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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2022.874888</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>Nanostructure and Nanomechanics of <italic>Prorocentrum donghaiense</italic> and Their Changes Under Nitrogen Limitation by Atomic Force Microscopy</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Liyan</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1657614"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yu</surname>
<given-names>Zhiming</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="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>
<uri xlink:href="https://loop.frontiersin.org/people/1164317"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>Jianan</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="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cao</surname>
<given-names>Xihua</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1397239"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Song</surname>
<given-names>Xiuxian</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>CAS Key Laboratory of Marine Ecology and Environmental Sciences, Institute of Oceanology, Chinese Academy of Sciences</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Functional Laboratory of Marine Ecology and Environmental Science, Qingdao National Laboratory for Marine Science and Technology</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Center for Ocean Mega-Science, Chinese Academy of Sciences</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>University of Chinese Academy of Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Gordon T. Taylor, Stony Brook University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Angela Sardo, Stazione Zoologica Anton Dohrn Napoli, Italy; Ke Pan, Shenzhen University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Zhiming Yu, <email xlink:href="mailto:zyu@qdio.ac.cn">zyu@qdio.ac.cn</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Aquatic Microbiology, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>874888</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 He, Yu, Zhu, Cao and Song</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>He, Yu, Zhu, Cao and Song</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>In this paper, atomic force microscopy was employed to study the harmful algal bloom species <italic>Prorocentrum donghaiense</italic> for the first time. Cells were immobilized in pores of polycarbonate membrane to keep moist and to acquire images of <italic>P. donghaiense</italic> at different scales. Typical ultrastructures, such as knob-like spines and valve pores, were observed on cell surfaces. These structures had similar characteristics to those observed on scanning electron microscopy images. Moreover, the height and spacing of typical nanostructure, and nanomechanical parameters such as adhesion and elasticity, were also quantified by AFM. Additionally, the changes in cell surface nanostructure and nanomechanical characteristics under nitrogen limitation were further studied. Compared with the cells under normal culture conditions, the cell surface roughness and adhesion decreased, and the elastic modulus increased for cells under nitrogen limitation. Potential changes in the ability of <italic>P. donghaiense</italic> cells to perform normal physiological functions are reflected by changes in cell surface parameters, including cell surface roughness, cell surface adhesion, and cell surface elasticity. The results of this study reveal how <italic>P. donghaiense</italic> responds to changes in the external environment under approximately physiological conditions from the perspective of changes in cell surface nanostructures and nanomechanical characteristics and provide a new understanding of its cell biology.</p>
</abstract>
<kwd-group>
<kwd>
<italic>Prorocentrum donghaiense</italic>
</kwd>
<kwd>atomic force microscopy</kwd>
<kwd>nanostructure</kwd>
<kwd>nanomechanics</kwd>
<kwd>nitrogen limitation</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="1"/>
<equation-count count="1"/>
<ref-count count="47"/>
<page-count count="12"/>
<word-count count="5143"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>
<italic>Prorocentrum donghaiense</italic> is a common harmful algal bloom species in the coastal waters of China, especially in the East China Sea (<xref ref-type="bibr" rid="B22">Lu et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B10">Gu et&#xa0;al., 2022</xref>). Since 1990, <italic>P. donghaiense</italic> has formed blooms almost every year along the Yangtze River Estuary and offshore of the Zhejiang Province (<xref ref-type="bibr" rid="B22">Lu et&#xa0;al., 2005</xref>). Algal blooms can cover an area of hundreds to thousands of square kilometers and the cell density can be as high as 3.7&#xd7;10<sup>8</sup>cells/L, which seriously affects the health of the ecosystem (<xref ref-type="bibr" rid="B22">Lu et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B20">Lin et&#xa0;al., 2014</xref>). Moreover, in recent years, algal blooms caused by <italic>P. donghaiense</italic> have gradually expanded to Japan, South Korea, and other sea areas, and the scope of influence has further expanded (<xref ref-type="bibr" rid="B33">Shin et&#xa0;al., 2019</xref>). <italic>P. donghaiense</italic> blooms can be regulated by nitrogen (<xref ref-type="bibr" rid="B38">Wang et&#xa0;al., 2020</xref>). Thus, studying the response of <italic>P. donghaiense</italic> cells under nitrogen limitation is of great significance to thoroughly understanding the mechanism of their environmental adaptation. At present, many studies have been carried out on the physiological, biochemical, and molecular biological response of <italic>P. donghaiense</italic> cells under nitrogen limitation (<xref ref-type="bibr" rid="B16">Lai et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B45">Zhang et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B29">Ou et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B43">Zhang et&#xa0;al., 2019</xref>), and these studies revealed its adaptation mechanism from many points of view. However, there is no relevant research on mechanical properties of <italic>P. donghaiense</italic> cells response to nitrogen limitation under approximately physiological conditions.</p>
