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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2023.1239801</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Heatwaves hinder mussel invasion by weakening byssus production</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Xu</surname><given-names>Xin</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2397429"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname><given-names>Ke</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname><given-names>Yong</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Deng</surname><given-names>Yuewen</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/508563"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhao</surname><given-names>Liqiang</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1276977"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Fisheries College, Guangdong Ocean University</institution>, <addr-line>Zhanjiang</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Pearl Oyster Research Institute, Guangdong Ocean University</institution>, <addr-line>Zhanjiang</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Guangdong Provincial Key Laboratory of Aquatic Animal Disease Control and Healthy Culture, Guangdong Ocean University</institution>, <addr-line>Zhanjiang</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Linn Hoffmann, University of Otago, New Zealand</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Jose M. F. Babarro, Spanish National Research Council (CSIC), Spain; Jonathan Y. S. Leung, University of Adelaide, Australia; Youji Wang, Shanghai Ocean University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Liqiang Zhao, <email xlink:href="mailto:lzhao@gdou.edu.cn">lzhao@gdou.edu.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>09</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1239801</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Xu, Yang, Liu, Deng and Zhao</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Xu, Yang, Liu, Deng and Zhao</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>Heatwaves and bioinvasion are among the most pressing ecological issues worldwide. The highly invasive South American mussels (<italic>Mytella strigata</italic>) can construct extremely dense byssal mats in intertidal habitats they invade, causing serious threats to local biodiversity and ecosystems. Yet, little is known about whether intensifying heatwaves might facilitate their invasions. Here, we investigated how the byssus production of <italic>M. strigata</italic> responds to heatwaves scenarios that have frequently occurred in recent years in the South China Sea. Compared with those grown at ambient temperature, mussels exposed to simulation heatwaves secreted significantly lowered number, length, and diameter of byssal threads, and exhibited significant impairments in the adhesion of byssus. Differential expressions of key genes involved in byssus production (e.g., foot protein gene, cell apoptosis gene, extracellular matrix-receptor interaction gene, and neuroactive ligand-receptor interaction gene) offered deeper insights into heatwaves-induced physiological changes in byssal gland. These results can provide an improved understanding of responses of mussel byssus production to intensifying heatwaves and take a major leap forward in examining the dispersal of highly invasive species in a rapidly warming ocean.</p>
</abstract>
<kwd-group>
<kwd>extreme weather events</kwd>
<kwd>climate change</kwd>
<kwd>biological invasion</kwd>
<kwd>byssal threads</kwd>
<kwd><italic>Mytella strigata</italic>
</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="55"/>
<page-count count="11"/>
<word-count count="4509"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Global Change and the Future Ocean</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Climate change has driven the Earth&#x2019;s surface temperatures to increase over the past decades, and simultaneously led to the widespread prevalence of heatwaves (<xref ref-type="bibr" rid="B17">IPCC, 2019</xref>). Specifically, regional extremes of atmospheric temperatures above any historical baseline could be termed heatwaves (<xref ref-type="bibr" rid="B13">Hobday et&#xa0;al., 2016</xref>). Heatwaves are projected to increase the frequency, intensity, and duration (<xref ref-type="bibr" rid="B8">Fr&#xf6;licher et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B32">Perkins-Kirkpatrick and Lewis, 2020</xref>) in current era of unprecedented climate change, and cause devastating ecological consequences and economic losses (<xref ref-type="bibr" rid="B44">Smith et&#xa0;al., 2021</xref>). Intertidal ecosystems are among the most ecologically and economically productive in the world, but are frequently attacked by intensifying heatwaves (<xref ref-type="bibr" rid="B21">Leung et&#xa0;al., 2019</xref>). Atmospheric temperature changes at low tide in the intertidal zone are far more dramatic and extreme than sea surface temperatures (<xref ref-type="bibr" rid="B12">Helmuth et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B10">He et&#xa0;al., 2022</xref>). Organisms inhabiting intertidal habitats are consequently susceptible to intensifying heatwaves (<xref ref-type="bibr" rid="B3">Balogh and Byrne, 2020</xref>; <xref ref-type="bibr" rid="B36">Scanes et&#xa0;al., 2023</xref>). Nevertheless, compared with native organisms in the intertidal ecosystems, the fate of highly invasive organisms frequently attacked by heatwaves has received much less attention (<xref ref-type="bibr" rid="B6">Crespo et&#xa0;al., 2021</xref>), constraining our capability to assess whether extreme weather events like heatwaves might facilitate their invasions.</p>
