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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell Dev. Biol.</journal-id>
<journal-title>Frontiers in Cell and Developmental Biology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell Dev. Biol.</abbrev-journal-title>
<issn pub-type="epub">2296-634X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1134227</article-id>
<article-id pub-id-type="doi">10.3389/fcell.2023.1134227</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cell and Developmental Biology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Strain, cell density, and nutrient condition affect patterns of diurnal vertical migration and superoxide production in a red-tide alga</article-title>
<alt-title alt-title-type="left-running-head">Shikata et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fcell.2023.1134227">10.3389/fcell.2023.1134227</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shikata</surname>
<given-names>Tomoyuki</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/614993/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kitatsuji</surname>
<given-names>Saho</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2162963/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yuasa</surname>
<given-names>Koki</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2161660/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Fisheries Technology Institute</institution>, <institution>Japan Fisheries Research and Education Agency</institution>, <addr-line>Nagasaki</addr-line>, <addr-line>Goto</addr-line>, <country>Japan</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Fisheries Technology Institute</institution>, <institution>Japan Fisheries Research and Education Agency</institution>, <addr-line>Hiroshima</addr-line>, <addr-line>Hatsukaichi</addr-line>, <country>Japan</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1349347/overview">Toshiyuki Nakagaki</ext-link>, Hokkaido University, Japan</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1868146/overview">Encarnacion Diaz Santos</ext-link>, Spanish National Research Council (CSIC), Spain</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/352498/overview">Gianfranco Santovito</ext-link>, University of Padua, Italy</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Tomoyuki Shikata, <email>shikatatomoyuki@gmail.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>04</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1134227</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Shikata, Kitatsuji and Yuasa.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Shikata, Kitatsuji and Yuasa</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>A red tide occurs when cell densities of autotrophic microalgae and some heterotrophic protists increase dramatically and thereby change the color of the sea. Red tides sometimes have negative impacts on human activities, such as fisheries and tourism. Most red-tide flagellates display diurnal vertical migration (DVM) in which cells normally migrate upward during the day and downward at night. This behavior promotes active growth, due to the effective acquisition of nutrients and light, as well as population density increase and cell aggregation. However, the factors and their interactions influencing DVM remain to be clarified, such that no algorithm exists that can precisely simulate the DVM pattern and the development of a red tide in the field. <italic>Chattonella</italic> marina complex (hereafter <italic>Chattonella</italic>) is a representative microalga of harmful red tides and some previous studies has suggested that <italic>Chattonella</italic>&#x2019;s DVM plays important roles in development of a red tide. <italic>Chattonella</italic> can produce a large amount of superoxide (&#x2022;O<sub>2</sub>
<sup>&#x2212;</sup>), which is responsible for the regulation of various physiological processes as well as its toxicity against microorganisms and animals. In the present study, we examined the effects of strain, growth phase, cell density, and nutrient deficiency on the pattern of DVM. In addition, we also measured the &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level in most experiments to assess the relationship between DVM and &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production. Some strains displayed clear DVM, whereas others aggregated at the surface all day in a fixed condition. Strains&#x2019; DVM patterns did not show a relationship with &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production. Moreover, the DVM became less clear at high cell density and in nitrogen- or phosphorus-depleted conditions. Although a previous study reported that the &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production rate increased during the light period and decreased during the dark period, regardless of cell density, the diurnal pattern of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> became less clear at a higher cell density in a <italic>Chattonella</italic> strain used in the present study. Our findings indicate that DVM and &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production by a <italic>Chattonella</italic> population composed of various strains can change across developmental phases and environmental conditions. This characteristic may produce adaptability in species and increase the chances of a massive population increase.</p>
</abstract>
<kwd-group>
<kwd>circadian rhythm</kwd>
<kwd>diversity</kwd>
<kwd>flagellate</kwd>
<kwd>harmful algal bloom</kwd>
<kwd>interstrain difference</kwd>
<kwd>marine phytoplankton</kwd>
<kwd>raphidophyte</kwd>
<kwd>swimming</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>In marine environments, cell densities of autotrophic microalgae and some heterotrophic protists increase and thereby change the color of the sea&#x2014;a biological phenomenon known as a red tide. Some red tides negatively impact fisheries and tourism (<xref ref-type="bibr" rid="B37">Sellner et al., 2003</xref>), and the impacts of harmful red tides on coastal systems have increased in recent decades (<xref ref-type="bibr" rid="B12">Gobler, 2020</xref>). Techniques for mitigating damages in the fish culture industry have been suggested (<xref ref-type="bibr" rid="B25">Kim, 2006</xref>; <xref ref-type="bibr" rid="B4">Balaji-Prasath et al., 2022</xref>), with precautionary field interventions such as early harvesting, restricting fish feeding, and transport of fish cages into zones free of red tides being the most practical (<xref ref-type="bibr" rid="B25">Kim, 2006</xref>). To boost the effectiveness of these precautionary interventions, accurate forecasting of the arrival of a red tide at fishing grounds is necessary. Forecasting based on numerical models is challenging because the densification and expansion of a red tide are influenced by various factors, including biological, chemical, and physical processes (<xref ref-type="bibr" rid="B29">McGillicuddy, 2010</xref>; <xref ref-type="bibr" rid="B9">Davidson et al., 2016</xref>).</p>