<p>Surface morphology is an important feature of biological cells. At present, the common high-resolution structure characterization method is scanning electron microscopy, but the sample preparation process is complex, and the method cannot directly observe living cells, so it is difficult to observe the physiological state of cells (<xref ref-type="bibr" rid="B42">Zewail, 2010</xref>). In recent years, an increasing number of studies have used atomic force microscopy to uncover the surface structure and properties of biological cells (<xref ref-type="bibr" rid="B17">Li et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Pasquina-Lemonche et&#xa0;al., 2020</xref>). However, compared with its widespread use and applications in animal cell research, only a few microalgae related studies use atomic force microscopy technology. Atomic force microscopy is more widely used in diatom cell research, including the morphology of silica nanostructures, adsorption characteristics of the mucus layer, physical and mechanical properties of diatom cells (<xref ref-type="bibr" rid="B11">Higgins et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B12">Higgins et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B8">Gebeshuber et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B13">Higgins and Wetherbee, 2019</xref>), and the response of diatoms to environmental changes (<xref ref-type="bibr" rid="B26">Ma et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B27">Ma et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B25">Ma et&#xa0;al., 2021</xref>). Unlike diatoms, flagellated microalgae are rarely studied, which is partly due to the difficulty of cell immobilization. At present, there are also a few reports on the study of green algae by atomic force microscopy regarding understanding its cell wall structure and adsorption characteristics (<xref ref-type="bibr" rid="B5">Eslick et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B31">Pillet et&#xa0;al., 2019</xref>). In addition to the above applications, high-resolution atomic force microscopy is also used to study organelles. With the cyanobacteria model strain <italic>Synechococcus elongatus</italic> PCC 7942 as the research material, high-resolution imaging was performed and its photosynthetic membrane thylakoid membrane, the natural structure and mutual binding mode of photosynthetic complexes on thylakoid membrane were displayed at the nano level, and the light adaptation mechanism of thylakoid membrane structure and function was explained (<xref ref-type="bibr" rid="B46">Zhao et&#xa0;al., 2020</xref>). Atomic force microscopy can be used to characterize the response of cells to the environment under approximately physiological conditions from the ultrastructural and mechanical characteristics of the cell surface to provide a new understanding of cell biology (<xref ref-type="bibr" rid="B24">Lu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B36">Venturelli et&#xa0;al., 2020</xref>).</p>
<p>Previous studies have shown that nitrogen limitation inhibited the growth of <italic>P. donghaiense</italic>, maintained its cell density, chlorophyll <italic>a</italic> content and particulate organic nitrogen content at a low level, and caused the downregulation of proteins involved in photosynthesis, carbon fixation, and protein and lipid synthesis (<xref ref-type="bibr" rid="B45">Zhang et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B29">Ou et&#xa0;al., 2019</xref>). On the basis of previous studies, this paper intends to characterize the surface nanostructure and nanomechanics of <italic>P. donghaiense</italic> cells by atomic force microscopy and to further study their changes under nitrogen limitation to reveal the response of <italic>P. donghaiense</italic> cells to nitrogen limitation from the perspective of cell surface characteristics under approximately physiological conditions, which would provide a basis for further explaining the environmental adaptation mechanism of <italic>P. donghaiense</italic>.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>2 Materials and Methods</title>
<sec id="s2_1">
<title>2.1 Culture of <italic>P. donghaiense</italic>
</title>
<p>
<italic>P. donghaiense</italic> cells in the later stage of exponential growth were centrifuged at 4000&#xa0;g, the excess nutrients on the cell surface were washed off with sterilized seawater three times, and the cells were inoculated into normal f/2 medium with a nitrogen concentration of 883 &#x3bc;M and f/2 medium without a nitrogen source. The container was a 25 cm<sup>2</sup> breathable cell culture flask (Nest), and the initial density was 1&#xd7;10<sup>4</sup> cells/mL. The culture temperature was 20&#xb0;C in a light:dark cycle of 12h:12h with a light intensity of 4000 lux. When the cells grew to the later stage of exponential growth in normal f/2 medium, the samples of the two groups were taken for sample determination.</p>
</sec>
<sec id="s2_2">
<title>2.2 SEM Image Analysis</title>