<p>Biological invasion represents one of the most urgent ecological threats to global biodiversity (<xref ref-type="bibr" rid="B4">Bellard et&#xa0;al., 2017</xref>). Especially, the swiftly spreading invasive mytilid mussels have caused serious fouling issues in intertidal ecosystems worldwide, affecting the local biodiversity, fishery productivity and ecosystem functioning (<xref ref-type="bibr" rid="B1">Amini et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B54">Zhao et&#xa0;al., 2020</xref>). Charru mussels, <italic>Mytella strigata</italic>, native to the Atlantic coast of South America from Venezuela to Argentina, represent one of the most typically invasive fouling mytilid species (<xref ref-type="bibr" rid="B35">Sanpanich and Wells, 2019</xref>). Over the last decade, <italic>M. strigata</italic> has rapidly invaded many Asian countries from the tropical Western Atlantic, such as China, the Philippine, and Singapore (<xref ref-type="bibr" rid="B30">Mediodia et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B26">Lim et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B29">Ma et&#xa0;al., 2022</xref>). In the intertidal zone, <italic>M. strigata</italic> can form dense mussel beds by adhering to various substrates and conspecifics (as shown in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>), preventing almost all other epifauna and infauna from surviving and reducing the area of suitable habitats for motile organisms (<xref ref-type="bibr" rid="B47">Wangkulangkul et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B49">Xu et&#xa0;al., 2023b</xref>). The strong attachment of byssus to the substratum is the key in sustaining the rapid invasion and fouling of mytilid mussels (<xref ref-type="bibr" rid="B24">Li et&#xa0;al., 2018</xref>). Under the context of climate change, consequently, gaining a better understanding of responses of mussel byssus production to extreme weather events such as heatwaves is critical for mussel invasion assessment.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Bioinvasion of <italic>Mytella strigata</italic> in intertidal ecosystems in the South China Sea, and schematic illustrating the structure of byssus. <bold>(A)</bold> Newly observed mussel invasion in the intertidal zone of Zhangjiang bay. <bold>(B)</bold> Construction of extremely dense byssal mats. <bold>(C)</bold> Byssus building from <italic>M. strigata</italic>. <bold>(D)</bold> Foot proteins and polyphenol oxidase in the byssus of <italic>M. strigata</italic>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1239801-g001.tif"/>
</fig>
<p>Mussel byssus is an exogenous attachment structure, which is composed of byssal thread and adhesive plaque and secreted by byssal gland, as schematically illustrated in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>. Several proteins synthesized in byssal glands have been identified for byssus formation. For example, Mfp-1 (mussel foot protein-1) is mostly located over the first layer of the byssal thread, Mfp2-4 involved in adhesive plaque attachment, and the precursor collagen known for the building of the byssal framework (<xref ref-type="bibr" rid="B27">Lin et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B20">Lee et&#xa0;al., 2011</xref>). Element such as Zn<sup>2+</sup>, Fe<sup>3+</sup>, Ca<sup>2+</sup>, Al<sup>3+</sup> can cross-link with foot proteins through polyphenol oxidase, and play major roles in maintaining the structure and mechanical properties (ductility and rigidity) of byssus (<xref ref-type="bibr" rid="B55">Zhao and Waite, 2006</xref>; <xref ref-type="bibr" rid="B24">Li et&#xa0;al., 2018</xref>). At the molecular aspect of biological organization, differential expressions of genes in byssal glands can affect the quality and efficiency of byssus production (<xref ref-type="bibr" rid="B23">Li et&#xa0;al., 2017</xref>). Ample evidence suggests that the strength of byssus attachment could be dependent on environmental conditions, including food availability, seawater temperature, salinity and acidity (e.g., <xref ref-type="bibr" rid="B31">O&#x2019;Donnell et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B37">Schmitt et&#xa0;al., 2015a</xref>; <xref ref-type="bibr" rid="B23">Li et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B41">Shang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B14">Huang et&#xa0;al., 2022</xref>). Nevertheless, to our knowledge, very little research has been focused on how extreme weather events, especially heatwaves, affect the byssus production of highly invasive mytilid mussels.</p>
<p>The current study aimed at obtaining a deeper understanding of how intensifying heatwaves affect the byssus production of the highly invasive mussel <italic>M. strigata</italic> that has rapidly invaded the intertidal ecosystems of the South China Sea. Considering the remarkable physiological capacity of <italic>M. strigata</italic> to cope with heatwaves (<xref ref-type="bibr" rid="B48">Xu et&#xa0;al., 2023a</xref>), it is reasonable to hypothesize that at the individual level of biological organization the ability of <italic>M. strigata</italic> to secrete byssus and attach to the substratum may not be affected by intensifying heatwaves that occur frequently in the South China Sea. It would appear that this species might continue to rapidly invade intertidal ecosystems in an unprecedented climate change era if that were the case.</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>Mussel collection and husbandry</title>