<p>In most cases, the outbreak of a red tide in a marine area requires three steps. First is the appearance of cells in the area due to the transport of cells from other marine areas, growth of surviving cells at quite low density, and excystment. Next is the growth step, in which the cell division rate exceeds the loss rate. The third step is aggregation, which occurs due to physical and biological processes. Various environmental factors influence each of the three steps. As compared to the aggregation process, the growth and life-history stages (including excystment) of red-tide algae have been more thoroughly studied and reported (e.g., <xref ref-type="bibr" rid="B13">Gran&#xe9;li and Turner, 2006</xref>).</p>
<p>Most flagellates causing red tides display diurnal vertical migration (DVM) in which cells normally migrate upward during the day and downward at night (<xref ref-type="bibr" rid="B21">Kamykowski, 1995</xref>). DVM contributes greatly to the aggregation step (<xref ref-type="bibr" rid="B26">Lai and Yin, 2014</xref>) and likely to the growth step as well, as the process offers many ecological benefits to flagellates, such as nutrient acquisition at a wider range of depths, the ability to control the amount of light received for photosynthesis, and escape from predators (<xref ref-type="bibr" rid="B46">Smayda, 1997</xref>; <xref ref-type="bibr" rid="B14">Harvey and Menden-Deuer, 2011</xref>; <xref ref-type="bibr" rid="B7">Bollens et al., 2012</xref>).</p>
<p>Among red-tide flagellates, the DVM pattern follows the photoperiod and appears to be controlled by an endogenous clock (<xref ref-type="bibr" rid="B34">Roenneberg et al., 1989</xref>; <xref ref-type="bibr" rid="B42">Shikata et al., 2015</xref>), whereas the timing of change in swimming direction and swimming speed differ among species (<xref ref-type="bibr" rid="B21">Kamykowski, 1995</xref>; <xref ref-type="bibr" rid="B42">Shikata et al., 2015</xref>). Some studies indicated that even if the dominant species is the same across a marine area, DVM patterns can differ among places and days (<xref ref-type="bibr" rid="B22">Katano et al., 2014</xref>; <xref ref-type="bibr" rid="B39">Shikata et al., 2020</xref>). Previous studies revealed that the DVM pattern is influenced by external environmental factors such as temperature (<xref ref-type="bibr" rid="B15">Heaney and Eppley, 1980</xref>), salinity (<xref ref-type="bibr" rid="B20">Jephson et al., 2011</xref>), light (<xref ref-type="bibr" rid="B3">Ault, 2000</xref>), and nutrient concentrations (<xref ref-type="bibr" rid="B15">Heaney and Eppley, 1980</xref>). Based on their different swimming speeds, <xref ref-type="bibr" rid="B5">Bearon et al. (2004)</xref> postulated that DVM patterns differ among strains in a flagellate species.</p>
<p>Although numerical simulation models considering physical processes have been developed (<xref ref-type="bibr" rid="B6">Berdalet et al., 2014</xref>), no algorithm can precisely simulate DVM patterns of a red-tide algae in the field. This deficiency exists because few studies have assessed both the physical and biological processes underlying DVM, including the physiological responses to various environmental factors, and the biological parameters impacting DVM patterns remain to be clarified for each red tide flagellate.</p>
<p>The raphidophyte <italic>Chattonella marina</italic> complex (hereafter called <italic>Chattonella</italic>) is distributed in warm marine coastal areas around the world and has caused tremendous damage to fisheries (<xref ref-type="bibr" rid="B17">Imai and Yamaguchi, 2012</xref>). Reflecting these threats, a large amount of information on <italic>Chattonella</italic> has been gathered, particularly with regard to its growth physiology, life cycle, and interaction with other microorganisms. Field data collected before and after <italic>Chattonella</italic> red tides are also available for designing laboratory experiments and validating numerical models using biological parameters. In addition, studies on the DVM of <italic>Chattonella</italic> have been conducted as well. A field experiment using a mesocosm revealed that <italic>Chattonella</italic> could reach a depth of 7.5&#xa0;m during DVM, and its migration speed was 0.8&#xa0;m&#xa0;h<sup>&#x2212;l</sup> both upward and downward (<xref ref-type="bibr" rid="B49">Watanabe et al., 1995</xref>). <italic>Chattonella</italic> can sense weak UV and blue light, allowing it to cue its DVM to the day&#x2013;night cycle (<xref ref-type="bibr" rid="B40">Shikata et al., 2013</xref>). Negative phototaxis was observed under a monochromatic light with UV and blue components, but the response disappeared by mixing light with longer wavelengths (<xref ref-type="bibr" rid="B41">Shikata et al., 2016</xref>). Although one report has noted chemotaxis toward inorganic phosphate (<xref ref-type="bibr" rid="B16">Ikegami et al., 1995</xref>), we also observed a clear DVM in <italic>Chattonella</italic> without a vertical gradient of phosphate concentration (<xref ref-type="bibr" rid="B42">Shikata et al., 2015</xref>). Therefore, the DVM pattern may be regulated mainly by the endogenous clock that synchronizes the photoperiod and switches between positive and negative geotaxis in <italic>Chattonella</italic>. However, low salinity in the upper layers arrests the upward migration of <italic>Chattonella</italic> (<xref ref-type="bibr" rid="B22">Katano et al., 2014</xref>; <xref ref-type="bibr" rid="B43">Shikata et al., 2014</xref>), and a field study of DVM showed that cell density in the water column might also affect DVM (<xref ref-type="bibr" rid="B35">Sakaguchi et al., 2017</xref>). These findings indicate that there are also factors inhibiting the DVM pattern regulated by the endogenous clock.</p>
<p>
<italic>Chattonella</italic> can produce a large amount of superoxide (&#x2022;O<sub>2</sub>
