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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.2024.1387552</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>Ocean deoxygenation dampens resistance of diatoms to ocean acidification in darkness</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Sun</surname>
<given-names>Jia-Zhen</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/2657874"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Di</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1195336"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yi</surname>
<given-names>Xiangqi</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1240359"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Beardall</surname>
<given-names>John</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/336044"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes" corresp="yes">
<name>
<surname>Gao</surname>
<given-names>Kunshan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/188287"/>
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</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of Marine Environmental Science, College of Ocean and Earth Sciences, Xiamen University</institution>, <addr-line>Xiamen</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Co-Innovation Center of Jiangsu Marine Bio-industry Technology, Jiangsu Ocean University</institution>, <addr-line>Lianyungang</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>National Biopesticide Engineering Research Centre, Hubei Biopesticide Engineering Research Centre, Hubei Academy of Agricultural Sciences</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>School of Ocean, Yantai University</institution>, <addr-line>Yantai</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Polar and Marine Research Institute, College of Harbor and Coastal Engineering, Jimei University</institution>, <addr-line>Xiamen</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>School of Biological Sciences, Monash University</institution>, <addr-line>Clayton, VIC</addr-line>, <country>Australia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Paulo Sergio Salomon, Federal University of Rio de Janeiro, Brazil</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: O. Roger Anderson, Columbia University, United States</p>
<p>Ajit Kumar Mohanty, Indira Gandhi Centre for Atomic Research (IGCAR), India</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Kunshan Gao, <email xlink:href="mailto:ksgao@xmu.edu.cn">ksgao@xmu.edu.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1387552</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Sun, Zhang, Yi, Beardall and Gao</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Sun, Zhang, Yi, Beardall and Gao</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>Respiratory activity in the oceans is declining due to the expansion of hypoxic zones and progressive deoxygenation, posing threats to marine organisms along with impacts of concurrent ocean acidification. Therefore, understanding the combined impacts of reduced <italic>p</italic>O<sub>2</sub> and elevated <italic>p</italic>CO<sub>2</sub> on marine primary producers is of considerable significance. Here, to simulate diatoms&#x2019; sinking into the aphotic zone of turbid coastal water, we exposed the diatoms <italic>Thalassiosira pseudonana</italic> and <italic>Thalassiosira weissflogii</italic> in darkness at 20&#xb0;C to different levels of <italic>p</italic>O<sub>2</sub> and <italic>p</italic>CO<sub>2</sub> conditions for ~3 weeks, and monitored their biomass density, photosynthetic activity and dark respiration, and examined their recovery upon subsequent exposure to light at 20&#xb0;C, simulating surface water conditions. Along with decreased cell abundance and size, measured photosynthetic capacity and dark respiration rates in these two diatoms both gradually decreased during the prolonged darkness. Reduced <italic>p</italic>O<sub>2</sub> alone did not negatively affect the photosynthetic machinery in both the dark-survived diatom, and enhanced their subsequent recovery upon light exposure. Nevertheless, the combination of the elevated <italic>p</italic>CO<sub>2</sub> and reduced <italic>p</italic>O<sub>2</sub> (equivalent to hypoxia) led to the biomass loss by about 90% in <italic>T. pseudonana</italic>, and delayed the recovery of both species upon subsequent exposure to light, though it did not reduce the cell concentration of <italic>T. weissflogii</italic> during the elongated darkness. Our results suggest that reduced O<sub>2</sub> availability diminishes the abilities of the diatoms to cope with the acidic stress associated with ocean acidification, and the expansion of hypoxic waters could delay the photosynthetic recovery of coastal diatoms when they are transported upwards through mixing from dark layers to sunlit waters.</p>
</abstract>
<kwd-group>
<kwd>ocean deoxygenation</kwd>
<kwd>diatom</kwd>
<kwd>darkness tolerance</kwd>
<kwd>prolonged darkness</kwd>
<kwd>seed bank</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="4"/>
<ref-count count="71"/>
<page-count count="11"/>
<word-count count="5994"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Biology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Ocean global changes are exposing phytoplankton cells to multiple stressors, including deoxygenation (DeO<sub>2</sub>) triggered by warming and eutrophication, and ocean acidification associated with elevated <italic>p</italic>CO<sub>2</sub> (<xref ref-type="bibr" rid="B19">Gattuso et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B36">Limburg et&#xa0;al., 2020</xref>). The decline in the dissolved O<sub>2</sub> (DO) content of coastal seawaters is mainly attributed to the heterotrophic degradation of organic matter that settles out of the euphotic layer, inherently leading to acidification in hypoxic zones (<xref ref-type="bibr" rid="B8">Cai et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B21">Gobler and Baumann, 2016</xref>; <xref ref-type="bibr" rid="B65">Wang et&#xa0;al., 2017</xref>). Over the past 50 years, the oxygen content of the ocean has dropped by 1-7% (<xref ref-type="bibr" rid="B31">Keeling et&#xa0;al., 2010</xref>). This decrease has been more rapid and intensive in nearshore waters, resulting in the identification of over 500 hypoxic sites (defined by dissolved O<sub>2</sub>&lt; 63 &#x3bc;M) (<xref ref-type="bibr" rid="B11">Diaz and Rosenberg, 2008</xref>; <xref ref-type="bibr" rid="B20">Gilbert et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B6">Breitburg et&#xa0;al., 2018</xref>), with some even extending into the euphotic layer (<xref ref-type="bibr" rid="B70">Ye et&#xa0;al., 2016</xref>).</p>