<p>For each sample, 2&#xa0;ml algal solution was added to the same volume of 4% osmic acid for fixation for 50&#xa0;min, and then algal cells were collected, dehydrated in acetone solutions of different concentrations (10%, 30%, 50%, 70%, 90%, 100%, each concentration for 15&#xa0;min), dried by a CO<sub>2</sub> critical point dryer (EM cpd300, Leica), and sprayed with gold by a coating instrument (sputter/carbon thread, EM ace200, Leica). The morphology of <italic>P. donghaiense</italic> was observed by scanning electron microscopy (Hitachi S-4800, Japan) and measured by electron microscopy software (<xref ref-type="bibr" rid="B35">Veltkamp et&#xa0;al., 1994</xref>).</p>
</sec>
<sec id="s2_3">
<title>2.3 Samples for AFM and Measurement Parameters</title>
<p>Cells were immobilized with the method used for <italic>Staphylococcus aureus</italic> cells (<xref ref-type="bibr" rid="B30">Pasquina-Lemonche et&#xa0;al., 2020</xref>), while details were modified, and polycarbonate membrane was used instead of NuNano silicon grids. <italic>P. donghaiense</italic> cells have flagella and different degrees of activity, so it is difficult to fix them when they are completely submerged in the liquid medium. In this study, a polycarbonate membrane (Millipore Isopore, with a thickness of 16 &#xb5;m to trap the moisture) with a pore size similar to cell size was considered the matrix for fixation so that the cells could be properly &#x201c;stuck&#x201d; in the pores and kept moist. A total of 10 &#xb5;L algal liquid without any treatment was directly dropped onto a 10 &#xb5;m pore diameter polycarbonate membrane and scanned with atomic force microscopy (Bruker Bioscope Resolve) at room temperature 20&#xb0;C with air humidity ranging from 50% to 70%. The images should be obtained while the cells are kept moist in approximately physiological conditions. When the cells are dry, salt separates out on the surface, which is also a way to judge the state of the cells. Both automatic mode and contact mode were employed in this study. The probes used are SCANASYST-AIR and DNP. The scanning frequency was 0.5&#xa0;Hz, and the resolution was 512&#xd7;512. The mechanical parameters were measured using the ramp mode, and cell surface areas of different sizes such as 5 &#xb5;m&#xd7;5 &#xb5;m were selected for testing.</p>
</sec>
<sec id="s2_4">
<title>2.4 Image and Data Processing</title>
<p>The image analysis software used was NanoScope Analysis 1.8. Adhesion and elasticity were calculated by this software. After the images were scanned by atomic force microscopy, they were uniformly processed by first-order flatten, and the cell surface roughness was analyzed by a rough module. The height and spacing of the cell surface ultrastructure were analyzed by the section module, and the original data were redrawn in Excel. Similarly, after the original mechanical analysis data were exported, they were replotted and analyzed in Excel. The roughness (R<sub>a</sub>) is the arithmetic mean of the absolute height of the cell surface in the selected area. Roughness of cells under nitrogen limitation and under normal culture conditions were counted by five cells, respectively. The roughness calculation formula is as follows:</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mi>N</mml:mi>
</mml:mfrac>
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:mo>|</mml:mo> <mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow> <mml:mo>|</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where Z is the absolute height of the cell surface and N is the number of calculation points.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Results</title>
<sec id="s3_1">
<title>3.1 Morphology of <italic>P. donghaiense</italic> Revealed by AFM</title>
<p>In this study, images of <italic>P. donghaiense</italic> cells from different angles and at different scales were obtained by atomic force microscopy (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A&#x2013;F</bold>
</xref>). <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref> shows the overall appearance from the left valve view. <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref> shows depression structure in the flagellum area at the top of the cell, and the flagellum of <italic>P. donghaiense</italic> cells can be observed in more detail in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>. <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1E</bold>
</xref> shows the collar structure around the flagellum pores at the top of the cell. <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1F</bold>
</xref> is the megacytic zone of the cell, and <xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1G, H</bold>
</xref> show the knob-like spines and valve pores on the shell surface of the cell. These morphological characteristics of the cell surface of <italic>P. donghaiense</italic> revealed in this study are similar to those obtained by Lu et&#xa0;al. through SEM (<xref ref-type="bibr" rid="B22">Lu et&#xa0;al., 2005</xref>), which indicates that AFM can be used to characterize the cell surface ultrastructure of <italic>P. donghaiense</italic>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Images of <italic>P. donghaiense</italic> by AFM. <bold>(A)</bold> Valve view. <bold>(B)</bold> The left valve view. <bold>(C)</bold> Lateral view of cell which shows the flagellum pore. <bold>(D)</bold> Lateral view of cell which shows the flagellate. <bold>(E)</bold> The local magnification of cell which shows the collar structure. <bold>(F)</bold> The local magnification of cell which shows the megacytic zone. <bold>(G, H)</bold> The ultrastructure of the cell surface, which displays typical structures, such as knob-like spines and valve pores.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-874888-g001.tif"/>