<p>On September 17, 2022, individuals of one-year-old <italic>M. strigata</italic> (shell length: 20 &#xb1; 2&#xa0;mm, shell width 15 &#xb1; 2&#xa0;mm, shell height 41 &#xb1; 3&#xa0;mm, wet weight 5.5 &#xb1; 0.5&#xa0;g) were carefully hand-collected from Zhanjiang Bay intertidal areas in the South China Sea, during low tide. As shown in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>, <italic>M. strigata</italic> has already invaded the bay and constructed extremely dense byssal mats, which are causing serious fouling problems. The density of the mussels at the sampling site was over 6,000 individuals per square meter. Seawater and atmospheric temperatures on the collection day were 27.5&#xb0;C and 32&#xb0;C, respectively, and an immersion-emersion tidal cycle (18 hours/6 hours) was observed. Upon arrival to the laboratory, mussels were separated by carefully cutting off byssal threads with scissors and washed several times with pre-sand-filtered seawater to eliminate any surface dirt. Following, mussels were acclimated in the 30,000-L recirculating aquarium for two weeks. Conditions during acclimation were similar to those recorded at sampling and collection sites. Seawater pH maintained constantly at 8.1, salinity at 32, temperature at 27&#xb0;C, dissolved oxygen concentration above 6.5 mg/L. The aquarium was supplied with <italic>Platymonas</italic> sp. at a density of 20,000cells mL<sup>-1</sup> on a daily basis. Likewise, a daily immersion-emersion cycle of was set at 18 h/6&#xa0;h to mimic natural conditions. No mortality was observed during the period of laboratory acclimation.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Experimental setup</title>
<p>A scenario for the prevalence of heatwaves in the South China Sea during summertime was deliberately simulated to assess impacts on the byssus production of <italic>M. strigata</italic> inhabiting intertidal habitats. Specifically, the average temperature of 32&#xb0;C recorded in Zhanjiang Bay was used as the baseline condition, and stimulated a heatwave scenario with an air temperature regime of 40&#xb0;C during the prevalence of the heatwaves. In the last decade, summer temperatures in the South China Sea have reached 40&#xb0;C with increasing frequency and duration (<xref ref-type="bibr" rid="B52">Zhang et&#xa0;al., 2020</xref>), in line with recent reported regularly announced by the China Meteorological Administration. Therefore, the South China Sea heatwave scenario manipulated in the current study is considered environmentally realistic levels of stress.</p>
<p>After two weeks of laboratory acclimation, as schematically illustrated in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>, a total of 270 specimens were randomly assigned to each group for experimentation. The first group was exposed to ambient temperatures to simulate the baseline and the other group exposed to the simulated scenario of heatwaves manipulated by thermostats. Each experimental system was composed of three exposure replicates, i.e., a total of 45 individuals per replicate. During the experiment and on a daily basis, <italic>M. strigata</italic> were subjected to 6 hours of aerial exposure followed by 18 hours of immersion in the flow-through seawater system. The experiment lasted five days, which corresponds to the average duration of heatwaves in the region (<xref ref-type="bibr" rid="B52">Zhang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B10">He et&#xa0;al., 2022</xref>). Continuous monitoring of seawater and atmospheric temperatures with HOBO temperature data loggers, with the seawater temperature of 27.5 &#xb1; 0.5&#xb0;C during immersion, and atmospheric temperatures of 32 &#xb1; 2&#xb0;C and 40 &#xb1; 0.5&#xb0;C at ambient and heatwaves conditions during emersion, respectively. On the 1st, 3rd, and 5th days of the experimental period, 15 mussels were sampled randomly from each experimental system (i.e., 5 individuals from each replicate) for the analysis of byssus. Specifically, the byssus of each mussel was carefully cut off, and the left valve of the shell was then fixed on the petri dish with a quick-drying glue. Mussels were placed back to the corresponding systems for 24 hours for the re-building of their byssus, and the byssal gland of each mussel were carefully dissected, quick-freeze in liquid nitrogen and keep at -80&#xb0;C for subsequent analysis. Likewise, byssus randomly sampled from a total of 30 individuals in each system were collected at the end of the experiment pending analyses of metal ion content.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Overview of the experimental setup investigating the impact of heatwaves on the byssus attachment of <italic>Mytella strigata</italic>. <bold>(A)</bold> Tidal emersion-immersion cycle of 6 h/18&#xa0;h at the sampling site and the day of collection, and simulation of tidal cycle that mussels experienced daily in the laboratory. <bold>(B)</bold> Scenarios of intensity and duration of atmospheric heatwaves that mussels experienced over a tidal cycle.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1239801-g002.tif"/>
</fig>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Byssus quantitative and qualitative analysis</title>