<p>Diatoms, contributing approximately 40% of marine primary production, play a crucial role in the food web and biogeochemical cycles (<xref ref-type="bibr" rid="B12">Duarte et&#xa0;al., 2013</xref>), and are particularly dominant along coasts where DeO<sub>2</sub> is most severe (<xref ref-type="bibr" rid="B7">Broman et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B65">Wang et&#xa0;al., 2017</xref>). During diatom blooms, the depletion of nutrients, particularly silicate, renders the surface layer of the water column inhospitable, leading to a mass sinking of the diatom cells (<xref ref-type="bibr" rid="B4">Bienfang et&#xa0;al., 1982</xref>; <xref ref-type="bibr" rid="B60">Smetacek, 1985</xref>). Global surveys have revealed that living diatoms associated with fast-sinking mechanisms are widely distributed in the benthos (<xref ref-type="bibr" rid="B1">Agusti et&#xa0;al., 2015</xref>) and can survive for months in darkness (<xref ref-type="bibr" rid="B30">Katayama et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B32">Kennedy et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B46">Mou et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B25">Juchem et&#xa0;al., 2023</xref>). To maintain viability in prolonged darkness, diatoms and other phytoplankton groups typically reduce their metabolic output by adjusting their physiologies to conserve energy stocks (<xref ref-type="bibr" rid="B40">McMinn and Martin, 2013</xref>). In some extreme cases, phytoplankton can exhibit mixotrophy and generate resting spores to withstand harsh environments (<xref ref-type="bibr" rid="B40">McMinn and Martin, 2013</xref>; <xref ref-type="bibr" rid="B56">Raven and Beardall, 2022</xref>). Beyond sediment burial, the resuspension of settled phytoplankton induced by strong physical forces provides them advantages in shaping community structures and seeding future blooms (<xref ref-type="bibr" rid="B53">Preston et&#xa0;al., 1980</xref>; <xref ref-type="bibr" rid="B39">Malone et&#xa0;al., 1983</xref>; <xref ref-type="bibr" rid="B41">McQuoid and Godhe, 2004</xref>; <xref ref-type="bibr" rid="B43">Mestre and Hofer, 2021</xref>). In addition, changes in the concentrations of O<sub>2</sub> and CO<sub>2</sub> with depth have been suggested to influence diatoms&#x2019; physiology (<xref ref-type="bibr" rid="B17">Gao and Campbell, 2014</xref>; <xref ref-type="bibr" rid="B62">Sun et&#xa0;al., 2022</xref>). Therefore, investigating the fate of diatoms exposed to changing levels of <italic>p</italic>O<sub>2</sub> and <italic>p</italic>CO<sub>2</sub> (pH) during the sinking process is of ecological and physiological significance. During the settling process, diatoms appear to remain in a vegetative state, as the environment in hypoxic water columns is not favorable to spore formation (<xref ref-type="bibr" rid="B26">Kamatani, 1997</xref>; <xref ref-type="bibr" rid="B48">Oku and Kamatani, 1999</xref>), though diatoms have been reported to use nitrite respiration to form resting spores in dark anoxic conditions (<xref ref-type="bibr" rid="B27">Kamp et&#xa0;al., 2011</xref>, <xref ref-type="bibr" rid="B28">2013</xref>), contributing to their dominance in coastal anoxic sediments (<xref ref-type="bibr" rid="B7">Broman et&#xa0;al., 2017</xref>). The negligible respiration demands for the minimal oxidative metabolism of phytoplankton (<xref ref-type="bibr" rid="B14">Falkowski and Raven, 1997</xref>) suggest that reduced O<sub>2</sub> levels alone may not influence their tolerance to darkness. On the contrary, decreased O<sub>2</sub> availability may benefit phytoplankton by slowing down the consumption of intracellular energy reserves. On the other hand, it is generally understood that the acidification associated with elevated <italic>p</italic>CO<sub>2</sub> increases the energy demands to drive H<sup>+</sup> extrusion (<xref ref-type="bibr" rid="B64">Taylor et&#xa0;al., 2012</xref>), which has been experimentally shown in diatoms (<xref ref-type="bibr" rid="B69">Wu et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B22">Goldman et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B55">Qu et&#xa0;al., 2021</xref>). Consequently, interactive effects of DeO<sub>2</sub> and acidification are expected, and we hypothesize that the resistance of diatoms to concurrent acid stress with increased <italic>p</italic>CO<sub>2</sub> may be affected by decreased <italic>p</italic>O<sub>2</sub>, since the availability of the latter impacts respiratory energy generation. By simulating the conditions under which diatoms sink in the darkness of turbid coastal water, we ran dark incubations for approximately 3 weeks with two diatom species, <italic>Thalassiosira pseudonana</italic> and <italic>Thalassiosira weissflogii</italic>, under different <italic>p</italic>O<sub>2</sub> vs <italic>p</italic>CO<sub>2</sub> levels, and found that concurrent ocean deoxygenation and acidification synergistically reduced the cell concentration and size of the diatoms in the dark with their respiration being suppressed.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Dark incubation and recovery experiment</title>
<p>The coastal diatoms <italic>T. pseudonana</italic> (CCMP 1007) and <italic>T. weissflogii</italic> (CCMP 1336) obtained from the Center for Collections of Marine Bacterial and Phytoplankton (Xiamen University) were grown in 0.22 &#x3bc;m-filtered artificial seawater prepared according to the Aquil* medium (<xref ref-type="bibr" rid="B63">Sunda et&#xa0;al., 2005</xref>). <italic>T. pseudonana</italic> and <italic>T. weissflogii</italic> are widely chosen as typical organisms for research on phytoplankton physiology and physiological ecology. All chemicals used were purchased from Sinopharm Chemical, and the culture medium and vessels were sterilized by autoclaving (121&#xb0;C for 20 min).</p>
<p>The experiment was run in prolonged darkness followed by a short period of light exposure (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). Pre-cultures (2 L) were maintained at 20&#xb0;C and 200 &#x3bc;mol photons m<sup>-2</sup> s<sup>-1</sup> (12:12 h light: dark cycle) in a plant growth chamber (HZ100LG, Ruihua, Wuhan, China) without aeration, and were diluted every one or two days with fresh medium to ensure exponential growth. After one week, diatoms were transferred into newly prepared medium (triplicate cultures, 1 L) at the end of photoperiod, and were then maintained in complete darkness for about 3 weeks with continuous aeration (100 mL min<sup>-1</sup>) at the targeted CO<sub>2</sub> and O<sub>2</sub> concentrations. The initial diatom cell concentrations were about 1.6 &#xd7; 10<sup>5</sup> and 1.2 &#xd7; 10<sup>4</sup> cells mL<sup>-1</sup> for <italic>T. pseudonana</italic> and <italic>T. weissflogii</italic>, respectively. The diatoms were maintained under three treatments: (1) outdoor ambient air (AOAC, O<sub>2</sub> = 217 &#x3bc;M, CO<sub>2</sub> = 15 &#x3bc;M, pH<sub>T</sub> = 8.0); (2) low O<sub>2</sub> &amp; ambient CO<sub>2</sub> (LOAC, O<sub>2</sub> = 78 &#x3bc;M, CO<sub>2</sub> = 14 &#x3bc;M, pH<sub>T</sub> = 8.0); (3) low O<sub>2</sub> &amp; high CO<sub>2</sub> (LOHC, O<sub>2</sub> = 58 &#x3bc;M, CO<sub>2</sub> = 56 &#x3bc;M, pH<sub>T</sub> = 7.5). The low O<sub>2</sub> level were around the hypoxic range, and combined levels of low O<sub>2</sub> and high CO<sub>2</sub> were set according to the modelled results for 2100 in coastal waters (<xref ref-type="bibr" rid="B8">Cai et&#xa0;al., 2011</xref>). The presented O<sub>2</sub>, CO<sub>2</sub>, and pH<sub>T</sub> values are averages from across the experiment. N<sub>2</sub>, CO<sub>2</sub>, and air were mixed proportionally to create the distinct and stable O<sub>2</sub>:CO<sub>2</sub> combinations in the gas stream for aeration.</p>