</fig>
<p>Further high-resolution imaging of the unique structure on the cell surface of <italic>P. donghaiense</italic> showed clear knob-like spines and valve pores (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). The height measurement results show that the height of knob-like spines relative to the cell surface is approximately 100 nm, the spacing between them is approximately 400 nm, the diameter of valve pores is approximately 200 nm, and the height is 120 nm (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2B, C</bold>
</xref>). Similarly, by measuring the height of the indirect zone of <italic>P. donghaiense</italic> cells (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2D</bold>
</xref>), it can be seen that the height of the bulge on the surface of the megacytic zone is not the same, and the height ranges from approximately 100-200 nm (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2E, F</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Nanostructure of <italic>P. donghaiense</italic>. <bold>(A)</bold> The ultrastructure of the cell surface. <bold>(B)</bold> The height and spacing value of knob-like spines in <bold>Panel A</bold>. <bold>(C)</bold> The height and spacing of valve pores on the shell surface in <bold>Panel A. (D)</bold> The megacytic zone structure of the cell. <bold>(E, F)</bold> The surface concave convex value in <bold>Panel D</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-874888-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>3.2 Nanostructure of <italic>P. donghaiense</italic> Under Nitrogen Limitation</title>
<p>Nitrogen limitation can affect the physiological activities of <italic>P. donghaiense</italic> cells, which include photosynthesis, carbon fixation, and protein and lipid synthesis. Compared with cells under normal culture conditions (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A, C</bold>
</xref>), the cell surface under nitrogen limitation seemed to lack some &#x201c;reticular substances&#x201d; (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3B, D</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Morphology of <italic>P. donghaiense</italic> by SEM. <bold>(A, C)</bold> The normal culture conditions. <bold>(B, D)</bold> The nitrogen limiting conditions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-874888-g003.tif"/>
</fig>
<p>Using AFM to observe moist <italic>P. donghaiense</italic> cells under two culture conditions, clear knob-like spines and valve pores were observed on the cell surface under normal culture conditions (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>), while the pores on the cell surface of <italic>P. donghaiense</italic> under nitrogen limitation were not sufficiently clear (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). Further analysis of the height of knob-like spines showed that there were differences in the height of knob-like spines on the surface of the two cells. The height of knob-like spines on the cell surface under normal conditions was approximately 99 nm, while that under nitrogen limited conditions was approximately 75 nm. The cell surface protrusion angle under normal culture conditions was &#x201c;sharp&#x201d;, while the cell surface protrusion angle under nitrogen limitation was &#x201c;blunt&#x201d;.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Morphology of <italic>P. donghaiense</italic> by AFM. <bold>(A)</bold> The normal culture condition. <bold>(B)</bold> The nitrogen limiting condition.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-874888-g004.tif"/>
</fig>
<p>Further roughness analysis was carried out on 30 areas of different sizes ranging from 0.3-43.7 &#xb5;m<sup>2</sup> on the cell surface of <italic>P. donghaiense</italic>. The results showed that the variation range of cell surface roughness of <italic>P. donghaiense</italic> under normal culture conditions was 25-350 nm, while the value and range of cell surface roughness of <italic>P. donghaiense</italic> under nitrogen limitation were 25-40 nm (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5A, B</bold>
</xref>). Both the value and range of cell surface roughness of <italic>P. donghaiense</italic> under normal culture conditions were larger than those under nitrogen limitation. The difference was that the cell surface roughness under normal culture conditions was positively correlated with the surface area (R<sup>2</sup>= 0.858), and the cell surface roughness under nitrogen restriction was negatively correlated with the surface area (R<sup>2</sup>= 0.564) (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5C, D</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Comparison of the cell surface roughness of <italic>P. donghaiense.</italic> <bold>(A)</bold> 3D morphology of <italic>P. donghaiense</italic> under normal culture conditions. <bold>(B)</bold> 3D morphology of <italic>P. donghaiense</italic> under nitrogen limiting conditions. <bold>(C)</bold> Statistical analysis of roughness under normal culture conditions. <bold>(D)</bold> Statistical analysis of roughness under nitrogen limiting conditions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-874888-g005.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>3.3 Nanomechanical Characteristics of <italic>P. donghaiense</italic> Under Nitrogen Limitation</title>
<p>Many important physiological functions of cells depend on their mechanical properties, such as adhesion and elastic modulus. This study found that the cell surface adhesion of <italic>P. donghaiense</italic> under normal culture conditions ranged from 0.03 to 2.11 nN, with an average of 0.65 nN (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A, C</bold>