<p>To evaluate the impact of heatwaves on mussel byssus production, 15 mussels were randomly selected from each experimental system, and the number of byssal threads secreted by each mussel was counted with a stereomicroscope, and the diameter and length of corresponding byssal threads were then measured using an electronic caliper. Since the byssal thread is approximately cylindrical, its volume was calculated from its length and diameter (<xref ref-type="bibr" rid="B54">Zhao et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B49">Xu et&#xa0;al., 2023b</xref>). The ultrastructure of byssal threads and adhesive plaque was observed under electron microscope. The metal ion concentration of byssal threads was measured using an Agilent 7500cx inductively coupled plasma mass spectrometer by adopting methods from <xref ref-type="bibr" rid="B28">Liu et&#xa0;al. (2015)</xref>. To eliminate potential contaminants, the byssal samples were rinsed 3 times with Mili-Q water. They were then dried in sealed containers. Concentrations of zinc (Zn<sup>2+</sup>), iron (Fe<sup>3+</sup>), calcium (Ca<sup>2+</sup>), and aluminum (Al<sup>3+</sup>) which are closely related to the synthesis of foot proteins were measured, and expressed as mg metal&#xb7;g byssus<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="B23">Li et&#xa0;al., 2017</xref>).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Byssal gland biochemical and molecular analysis</title>
<p>The polyphenol oxidase (PPO) activity of the byssal gland was assessed to understand the oxidation state of byssal gland Dopa when heatwaves attacked. The byssal gland of each mussel was dissected carefully from each mussel, and a total of five individuals in each system were randomly selected for biochemical analysis. The PPO activity was determined using a commercial enzyme activity kit bought from Nanjing Jiancheng Institute of Biological Engineering (Nanjing, China) according to the manufacturer&#x2019;s directions.</p>
<p>To evaluate the impact of heatwaves on the gene expression in the byssal gland, four categories of key genes involved in byssus production (foot protein gene, cell apoptosis gene, extracellular matrix-receptor interaction gene, neuroactive ligand-receptor interaction gene) were selected. Gene categories and primer pairs designed with Primer Premier 5 software are displayed in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>. The extraction of total RNA, the preparation of cDNA, and the analysis of quantitative real-time PCR (qRT-PCR) from byssal glands were carried out following the method described in <xref ref-type="bibr" rid="B11">He et&#xa0;al. (2023)</xref>. Specifically, RNA was extracted according to the Trizol manufacturer&#x2019;s directions, RNA concentration of byssal gland was checked by a Thermo Scientific NanoPhotometer spectrophotometer, and RNA integrity of byssal gland was determined by agarose gel electrophoresis. RNA of high quality was chosen for cDNA preparation on ice. The cDNA preparation system contains 4 &#x3bc;L of 5&#xd7; <italic>TransScript</italic> Uni All-in-One SuperMix for qPCR, 1 &#x3bc;L of gDNA Remover, and 15 &#x3bc;L of RNase-free Water and RNA. The 20 &#x3bc;L system was mixed softly, then incubated at 50&#xb0;C for 5&#xa0;min, and heated at 85&#xb0;C for 2&#xa0;min to inactivate <italic>TransScript</italic> Uni RT and gDNA Remover. The system of qRT-PCR reaction consists of 5 &#x3bc;L 2 x <italic>PerfectStart</italic> Green qPCR SuperMix, 0.4 &#x3bc;L upstream primers, 0.4 &#x3bc;L downstream primers, 0.4 &#x3bc;L cDNA, 3.8 &#x3bc;L Nuclease-free Water. The program was set as pre-incubation for 300 seconds at 95&#xb0;C, then 3-step amplification of 45 cycles (95&#xb0;C for 10 sec, 60&#xb0;C for 15 sec, 72&#xb0;C for 10 sec, respectively), and melting was set at 95&#xb0;C for 10 sec, at 65&#xb0;C for 60 sec, and at 95&#xb0;C for 1 sec. Using &#x3b2;-actin as an internal reference gene, the relative expression levels of individual gene was computed by means of the comparative Ct method (2<sup>&#x2212;&#x394;Ct</sup>) (<xref ref-type="bibr" rid="B7">Ding et&#xa0;al., 2018</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Primers sequences used in the quantitative real-time PCR analysis.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Gene name</th>
<th valign="top" align="left">Gene category</th>
<th valign="top" align="left">Primer sequence (5&#x2032; to 3&#x2032;)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Mfp-1</td>
<td valign="top" align="left">byssus protein gene</td>
<td valign="top" align="left">F: CACATGGATTCTTTAAACAAGGGTC<break/>R: GCTACACTTACACCTGCGTTTG</td>
</tr>
<tr>
<td valign="top" align="left">Mfp-2</td>
<td valign="top" align="left">byssus protein gene</td>
<td valign="top" align="left">F: TGGAGCACCTCACAAGTACGAA<break/>R: GCAGACTGTCATGTACTGAATAACC</td>
</tr>
<tr>
<td valign="top" align="left">Mfp-3</td>
<td valign="top" align="left">byssus protein gene</td>
<td valign="top" align="left">F: GAATGGTATTGCTTAGAACGAGATG<break/>A: ACCTTAAAAAGTGATCCTCCATACG</td>
</tr>
<tr>
<td valign="top" align="left">Mfp-4</td>
<td valign="top" align="left">byssus protein gene</td>
<td valign="top" align="left">F: TGTCAGGGAGATAGTGGTGGTC<break/>R: CATCATACTGGCAGTCAAAAGGA</td>
</tr>
<tr>
<td valign="top" align="left">preCol</td>
<td valign="top" align="left">byssus protein gene</td>
<td valign="top" align="left">F: ATGTATTTGCCATTGGAGTCGG<break/>R: GGAGGTGGTGTACTGGGAGGTT</td>
</tr>
<tr>
<td valign="top" align="left">DIAP</td>
<td valign="top" align="left">apoptosis gene</td>