<p>Recovery experiments from darkness to light were conducted following 516- or 528-hour dark culture. The cells of <italic>T. pseudonana</italic> and <italic>T. weissflogii</italic> were transferred into a 12:12 h cycle (light: dark) for 1 or 3 days, respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>), in the cultures (150 mL) maintained at 20&#xb0;C, 175 &#x3bc;mol photons m<sup>-2</sup> s<sup>-1</sup> without aeration.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Determination of dissolved O<sub>2</sub> and carbonate chemistry parameters</title>
<p>A precise single-channel fiber optic oxygen sensor (Microx 4, PreSence, Germany) was used for measurement of dissolved O<sub>2</sub>. The pH was determined with a high-quality pH meter (Orion StarA11, Thermo, USA), calibrated with standard National Bureau of Standards (NBS) buffer solutions (Hanna). Filtered samples (Cellulose Acetate Membranes, 0.45 &#x3bc;M), fixed with saturated HgCl<sub>2</sub> (V:V, 1000:1), were stored for total alkalinity (TA) measurement, which was conducted with a TA titrator (AS-ALK+, Apollo, SciTech). CO<sub>2</sub> concentrations and pH<sub>T</sub> of the medium were estimated from the corresponding pH<sub>NBS</sub> and TA using CO2SYS software (<xref ref-type="bibr" rid="B34">Lewis et&#xa0;al., 1999</xref>) with the equilibrium constants K<sub>1</sub> and K<sub>2</sub> for carbonic acid dissociation from <xref ref-type="bibr" rid="B44">Millero et&#xa0;al. (2006)</xref>.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Measurement of cell concentration, size and pigments content</title>
<p>Cell number and diameter were assessed using a Coulter Particle Count and Size Analyzer (Z2, Backman Coulter, USA). Pigment samples were filtered onto glass-fiber filters (25 mm, Whatman GF/F, USA) under a pressure of 0.01 MPa and stored at -20&#xb0;C until analysis. Chlorophyll <italic>a</italic> (Chl <italic>a</italic>) and carotenoid concentrations were determined using an ultraviolet spectrophotometer (TU-1810S, Puxi, China) after extraction overnight at 4&#xb0;C in absolute methanol, and were calculated as described according to <xref ref-type="bibr" rid="B58">Ritchie (2006)</xref> and <xref ref-type="bibr" rid="B61">Strickland and Parsons (1968)</xref>.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Photosynthetic parameters measurements</title>
<p>Chlorophyll <italic>a</italic> fluorescence characteristics were determined using a Multiple Excitation Wavelength Chlorophyll Fluorescence Analyzer (MULTI-COLOR-PAM, Walz, Germany). Samples were dark adapted for 20 min before the measurements. The minimum fluorescence (F<sub>0</sub>) of the sample was measured with a weak probe pulse (~5 &#x3bc;mol photons m<sup>-2</sup> s<sup>-1</sup>), and the maximum fluorescence (F<sub>m</sub>) was then measured by applying a saturating light pulse of 8000 &#x3bc;mol photons m<sup>-2</sup> s<sup>-1</sup> (0.8 s), the maximum quantum yield of photosystem II (PSII) was estimated as:</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtext>Fv</mml:mtext>
<mml:mo stretchy="false">/</mml:mo>
<mml:mtext>Fm</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
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<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
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<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
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</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Rapid light curves for relative electron transport rate (rETR, au) were measured at light intensities (PAR) ranging from 0-2442 &#x3bc;mol photons m<sup>-2</sup> s<sup>-1</sup> and each PAR exposure lasted for 30 s. The parameters were calculated according to <xref ref-type="bibr" rid="B13">Eilers and Peeters (1988)</xref>:</p>
<disp-formula>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mtext>rETR</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>A</mml:mi>
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</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>P</mml:mi>
<mml:mi>A</mml:mi>
<mml:msup>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>+</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>b</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>P</mml:mi>
<mml:mi>A</mml:mi>
<mml:mi>R</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>+</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Photosynthetic parameters, including the maximum rETR (rETR<sub>max</sub>) and the photosynthetic light-harvesting efficiency (&#x3b1;) were calculated as:</p>
<disp-formula>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mtext>rET</mml:mtext>
<mml:msub>
<mml:mtext>R</mml:mtext>
<mml:mrow>
<mml:mi>max</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mi>b</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>+</mml:mo>
<mml:mn>2</mml:mn>
<mml:msqrt>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>and</p>
<disp-formula>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mi>c</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Determination of mitochondrial respiration</title>
<p>A Clark-type oxygen electrode (Hansatech, UK) was used to measure dark respiration under the culture conditions. The rate of respiration was estimated based on linear O<sub>2</sub> changes in the reaction vessel. Cells were filtered onto polycarbonate membrane filters (1.2 &#x3bc;m, Millipore, Germany) under a pressure of 0.01 MPa and subsequently re-suspended in fresh medium (2 mL) buffered with 20 mM Tris (pH<sub>T</sub> = 8.0 for AOAC and LOAC, pH<sub>T</sub> = 7.5 for LOHC) to maintain a stable pH during the measurements. The Tris-buffered medium was flushed with pure nitrogen and ambient air to achieve the targeted O<sub>2</sub> levels.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Statistical analyses</title>
<p>Generalized additive models (GAMs), emphasizing patterns of physiological parameters over time, were constructed using the &#x2018;mgcv&#x2019; package in R to analyze changes in physiology through the dark-phase (<xref ref-type="bibr" rid="B68">Wood, 2017</xref>). Linear mixed effects models (LMMs) from &#x2018;nlme&#x2019; package in R were applied when parameters exhibited linear changes over time (<xref ref-type="bibr" rid="B52">Pinheiro and Bates, 2006</xref>). Pairwise comparisons between treatments and the control at each time point were conducted using the &#x2018;itsadug&#x2019; package for GAMs or the &#x2018;emmeans&#x2019; package for LMMs, respectively. Model building, selection, and validation followed the principles and guidelines outlined in <xref ref-type="bibr" rid="B52">Pinheiro and Bates (2006)</xref>; <xref ref-type="bibr" rid="B71">Zuur et&#xa0;al. (2009)</xref> and <xref ref-type="bibr" rid="B68">Wood (2017)</xref>. If necessary, the original data were subjected to a square root (SQRT) transformation. The selected models and corresponding results are provided in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables 1</bold>
</xref>-<xref ref-type="supplementary-material" rid="SM1">
<bold>6</bold>
</xref>. Paired samples <italic>t</italic>-test (two-tailed, &#x3b1; = 0.05) was employed to identify differences between values during transitions from dark to light phase or within the light phase.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>The concentrations of O<sub>2</sub> and CO<sub>2</sub>, and pH in the cultures of <italic>T. pseudonana</italic> and <italic>T. weissflogii</italic> were maintained at distinct levels among the treatments during the 21 or 22-day period of darkness (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). Upon subsequent transfer of the cells to light, concentrations of O<sub>2</sub> and pH increased, while concentrations of CO<sub>2</sub> decreased (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>).</p>
