detected in the DY aquaculture ponds. <italic>Aurelia coerulea</italic> was detected in 28 of 33 aquaculture pond samples (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>) but only in 4 of the 24 LZB stations (LZB1, LZB3, LZB6, and LZB16, <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). The detection rate was 84.85% in DY aquaculture ponds, compared to 16.67% in the LZB. Moreover, the relative abundance of <italic>A. coerulea</italic> in coastal aquaculture ponds was significantly higher than that in the LZB (<italic>U</italic> = 113; <italic>P</italic> &lt; 0.01; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The relative abundance of <italic>Aurelia coerulea</italic> polyps between Laizhou Bay (LZB) and Dongying (DY) aquaculture ponds. Mann-Whitney <italic>U</italic> tests, <italic>P</italic> &lt; 0.01; <italic>n</italic> = 24 sampling sites in the LZB, <italic>n</italic> = 33 aquaculture ponds from DY.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-13-1528335-g002.tif"/>
</fig>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>In the present study, we collected seawater samples from the LZB and from DY coastal aquaculture ponds in early spring (March), when <italic>A. coerulea</italic> medusae were absent (<xref ref-type="bibr" rid="B8">Dong et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B13">Feng et&#xa0;al., 2018</xref>). Visual surveys and trawling operations using type II zooplankton nets in LZB also failed to observe or capture <italic>A. coerulea</italic> medusae. Therefore, we revealed the habitats and distribution patterns of <italic>A. coerulea</italic> polyps and ephyrae using eDNA metabarcoding. <italic>Aurelia coerulea</italic> was detected in 84.85% of DY aquaculture ponds, with a significantly higher occurrence frequency in aquaculture ponds than in open coastal seawater. In addition, the relative abundance of <italic>A. coerulea</italic> reads in the DY aquaculture ponds was significantly higher than that in the LZB. This revealed that the early life stages of the blooming jellyfish <italic>A. coerulea</italic> were mainly distributed in the DY aquaculture ponds rather than those in the LZB coastal waters, suggesting that culture ponds are critical natural habitats for <italic>A. coerulea</italic> polyps and ephyrae.</p>
<p>Relatively enclosed culture ponds can provide a stable environment for the settlement of planulae and the reproduction and expansion of <italic>A. coerulea</italic> polyps (<xref ref-type="bibr" rid="B17">Lo et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B25">Purcell et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B9">Dong et&#xa0;al., 2017</xref>, <xref ref-type="bibr" rid="B10">2018</xref>). Previous studies have demonstrated that <italic>A. coerulea</italic> polyps can reproduce prolifically on various artificial substrates such as marina floats and oil rig wrecks in coastal waters (<xref ref-type="bibr" rid="B32">van Walraven et&#xa0;al., 2016</xref>). Similarly, aquaculture ponds offer numerous artificial attachment sites for these polyps (<xref ref-type="bibr" rid="B25">Purcell et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B10">Dong et&#xa0;al., 2018</xref>). For example, the mean percent coverage of <italic>A. coerulea</italic> polyps under plastic sunshade nets and inside substrate cages was more than 40% in <italic>A. japonicus</italic> culture ponds in DY and Qingdao (<xref ref-type="bibr" rid="B10">Dong et&#xa0;al., 2018</xref>). In addition, the relatively gentle water flow in the ponds decreased the time required for <italic>A. coerulea</italic> planulae to settle (<xref ref-type="bibr" rid="B10">Dong et&#xa0;al., 2018</xref>). Furthermore, the risk of predation for polyps and ephyrae in ponds is greatly reduced compared to that in the wild. Consequently, a substantial population of <italic>A. coerulea</italic> polyps may proliferate in nearshore aquaculture environments, contributing to later blooms. This finding is further corroborated by the detection of <italic>A. coerulea</italic> in 84.85% of aquaculture pool samples through eDNA metabarcoding, underscoring the validity of this technique for elucidating the distribution of jellyfish during early life stages.</p>
<p>Water exchange in culture ponds and currents flowing in nearshore waters play important roles in the transport and aggregation of ephyrae, thus promoting jellyfish blooms. Water outlets and inlets create critical conditions for the exchange of <italic>A. coerulea</italic> ephyrae between aquaculture ponds and coastal waters (<xref ref-type="bibr" rid="B10">Dong et&#xa0;al., 2018</xref>). Covering these areas with nylon nets can prevent the escape of farmed organisms (sea cucumbers and shrimp) and the entry of potential predators, but does not prevent the spread of <italic>A. coerulea</italic> ephyrae or planulae. Furthermore, as ambient temperatures reach 3.9&#xb0;C, strobilation is induced, and ephyrae begin to be released into the ocean at 7&#xb0;C (<xref ref-type="bibr" rid="B13">Feng et&#xa0;al., 2018</xref>). Therefore, ephyrae may have already reached the LZB from the DY coastal aquaculture ponds by the time of our sampling in early spring. Since ephyrae are regarded as weak swimmers (<xref ref-type="bibr" rid="B33">von Montfort et&#xa0;al., 2023</xref>), nearshore currents play a significant role in accelerating the spread of ephyrae. Therefore, the substantial quantities of ephyrae released into offshore aquaculture ponds may serve as an important source of <italic>A. coerulea</italic> medusa aggregation in the surrounding coastal waters.</p>
