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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2021.737454</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Disentangling the Effects of Ocean Carbonation and Acidification on Elemental Contents and Macromolecules of the Coccolithophore <italic>Emiliania huxleyi</italic>
</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Xie</surname>
<given-names>Emei</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Kui</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/571193/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Zhengke</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Wei</given-names>
</name>
<xref rid="aff4" ref-type="aff"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yi</surname>
<given-names>Xiangqi</given-names>
</name>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1240359/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Hongzhou</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Han</surname>
<given-names>Yonghe</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/733576/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Hong</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Yong</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1207354/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>College of Environmental Science and Engineering, Fujian Key Laboratory of Pollution Control and Resource Recycling, Fujian Normal University</institution>, <addr-line>Fuzhou</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Hubei Key Laboratory of Edible Wild Plants Conservation and Utilization, Hubei Engineering Research Center of Special Wild Vegetables Breeding and Comprehensive Utilization Technology, College of Life Sciences, Hubei Normal University</institution>, <addr-line>Huangshi</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>School of Food and Biological Engineering, Shanxi University of Science and Technology</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>College of Life and Environmental Sciences, Huangshan University</institution>, <addr-line>Huangshan</addr-line>, <country>China</country></aff>
<aff id="aff5"><sup>5</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>
<author-notes>
<fn id="fn1" fn-type="edited-by">
<p>Edited by: Yuanyuan Feng, Shanghai Jiao Tong University, China</p>
</fn>
<fn id="fn2" fn-type="edited-by">
<p>Reviewed by: Joana Barcelos E. Ramos, University of the Azores, Portugal; Gang Li, Chinese Academy of Sciences (CAS), China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Yong Zhang, <email>yongzhang@fjnu.edu.cn</email> Hong Zhang, <email>zhanghong@fjnu.edu.cn</email>
</corresp>
<fn id="fn3" fn-type="other">
<p>This article was submitted to Aquatic Microbiology, a section of the journal Frontiers in Microbiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>10</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>737454</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>09</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Xie, Xu, Li, Li, Yi, Li, Han, Zhang and Zhang.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Xie, Xu, Li, Li, Yi, Li, Han, Zhang and Zhang</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>Elemental contents change with shifts in macromolecular composition of marine phytoplankton. Recent studies focus on the responses of elemental contents of coccolithophores, a major calcifying phytoplankton group, to changing carbonate chemistry, caused by the dissolution of anthropogenically derived CO<sub>2</sub> into the surface ocean. However, the effects of changing carbonate chemistry on biomacromolecules, such as protein and carbohydrate of coccolithophores, are less documented. Here, we disentangled the effects of elevated dissolved inorganic carbon (DIC) concentration (900 to 4,930&#x03BC;molkg<sup>&#x2212;1</sup>) and reduced pH value (8.04 to 7.70) on physiological rates, elemental contents, and macromolecules of the coccolithophore <italic>Emiliania huxleyi</italic>. Compared to present DIC concentration and pH value, combinations of high DIC concentration and low pH value (ocean acidification) significantly increased pigments content, particulate organic carbon (POC), and carbohydrate content and had less impact on growth rate, maximal relative electron transport rate (<italic>rETR</italic><sub>max</sub>), particulate organic nitrogen (PON), and protein content. In high pH treatments, elevated