<sec id="s3_1">
<label>3.1</label>
<title>Changes in cell concentration and size</title>
<p>In the initial 12 hours of darkness, <italic>T. pseudonana</italic> and <italic>T. weissflogii</italic> cultivated under ambient O<sub>2</sub> and ambient CO<sub>2</sub> (AOAC) exhibited increases in cell concentrations of approximately 24% and 41%, respectively (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A,B</bold>
</xref> and inset). Following this, the cell concentrations of AOAC-cultivated <italic>T. pseudonana</italic> gradually decreased, leading to a 57% loss by the end of prolonged darkness, compared to its peak value. In contrast, the cell concentration of AOAC-cultivated <italic>T. weissflogii</italic> remained relatively stable after the initial 12 hours of darkness, culminating in a 49% enhancement compared to the initial value. Based on the generalized additive models (GAMs), reduced O<sub>2</sub> alone (LOAC) affected the temporal patterns of cell concentrations in <italic>T. pseudonana</italic> and <italic>T. weissflogii</italic> (Wald tests, <italic>p</italic> &#x2264; 0.0339, detailed <italic>p</italic> values are provided in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables&#xa0;3</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>4</bold>
</xref>), which was supported by the pairwise comparisons (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2A,B</bold>
</xref>). However, at the end of prolonged darkness, the combination of reduced O<sub>2</sub> and elevated CO<sub>2</sub> (LOHC) exacerbated the decline of cell concentration in <italic>T. pseudonana</italic> to 90%. Meanwhile, LOHC led to a 61% increase in <italic>T. weissflogii</italic>, which was less than the enhancement achieved through reduced O<sub>2</sub> alone (71%).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Changes in cell concentrations <bold>(A, B)</bold> and diameters <bold>(C, D)</bold> of <italic>Thalassiosira pseudonana</italic>, and <italic>Thalassiosira weissflogii</italic> over time in prolonged darkness under different levels of O<sub>2</sub> and CO<sub>2</sub>. AOAC (O<sub>2</sub> = 217 &#x3bc;M, CO<sub>2</sub> = 15 &#x3bc;M), LOAC (O<sub>2</sub> = 78 &#x3bc;M, CO<sub>2</sub> = 14 &#x3bc;M) and LOHC (O<sub>2</sub> = 58 &#x3bc;M, CO<sub>2</sub> = 56 &#x3bc;M) represent different treatments (indicated as different colors) during the dark period (the gray shaded parts), and the following white intervals between the grays represent the light phase (12 h, 175 &#x3bc;mol photons m<sup>-2</sup> s<sup>-1</sup>). Data are the means &#xb1; SD, solid lines and shadows are predicted values from GAMs with 95% confidence intervals (n = 3 independent bottles).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1387552-g001.tif"/>
</fig>
<p>After one cycle of re-illumination, significant increases in cell concentrations were exclusively observed in the diatoms grown under LOAC conditions (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A,B</bold>
</xref>, Paired samples <italic>t</italic>-test, <italic>p</italic> = 0.0135, 0.0322). In contrast, LOHC-cultivated <italic>T. weissflogii</italic> failed to achieve any increase in cell concentration even after three cycles of re-illumination (Paired samples <italic>t</italic>-test, <italic>p</italic> = 0.0847), while AOAC- and LOAC-cultivated <italic>T. weissflogii</italic> increased their cell concentrations by 141% and 246%, respectively.</p>
<p>The cell diameters of both diatoms grown and surviving under different <italic>p</italic>O<sub>2</sub>/<italic>p</italic>CO<sub>2</sub> levels sharply decreased over time during the extended period of darkness (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1C,D</bold>
</xref>). The cell diameter of <italic>T. pseudonana</italic> exhibited a short increase between the 12 and 24 hours of darkness and then decreased, culminating in 10%-12% decrease, compared to their peak values. In contrast, the cell diameters of <italic>T. weissflogii</italic> remained relatively stable after the initial decrease, ultimately reducing by 6%-9%. Although LOAC and LOHC affected the temporal pattern of cell diameters of both diatoms (Wald tests, <italic>p</italic> =&lt;0.0001-0.4520), the impacts were relatively small (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2C,D</bold>
</xref>). After one cycle of illumination, significant increases in cell diameters were observed in the diatoms grown under AOAC and LOAC conditions, with the latter showing better recovery (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1C,D</bold>
</xref>, Paired samples <italic>t</italic>-test, <italic>p</italic> = 0.0009-0.0446). However, LOHC-grown <italic>T. weissflogii</italic> failed to achieve increases in cell diameter even after three cycles of re-illumination (Paired samples <italic>t</italic>-test, <italic>p</italic> = 0.1293), while AOAC- and LOAC-cultivated <italic>T. weissflogii</italic> increased their cell diameters by 4% and 6%, respectively (Paired samples <italic>t</italic>-test, <italic>p</italic> = 0.0362, 0.0029).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Changes in photosynthetic pigments</title>
<p>The temporal patterns of chlorophyll <italic>a</italic> (Chl <italic>a</italic>) concentrations per volume of culture in <italic>T. weissflogii</italic> mirrored cell concentrations, whereas those in <italic>T. pseudonana</italic> remained stable throughout the period of darkness (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S3A,B</bold>
</xref>). During the prolonged darkness, the changes in carotenoid concentrations of these two diatoms were negligible (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S3C,D</bold>
</xref>). After one cycle of re-illumination, both Chl <italic>a</italic> and carotenoid concentrations in <italic>T. pseudonana</italic> cultures significantly decreased (Paired samples <italic>t</italic>-test, <italic>p</italic> = 0.0210-0.0370, 0.0228-0.0304). Only <italic>T. weissflogii</italic> cultivated under the LOAC condition demonstrated a significant increase in Chl <italic>a</italic> and carotenoid concentrations per volume of culture after three-cycles of re-illumination by 328% and 62%, respectively (Paired samples <italic>t</italic>-test, <italic>p</italic> = 0.0004, 0.0133).</p>
<p>Both the cellular Chl <italic>a</italic> and carotenoid contents of AOAC-cultivated <italic>T. pseudonana</italic> declined during the initial 12 hours of darkness, followed by an increase and subsequent stabilization (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A,C</bold>
</xref> and insets). Notably, <italic>T. pseudonana</italic> cultured under LOHC conditions showed dramatic increases in cellular photosynthetic pigment content. By applying the linear mixed-effects models (LMMs) with data collected from 0-168 hours of darkness, it appeared that the effects of reduced O<sub>2</sub> alone on contents of both photosynthetic pigments were time dependent (Wald tests, <italic>p</italic>&lt; 0.0001, detailed <italic>p</italic> vales are provided in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;5</bold>