<sup>&#x2212;</sup>) in the cell membrane and excrete it from the cell. This &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> and hydrogen peroxide has antimicrobial activity and is a candidate toxin related to fish mortality (<xref ref-type="bibr" rid="B32">Oda et al., 1992</xref>), as the level of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> is highly correlated with toxicity to aquacultured fishes in seawater that contains <italic>Chattonella</italic> cells (<xref ref-type="bibr" rid="B45">Shikata et al., 2021</xref>). Ichthyotoxicity can disappear within a short period and only live <italic>Chattonella</italic> cells can kill fishes; ruptured cells and culture supernatant have no toxicity to fish (<xref ref-type="bibr" rid="B28">Matsusato and Kobayashi, 1974</xref>; <xref ref-type="bibr" rid="B18">Ishimatsu et al., 1996</xref>; <xref ref-type="bibr" rid="B38">Shen et al., 2010</xref>). These characteristics correspond with chemical unstableness of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup>. The amount of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production is influenced by nutrient and light intensity conditions; nutrient deficiency and strong light can increase the production (<xref ref-type="bibr" rid="B51">Yuasa et al., 2020a</xref>; <xref ref-type="bibr" rid="B52">b</xref>). Moreover, <italic>Chattonella</italic> exhibits different &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production rates in the light and dark periods (<xref ref-type="bibr" rid="B23">Kim et al., 2005</xref>; <xref ref-type="bibr" rid="B51">Yuasa et al., 2020a</xref>). These results suggest that &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> may be responsible for regulating various physiological processes with circadian rhythms.</p>
<p>In the present study, we examined the effects of strain, growth phase, cell density, and nutrient deficiency&#x2014;factors scarcely addressed thus far&#x2014;on the DVM pattern in <italic>Chattonella</italic>. In most experiments, we also simultaneously measured the &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level to investigate the potential synchronous patterns of DVM and &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production in this flagellate species.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Culture of strains</title>
<p>Five clonal strains of <italic>Chattonella</italic> were used in this study. The dates and locations for the isolation of these strains are listed in <xref ref-type="table" rid="T1">Table 1</xref>. Two strains were axenic, and the others were not. The strains were subcultured in 50-mL Erlenmeyer flasks containing 25&#xa0;mL of modified SWM-3 medium (<xref ref-type="bibr" rid="B44">Shikata et al., 2011</xref>) with a salinity of 32&#xa0;psu at 25&#xb0;C under 150&#xa0;&#x3bc;mol photons m<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup> of white fluorescent irradiation on a 12:12-h light:dark cycle (light period, 06:00 to 18:00 local time [LT]). The photosynthetic photon flux density in the incubator was measured with a Quantum Scalar Laboratory PPFD sensor (QSL-2101, Biospherical Instruments Inc., San Diego, CA, United States).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>
<italic>Chattonella</italic> strains used in the present study. All strains were isolated from Japanese coastal areas. In cell shape, the length:width ratio of <italic>Chattonella antiqua</italic>-like cells are larger than <italic>Chattonella marina</italic>-like cells (<xref ref-type="bibr" rid="B45">Shikata et al., 2021</xref>).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Strain name</th>
<th align="left">Year collected</th>
<th align="left">Origin</th>
<th align="left">Contamination status</th>
<th align="left">Shape<sup>1)</sup>
</th>
<th align="left">Ichthyotoxicity<sup>1)</sup>
</th>
<th align="left">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">NIES-1</td>
<td align="left">1978</td>
<td align="left">Harima-nada</td>
<td align="left">Axenic</td>
<td align="left">
<italic>C. antiqua</italic>-like</td>
<td align="left">High</td>
<td align="left">1)</td>
</tr>
<tr>
<td align="left">OP27</td>
<td align="left">2010</td>
<td align="left">Ariake Sea</td>
<td align="left">Xenic</td>
<td align="left">
<italic>C. antiqua</italic>-like<sup>2)</sup>
</td>
<td align="left">High</td>
<td align="left">3)</td>
</tr>
<tr>
<td align="left">Ago03</td>
<td align="left">2013</td>
<td align="left">Ago Bay</td>
<td align="left">Xenic</td>
<td align="left">
<italic>C. marina</italic>-like</td>
<td align="left">High</td>
<td align="left">1)</td>
</tr>
<tr>
<td align="left">Ago04</td>
<td align="left">2013</td>
<td align="left">Ago Bay</td>
<td align="left">Xenic</td>
<td align="left">
<italic>C. marina</italic>-like</td>
<td align="left">Low</td>
<td align="left">1)</td>
</tr>
<tr>
<td align="left">3KGY</td>
<td align="left">2010</td>
<td align="left">Yatsushiro Sea</td>
<td align="left">Axenic</td>
<td align="left">
<italic>C. antiqua</italic>-like</td>
<td align="left">Medium</td>
<td align="left">1)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<sup>1)</sup> <xref ref-type="bibr" rid="B45">Shikata et al. (2021)</xref>; <sup>2)</sup> <xref ref-type="bibr" rid="B1">Akita et al. (2022)</xref>; <sup>3)</sup> <xref ref-type="bibr" rid="B47">Wada et al. (2018)</xref>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2-2">
<title>2.2 Monitoring DVM with a cylindrical aquarium</title>
<p>A cylindrical aquarium was used as a culture vessel to monitor DVM (<xref ref-type="bibr" rid="B43">Shikata et al., 2014</xref>). The aquarium (inner diameter, 5&#xa0;cm; height, 90&#xa0;cm) was made of acrylic, with nine sampling ports (diameter, 13&#xa0;mm) at intervals of 10&#xa0;cm, starting from the bottom. Each port was plugged with a silicone-rubber stopper. The aquarium was placed in a temperature-controlled room (25&#xb0;C) and capped with a disc-shaped LED lamp (daylight color; INREDA, Spot-light LED, Inter IKEA Systems B.V., The Netherland). The light intensity at the surface was 250&#xa0;&#xb5;mol photons m<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>.</p>
<p>On the day prior to each experiment, we added modified SWM-3 medium and a cell suspension at 17:00&#x2013;18:00&#xa0;LT. The total volume of the medium and the cell suspension was adjusted to 1.6&#xa0;L, and the final water depth in the aquarium was about 85&#xa0;cm. Each experiment was initiated at 09:00&#xa0;LT, and at 3-h intervals 5&#xa0;mL of the cell suspension was sampled from the water surface or from each sampling port. Then a syringe and a needle were used to refill the aquarium from the surface and bottom sampling ports with 25&#xa0;mL of fresh medium.</p>
<p>