<td valign="top" align="left">F: AAGAACATGCTCGACATTTTGG<break/>R: GAAGAATAATCCTGCCTGTGCTAA</td>
</tr>
<tr>
<td valign="top" align="left">TNFR</td>
<td valign="top" align="left">apoptosis gene</td>
<td valign="top" align="left">F: AGAAAAGTGGAAGAGTGGGAGC<break/>R: TTTAAGTAGAACCTGGTATGCCTGT</td>
</tr>
<tr>
<td valign="top" align="left">Caspase-3</td>
<td valign="top" align="left">apoptosis gene</td>
<td valign="top" align="left">F: CCATTTGTTCGCATTTTGTCTG<break/>R: TTCGGTTCCCACTCTTCTGTTG</td>
</tr>
<tr>
<td valign="top" align="left">Caspase-7</td>
<td valign="top" align="left">apoptosis gene</td>
<td valign="top" align="left">F: GATAACGACTGTTTTGCTTGTGC<break/>R: GTATTGGACTGGAACTTGTAGGCT</td>
</tr>
<tr>
<td valign="top" align="left">Collagen</td>
<td valign="top" align="left">ECM-receptor<break/>interaction gene</td>
<td valign="top" align="left">F: CTTATGCGTCTACTGCAATACGTC<break/>R: TTAGGAAAACCTCTTCGATCACC</td>
</tr>
<tr>
<td valign="top" align="left">Tenascin</td>
<td valign="top" align="left">ECM-receptor<break/>interaction gene</td>
<td valign="top" align="left">F: CTAAAGTGTTTGGTGCTATTGTCG<break/>R: GATCTGGTTTGATTTCTAAGGCTAC</td>
</tr>
<tr>
<td valign="top" align="left">Laminin</td>
<td valign="top" align="left">ECM-receptor<break/>interaction gene</td>
<td valign="top" align="left">F: GTTACACCGGACAAGTTCTTAGACA<break/>R: CTTGTTCTGAGGTTGGGCGATA</td>
</tr>
<tr>
<td valign="top" align="left">GABAA</td>
<td valign="top" align="left">neuroactive ligand-receptor interaction gene</td>
<td valign="top" align="left">F: GAAAGCCCAATCTGTGATGAAGTCT<break/>R: ACCTTCGAGCTGTAAAACCTGA</td>
</tr>
<tr>
<td valign="top" align="left">GRM</td>
<td valign="top" align="left">neuroactive ligand-receptor interaction gene</td>
<td valign="top" align="left">F: AGCGAAACATCAACTTGGACTAG<break/>R: AAACGACAATACCGATCCCCTC</td>
</tr>
<tr>
<td valign="top" align="left">NMUR</td>
<td valign="top" align="left">neuroactive ligand-receptor interaction gene</td>
<td valign="top" align="left">F: CTTGCGCTTTCAGTCATTGGAT<break/>R: ATGTGAATAACAGACGCTGATCCAG</td>
</tr>
<tr>
<td valign="top" align="left">NPFFR</td>
<td valign="top" align="left">neuroactive ligand-receptor interaction gene</td>
<td valign="top" align="left">F: CCAAGTTTCCATTCATTCAAGC<break/>R: CATTCTCAATACGGAGTAAGCGAC</td>
</tr>
<tr>
<td valign="top" align="left">NPYR</td>
<td valign="top" align="left">neuroactive ligand-receptor interaction gene</td>
<td valign="top" align="left">F: GCAAGTTTTCCACTATCAACTCTTC<break/>R: CGGGACTTGCATTATTCTTTGA</td>
</tr>
<tr>
<td valign="top" align="left">GPCR</td>
<td valign="top" align="left">neuroactive ligand-receptor interaction gene</td>
<td valign="top" align="left">F: GCAGTAGCAGTGCAACAACCAA<break/>R: ATGAGGCCGCTTAGCACATTTA</td>
</tr>
<tr>
<td valign="top" align="left">CHRN</td>
<td valign="top" align="left">neuroactive ligand-receptor interaction gene</td>
<td valign="top" align="left">F: CCAAAGAAAACCCGACTGTAAC<break/>R: CCCATTCGTAATCAATCCAAAC</td>
</tr>
<tr>
<td valign="top" align="left">ROC</td>
<td valign="top" align="left">Neuroactive ligand-receptor interaction gene</td>
<td valign="top" align="left">F: ACCCTAACCCTATTCAGTCGGC<break/>R: CCTTCTTCCATTGGTAATGCTTC</td>
</tr>
<tr>
<td valign="top" align="left">&#x3b2;-Actin</td>
<td valign="top" align="left">Reference gene</td>
<td valign="top" align="left">F: CGGTACCACCATGTTCTCAG<break/>R: GACCGGATTCATCGTATTCC</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Statistical analysis</title>
<p>All experiment data were statistically analyzed using the software SPSS 25.0. The F-test and Shapiro-Wilk&#x2019;s test were applied to test the data homogeneity and normality, respectively. A two-way analysis of variance (ANOVA) was performed to assess the impact of heatwaves varying in intensity and duration on the properties (number, length, diameter, volume and elemental concentration) of byssal threads, and the PPO activity of byssal glands. The metal ion concentration of byssal threads was examined by one-way ANOVA at the end of experiment. <italic>p</italic> &lt; 0.05 demonstrates statistically significant differences between treatments.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>As demonstrated in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>, exposure of <italic>M. strigata</italic> to simulated heatwaves significantly affected its byssus production. The duration and intensity of heatwaves, along with their interaction, dramatically affected the number of byssal threads (<italic>p</italic> &lt; 0.05; <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>). On days 3 and 5, mussels stressed by heatwaves secreted significantly smaller amount of byssal threads than those thrive at ambient temperatures (<italic>p</italic> &lt; 0.05). The length of byssal threads was significantly affected by the duration and intensity of simulated heatwaves (<italic>p</italic> &lt; 0.05; <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>), however, no significance interaction was observed between the two factors (<italic>p</italic> &gt; 0.05). In line with results in the number of byssal threads, the duration and intensity of simulated heatwaves and their interaction significantly affected the diameter (<italic>p</italic> &lt; 0.05; <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3C</bold></xref>) and the volume (<italic>p</italic> &lt; 0.05; <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3D</bold></xref>) of byssal threads, in particular with significant impacts mostly pronounced on days 3 and 5 (<italic>p</italic> &lt; 0.05). More specifically, on days 3 and 5, the effect was significant (<italic>p</italic> &lt; 0.05), but there was no effect on day 1 (<italic>p</italic> &gt; 0.05). The interaction between heatwaves intensity and duration indicated that the combination of heatwaves intensity and duration had a significant effect on the number, diameter, and volume of byssal threads.