</xref>), with negative effects observed at 72 hours of darkness while positive effects were apparent at 168 hours (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S4A,C</bold>
</xref>). However, under elevated CO<sub>2</sub> level, the promoting effects of reduced O<sub>2</sub> on cellular Chl <italic>a</italic> and carotenoid contents turned into neutral and negative impacts, respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S4A,C</bold>
</xref>). The cellular contents of Chl <italic>a</italic> in AOAC-cultivated <italic>T. weissflogii</italic> gradually decreased throughout the prolonged darkness, culminating in a 24% reduction compared to its peak value. While <italic>T. weissflogii</italic> cellular carotenoid content decreased sharply when first under darkness, it then gradually increased (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2B,D</bold>
</xref>). Although the GAMs analysis indicated that LOAC influenced the temporal patterns of cellular Chl <italic>a</italic> content in <italic>T. weissflogii</italic> (Wald tests, <italic>p</italic> = 0.0030), the effect of LOAC was significant only in the early stages of prolonged darkness (negative) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S4B</bold>
</xref>). In contrast, LOHC showed no effects on both photosynthetic pigment contents (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S4B,D</bold>
</xref>). Both the cellular Chl <italic>a</italic> and carotenoid contents of <italic>T. pseudonana</italic> under different <italic>p</italic>O<sub>2</sub>/<italic>p</italic>CO<sub>2</sub> levels decreased after one cycle of re-illumination (Paired samples <italic>t</italic>-test, <italic>p</italic> = 0.0430-0.0912, 0.0338-0.0955), and only LOAC-cultivated <italic>T. weissflogii</italic> increased their cellular pigment contents after three cycles of recovery (Paired samples <italic>t</italic>-test, <italic>p</italic>&lt; 0.0001, 0.0132).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Changes in cellular chlorophyll <italic>a</italic> (Chl <italic>a</italic>) contents <bold>(A, B)</bold>, Carotenoid contents <bold>(C, D)</bold> and Carotenoid: Chl <italic>a</italic> ratio <bold>(E, F)</bold> of <italic>Thalassiosira pseudonana</italic>, and <italic>Thalassiosira weissflogii</italic> over time in prolonged darkness under different levels of O<sub>2</sub> and CO<sub>2</sub>. AOAC (O<sub>2</sub> = 217 &#x3bc;M, CO<sub>2</sub> = 15 &#x3bc;M), LOAC (O<sub>2</sub> = 78 &#x3bc;M, CO<sub>2</sub> = 14 &#x3bc;M) and LOHC (O<sub>2</sub> = 58 &#x3bc;M, CO<sub>2</sub> = 56 &#x3bc;M) represent different treatments (indicated as different colors) during the dark period (the gray shaded parts), and the following white intervals between the grays represent the light phase (12 h, 175 &#x3bc;mol photons m<sup>-2</sup> s<sup>-1</sup>). Data are the means &#xb1; SD, solid lines and shadows are predicted values from GAMs with 95% confidence intervals (n = 3 independent bottles).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1387552-g002.tif"/>
</fig>
<p>The carotenoid: Chl <italic>a</italic> ratio in <italic>T. pseudonana</italic> and <italic>T. weissflogii</italic> cultured under AOAC condition sharply decreased when the diatoms entered darkness, then gradually increased (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2E,F</bold>
</xref>). Particularly for <italic>T. weissflogii</italic>, the carotenoid: Chl <italic>a</italic> ratio decreased by 44%-48% within 12 hours of darkness. Reduced O<sub>2</sub> alone significantly influenced the temporal patterns of carotenoid: Chl <italic>a</italic> ratio in both diatoms (Wald tests, <italic>p</italic> &#x2264; 0.0239), with the negative effects exacerbated with time (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S4E,F</bold>
</xref>). However, when combined with elevated CO<sub>2</sub>, the negative effects from reduced O<sub>2</sub> on carotenoid: Chl <italic>a</italic> ratio diminished, even turning positive in <italic>T. pseudonana</italic> at the end of prolonged darkness (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S4E, F</bold>
</xref>). One cycle of re-illumination had little effect on the carotenoid: Chl <italic>a</italic> ratio of <italic>T. pseudonana</italic> (Paired samples <italic>t</italic>-test, <italic>p</italic> = 0.0074 -0.7864), and after three cycles of recovery, carotenoid: Chl <italic>a</italic> ratio of <italic>T. weissflogii</italic> increased by 18%-31%, approaching to their initial values (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2E, F</bold>
</xref>, Paired samples <italic>t</italic>-test, <italic>p</italic> = 0.0013-0.0099).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Changes in photosynthetic parameters</title>
<p>The maximum quantum yield of photosystem II (Fv/Fm) in AOAC-grown diatoms exhibited minor fluctuations throughout the prolonged darkness (~0.59-0.70 for <italic>T. pseudonana</italic> and 0.69- 0.74 for <italic>T. weissflogii</italic>) (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A,B</bold>
</xref>). Reduced O<sub>2</sub> alone showed no impact on Fv/Fm of <italic>T. pseudonana</italic> (Wald tests, <italic>p</italic> = 0.2170), while its combination with elevated CO<sub>2</sub> led to a significant decrease (around 37%) in Fv/Fm after approximately 288 hours of darkness (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5A</bold>
</xref>, Wald tests, <italic>p</italic>&lt; 0.0001). Although the effects of reduced O<sub>2</sub> under different CO<sub>2</sub> levels on <italic>T. weissflogii</italic> were time-dependent (Wald tests, <italic>p</italic>&lt; 0.0001, detailed <italic>p</italic> values are provided in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;6</bold>
</xref>), no significant difference at most time points was observed (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5B</bold>
</xref>). Upon re-illumination, the Fv/Fm of both diatoms declined, with cells grown under LOHC showing the most decrease, 23% for <italic>T. pseudonana</italic> and 42% for <italic>T. weissflogii</italic>, respectively (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A,B</bold>
</xref>, Paired samples <italic>t</italic>-test, <italic>p</italic> = 0.0004-0.0067).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Changes in Fv/Fm <bold>(A, B)</bold>, rETR maximum (rETR<sub>max</sub>) <bold>(C, D)</bold> and the photosynthetic light-harvesting efficiency (&#x3b1;) <bold>(E, F)</bold> of <italic>Thalassiosira pseudonana</italic>, and <italic>Thalassiosira weissflogii</italic> over time in prolonged darkness under different levels of O<sub>2</sub> and CO<sub>2</sub>. AOAC (O<sub>2</sub> = 217 &#x3bc;M, CO<sub>2</sub> = 15 &#x3bc;M), LOAC (O<sub>2</sub> = 78 &#x3bc;M, CO<sub>2</sub> = 14 &#x3bc;M) and LOHC (O<sub>2</sub> = 58 &#x3bc;M, CO<sub>2</sub> = 56 &#x3bc;M) represent different treatments (indicated as different colors) during the dark period (the gray shaded parts), and the following white intervals between the grays represent the light phase (12 h, 175 &#x3bc;mol photons m<sup>-2</sup> s<sup>-1</sup>). Data are the means &#xb1; SD, solid lines and shadows are predicted values from GAMs with 95% confidence intervals (n = 3 independent bottles).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1387552-g003.tif"/>