<xref ref-type="bibr" rid="B50">Yamaguchi et al. (1991)</xref> reported that the cell densities of <italic>Chattonella</italic> are positively correlated with <italic>in vivo</italic> fluorescence. Therefore, to determine the vertical distribution of cells, we measured the <italic>in vivo</italic> fluorescence (<xref ref-type="bibr" rid="B8">Brand et al., 1981</xref>) of the sample at each depth by using a fluorometer (Model 10-AU; Turner Designs, Sunnyvale, CA, United States). Cell densities were calculated using a standard curve for each strain, although only cell densities at the surface and bottom were counted under a light microscope (Eclipse TS-100; Nikon Co., Tokyo, Japan). For sample collection during the dark period, we used a red LED flashlight (peak wavelength, 630&#xa0;nm) for illumination, because red light has little effect on the DVM pattern of <italic>Chattonella</italic> (<xref ref-type="bibr" rid="B40">Shikata et al., 2013</xref>).</p>
</sec>
<sec id="s2-3">
<title>2.3 Monitoring DVM with a digital camera system</title>
<p>The system described by <xref ref-type="bibr" rid="B41">Shikata et al. (2016)</xref> was also used for monitoring DVM. A rectangular acrylic chamber (base: 1&#xa0;cm wide &#xd7; 5&#xa0;cm long) containing 25&#xa0;mL of cell suspension (depth, 5&#xa0;cm) was held by a clamp. Each sample was illuminated by a white LED from above; the photon flux density at the water surface was adjusted to 150&#xa0;&#xb5;mol photons m<sup>&#x2212;2</sup>&#xa0;s<sup>&#x2212;1</sup>.</p>
<p>A monochromatic, digital, charge-coupled device camera (Pixelfly, PCO AG, Kelheim, Germany) was used to photograph the sample from the side. A long pass filter (cut off wavelength of &#x3c;800&#xa0;nm; LX-903, Mitsubishi Layon Co. Ltd., Tokyo, Japan) was mounted in front of the camera lens. The samples were illuminated by an infrared LED (peak wavelength, 850&#xa0;nm; Pi Photonics Inc., Shizuoka, Japan) from behind, and the camera captured the light scattered by the cells. Each sample was time-lapse photographed every 15&#xa0;min for 66&#xa0;h (from day 0 at 18:00 to day 2 at 12:00&#xa0;LT) to obtain raw data for determining the DVM. The devices that composed the system were operated in a temperature-controlled (25&#xb0;C) dark room.</p>
<p>In the digital images, the cell density in each area is roughly reflected by its brightness. Since the brightness of a pixel in the 8-bit image is represented by 256 (2<sup>8</sup>) steps of gray values, we first read the gray values of pixels at respective areas of cell suspension using ImageJ software (<ext-link ext-link-type="uri" xlink:href="http://rsbweb.nih.gov/ij/">http://rsbweb.nih.gov/ij/</ext-link>) to evaluate vertical profiles of the cells. The surface accumulation ratios were then calculated as the common logarithm of the ratio of the average of gray values in the surface layer (0&#x2013;0.75&#xa0;cm) and the bottom layer (2.50&#x2013;3.00&#xa0;cm). Because <italic>Chattonella</italic> generally migrated between the surface and bottom under most experimental light conditions, the time series of surface accumulation ratios was used to represent the DVM pattern and cell accumulation. High and low ratios were recorded when most cells were swimming upward and downward, respectively.</p>
</sec>
<sec id="s2-4">
<title>2.4 &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> detection</title>
<p>&#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> was detected using the chemiluminescence reagent L-012 (FUJIFILM Wako Pure Chemical Corp., Osaka, Japan) (<xref ref-type="bibr" rid="B31">Nishinaka et al., 1993</xref>). The resultant chemiluminescence was monitored for 30&#xa0;s using a luminometer (AB-2270 Luminescencer Octa, ATTO Corp., Tokyo, Japan). The &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> levels in cultures were calculated by subtracting the chemiluminescence measured in the presence of 200&#xa0;U of bovine superoxide dismutase (SOD; FUJIFILM Wako Pure Chemical Corp.) from the measured chemiluminescence.</p>
</sec>
<sec id="s2-5">
<title>2.5 Statistical analyses</title>
<p>The data were tested for homogeneity of variances using Levene&#x2019;s test. When variances were homogeneous, we used one-way analysis of variance and multiple comparisons with Tukey&#x2019;s honestly significant difference (HSD) test to assess the differences in <italic>Chattonella</italic> biological parameters among treatments. Data not showing homogeneous variances were log-transformed, and a Levene&#x2019;s test was performed once again. When the variances were not homogeneous even after log-transformation, we used the Dunnet T3 test. All analyses were performed with IBM SPSS Statistics Desktop Version 19.0 for Windows (IBM Japan, Tokyo, Japan), with <italic>p</italic> &#x3c; 0.05 indicating a significant difference.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Patterns of DVM and superoxide production in different <italic>Chattonella</italic> strains</title>
<p>We observed DVM in four strains of <italic>Chattonella</italic> (NIES-1, OP27, Ago03, and Ago04) using the cylindrical aquarium. Approximately equal amounts of cells (&#x223c;3.0 &#xd7; 10<sup>5</sup> cells) at the late logarithmic growth phase (late log phase; 1.5&#x2013;3.0 &#xd7; 10<sup>4</sup> cells&#xa0;mL<sup>&#x2212;1</sup>) were injected into the aquarium. The vertical cell distribution at each time was represented by the cell accumulation ratio (%), calculated as the cell abundance at a sampling depth layer divided by the sum of cell abundances at all sampling depth layers. Average cell densities in the water column over the observation periods ranged from 2.5 &#xd7; 10<sup>2</sup> to 6.1 &#xd7; 10<sup>2</sup> cells&#xa0;mL<sup>&#x2212;1</sup> in the four strains (<xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>). It was a common trend among strains that average cell abundance in the water column gradually decreased until the middle of the dark period and then recovered. A decline in the average cell abundance might have been caused by the aggregation of cells among sampling ports, whereas an increase might have been caused by sampling and cell division, because most <italic>Chattonella</italic> cells divide during the latter half of the dark period (<xref ref-type="bibr" rid="B30">Nemoto and Furuya, 1985</xref>).</p>
<p>The strain NIES-1 displayed clear DVM (<xref ref-type="fig" rid="F1">Figure 1A</xref>). Most cells started downward migration at the transitional period from light to dark (at 9&#xa0;h from the start time), and a portion of the cells reached the bottom during the dark period. Maximum cell accumulation ratios at the bottom were 34.6% &#xb1; 11.7% (average &#xb1;SD). Thereafter, cells rapidly migrated to the surface at the transitional period from dark to light (at 21&#x2013;24&#xa0;h). The cell accumulation ratio at the surface varied from 4.7% &#xb1; 1.6% to 82.0% &#xb1; 2.0% through the experimental period.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Diurnal vertical migration of different <italic>Chattonella</italic> strains in the cylindrical aquarium. <bold>(A)</bold> Time-course variations in the cell accumulation percentage at each depth layer (average of triplicate measurements), <bold>(B)</bold> time-course variations in superoxide (&#x2022;O<sub>2</sub>