</xref>). Under nitrogen limitation, the cell surface adhesion of <italic>P. donghaiense</italic> ranged from 0.04 to 0.71 nN, with an average of 0.43 nN (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6B, D</bold>
</xref>). The surface adhesion of <italic>P. donghaiense</italic> cells under normal culture conditions is generally greater than that under nitrogen limitation, and the distribution range is wider.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Comparison of the cell surface adhesion of <italic>P. donghaiense.</italic> <bold>(A, C)</bold> The normal culture conditions. <bold>(B, D)</bold> The nitrogen limiting conditions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-874888-g006.tif"/>
</fig>
<p>The elastic modulus can be regarded as an index to measure the difficulty of elastic deformation to occur in materials. The greater its value is, the greater the stress causing certain elastic deformations in materials; that is, the greater the material stiffness is, the smaller the elastic deformation under the action of certain stress. This study found that the surface elastic modulus of <italic>P. donghaiense</italic> cells under normal culture conditions ranged from 0.17 to 0.88 MPa, with an average value of 0.60 MPa (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7A, C</bold>
</xref>). Under nitrogen limitation, the cell surface elastic modulus of <italic>P. donghaiense</italic> ranged from 0.14 to 3.91 MPa, with an average of 3.42 MPa (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7B, D</bold>
</xref>). The surface elastic modulus of <italic>P. donghaiense</italic> cells under normal culture conditions is less than that under nitrogen limitation, and the whole entity is &#x201c;softer&#x201d;.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Comparison of the cell surface elastic modulus of <italic>P. donghaiense.</italic> <bold>(A, C)</bold> The normal culture conditions. <bold>(B, D)</bold> The nitrogen limiting conditions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-874888-g007.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4 Discussion</title>
<sec id="s4_1">
<title>4.1 Using Atomic Force Microscopy to Study Harmful Algal Bloom Species</title>
<p>For a long time, there has been a dispute about the species identification of <italic>Prorocentrum</italic> in the East China Sea. Lu et&#xa0;al. described the taxonomic characteristics of this species in detail, identified it as <italic>P. donghaiense</italic>, and found evenly distributed knob-like spines and valve pores on its surface by using scanning electron microscopy (<xref ref-type="bibr" rid="B22">Lu et&#xa0;al., 2005</xref>). In this paper, atomic force microscopy was employed to study moist cells in the harmful algal bloom species <italic>P. donghaiense</italic> for the first time. Typical ultrastructures such as knob-like spines and valve pores on the cell surface had similar characteristics compared with those observed on scanning electron microscopy images. What is more, the height and spacing of a typical nanostructure were quantified by AFM to reflect the microenvironment on the cell surface. Besides morphology characters, adhesion and elasticity were also revealed in this study, which is the first mechanical research of <italic>P. donghaiense</italic>.</p>
<p>One major advantage of AFM is that it can characterize cells under physiological conditions, which can more accurately reflect the original characteristics of cells (<xref ref-type="bibr" rid="B3">Demir-Yilmaz et&#xa0;al., 2021</xref>). Due to the lack of movement ability, diatoms can more easily adhere to the substrate to grow and fix themselves compared with other microalgae equipped with flagella, which avoids the requirements of atomic force microscopy for sample fixation (<xref ref-type="bibr" rid="B8">Gebeshuber et&#xa0;al., 2003</xref>). At present, atomic force microscopy in microalgae is mainly used in diatoms (<xref ref-type="bibr" rid="B23">Luis et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B3">Demir-Yilmaz et&#xa0;al., 2021</xref>). However, there are few reports on atomic force microscopy in the field of red tide algae.</p>
<p>For red tide algae, cell immobilization is an important challenge for the application of atomic force microscopy in the study of living cells, partly due to their strong movement ability. At present, the main methods for flagellated cell immobilization include fixed by glutaraldehyde and then adhered to the substrate (<xref ref-type="bibr" rid="B9">Gunther et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B31">Pillet et&#xa0;al., 2019</xref>). Unlike diatom cells that can adhere to the substrate for growth, red tide algae such as dinoflagellates have flagella and motion ability, so it is difficult to fix them. In this study, several fixation methods were compared. For dinoflagellates with different particle sizes, a polycarbonate membrane with a pore size similar to its cell size was considered the matrix for fixation so that the cells could be properly &#x201c;stuck&#x201d; in the pores and kept moist, and this method is similar to that used for <italic>S. aureus</italic> cells (<xref ref-type="bibr" rid="B30">Pasquina-Lemonche et&#xa0;al., 2020</xref>) and <italic>Emiliania huxleyi</italic> cells (<xref ref-type="bibr" rid="B6">Evans et&#xa0;al., 2021</xref>). In the 10 &#xb5;m pore size polycarbonate membrane selected in this study, there are several types of &#x201c;stuck slots&#x201d;: a single 10 &#xb5;m hole (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8A</bold>
</xref>) and two 10 &#xb5;m connected holes (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8B</bold>