</fig>
<p>Rapid light curves were employed to determine changes in photosynthetic capacity of diatoms over time during prolonged darkness and re-illumination (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S6</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S7</bold>
</xref>). The maximum rETR (rETR<sub>max</sub>) and the photosynthetic light-harvesting efficiency (&#x3b1;) of AOAC-cultivated <italic>T. pseudonana</italic> initially increased at the onset of darkness, followed by a decrease, culminating in a 74% and 42% decline compared to their peak values, respectively (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3C,E</bold>
</xref>). Reduced O<sub>2</sub> alone did not impact the rETR<sub>max</sub> of <italic>T. pseudonana</italic>, while it altered the temporal pattern of &#x3b1;, with the negative impacts enhanced over time (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5C,E</bold>
</xref>, Wald test, <italic>p</italic> = 0.0040). When coupled with elevated CO<sub>2</sub>, reduced O<sub>2</sub> initially positively affected rETR<sub>max</sub> and &#x3b1; but, after about 192 hours of darkness, it turned into negative (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5C,E</bold>
</xref>, Wald test, <italic>p</italic> &#x2264; 0.0001), resulting in a 48% and a 46% decline compared to the control, respectively, at the end of prolonged darkness. The temporal pattern of rETR<sub>max</sub> in <italic>T. weissflogii</italic>, cultivated under AOAC condition, mirrored that of <italic>T. pseudonana</italic>, while its &#x3b1; declined during the initial 24-hour darkness and then stabilized (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3D,F</bold>
</xref>). Reduced O<sub>2</sub> alone affected the temporal patterns of rETR<sub>max</sub> and &#x3b1; of <italic>T. weissflogii</italic> (Wald test, <italic>p</italic> &#x2264; 0.00293), with the negative impacts gradually turning positive (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5D,F</bold>
</xref>). Notably, when combined with elevated CO<sub>2</sub>, reduced O<sub>2</sub> initially showed a positive impact on both rETR<sub>max</sub> and &#x3b1;, then effects turned negative and neutral, respectively (Wald test, <italic>p</italic> &#x2264; 0.0010, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5D,F</bold>
</xref>), resulting in a 28% reduction in rETR<sub>max</sub> compared with the control. Once again, the diatoms cultivated under LOHC condition exhibited the slowest recovery in photosynthetic activity upon light exposure, (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3C&#x2013;F</bold>
</xref>).</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Changes in dark respiration</title>
<p>The dark respiration rates of these two diatoms gradually decreased by about 19%-46% within the initial 48-72 hours of darkness and then remained relatively stable thereafter (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). The reduced O<sub>2</sub> level, under both CO<sub>2</sub> concentrations, had significant effects on dark respiration rates of both diatoms, and these effects varied with time (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8</bold>
</xref>, Wald tests, <italic>p</italic> &#x2264; 0.0002). This was more evident for <italic>T. pseudonana</italic>, whose respiration rates were significantly inhibited only in the first 24 hours of darkness, while those of <italic>T. weissflogii</italic> were significantly reduced throughout the darkness (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8</bold>
</xref>). Although elevated CO<sub>2</sub> did not exhibit additional impacts under the reduced O<sub>2</sub> conditions, it appeared to diminish the negative impacts on dark respiration rate in <italic>T. pseudonana</italic> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8A</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Changes in dark respiration of <italic>Thalassiosira pseudonana</italic> <bold>(A)</bold>, and <italic>Thalassiosira weissflogii</italic> <bold>(B)</bold> over time in prolonged darkness under different levels of O<sub>2</sub> and CO<sub>2</sub>. AOAC (O<sub>2</sub> = 217 &#x3bc;M, CO<sub>2</sub> = 15 &#x3bc;M), LOAC (O<sub>2</sub> = 78 &#x3bc;M, CO<sub>2</sub> = 14 &#x3bc;M) and LOHC (O<sub>2</sub> = 58 &#x3bc;M, CO<sub>2</sub> = 56 &#x3bc;M) represent different treatments (indicated as different colors) during the dark period (the gray shaded parts), and the following white intervals between the grays represent the light phase (12 h, 175 &#x3bc;mol photons m<sup>-2</sup> s<sup>-1</sup>). Due to the dramatically loss in <italic>T. pseudonana</italic> after 168 hours of darkness, their respiration rate was not measured to avoid imprecise. Data are the means &#xb1; SD (n = 3 independent bottles).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1387552-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>While the typical coastal diatoms <italic>T. pseudonana</italic> and <italic>T. weissflogii</italic> could survive 3 weeks in darkness, with the former showing greater vulnerability (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), reduced levels of O<sub>2</sub> and pH exacerbated the biomass decline, especially in the smaller species, <italic>T. pseudonana</italic>.</p>
<p>Diatoms and other phototrophs typically experience diminished photosynthetic performance in response to prolonged darkness in cold environments (<xref ref-type="bibr" rid="B24">Jochem, 1999</xref>; <xref ref-type="bibr" rid="B40">McMinn and Martin, 2013</xref>), along with downregulation of molecular processes involved in the photosynthetic machinery, as in the polar diatom <italic>Fragilariopsis cylindrus</italic> (<xref ref-type="bibr" rid="B45">Mock et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B32">Kennedy et&#xa0;al., 2019</xref>). In the present work, we also observed that the photosynthetic electron transport capacity, measured as rETR<sub>max</sub> and &#x3b1;, of both diatoms, declined with time during the elongated darkness at 20 &#xb0;C (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), which is consistent with studies in the temperate diatom <italic>Phaeodactylum tricornutum</italic> (<xref ref-type="bibr" rid="B47">Nymark et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B3">Bai et&#xa0;al., 2016</xref>). However, maximum quantum yield (F<sub>v</sub>/F<sub>m</sub>) remained high, except for <italic>T. pseudonana</italic> at the end of the elongated darkness. This correlates with the changes in cellular Chl <italic>a</italic> content, which after an initial drop during the first 12 hours of dark incubation remained fairly steady (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref> and <xref ref-type="fig" rid="f3">
<bold>3</bold>
</xref>). An exception was found in <italic>T. pseudonana</italic> exposed to LOHC conditions, where the cellular Chl <italic>a</italic> content rose strongly in the latter phase of the prolonged darkness, which correlated with the marked decrease in cell concentration of this species (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Although the degradation of <italic>in vitro</italic> photosynthetic pigments has previously been shown to slow down under darkness and reduced O<sub>2</sub> availability (<xref ref-type="bibr" rid="B33">Lee et&#xa0;al., 2014</xref>), our measurements did not distinguish between living and dead diatom cells, therefore the measured changes in the pigment content could only reflect that in the culture (i.e. that in dead as well as living cells in the medium). Discrepancies observed between cell and Chl <italic>a</italic> concentrations per volume of culture of <italic>T. pseudonana</italic> (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S3</bold>