<sup>&#x2212;</sup>) level (relative luminescence units: RLU), and <bold>(C)</bold> &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production (&#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level per cell) of <italic>Chattonella</italic> strains at the surface or bottom layer (only dark periods of NIES-1) in the cylindrical aquarium. &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level was measured by a chemiluminescence method. Each bar represents the mean &#xb1; SD of three biological replicates.</p>
</caption>
<graphic xlink:href="fcell-11-1134227-g001.tif"/>
</fig>
<p>In the other strains, most cells also accumulated at the surface during the light period (<xref ref-type="fig" rid="F1">Figure 1A</xref>). However, most cells continued to aggregate at the surface and scarcely reached the bottom during the dark period. Maximum cell accumulation ratios at the bottom were 2.8% &#xb1; 2.3% in OP27, 3.2% &#xb1; 1.9% in Ago03, and 0.7% &#xb1; 0.2% in Ago04; these values were significantly lower than that of NIES-1 (Turkey test; <italic>p</italic> &#x3c; 0.05). The cell accumulation ratio at the surface ranged from 36.3% &#xb1; 1.5% to 98.6% &#xb1; 0.38% in OP27, from 36.0% &#xb1; 15.5% to 96.8% &#xb1; 0.6% in Ago03, and from 51.3% &#xb1; 6.3% to 98.2% &#xb1; 0.8% in Ago04 during the experimental period.</p>
<p>Levels of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> (relative luminescence units: RLU) and &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production (RLU cell<sup>&#x2212;1</sup>) both differed among strains (<xref ref-type="fig" rid="F1">Figures 1B,C</xref>). Although levels of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> at the surface decreased during the dark period and then increased during the light period in all strains, the maximum &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production in Ago04 was significantly lower than rates in other strains (Turkey test after log-transformation; <italic>p</italic> &#x3c; 0.05). In NIES-1 and OP27, &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production increased during the light period, peaked around the beginning of the dark period (9&#x2013;12&#xa0;h), and then decreased at the start of the light period (21&#xa0;h). In Ago03 and Ago04, however, &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production increased during the dark period and peaked around the beginning of the light period (18&#x2013;21&#xa0;h). We also measured the &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production level at the bottom for only NIES-1 during a part of the dark period, but the value was similar to that at the surface.</p>
</sec>
<sec id="s3-2">
<title>3.2 Patterns of DVM and superoxide production in different growth phases and cell densities</title>
<p>We investigated the effects of culture growth phase and cell density on the DVM pattern within the cylindrical aquarium. The strain 4KGY was used in this experiment. Cultures at the early log phase (4.6 &#xd7; 10<sup>3</sup> cells&#xa0;mL<sup>&#x2212;1</sup>) and late log phase (2.6 &#xd7; 10<sup>4</sup> cells&#xa0;mL<sup>&#x2212;1</sup>) were prepared. The culture at the early log phase was injected into the aquarium. Average cell density in the water column over the observation period was 6.3 &#xd7; 10<sup>2</sup> cells&#xa0;mL<sup>&#x2212;1</sup>. Next, cultures in the late log phase were inoculated into separate aquaria at three different doses (low cell density, LD; medium cell density, MD; high cell density, HD). Average cell densities in the water column in LD, MD, and HD over the observation period was 2.9 &#xd7; 10<sup>2</sup> cells&#xa0;mL<sup>&#x2212;1</sup>, 1.3 &#xd7; 10<sup>3</sup> cells&#xa0;mL<sup>&#x2212;1</sup>, and 2.1 &#xd7; 10<sup>4</sup> cells&#xa0;mL<sup>&#x2212;1</sup>, respectively (<xref ref-type="sec" rid="s10">Supplementary Figure S2</xref>). As in the interstrain comparison experiments, the average cell abundance in the water column gradually decreased until the middle of the dark period and then recovered (<xref ref-type="sec" rid="s10">Supplementary Figure S2</xref>). In the HD treatment, a portion of the cells aggregated at the bottom just after cell inoculation, and we could not sample the aggregate due to its stickiness. The average cell density in the water column did not decrease during the experimental period, meaning the aggregate scarcely increased (<xref ref-type="sec" rid="s10">Supplementary Figure S2</xref>).</p>
<p>Cells in the early log phase displayed clear DVM (<xref ref-type="fig" rid="F2">Figure 2A</xref>). Most cells started downward migration at the transitional period from light to dark (at 9&#xa0;h), and a portion of the cells reached the bottom during the dark period. The maximum cell accumulation ratio at the bottom during the dark periods was 24.3% &#xb1; 12.0%. The surface cell accumulation ratio ranged from 7.7% &#xb1; 1.5% to 91.0% &#xb1; 1.9% throughout the experimental period. As with early log phase culture, cells at the late log phase at the low or medium cell density also migrated downward during the dark period. However, the maximum cell accumulation ratio at the bottom during the dark period was lower than that of the early log phase culture: 12.1% &#xb1; 3.5% at LD and 7.3% &#xb1; 1.9% at MD, although no statistically significant differences were detected (Turkey test; <italic>p</italic> &#x3d; 0.304 for LD, <italic>p</italic> &#x3d; 0.110 for MD). The cells did not display clear DVM at HD; cells accumulated within the upper half of the aquarium or near the bottom all day. At HD, the maximum cell accumulation ratio at the surface over the experimental period was significantly lower than in the early growth phase culture and at the other cell densities (Turkey test; <italic>p</italic> &#x3c; 0.05).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Diurnal vertical migration of <italic>Chattonella</italic> at different growth phases and cell densities in the cylindrical aquarium. <bold>(A)</bold> Time-course variations in the cell accumulation percentage at each depth (average of triplicate measurements), <bold>(B)</bold> time-course variations in superoxide (&#x2022;O<sub>2</sub>
<sup>&#x2212;</sup>) level (relative luminescence units: RLU), and <bold>(C)</bold> &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production (&#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level per cell) of <italic>Chattonella</italic> at the surface or bottom layer in the cylinder aquarium. &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level was measured by a chemiluminescence method. Each bar represents the mean &#xb1; SD of three biological replicates.</p>