</xref>) which can&#xa0;immobilize <italic>P. donghaiense</italic> cells. Atomic force microscopy is an important method to study the biological mechanism of cells. Studies based on animal cells show that the elastic modulus E of cells is closely related to their life activities and health status. For example, the elastic modulus E of human cancerous cells is much lower than that of normal cells, and by directly measuring the elastic modulus E of biological cells, the cancerous state can be reflected (<xref ref-type="bibr" rid="B2">Cross et&#xa0;al., 2007</xref>). Cell differentiation is usually accompanied by changes in shape to realize special functions. To produce different shapes, cells need to change the mechanical properties of their surface (<xref ref-type="bibr" rid="B1">Bergert et&#xa0;al., 2021</xref>). By using a cell magnetic twisting instrument, Wang et&#xa0;al. found that integrin, a cell adhesion protein, is a cell mechanical receptor (<xref ref-type="bibr" rid="B37">Wang et&#xa0;al., 1993</xref>); moreover, mechanical stimulation can be directly transmitted to the nucleus through the cytoskeleton and nuclear membrane and directly activate gene expression. Directly stretching chromatin with mechanical force can upregulate transcription (<xref ref-type="bibr" rid="B34">Tajik et&#xa0;al., 2016</xref>).</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Different types of &#x201c;slots&#x201d; in the 10-&#xb5;m pore size polycarbonate membrane. <bold>(A)</bold> A single 10 &#x3bc;m hole. <bold>(B)</bold> Two 10 &#x3bc;m connected holes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-874888-g008.tif"/>
</fig>
<p>The instrument can image microalgae cells with nanoscale resolution and probe the nanomechanical properties and nanoadhesive properties of microalgae cells (<xref ref-type="bibr" rid="B3">Demir-Yilmaz et&#xa0;al., 2021</xref>). Mechanical factors can play a key role in the response and adaptation of different levels of functions, such as mechanical regulation and transportation, tissue deformation, cell growth and movement, intermolecular interactions, and signal pathways (<xref ref-type="bibr" rid="B2">Cross et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B34">Tajik et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B1">Bergert et&#xa0;al., 2021</xref>). Through studying the surface ultrastructure and biomechanics, AFM is expected to make a new breakthrough in the environmental adaptation mechanism of microalgae.</p>
</sec>
<sec id="s4_2">
<title>4.2 Effects of Nitrogen Limitation on <italic>P. donghaiense</italic>
</title>
<p>Previous studies have shown that nitrogen limitation inhibited the growth of <italic>P. donghaiense</italic>, maintained its cell density, chlorophyll <italic>a</italic> content and particulate organic nitrogen content at a low level, and caused the downregulation of proteins involved in photosynthesis, carbon fixation, and protein and lipid synthesis (<xref ref-type="bibr" rid="B45">Zhang et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B29">Ou et&#xa0;al., 2019</xref>). In this study, the effect of nitrogen limitation on the surface morphology and mechanical characteristics of <italic>P. donghaiense</italic> cells under physiological conditions was further uncovered. Details of morphology parameters are shown in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. Compared with cells under normal culture conditions, the value and range of cell surface roughness under nitrogen limitation decreased, the value and range of cell surface adhesion decreased, and the value and range of elastic modulus increased. The function of cell surface is very complex. In addition to supporting and protecting cells, the cell surface is closely related to the behavior, physiological activities, mutual recognition, adhesion, material transportation, signal transduction, cell movement, growth, differentiation, aging, and pathological process of the whole cell (<xref ref-type="bibr" rid="B21">Ludwig et&#xa0;al., 2021</xref>). The cell surface is responsible for the material exchange and energy exchange inside and outside the cell, and carries out cell recognition, information reception and transmission, cell movement, and maintenance of various cell forms through the surface structure.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Surface characteristics of <italic>P. donghaiense</italic> measured by AFM.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" colspan="2" align="left">Parameters</th>
<th valign="top" align="center">Nitrogen sufficient</th>
<th valign="top" align="center">Nitrogen limitation</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Roughness (nm)</td>
<td valign="top" align="left">Range</td>
<td valign="top" align="center">25-350</td>
<td valign="top" align="center">25-40</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Adhesion (nN)</td>
<td valign="top" align="left">Range</td>
<td valign="top" align="center">0.03-2.11</td>
<td valign="top" align="center">0.04-0.71</td>
</tr>
<tr>
<td valign="top" align="left">Average</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">0.43</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Elasticity (MPa)</td>
<td valign="top" align="left">Range</td>
<td valign="top" align="center">0.17-0.88</td>
<td valign="top" align="center">0.14-3.91</td>
</tr>
<tr>
<td valign="top" align="left">Average</td>
<td valign="top" align="center">0.60</td>
<td valign="top" align="center">3.42</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s4_2_1">
<title>4.2.1 Physiological Significance of Cell Surface Roughness</title>