</xref>) in the later darkness period prompt caution in interpreting changes of biomass and quantum efficiency of PSII. <xref ref-type="bibr" rid="B15">Franklin et&#xa0;al. (2009)</xref> showed that in a number of microalgae (including <italic>T. pseudonana</italic>) the relationship between effective quantum yield (Fv&#x2019;/Fm&#x2019;) and the viability of cells was non-linear, with only minor declines (&lt; 10%) in this parameter with up to ~50% dead cells in the culture. Based on the relationship between the proportion of dead cells and PS II efficiency of <italic>T. pseudonana</italic> (<xref ref-type="bibr" rid="B15">Franklin et&#xa0;al., 2009</xref>), the decrease in Fv/Fm by about 37% suggests a loss of about 60%-90% of biomass under LOHC. This aligns with our measured decline (88%) based on cell concentrations, suggesting that <italic>T. pseudonana</italic> exhibits limited resilience to darkness (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The presence of broken cells trapped by GF/F membrane may affect the accuracy of Chl <italic>a</italic> concentration as a biomass indicator. Nevertheless, since the carotenoid: Chl <italic>a</italic> ratio of the two diatoms rose after prolonged darkness, an enhancement in antioxidant capacity could be expected (<xref ref-type="bibr" rid="B29">Katayama et&#xa0;al., 2011</xref>).</p>
<p>The consumption of stored energy reserves is an evolutionary adaptation of phytoplankton to periodic and stochastic events (<xref ref-type="bibr" rid="B14">Falkowski and Raven, 1997</xref>), influencing darkness tolerance (<xref ref-type="bibr" rid="B24">Jochem, 1999</xref>; <xref ref-type="bibr" rid="B59">Schaub et&#xa0;al., 2017</xref>). It is well-established that phytoplankton respiration decreases during prolonged darkness, whether the cells are vegetative or resting (<xref ref-type="bibr" rid="B2">Anderson, 1976</xref>; <xref ref-type="bibr" rid="B51">Peters, 1996</xref>; <xref ref-type="bibr" rid="B32">Kennedy et&#xa0;al., 2019</xref>). However, persistent consumption may ultimately lead to population collapse, as evidenced by increased mortality rates of <italic>Scenedesnmus acuminatus</italic> when intracellular carbon content reached a certain point (<xref ref-type="bibr" rid="B10">Dehning and Tilzer, 1989</xref>). Assuming a ratio of consumed O<sub>2</sub> to organic carbon as 6:1, which is based on the reaction of aerobic respiration that uses glucose as the substrate, the estimated consumption of <italic>T. pseudonana</italic> in this work ranged from 0.63-1.16 pmol per cell throughout the whole prolonged darkness. This constitutes 45%-82% of the reported intracellular organic contents, a larger proportion compared to the consumption of <italic>T. weissflogii</italic>, which accounts for only 11%-37% (<xref ref-type="bibr" rid="B23">Hong et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B35">Li et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B62">Sun et&#xa0;al., 2022</xref>). The difference in intracellular organic carbon consumption is likely a key factor contributing to the observed greater darkness tolerance observed in <italic>T. weissflogii</italic> compared to <italic>T. pseudonana</italic> in this study (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Diatoms have also been suggested to actively uptake organic carbon compounds such as amino acids and fatty acids from the medium (<xref ref-type="bibr" rid="B54">Price and Harrison, 1988</xref>; <xref ref-type="bibr" rid="B40">McMinn and Martin, 2013</xref>); such processes might have influenced the survival of the diatoms during the elongated darkness in this experiment.</p>
<p>The minimal oxidative metabolism required for sustaining phytoplankton viability is virtually negligible, achievable at nanomolar O<sub>2</sub> levels (<xref ref-type="bibr" rid="B14">Falkowski and Raven, 1997</xref>; <xref ref-type="bibr" rid="B67">Wong et&#xa0;al., 2023</xref>). Consequently, diatoms should be able to adjust their respiratory cost by constraining respiration. The reduced O<sub>2</sub> availability aided in such adjustment. On the other hand, elevated <italic>p</italic>CO<sub>2</sub> associated with the acidic stress is known to enhance respiration rate of diatoms to accommodate the increased energy demands involved in maintaining intracellular pH homeostasis (<xref ref-type="bibr" rid="B69">Wu et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B22">Goldman et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B55">Qu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B18">Gao et&#xa0;al., 2022</xref>). However, a recent study suggests that the increased respiration may not be sufficient to counteract the negative effects induced by acidic stress in darkness, as the cell growth rate of the diatom <italic>P. tricornutum</italic> decreased in a 48-hour period of complete darkness (<xref ref-type="bibr" rid="B55">Qu et&#xa0;al., 2021</xref>). Thus, the diminished energy supply resulting from reduced O<sub>2</sub> availability may further weaken the ability of the diatoms to withstand acidic stress, leading to intensified biomass loss in <italic>T. pseudonana</italic> and delayed the recovery of both diatoms upon subsequent exposure to light in our experiment (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Diatoms are renowned for their capability to form a resting stage in stressful environments, such as nutrient depletion and cold temperature (<xref ref-type="bibr" rid="B9">Chen et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B37">Ma et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Wang et&#xa0;al., 2024</xref>). However, considering the relatively shorter duration of darkness and the milder stressors applied in our experiment, during the elongated darkness along with lowered levels of O<sub>2</sub> and pH, the majority of the cells appeared to be in a vegetative state with minimal physiological activity. This is supported by the fact that the cells retained some photosynthetic ability even at the end of the dark exposure (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<p>It should be noted that our results are only relevant to coastal hypoxic waters, since we did not set the temperature as low as in the dark open ocean, where the water temperatures are below 5 &#xb0;C (<xref ref-type="bibr" rid="B38">Ma et&#xa0;al., 2023</xref>). The decomposition of vegetative cells in the diatom <italic>Ditylum brightwellii</italic> was shown to be decreased by lowering temperature from 15&#xb0;C to 8&#xb0;C, due to reduced respiration (<xref ref-type="bibr" rid="B51">Peters, 1996</xref>). Given the restricted energy supply under low O<sub>2</sub>, the abilities of vegetative diatoms to withstand acidic stress could be further dampened. The combination of colder (&lt; 8&#xb0;C) conditions and darkness was demonstrated to induce diatoms to form resting cells, including the diatom <italic>T. pseudonana</italic> used in the present work and other studies (<xref ref-type="bibr" rid="B2">Anderson, 1976</xref>; <xref ref-type="bibr" rid="B9">Chen et&#xa0;al., 2014</xref>). Recent research has indicated that the cellular energy supply plays crucial role in the transition of <italic>T. pseudonana</italic> from vegetive to resting stages in cold (5&#xb0;C) and dark environments (<xref ref-type="bibr" rid="B66">Wang et&#xa0;al., 2024</xref>). Therefore, it is possible that progressive ocean deoxygenation in the open dark ocean would more likely induce settling diatoms to enter the resting stage.</p>