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Impacts of heatwaves on the number <bold>(A)</bold>, length <bold>(B)</bold>, diameter <bold>(C)</bold> and volume <bold>(D)</bold> of byssal threads in <italic>Mytella strigata</italic>. Two-way ANOVA analysis indicates impacts of the intensity and duration of heatwaves on the byssus production, and asterisk denotes statistically significant differences between treatments on the same experimental day.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1239801-g003.tif"/>
</fig>
<p>Under the electron microscope, as shown in <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>, the diameter of byssal threads secreted from heatwaves-stressed mussels (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4A</bold></xref>) was evidently smaller than those formed under ambient temperature (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4B</bold></xref>). Exposure of mussels to simulated heatwaves made adhesive plaque much smaller than those produced by unstressed mussels (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4C, D</bold></xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Electron microscopic observation of the byssal thread and adhesive plaque in <italic>Mytella strigata</italic> grown under ambient and heatwaves conditions. <bold>(A)</bold> Byssal thread under ambient conditions. <bold>(B)</bold> Byssal thread under heatwaves conditions. <bold>(C)</bold> Adhesive plaque under ambient conditions. <bold>(D)</bold> Adhesive plaque under heatwaves conditions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1239801-g004.tif"/>
</fig>
<p>Compared with mussels grown under ambient conditions, concentrations of Zn<sup>2+</sup> and Fe<sup>3+</sup> in byssal threads secreted by heatwaves-stressed mussels were significantly increased (<italic>p</italic> &lt; 0.05; <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>), and total amounts of Ca<sup>2+</sup> and Al<sup>3+</sup> incorporated into byssal threads were significantly decreased (<italic>p</italic> &lt; 0.05; <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Impacts of heatwaves on Zn<sup>2+</sup>, Fe<sup>3+</sup>, Ca<sup>2+</sup>, Al<sup>3+</sup> concentrations of byssal threads in <italic>Mytella strigata</italic>. Significant differences among treatments were indicated by asterisk.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1239801-g005.tif"/>
</fig>
<p>As demonstrated in <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>, when heatwaves attacked, PPO activity in byssal glands was not significantly influenced by the duration and intensity of simulated heatwaves and their interactions (<italic>p</italic> &gt; 0.05).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Impacts of heatwaves on the PPO activity of byssal glands in <italic>Mytella strigata.</italic> Two-way ANOVA analysis indicates impacts of the intensity and duration of heatwaves on the PPO activity.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1239801-g006.tif"/>
</fig>
<p>Relative expression levels of the genes involved byssus production in response to simulated heatwaves were shown in <xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>. Specifically, following exposure to heatwaves, the expression of the foot protein gene Mfp1-3 was up-regulated, but the expressions of genes Mfp-4 and the precursor collagen (PreCol) were down-regulated. Likewise, the expression of cell apoptosis genes increased when heatwaves prevailed. The expressions of extracellular matrix-receptor interaction genes and neuroactive ligand-receptor interaction genes exhibited similar patterns in response to heatwaves, i.e., their levels were consistently down-regulated in heatwaves-stressed mussels.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>The relative expression levels of key genes (foot protein genes, apoptosis genes, extracellular matrix-receptor interaction genes and neuroactive ligand-receptor interaction genes) in byssal glands of <italic>Mytella strigata</italic> grown under ambient and heatwaves conditions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1239801-g007.tif"/>
</fig>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Considering the survival and physiological tolerance of <italic>M. strigata</italic> to heatwaves which have frequently occurred in the South China Sea, as demonstrated in <xref ref-type="bibr" rid="B48">Xu et&#xa0;al. (2023a)</xref>, it is reasonable to hypothesize that <italic>M. strigata</italic> might have already evolved to cope with impacts of heatwaves on the byssus production. Yet, at various biological levels of organization, it is evident that the capacity of <italic>M. strigata</italic> to produce byssus was significantly impaired when subjected to heatwaves, thereby offering no support to our previous hypothesis. Heatwaves are among the most important determinant factors capable of constraining the fate of highly invasive fouling species against the background of climate change (<xref ref-type="bibr" rid="B53">Zhao et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B49">Xu et&#xa0;al., 2023b</xref>), due to their disastrous impacts on organisms and ecosystems (<xref ref-type="bibr" rid="B43">Smale et&#xa0;al., 2019</xref>). In particular, heatwaves can facilitate the introduction and establishment of invasive species by enhancing the habitat disturbance of native species (<xref ref-type="bibr" rid="B9">Griffin, 2016</xref>). To explain these species- and even habitat-specific discrepancies, it is thus imperative to elucidate how heatwaves affect mussel byssus production.</p>