<p>Roughness is a comprehensive reflection of cell microsurface structure, composition, and content (<xref ref-type="bibr" rid="B14">Hou et&#xa0;al., 2020</xref>). This study revealed that the value and range of <italic>P. donghaiense</italic> cell surface roughness under nitrogen limitation decreased compared with that of cells under normal culture conditions. The cell surface roughness under normal culture conditions was positively correlated with the surface area, with the cell surface roughness under nitrogen restriction negatively correlated with the surface area, which reflects the microenvironment decreased under nitrogen limitation. In terms of function, the cell surface expands function of the plasma membrane, which plays a role in supporting and protecting the cell, so that the cell has a relatively stable internal environment. The cell wall of dinoflagellates is mainly composed of cellulose and protein (<xref ref-type="bibr" rid="B18">Lin, 2011</xref>). These adhesion substances are an important part of the extracellular microenvironment, and sugary substances, such as sialic acid and hyaluronic acid, are charged and can adsorb ions to maintain a constant charge and pH in the microenvironment, which is beneficial to the activity of enzymes on the plasma membrane and the activity of cells. For example, there are extracellular phosphatases such as alkaline phosphatase on the cell surface of <italic>Prorocentrum minimum</italic>, which can utilize organic phosphorus, and the suitable pH condition for its function is 8 (<xref ref-type="bibr" rid="B4">Dyhrman and Palenik, 1997</xref>). Changes in the cell surface microenvironment are certain to affect the activity of extracellular enzymes to a certain extent.</p>
<p>As the roughness value and range decrease, the potential microenvironment on the cell surface decreases, which may affect various normal physiological activities. For example, research on diatom <italic>Nitzchia closterium</italic> shows that the cell surface roughness decreases with increasing salinity, which affects the components of the cell surface and further affects the adsorption of heavy metals (<xref ref-type="bibr" rid="B26">Ma et&#xa0;al., 2019</xref>). For another diatom <italic>Phaeodactylum tricornutum</italic>, the surface of the oval form has an outer extracellular polymer, and its surface roughness is greater than that of the fusiform and triradiate forms, which is also a potential mechanism for this form to adapt to environmental change (<xref ref-type="bibr" rid="B7">Francius et&#xa0;al., 2008</xref>).</p>
</sec>
<sec id="s4_2_2">
<title>4.2.2 Physiological Significance of Cell Surface Adhesion</title>
<p>Cell adhesion is a basic phenomenon in biology. Cells can exchange materials with the surrounding environment through adhesion. Understanding the mechanical and biological mechanism of cell adhesion and debonding is of great significance to understanding cell migration, hardness perception, cell differentiation, and other life phenomena (<xref ref-type="bibr" rid="B44">Zhang et&#xa0;al., 2017</xref>). In this study, the cell surface adhesion of <italic>P. donghaiense</italic> under normal culture conditions ranged from 0.03 to 2.11 nN, with an average of 0.65 nN. The cell surface adhesion of <italic>P. donghaiense</italic> under nitrogen limitation ranged from 0.04 to 0.71 nN, with an average of 0.43 nN. The surface adhesion of <italic>P. donghaiense</italic> cells under normal culture conditions is generally greater than that under nitrogen limitation, and the distribution range is wider.</p>
<p>Adhesion is of great significance to cellular roles. The reduction in cell surface adhesion under nitrogen limitation is certain to affect the normal function of cells. Algae cells can achieve the phototaxis functions through adhesion, and the phenomenon of microalgae attaching to the wall can be controlled by light. By regulating the control switch in <italic>Chlamydomonas</italic> flagella, <italic>Chlamydomonas</italic> can switch between a floating state and an attached state and adapt to environmental changes by maximizing their photosynthetic efficiency. This transformation can be realized by adjusting the adhesion of the cell surface (<xref ref-type="bibr" rid="B15">Kreis et&#xa0;al., 2018</xref>). Higgins et&#xa0;al. studied the adhesion of diatoms and found that EPS can be secreted in many places on the surface of diatoms, including pores on the surface of girdle bands and valves. There are active substances such as sugars, lipids, and proteins on the cell surface of diatoms (<xref ref-type="bibr" rid="B11">Higgins et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B12">Higgins et&#xa0;al., 2002</xref>). Microalgae EPS contains carboxyl, hydroxyl, amino, sulfhydryl, and other functional groups with adhesion, which has good adsorption performance for heavy metals, and the number of these groups can increase greatly under heavy metal stress, which plays a significant role in the bioremediation of heavy metals (<xref ref-type="bibr" rid="B40">Wotton, 2004</xref>).</p>
</sec>
<sec id="s4_2_3">
<title>4.2.3 Physiological Significance of Cell Surface Elasticity</title>
<p>The cell elastic modulus can reflect the state of biological cells. For example, the elastic modulus on the surface of cancer cells is much lower than that of normal cells (<xref ref-type="bibr" rid="B2">Cross et&#xa0;al., 2007</xref>). In this study, the surface elastic modulus of <italic>P. donghaiense</italic> cells under normal culture conditions ranged from 0.17 to 0.88 MPa, with an average of 0.60 MPa. Under nitrogen limitation, the cell surface elastic modulus of <italic>P. donghaiense</italic> ranged from 0.14 to 3.91 MPa, with an average of 3.42 MPa. The surface elastic modulus of <italic>P. donghaiense</italic> cells under nitrogen limitation was higher than that under normal culture conditions.</p>