</caption>
<graphic xlink:href="fcell-11-1134227-g002.tif"/>
</fig>
<p>We measured the &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level at the depths where cells accumulated most (surface or bottom). At LD and MD, levels of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> decreased during the dark period and then increased during the light period (<xref ref-type="fig" rid="F2">Figure 2B</xref>). &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production increased during the light period and peaked during the light period (6&#x2013;9&#xa0;h; <xref ref-type="fig" rid="F2">Figure 2C</xref>). At HD, clear rhythms of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level and &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production were not observed. The &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production was very low all day, and the maximum value was significantly lower than those in other conditions (Dunnet T3 after log-transformation; <italic>p</italic> &#x3c; 0.05).</p>
</sec>
<sec id="s3-3">
<title>3.3 DVM patterns and superoxide production under different nutrient conditions</title>
<p>We investigated the effects of nutrient deficiency on the DVM pattern using the digital camera system. Although it is difficult to completely remove nutrients from the medium based on natural seawater, the growth of <italic>Chattonella</italic> strains in artificial medium is not good. Therefore, we adopted the digital camera system, which requires no exchange of medium, in this experiment. Axenic strain 4KGY was incubated in medium lacking NaNO<sub>3</sub> (N-depleted medium), lacking NaH<sub>2</sub>PO<sub>4</sub>&#xb7;2H<sub>2</sub>O (P-depleted medium), or containing all components (complete medium) for 5&#xa0;days before the observation of DVM. The cell densities were &#x223c;2.0 &#xd7; 10<sup>4</sup> cells&#xa0;mL<sup>&#x2212;1</sup> at the start of the experiment.</p>
<p>Cells displayed DVM under all nutrient conditions, but surface accumulation ratios under nutrient-depleted conditions were lower than in the complete medium treatment during the light period (<xref ref-type="fig" rid="F3">Figure 3</xref>). There were significant differences in the maximum moving averages of the surface accumulation ratio measured at 3-h intervals between the nutrient-depleted media and the complete medium on both days (Dunnett T3; <italic>p</italic> &#x3c; 0.05). Moreover, to investigate the effects of nutrients on &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production in different <italic>Chattonella</italic> strains, we incubated axenic strains NIES-1 and 4KGY in 50-mL Erlenmeyer flasks containing 25&#xa0;mL of N-depleted medium, P-depleted medium, or complete medium and tracked the cell density and &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level for 9&#xa0;days. Conditions of temperature and light were the same as in the subculture. Cells increased throughout the experimental period in the complete medium, but increases in cell densities stopped from day 5&#x2013;7 under the nutrient-depleted conditions (<xref ref-type="fig" rid="F4">Figure 4</xref>). The &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level in NIES-1 and 4KGY cultures peaked from days 5&#x2013;7 under all conditions, but the maximum values under nutrient-depleted conditions were significantly higher than those in complete medium and that under N-depleted condition was significantly higher than that in P-depleted condition (Dunnet T3; <italic>p</italic> &#x3c; 0.05). Production of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> by the two strains rapidly increased on day 5 under nutrient-depleted conditions, whereas it gradually decreased from day 1 in the complete medium. The maximum &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production by NIES-1 under nutrient-depleted conditions was significantly higher than that in complete medium (Dunnet T3; <italic>p</italic> &#x3c; 0.05). For 4KGY, there were not statistically significant differences in the maximum &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production among nutrient conditions, but that under nutrient-depleted conditions was significantly higher than that in complete medium on day 5 (Turkey test; <italic>p</italic> &#x3c; 0.05) and day 7 (Dunnet T3; <italic>p</italic> &#x3c; 0.05). The maximum &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level and &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production of NIES-1 were significantly higher than those of 4KGY under each condition (Dunnet T3 after log-transformation; <italic>p</italic> &#x3c; 0.05).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Diurnal vertical migrations of <italic>Chattonella</italic> at different degrees of nutrient deficiency observed by the digital camera system. Raw data and moving average at 3-h intervals are shown. Each bar represents the mean &#xb1; SD of four biological replicates.</p>
</caption>
<graphic xlink:href="fcell-11-1134227-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Time-course variations in cell density, superoxide (&#x2022;O<sub>2</sub>
<sup>&#x2212;</sup>) level (relative luminescence units: RLU), and &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production (&#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level per cell) of two <italic>Chattonella</italic> strains at different degrees of nutrient deficiency. &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> level was measured by a chemiluminescence method. Each bar represents the mean &#xb1; SD of three biological replicates.</p>
</caption>