<p>Virtually unaffected activity of the enzyme PPO observed in heatwaves-stressed byssal glands demonstrates that <italic>M. strigata</italic> is likely able to implement compensatory mechanisms to cope with heatwaves. PPO plays a fundamental role in the biosynthesis of byssal thread and adhesion of adhesive plaque, by cross-linking the foot protein Mfp-1 within byssal threads and enhancing the conversion of tyrosine residues into dihydroxyphenylalanine required for adhesion (<xref ref-type="bibr" rid="B42">Silverman and Roberto, 2007</xref>). When exposed to heatwaves, consequently, highly invasive mussels such as <italic>M. strigata</italic> might give priority to prevent the thermal degradation of PPO. This assumption is supported by the maintenance of energy budget for essential physiological processes (<xref ref-type="bibr" rid="B49">Xu et&#xa0;al., 2023b</xref>). In the extensively-cultured mussel <italic>Mytilus coruscus</italic> in the East China Sea, thermal stress manipulated at 4&#xb0;C above mean seawater temperature during summer seasons significantly depressed the PPO activity, and weakened byssus production (<xref ref-type="bibr" rid="B25">Li et&#xa0;al., 2020</xref>). Yet, given the unaffected activity of PPO seen in <italic>M. strigata</italic> subjected to heatwaves, it is reasonable to assume that other physiological processes may be responsible for heatwaves-induced fewer, thinner, and shorter byssal threads and smaller adhesive plaques.</p>
<p>Mussel byssal glands have the ability to absorb metal ions from the surrounding environment through the formation of metal complexes among specific amino acids of the foot protein and heavy metals. In particular, metal ions can participate in the cross-linking of foot protein by interacting with amino acids (cysteine, histidine, etc.), and play an important role in regulating the strength and ductility of byssal threads (<xref ref-type="bibr" rid="B18">Krogsgaard et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B33">Reinecke et&#xa0;al., 2017</xref>). In mussel byssal threads, Ca<sup>2+</sup>, Zn<sup>2+</sup>, Fe<sup>3+</sup> and Al<sup>3+</sup> have been identified as the most abundant elements (<xref ref-type="bibr" rid="B24">Li et&#xa0;al., 2018</xref>). The mechanical property and structural integrity of the byssus are also constrained by the balance between concentrations of foot proteins and metal ions (<xref ref-type="bibr" rid="B39">Seguin-Heine et&#xa0;al., 2014</xref>). In <italic>M. strigata</italic> subjected to heatwaves, concentrations of Zn<sup>2+</sup> and Fe<sup>3+</sup> in mussel byssal threads significantly increased and Ca<sup>2+</sup> and Al<sup>3+</sup> significantly decreased compared with those grown at ambient conditions. Previous studies found that the equilibriums of metal ions in pearl oyster byssal threads were disturbed by ocean acidification, leading to a decrease in byssal thread mechanical properties (<xref ref-type="bibr" rid="B23">Li et&#xa0;al., 2017</xref>). Therefore, these findings indicate that heatwaves may also alter the homeostasis of metal ions in byssal threads, likely affecting the adhesion of byssal threads.</p>
<p>Specifically, Ca<sup>2+</sup> can mediate the coupling of the histidine-rich structural domain of Mfp-4 to the histidine-rich terminus of PreCol, thereby allowing Mfp-4 to function as a macromolecular bifunctional junction (<xref ref-type="bibr" rid="B55">Zhao and Waite, 2006</xref>). Due to the down-regulation of Mfp-4 and PreCol gene expression levels, the content of Mfp-4 and PreCol in byssus decreased, so the Ca<sup>2+</sup> concentration decreased accordingly. Fe<sup>3+</sup> is the main element of byssus adhesion properties (<xref ref-type="bibr" rid="B50">Yap and Tan, 2007</xref>), and mussels pump Fe<sup>3+</sup> through the byssus to enhance the adhesion strength (<xref ref-type="bibr" rid="B40">Sever et&#xa0;al., 2004</xref>). As demonstrated by <xref ref-type="bibr" rid="B16">Hwang et&#xa0;al. (2010)</xref> and <xref ref-type="bibr" rid="B20">Lee et&#xa0;al. (2011)</xref>, Fe<sup>3+</sup> could significantly affect the interaction of Mfp-2 and Mfp-3 by binding to specific amino acid residues and maintaining the core function of the adhesive plaque. Zn<sup>2+</sup> is mainly cross-linked to Mfp-1. In addition, mussels can opportunistically replace Al<sup>3+</sup> with Fe<sup>3+</sup> in the byssal threads (<xref ref-type="bibr" rid="B38">Schmitt et&#xa0;al., 2015b</xref>), and Fe<sup>3+</sup> can replace Al<sup>3+</sup> to maintain the stiffness and hardness of the byssus. These observations may lend further support to significant changes of Ca<sup>2+</sup>, Zn<sup>2+</sup>, Fe<sup>3+</sup> and Al<sup>3+</sup> concentrations in the byssal threads.</p>