<p>The extensive sinking of algal cells following blooms may provide an opportunity for the microalgae to maintain their seed stock (<xref ref-type="bibr" rid="B60">Smetacek, 1985</xref>; <xref ref-type="bibr" rid="B42">McQuoid et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B40">McMinn and Martin, 2013</xref>). Notwithstanding, the intensifying hypoxia, marked by a decline in the <italic>p</italic>O<sub>2</sub> and an increase in the <italic>p</italic>CO<sub>2</sub>, may pose a threat to the surviving strategy in view of the exacerbated impacts of the DeO<sub>2</sub> and OA on the diatoms during the darkness (this work). In the East China Sea near Changjiang estuary, surface diatom blooms strongly correlate with bottom hypoxia (<xref ref-type="bibr" rid="B65">Wang et&#xa0;al., 2017</xref>). The hypoxic layer in the bottom water is notably thick, expanding to a depth of 5 m below the sea surface and overlapping with the euphotic layer (<xref ref-type="bibr" rid="B49">Pei et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B70">Ye et&#xa0;al., 2016</xref>). Considering the sinking rates (~1.5 m d<sup>-1</sup>) of diatoms (<xref ref-type="bibr" rid="B57">Riebesell, 1989</xref>), the time point during prolonged darkness can be mapped to depth. Based on this, our work could provide insights into the effects of the expanded hypoxic zone on the fate of diatoms as they descend from the euphotic layer in coast waters (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Even in oxygenated water column, <italic>T. pseudonana</italic> could culminate in ~57% biomass loss before settling to the seabed. However, under hypoxic conditions, the biomass of surviving <italic>T. pseudonana</italic> is expected to decrease by an additional 79%. In contrast, that of <italic>T. weissflogii</italic> suggests a 24% increase in hypoxic waters. Even when deposited in anoxic sediments, diatoms can extend their survival by utilizing nitrate respiration and undergoing dark fermentation (<xref ref-type="bibr" rid="B27">Kamp et&#xa0;al., 2011</xref>, <xref ref-type="bibr" rid="B28">2013</xref>; <xref ref-type="bibr" rid="B5">Bourke et&#xa0;al., 2017</xref>). This increases the likelihood of their resuspension in a healthy cell form under the influence of both physical and biological factors, potentially serving as a source for the next growth cycle. This phenomenon has been confirmed in shallower coastal areas and freshwater lakes (<xref ref-type="bibr" rid="B53">Preston et&#xa0;al., 1980</xref>; <xref ref-type="bibr" rid="B50">Peipoch and Ensign, 2022</xref>). However, the divergent fate observed in the mass sinking process, coupled with the delayed recovery of biomass and photosynthetic performance, suggests that ocean deoxygenation could impede the contributions of resuspended phytoplankton to the restoration of primary production and the re-oxidation of infiltrated hypoxic water (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Scheme that illustrates the fate of diatoms as they sink into the hypoxic zone. The relative biomass is defined as <inline-formula>
<mml:math display="inline" id="im1">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>l</mml:mi>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>H</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>l</mml:mi>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>A</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>l</mml:mi>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>A</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mfrac>
<mml:mo>*</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>. GAMs were constructed to analyze the changes in biomass of diatoms during the sinking process. The relationship between depth and biomass was derived from the relationship between time and cell concentration, utilizing an reported diatom sinking rate of 1.5 m d<sup>-1</sup> (<xref ref-type="bibr" rid="B57">Riebesell, 1989</xref>). Solid lines and shadows are predicted values from GAMs with 95% confidence interval. Blue dots indicate the dissolved O<sub>2</sub> concentration in the hypoxic area of the East China Sea as recorded in August 2013 (<xref ref-type="bibr" rid="B70">Ye et&#xa0;al., 2016</xref>). The depth of the euphotic layer&#x2019;s bottom was calculated based on a report by <xref ref-type="bibr" rid="B49">Pei et&#xa0;al. (2009)</xref>, which studied the same region and season. White and brown arrows indicate directions and decrease, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1387552-g005.tif"/>
</fig>
<p>While our results are laboratory-based and do not necessarily directly extrapolate to natural coastal hypoxic environments, they do suggest that reduced O<sub>2</sub> levels weaken the ability of the <italic>T. pseudonana and T. weissflogii</italic> to withstand inherent acid stress from elevated CO<sub>2</sub>. Considering ongoing ocean climate changes, including ocean acidification, ocean warming, and the production of H<sub>2</sub>S under anoxic conditions, the imbalance between O<sub>2</sub> availability and metabolic O<sub>2</sub> demand may be exacerbated. Whether the observed effects are widespread among diatoms and other phytoplankton taxa remains to be examined. Future studies are expected to quantify changes in respiratory energy production of various diatom species under varying O<sub>2</sub> levels and energy demands under different stressors to better understand the impact of ocean environmental changes on the &#x201c;seed bank&#x201d; of diatoms.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>JS: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Formal analysis, Visualization, Funding acquisition. DZ: Writing &#x2013; review &amp; editing. XY: Writing &#x2013; review &amp; editing. JB: Writing &#x2013; review &amp; editing. KG: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Formal analysis, Funding acquisition.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was supported by National Natural Science Foundation of China (42361144840, 41721005) and the Youth Science Foundation of Hubei Academy of Agricultural Sciences (2024NKYJJ35).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors are grateful to the laboratory engineers Xianglan Zeng and Wenyan Zhao, and to Xin Zhao, Shuyu Xie and Yukun Zhang for their logistical and technical support.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors&#xa0;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" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2024.1387552/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2024.1387552/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
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