<p>Polyps and ephyrae serve as sources of <italic>A. coerulea</italic> outbreaks; thus, tracing their origins and distribution is crucial for predicting their population dynamics and controlling blooms before they cause damage. Chemical, physical, and biological techniques have been used to control the early life stages of jellyfish. <xref ref-type="bibr" rid="B9">Dong et&#xa0;al. (2017)</xref> found that tea saponins effectively eradicate <italic>A. coerulea</italic> ephyrae and polyps in sea cucumber aquaculture ponds. In addition, high-pressure water cannons and manual eradication have been shown to be effective for polyp removal. In future research, jellyfish control strategies that focus on source management should be reinforced.</p>
<p>eDNA technology has proven to be a valuable tool for studying the field distribution characteristics of jellyfish (including scyphozoans and cubozoans) at different life stages (<xref ref-type="bibr" rid="B14">Gaynor et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B23">Morrissey et&#xa0;al., 2024b</xref>). For example, <xref ref-type="bibr" rid="B14">Gaynor et&#xa0;al. (2017)</xref> used eDNA technology to reveal the spatial and temporal disparities in the distribution of free-swimming early stage <italic>Chrysaora quinquecirrha</italic> in Barnegat Bay, on the Atlantic Coast. When medusae were absent in winter, <italic>Chironex fleckeri</italic> polyps were detected through eDNA metabarcoding technology and served as a basis for investigating potential polyp habitats (<xref ref-type="bibr" rid="B23">Morrissey et&#xa0;al., 2024b</xref>). Therefore, in this study, eDNA metabarcoding was used to compare the occurrence and distribution of the early life stages of <italic>A. coerulea</italic> in the LZB and nearshore aquaculture ponds in March 2023. The relative abundance of <italic>A. coerulea</italic> eDNA in the DY aquaculture ponds was significantly higher than that in the LZB. Therefore, coastal aquaculture ponds likely represent a notable source of <italic>A. coerulea</italic> blooms. These findings provide evidence that eDNA can serve as an effective tool for detecting the origins and distribution of jellyfish, thereby establishing a foundation for enhanced prevention and control strategies targeting the sources of <italic>A. coerulea</italic> outbreaks.</p>
<p>eDNA metabarcoding technology effectively demonstrated that coastal aquaculture ponds represent a notable source of <italic>A. coerulea</italic> blooms. However, due to the variability of DNA density and gene copy number in tissues, limitations exist in calculating the relative abundance of jellyfish based on read counts. Furthermore, the relationship between organismal abundance and eDNA concentrations is influenced by biotic and abiotic factors (<xref ref-type="bibr" rid="B26">Rourke et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B23">Morrissey et&#xa0;al., 2024b</xref>). Consequently, implementing a variety of disparate methods to comprehensively analyze the wild distribution patterns of jellyfish is required to compensate for the limitations of single analysis techniques.</p>
</sec>
</body>
<back>
<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>LW: Conceptualization, Investigation, Project administration, Writing &#x2013; review &amp; editing. TS: Data curation, Formal analysis, Methodology, Writing &#x2013; original draft. HJ: Writing &#x2013; review &amp; editing, Investigation. WZ: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. JH: Writing &#x2013; review &amp; editing. YM: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft. JZ: Writing &#x2013; review &amp; editing. ZD: Conceptualization, Project administration, Supervision, Writing &#x2013; review &amp; editing, Resources, Writing &#x2013; original draft, Investigation.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by grants from the National Key Research and Development Program of China (2023YFC3108200), the Key Project of the NSFC-Shandong Joint Fund (U2106208), Observation and Research Station of Laizhou Bay Marine Ecosystem, MNR, and Shandong Key Laboratory of Marine Ecological Restoration (SAL202403), the Taishan Scholars Program (tsqn202211263), and Natural Science Foundation of Shandong (ZR2024QD282).</p>
</sec>
<sec id="s8" 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 constructed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s9" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</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/fevo.2025.1528335/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fevo.2025.1528335/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SF1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>Total species from twelve metazoan phyla.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet1.docx" id="SF2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document">
<label>Supplementary Table&#xa0;1</label>
<caption>
<p>Total abundance of 17 jellyfish species. LZB, Laizhou Bay; DY, Dongying.</p>
</caption>
</supplementary-material>
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