<p>The expressions of genes involved in byssus production provide further insights into impacts of heatwaves at lowered levels of biological organization. Expressions of four categories of genes (foot protein gene, cell apoptosis gene, extracellular matrix-receptor interaction gene, and neuroactive ligand-receptor interaction gene) in byssal glands demonstrate that changes in the quantity and quality of byssus may be caused by changes in the physiology of byssal glands. Caspases play a key role in the apoptotic pathway (<xref ref-type="bibr" rid="B5">Creagh et&#xa0;al., 2003</xref>). Caspase-3 and Caspase-9 genes are activated in oysters subjected to ocean acidification thus triggering apoptosis (<xref ref-type="bibr" rid="B19">Kvitt et&#xa0;al., 2015</xref>), and these studies suggest a close link between apoptosis and environmental stress. Following exposure to heatwaves, the expression levels of Caspase-3 and Caspase-7 genes were significantly increased, indicating that byssal glands of <italic>M. strigata</italic> may be affected by heatwaves by triggering the apoptosis process. In addition, the response of byssus production to heatwaves can be explained in energetic terms. Adaptation and stress tolerance in bivalves are limited by energy balance (<xref ref-type="bibr" rid="B45">Sokolova et&#xa0;al., 2012</xref>). Byssus production is extremely energy intensive, accounting for 2% to 10% to nearly 50% of the daily energy budget (<xref ref-type="bibr" rid="B34">Roberts et&#xa0;al., 2021</xref>). Therefore, when apoptosis occurs in the organism, more energy may be preferentially allocated to maintain fitness-related functions (<xref ref-type="bibr" rid="B22">Leung et&#xa0;al., 2020</xref>), leading to a decrease in byssus production. The findings are consistent with <xref ref-type="bibr" rid="B45">Sokolova et&#xa0;al. (2012)</xref>&#x2019;s metabolic principles of stress response.</p>
<p>The impact of heatwaves on the byssus production of <italic>M. strigata</italic> was also reflected in the down-regulated expression of extracellular matrix-receptor interaction genes and neuroactive ligand-receptor interaction genes. The level of expression of extracellular matrix-receptor interaction genes can affect muscle performance of byssal glands (<xref ref-type="bibr" rid="B23">Li et&#xa0;al., 2017</xref>). The extracellular matrix, a mixture of structural and functional macromolecules such as tenascin, laminin and collagen (<xref ref-type="bibr" rid="B15">Humphrey et&#xa0;al., 2014</xref>), is essential for tissue structural integrity and plays a critical role in controlling adhesion. The down-regulation of collagen, tenascin and laminin gene expression levels reflects the lower expression of genes encoding these macromolecules in mussels, which may affect the motility of the byssal gland and thus lead to reduced byssus production, as byssal gland extension is a prerequisite for byssus production. (<xref ref-type="bibr" rid="B51">Yu et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B2">Andrade et&#xa0;al., 2015</xref>). Behavioral changes in organisms are regulated by the nervous system, which has recently received more attention (<xref ref-type="bibr" rid="B46">Wang and Wang, 2020</xref>). Expression levels of multiple nerve-related genes in byssal glands of <italic>M. strigata</italic> were down-regulated following exposure to heatwaves, suggesting that heatwaves can induce mussel nervous system dysfunction, which may in turn change the behavior of byssal glands. However, the specific mechanisms involved are still poorly understood and deserve further investigation.</p>
</sec>
<sec id="s5" sec-type="conclusion">
<label>5</label>
<title>Conclusion</title>
<p>The present study demonstrates that heatwaves can have negative impacts on byssus production of highly invasive mussels <italic>M. strigata</italic>. These impacts can be manifested at various biological levels of organization. From the individual appearance, the heatwaves led to the decline of the byssus production and quality (length, diameter and volume of byssal threads); from the physiological level, the heatwaves disturbed the metal ion content of the byssal threads, affecting the cross-linking interaction between the byssus protein and the metal ion, reducing movement and impairing physiology of byssal glands, thereby affecting energy allocation of the body; at the molecular level, the heatwaves caused changes in the expression of multiple genes in the byssal glands. However, given the survival and physiological tolerance of <italic>M. strigata</italic> to heatwaves, it is imperative to elucidate how mussels may likely allocate the energy budget to essential physiological processes and fitness-related functions when heatwaves attacked. As we enter an era of unprecedented climate change, such information is crucial for linking extreme weather events and biological invasions.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>XX: methodology, investigation &amp; writing-Original draft preparation. KY: methodology &amp; investigation. YL: methodology. YD: investigation. LZ: conceptualization, methodology, investigation &amp; writing-original draft preparation. 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>The present study has been made possible by grants from the Department of Education of Guangdong Province (2020KTSCX050 and 2022ZDZX4012), the China Scholarship Council (NO. 2023-21), the National Science Foundation of China (42076121, M-0163, 42211530423), the Guangdong Zhujiang Talents Program (2021QN02H665), and the program for Scientific Research Start-up Funds of Guangdong Ocean University.</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'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>
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