DIC concentration significantly increased growth rate, pigments content, <italic>rETR</italic><sub>max</sub>, POC, particulate inorganic carbon (PIC), protein, and carbohydrate contents. In low pH treatments, the extents of the increase in growth rate, pigments and carbohydrate content were reduced. Compared to high pH value, under low DIC concentration, low pH value significantly increased POC and PON contents and showed less impact on protein and carbohydrate contents; however, under high DIC concentration, low pH value significantly reduced POC, PON, protein, and carbohydrate contents. These results showed that reduced pH counteracted the positive effects of elevated DIC concentration on growth rate, <italic>rETR</italic><sub>max</sub>, POC, PON, carbohydrate, and protein contents. Elevated DIC concentration and reduced pH acted synergistically to increase the contribution of carbohydrate&#x2013;carbon to POC, and antagonistically to affect the contribution of protein&#x2013;nitrogen to PON, which further shifted the carbon/nitrogen ratio of <italic>E. huxleyi</italic>.</p>
</abstract>
<kwd-group>
<kwd>biomacromolecules</kwd>
<kwd>calcification</kwd>
<kwd>carbonate chemistry</kwd>
<kwd>coccolithophore</kwd>
<kwd>elemental contents</kwd>
<kwd>photosynthesis</kwd>
</kwd-group>
<contract-num rid="cn1">41806129 and 32001180</contract-num>
<contract-sponsor id="cn1">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="57"/>
<page-count count="13"/>
<word-count count="8858"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Coccolithophores are an important group of the marine phytoplankton and characterized by production of particulate inorganic carbon (PIC) <italic>via</italic> calcification. Coccolithophores play a central role in the marine carbon cycle and contribute 1&#x2013;10% to marine organic carbon fixation through photosynthesis (<xref ref-type="bibr" rid="ref43">Poulton et al., 2007</xref>) and 40&#x2013;60% of CaCO<sub>3</sub> export to tropical and high-latitude sediments through calcification (<xref ref-type="bibr" rid="ref8">Broecker and Clark, 2009</xref>). The cosmopolitan coccolithophore <italic>Emiliania huxleyi</italic> is thought to be the most representative phytoplankton species in modern oceans and can form massive blooms in temperate and sub-polar waters with cell concentrations up to 10&#x00D7;10<sup>7</sup> cells L<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="ref55">Tyrell and Merico, 2004</xref>; <xref ref-type="bibr" rid="ref27">Kondrik et al., 2019</xref>; <xref ref-type="bibr" rid="ref29">Kubryakova et al., 2021</xref>). The importance of coccolithophores is well investigated in the field of biogeochemistry due to their effects on the biogeochemical cycling of carbon (<xref ref-type="bibr" rid="ref35">Monteiro et al., 2016</xref>; <xref ref-type="bibr" rid="ref15">Feng et al., 2018</xref>). However, only a few studies report the biochemical basis for varying elemental composition of coccolithophores under changing seawater carbonate chemistry (<xref ref-type="bibr" rid="ref26">Jones et al., 2013</xref>; <xref ref-type="bibr" rid="ref20">Heidenreich et al., 2019</xref>; <xref ref-type="bibr" rid="ref57">Zhang et al., 2021</xref>). Therefore, it is of interest to investigate the shifts in biochemical composition, such as protein, carbohydrate, lipid, and pigment of coccolithophores under various seawater carbonate chemistry conditions, which will improve our biochemical understanding on the contribution of this important phytoplanktonal function group to the marine biogeochemical cycle of carbon and nitrogen.</p>
<p>In recent years, calcification and photosynthesis of <italic>E. huxleyi</italic> received considerable attention with a number of studies investigating their responses to ocean acidification (OA; <xref ref-type="bibr" rid="ref34">Meyer and Riebesell, 2015</xref>; <xref ref-type="bibr" rid="ref14">Feng et al., 2017</xref>). Ocean acidification refers to a reduction in the pH of the surface ocean and an increase in dissolved inorganic carbon (DIC) and CO<sub>2</sub> concentrations, caused primarily by uptake of anthropogenically derived CO<sub>2</sub> from the atmosphere (<xref ref-type="bibr" rid="ref9">Caldeira and Wickett, 2003</xref>). The studies showed that calcification rates of <italic>E. huxleyi</italic> were generally reduced and photosynthetic carbon fixation rates were increased under ocean acidification at the end of this century (<xref ref-type="bibr" rid="ref47">Riebesell and Tortell, 2011</xref>; <xref ref-type="bibr" rid="ref14">Feng et al., 2017</xref>). The microarray-based transcriptome profiling reveals that the observed lowered calcification under OA can be caused by impaired signal-transduction and ion&#x2013;transport associated with Ca<sup>2+</sup> and H<sup>+</sup> fluctuation, and that the observed increases in organic carbon fixation may be attributed to stimulated carbon allocation to lipids under OA (<xref ref-type="bibr" rid="ref48">Rokitta et al., 2012</xref>). In addition, the metabolome profiling reports minor changes in lipids, amino acids, and pigments of <italic>E. huxleyi</italic> in response to OA (<xref ref-type="bibr" rid="ref20">Heidenreich et al., 2019</xref>). The proteome profiling also shows no-significant changes in most of the examined protein groups associated with many key metabolic processes of <italic>E. huxleyi</italic> under OA condition (<xref ref-type="bibr" rid="ref26">Jones et al., 2013</xref>). One of the reasons for the biased conclusions introduced by transcriptome and proteome techniques may be due to non-homogeneous translation of all ribonucleic acids and the post-translational regulation of enzymatic machinery (<xref ref-type="bibr" rid="ref17">Fernie and Stitt, 2012</xref>). To the best of our knowledge, few studies investigated the regulation of OA on both cellular elemental contents and biomacromolecules of coccolithophores.</p>
<p>Carbon dioxide concentration and pH are thought to affect coccolithophores in different ways. CO<sub>2</sub> concentration mainly alters photosynthetic carbon fixation (<xref ref-type="bibr" rid="ref1">Bach et al., 2013</xref>; <xref ref-type="bibr" rid="ref56">Zhang et al., 2015</xref>), whereas pH affects cellular pH homeostasis, ion balance and hence, the synthesis of the bioactive products, such as enzymes and ion transporters (<xref ref-type="bibr" rid="ref36">Monteiro et al., 2009</xref>; <xref ref-type="bibr" rid="ref54">Taylor et al., 2011</xref>, <xref ref-type="bibr" rid="ref53">2017</xref>). Some studies have reported responses of PIC, particulate organic carbon (POC) and particulate organic nitrogen (PON) of <italic>E. huxleyi</italic> to changing CO<sub>2</sub> and pH (<xref ref-type="bibr" rid="ref1">Bach et al., 2013</xref>; <xref ref-type="bibr" rid="ref28">Kottmeier et al., 2016</xref>; <xref ref-type="bibr" rid="ref57">Zhang et al., 2021</xref>). However, little has been documented on the shifts in biomacromolecules of <italic>E. huxleyi</italic> under changing seawater carbonate chemistry, and it is still unclear how the shifts in biomacromolecules affect elemental composition of <italic>E. huxleyi</italic>. In the present work, we investigated variations in growth rate, electron transport rate, cellular PIC, POC, PON, protein, and carbohydrate contents of <italic>E. huxleyi</italic> under 400&#x03BC;atm CO<sub>2</sub> and pH 8.04 treatment, under 400&#x03BC;atm CO<sub>2</sub> and pH 7.70 treatment, under 1,000&#x03BC;atm CO<sub>2</sub> and pH 8.04 treatment, and under 1,000&#x03BC;atm CO<sub>2</sub> and pH 7.70 treatment and reported the contributions of protein&#x2013;carbon and carbohydrate&#x2013;carbon to POC and protein&#x2013;nitrogen to PON in <italic>E. huxleyi</italic> under different carbonate chemistry conditions.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="sec3">
<title>Experimental Setup</title>
<p><italic>Emiliania huxleyi</italic> strain RCC1266, originally isolated from shelf water around Ireland (49<sup>o</sup>30<sup>&#x02B9;</sup> N, 10<sup>o</sup>30<sup>&#x02B9;</sup> W), was obtained from the Roscoff algal culture collection. Cells were maintained in semi-continuous cultures in artificial seawater (ASW) media prepared according to <xref ref-type="bibr" rid="ref5">Berges et al. (2001)</xref> without the addition of NaHCO<sub>3</sub>, with a salinity of 33psu, under 200&#x03BC;mol photons m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup> of photosynthetically active radiation (PAR; measured using a LI-190SA quantum sensor, Beijing Ligaotai Technology Co. Ltd., China) and a 12:12h light/dark cycle (light period: 8:00 to 20:00) and 20&#x00B0;C in a thermo-controlling incubator (GXZ, Dongnan Instrument Company). The DIC-free ASW media was enriched with 64&#x03BC;molL<sup>&#x2212;1</sup> NO<sub>3</sub><sup>&#x2212;</sup>, 4&#x03BC;molL<sup>&#x2212;1</sup> PO<sub>4</sub><sup>3&#x2212;</sup>, f/8 