<p>Increasing evidence shows that mechanical signals, such as chemical small molecules and protein signal transduction, play a decisive role in the function and fate of cells. Compared with chemical signals, mechanical signals have the characteristics of fast occurrence, short action time, and variable action effect (<xref ref-type="bibr" rid="B28">Mitchell and Rosenblatt, 2021</xref>). Cells respond in time through integrin receptors on their surface, and selectively convert mechanical signals to different structural components of cells in the form of tension integration. After cells are stimulated by force, the stimulation is transformed into corresponding signals into cells, causing a series of response reactions (<xref ref-type="bibr" rid="B19">Lin et&#xa0;al., 2019</xref>). The change in cell surface elasticity affects the signal conversion of the response to a certain extent, thus changing the downstream transcriptional expression.</p>
<p>Directly stretching chromatin with mechanical force can upregulate transcription (<xref ref-type="bibr" rid="B34">Tajik et&#xa0;al., 2016</xref>), which indicates that mechanical stimulation can be directly transmitted to the nucleus through the cytoskeleton and nuclear membrane and directly activate gene expression. From this perspective, under the condition of nitrogen limitation, the cell surface elastic modulus increases, the cell flexibility decreases, and the difficulty of directly regulating transcription and expression by external mechanical signals will certainly increase. Cell elasticity is an important parameter to maintain the structure of the cell outer wall (<xref ref-type="bibr" rid="B47">Zhao et&#xa0;al., 2005</xref>), and the cell wall of dinoflagellates is mainly composed of cellulose and protein (<xref ref-type="bibr" rid="B18">Lin, 2011</xref>). Beta-glucosidase can degrade cell wall polysaccharides in <italic>P. donghaiense</italic> (<xref ref-type="bibr" rid="B32">Shi et&#xa0;al., 2018</xref>). The study on green algae <italic>Chlorococcum</italic> sp. showed that the Young&#x2019;s modulus under nitrogen limitation was 30% higher than that under normal culture conditions, which was related to the content of triglycerides. The cell wall thickness increased from 387 nm to 503 nm under nitrogen limitation (<xref ref-type="bibr" rid="B41">Yap et&#xa0;al., 2016</xref>). Because the surface of oval cells has a siliceous outer wall but the surface of fusiform and triradiate forms cells is mainly composed of organic substances such as sulfated glucuromannan, the Young&#x2019;s modulus on the surface of oval <italic>P. tricornutum</italic> cells is five times that of the other two forms. The differential mechanical characteristics of the cell surface are conducive to the adaptation of different forms of cells (<xref ref-type="bibr" rid="B12">Higgins et&#xa0;al., 2002</xref>) to environmental changes (<xref ref-type="bibr" rid="B7">Francius et&#xa0;al., 2008</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s5">
<title>5 Conclusions</title>
<p>In this study, a feasible immobilization method was used to fix <italic>P. donghaiense</italic> cells by clamping them in the pores of a polycarbonate membrane to further measure the surface morphology and mechanical parameters of moist cells. Typical ultrastructures, such as knob-like spines and valve pores, on the cell surface show similar characteristics to those observed with SEM images, which indicates that AFM can be used to characterize the cell surface ultrastructure of <italic>P. donghaiense</italic>. Moreover, the height and spacing of typical ultrastructures were also quantified. This study further found that compared with the cells under normal culture conditions, the cell surface roughness and adhesion decreased, and elastic modulus increased for cells under nitrogen limitation. This study demonstrates the first AFM image of the harmful algal species <italic>P. donghaiense</italic> with a typical nanostructure with high resolution and reveals the surface nanomechanical properties of <italic>P. donghaiense</italic> under nitrogen limitation for the first time. Changes in cell surface roughness, adhesion, and elastic modulus reflect potential changes in the ability of cells to perform normal physiological functions. The change in intracellular transcriptional expression is directly regulated by mechanical stimulation caused by the change in cell surface elasticity. This study reflects the way <italic>P. donghaiense</italic> responds to changes in the external environment from the perspective of cell surface ultrastructure and mechanical parameters, provides a new understanding of its cell biology, and demonstrates AFM as a novel and powerful technique for studying harmful algal bloom species.</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/supplementary material. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author Contributions</title>
<p>LH and ZY designed the study. LH and JZ performed the experiments. LH, ZY, and XS conducted the analyses. LH wrote the initial manuscript. All authors contributed to the improvement of the manuscript.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This study was financially supported by the Taishan Program of Shandong Province of 2019, the Youth Talent Support Program of the Laboratory for Marine Ecology and Environmental Science, Pilot National Laboratory for Marine Science and Technology (Qingdao, LMEES-YTSP-2018-01-03), and the National Natural Science Foundation of China (No. 42006120).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
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