<graphic xlink:href="fcell-11-1134227-g004.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>Among investigations conducted under quiet conditions in enclosed coastal areas or in a mesocosm, there were differences in the depth reached by a <italic>Chattonella</italic> red tide at night (<xref ref-type="bibr" rid="B49">Watanabe et al., 1995</xref>; <xref ref-type="bibr" rid="B2">Araki et al., 2013</xref>; <xref ref-type="bibr" rid="B36">Sakurada et al., 2013</xref>; <xref ref-type="bibr" rid="B22">Katano et al., 2014</xref>; <xref ref-type="bibr" rid="B35">Sakaguchi et al., 2017</xref>). In previous laboratory studies using <italic>Chattonella</italic> strains NIES-1 and 3KGY, most <italic>Chattonella</italic> cells migrated to the surface of a vessel during the light periods and to the bottom during the dark periods (<xref ref-type="bibr" rid="B23">Kim et al., 2005</xref>; <xref ref-type="bibr" rid="B43">Shikata et al., 2014</xref>). Before the present study, however, we viewed flasks including <italic>Chattonella</italic> strains during the dark periods and found that some strains aggregated at the surface of the medium even during the night. The present study showed that some strains display clear downward migration during the dark periods, whereas others scarcely migrate under the same condition. Strains Ago03 and Ago04 were isolated from the same marine area during different years, and both displayed weak downward migration. Strains 4KGY used in the present study and 3KGY used in <xref ref-type="bibr" rid="B43">Shikata et al. (2014)</xref> were isolated from the same marine area on the same day. Compared to 4KGY (early log phase), 3KGY has higher surface accumulation ratios during the dark periods and accumulates at the bottom during the light periods in the same experimental setup, indicating that DVM in 3KGY has more entrainability. Although <italic>Chattonella</italic> shows variations in cell shape and toxicity among strains (<xref ref-type="bibr" rid="B10">Demura et al., 2009</xref>; <xref ref-type="bibr" rid="B45">Shikata et al., 2021</xref>), the relationship between their phenotypes (<xref ref-type="table" rid="T1">Table 1</xref>) and DVM pattern remains obscure. Our findings indicate that the strain composition of a <italic>Chattonella</italic> population may influence the vertical cell distribution at each time point in the field, although it is unclear what produced the interstrain differences in the DVM pattern.</p>
<p>Interstrain variation in the DVM pattern may contribute to species survival by decreasing the risk that all cells are exposed to a harmful environment at a certain depth. However, if only strains with a poor ability of downward migration survive, it is unclear whether the population could recover the ability. Moreover, the large diversity in DVM can inhibit densification of cells, leading to poorer competition with other microorganisms, such as antibiotic ability (<xref ref-type="bibr" rid="B32">Oda et al., 1992</xref>) and toxicity against other phytoplankters (<xref ref-type="bibr" rid="B33">Qiu et al., 2011</xref>; <xref ref-type="bibr" rid="B11">Fern&#xe1;ndez-Herrera et al., 2016</xref>). Therefore, the strain composition of a <italic>Chattonella</italic> population may characterize the population dynamics in each marine area.</p>
<p>It is difficult to incubate some <italic>Chattonella</italic> strains at large volumes (&#x3e;200&#xa0;mL) in normal vessels such as an Erlenmeyer flask for days, although the reasons are unclear. Surprisingly, the present study revealed that strains OP27, Ago03, and Ago04, which can grow in large-scale incubation, displayed little downward migration. It is impossible to resuspend a cell pellet made by centrifugation of a <italic>Chattonella</italic> culture because the cells strongly adhere to each other at high cell density (<xref ref-type="bibr" rid="B19">Jenkinson et al., 2007</xref>). Although bioconvection occurs at the surface and mitigates densification during periods of upward migration, bioconvection does not occur at the bottom during periods of downward movement. Therefore, success in the large-scale incubation of <italic>Chattonella</italic> may be closely related to the ability of a strain to migrate downward.</p>
<p>
<xref ref-type="bibr" rid="B35">Sakaguchi et al. (2017)</xref> reported that a red tide of <italic>Chattonella</italic> displays clear DVM when the average cell density is on the order of 10<sup>3</sup> cells&#xa0;mL<sup>&#x2212;1</sup> in the water column, whereas downward migration is scarcely observed when the average cell density is on the order of 10<sup>4</sup> cells&#xa0;mL<sup>&#x2212;1</sup> and nutrient concentrations are sufficient for <italic>Chattonella</italic> growth. Likewise, in the present study <italic>Chattonella</italic> cells scarcely displayed DVM when the average cell density in the water column (volume: 1.6&#xa0;L) was more than 10<sup>4</sup> cells&#xa0;mL<sup>&#x2212;1</sup> (late log phase in <xref ref-type="fig" rid="F2">Figure 2</xref>). Although the maximum cell density of <italic>Chattonella</italic> was normally on the order of 10<sup>4</sup> cells&#xa0;mL<sup>&#x2212;1</sup> even when the other conditions were suitable for growth, the growth phase at the time of the inoculation scarcely affected DVM patterns. Therefore, densification may hamper various physiological activities related to downward migration and growth, although the mechanism remains to be clarified. When the sample volume was small (25&#xa0;mL), however, clear DVM was observed even on the order of 10<sup>4</sup> cells&#xa0;mL<sup>&#x2212;1</sup> (complete medium in <xref ref-type="fig" rid="F3">Figure 3</xref>). In <italic>Chattonella</italic>, at greater incubation volume, the growth rate and maximum cell yield were lower. Thus, the effects of densification on physiological states may depend on the incubation volume in laboratory studies.</p>
<p>In various flagellate species, the depletion of nitrogen or phosphorus activates or inhibits DVM (<xref ref-type="bibr" rid="B15">Heaney and Eppley, 1980</xref>; <xref ref-type="bibr" rid="B53">Yuasa et al., 2018</xref>). We observed that the deficiency of nitrogen or phosphorus inhibited DVM in <italic>Chattonella</italic> with two axenic strains. Although the red-tide dinoflagellate <italic>Karenia mikimotoi</italic> aggregates at the surface all day under nitrogen-depleted conditions (<xref ref-type="bibr" rid="B53">Yuasa et al., 2018</xref>), we found that <italic>Chattonella</italic> sank more easily in nitrogen- or phosphorus-depleted conditions. In a Swedish fjord, the amount of <italic>Chattonella</italic> cells peaked in sediment traps deployed in deep layers (15 and 30&#xa0;m depths) when a red tide of <italic>Chattonella</italic> was declining and nitrate concentrations in the surface layer (0&#x2013;10&#xa0;m depth) were low (<xref ref-type="bibr" rid="B48">Waite and Lindahl, 2006</xref>). In addition, DVM ceases under continuous darkness, whereas it persists under continuous red light, which acts on photosynthesis but scarcely shifts the phase of the DVM pattern (<xref ref-type="bibr" rid="B42">Shikata et al., 2015</xref>). Therefore, swimming would require energy from photosynthesis, which in turn requires light and nutrients, in <italic>Chattonella</italic>.</p>
<p>
<xref ref-type="bibr" rid="B23">Kim et al. (2005)</xref> examined the relationship between the production of reactive oxygen species and DVM using the <italic>Chattonella</italic> strain NIES-1. They observed DVM similar to that recorded in the present study and found that &#x2022;O<sub>2</sub>
<sup>&#x2212;&#x2212;</sup> production was high during the light period and that it decreased during the dark period in cell-aggregated layers (surface or bottom). <xref ref-type="bibr" rid="B51">Yuasa et al. (2020a)</xref> observed a similar diurnal pattern in &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production in the strain 4KGY. The present study also revealed a similar pattern of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production in the strain OP27, but the DVM pattern of strains Ago03 and Ago04 was different from that of the other strains, with &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production increasing during the dark period. Interestingly, we noticed that characteristics of the cellular &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production pattern may be categorized by cell shape in <italic>Chattonella</italic> strains, as noted in strains with a <italic>Chattonella antiqua&#x2013;</italic>like shape (NIES-1, 4KGY, OP27) and strains with a <italic>C. marina&#x2013;</italic>like shape (Ago03, Ago04); the amount of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production, however, is not categorized by cell shape among strains (<xref ref-type="bibr" rid="B45">Shikata et al., 2021</xref>). These findings imply that the DVM pattern may be independent of the &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production pattern because only the latter was categorized by cell shape.</p>
<p>Based on experiments using the strain NIES-1, <xref ref-type="bibr" rid="B24">Kim et al. (2004)</xref> suggested that the growth phase (or cell density) can affect the amount of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production but has little effect on the diurnal pattern of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production. The &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production rate had a maximum value during the exponential growth phase (low cell density) and subsequently decreased in the stationary phase (high cell density), but &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production increased during the light period and decreased during the dark period regardless of growth phases. However, the present study using strain 4KGY showed that the diurnal pattern of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production was less clear at higher cell density (stationary phase).</p>
<p>
<xref ref-type="bibr" rid="B24">Kim et al. (2004)</xref> reported that &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production was lower when nitrogen and phosphorus concentrations were low than when these nutrients were fully supplied in strain NIES-1. On the other hand, <xref ref-type="bibr" rid="B51">Yuasa et al. (2020a)</xref> reported that &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production is stimulated under nitrogen- or phosphorus-deficient conditions in the 4KGY strain. Therefore, the response of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production to nutrient deficiency appears to depend on the strain. According to the reverification result in the present study, however, &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production was stimulated under nitrogen- or phosphorus-deficient conditions in both NIES-1 and 4KGY. Previous studies have suggested that the reducing power required for &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production in the cell membrane may originate from photosynthesis, based on inhibition of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production by the administration of a photosynthetic inhibitor during the light period as well as the increase in &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production during the light period (<xref ref-type="bibr" rid="B27">Marshall et al., 2002</xref>; <xref ref-type="bibr" rid="B52">Yuasa et al., 2020b</xref>). <xref ref-type="bibr" rid="B51">Yuasa et al. (2020a)</xref> have reported that &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production under nitrogen- or phosphorus-deficient conditions increase during the dark period and the extracellular levels of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> under nutrient-deficient conditions are unaffected by the presence of an inhibitor of photosynthetic electron transport&#x2014;indicating that pathways of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production other than photosynthesis exist. However, the present study revealed that diurnal patterns of &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production differ among strains. Thus, there may be differences among strains with regard to the degree of dependence on each production pathway and sensitivity to environmental conditions such as cell density and nutrient availability.</p>
<p>In conclusion, our findings indicate that strain, cell density, and nutrient deficiency are factors that affect the DVM pattern and &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production in <italic>Chattonella</italic>. Moreover, our results suggest that the diurnal patterns of vertical migration and &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production may be independently regulated, indicating that a <italic>Chattonella</italic> population can have cells with numerous combinations of DVM and &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production patterns. A great diversity of DVM and &#x2022;O<sub>2</sub>
<sup>&#x2212;</sup> production in a population should increase the chances of acquiring nutrients and light and successfully competing against other microorganisms in the water column. Quantitative analyses using numerical models based on the information obtained in the present study are important future tasks.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>TS designed this study and data analyses; TS, SK, and KY conducted experiments. All authors have read and agreed to the published version of the manuscript.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This study was supported by JSPS KAKENHI Grant No. 21H05305 and a Grant-in-Aid from the Fisheries Agency of Japan.</p>
</sec>
<ack>
<p>We are grateful to Dr. Yukihiko Matsuyama for providing the culture strain OP27 of <italic>Chattonella</italic>.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<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 sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcell.2023.1134227/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcell.2023.1134227/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Image2.tif" id="SM1" mimetype="application/tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Image1.tif" id="SM2" mimetype="application/tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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