concentrations for trace metals and vitamins (<xref ref-type="bibr" rid="ref19">Guillard and Ryther, 1962</xref>). To disentangle the effects of carbonate system parameters on elemental contents and biomacromolecules of <italic>E. huxleyi</italic>, calculated amounts of Na<sub>2</sub>CO<sub>3</sub> (1.20molkg<sup>&#x2212;1</sup>, filtered by PTFE filter, 0.22&#x03BC;m pore size, Filter-Bio, Nantong) and hydrochloric acid (HCl, 2.00molkg<sup>&#x2212;1</sup>) were added stepwise into the media to achieve four different carbonate chemistry conditions (<xref rid="tab1" ref-type="table">Table 1</xref>). Initial CO<sub>2</sub> concentration and pH<sub>Total</sub> (Total scale) value were set to 400&#x03BC;atm and 8.04 under low CO<sub>2</sub> and high pH treatment (1980&#x03BC;molkg<sup>&#x2212;1</sup> DIC, LCHpH, present DIC and pH treatment), 400&#x03BC;atm and 7.70 under low CO<sub>2</sub> and low pH treatment (910&#x03BC;molkg<sup>&#x2212;1</sup> DIC, LCLpH, reduced pH), 1,000&#x03BC;atm and 8.04 under high CO<sub>2</sub> and high pH treatment (4,930&#x03BC;molkg<sup>&#x2212;1</sup> DIC, HCHpH, ocean carbonation), and 1,000&#x03BC;atm and 7.70 under high CO<sub>2</sub> and low pH treatment (2,160&#x03BC;molkg<sup>&#x2212;1</sup> DIC, HCLpH, ocean acidification), respectively. In each condition, the ASW was put into the incubator at 20&#x00B0;C for 24h and then filtered (0.22&#x03BC;m pore size, Polycap 75 AS, Whatman) and carefully pumped into autoclaved 100ml, 1,120ml, and 2,350ml polycarbonate bottles with no headspace to minimize gas exchange. 100ml seawater was used to determine initial total alkalinity (TA) and pH<sub>Total</sub> of seawater, 1,120ml bottles were used to acclimate cells to experimental conditions (one replicate), and the main experiment culture was conducted in 2350ml bottles (four replicates). The cells were inoculated to achieve an initial concentration of about 3,000 cell ml<sup>&#x2212;1</sup> and cultured in each experimental condition for 2days and then diluted to the initial cell density again (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). This process was performed four times under each treatments, and cells were maintained in exponential growth phase for a minimum of 13 generations (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>) and then transferred from 1,120ml to 2,350ml bottles at the same time. The volume of culture inoculum was calculated to match the volume of media taken out from the bottles before inoculation. Culture bottles were rotated 10 times until cells were mixed at 9:00, 14:00 and 18:00 (Beijing Time). In the second days of the main experiments, cell densities were lower than 70,000 cells ml<sup>&#x2212;1</sup> under all treatments, and sub-samples in each incubation bottle were harvested with different volume for measurements of TA, pH<sub>Total</sub>, cell density, total particulate carbon (TPC), POC, and nitrogen (PON), protein, carbohydrate, and pigment. It should be mentioned that <xref ref-type="bibr" rid="ref4">Barcelos e Ramos et al. (2010)</xref> reported that <italic>E. huxleyi</italic> can rapidly alter the rates of essential metabolical processes in response to changing seawater carbonate chemistry within 26h. In this study, <italic>E. huxleyi</italic> cells were incubated under each treatment with 4 biological replicates for 2days, thus the results found here were comparable with other studies (see discussion section; <xref ref-type="bibr" rid="ref14">Feng et al., 2017</xref>; <xref ref-type="bibr" rid="ref6">Bi et al., 2018</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Carbonate chemistry parameters at the start and end of the incubation, and changes in carbonate chemistry parameters during the incubation.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th colspan="2" rowspan="2">
</th>
<th align="left" valign="top"><italic>p</italic>CO<sub>2</sub></th>
<th align="left" valign="top">pH</th>
<th align="left" valign="top">TA</th>
<th align="left" valign="top">DIC</th>
<th align="left" valign="top"><inline-formula><mml:math id="M1"><mml:mrow><mml:mi>H</mml:mi><mml:mi>C</mml:mi><mml:msubsup><mml:mi>O</mml:mi><mml:mn>3</mml:mn><mml:mo>&#x2212;</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula></th>
<th align="left" valign="top"><inline-formula><mml:math id="M2"><mml:mrow><mml:mi>C</mml:mi><mml:msubsup><mml:mi>O</mml:mi><mml:mn>3</mml:mn><mml:mrow><mml:mn>2</mml:mn><mml:mo>&#x2212;</mml:mo></mml:mrow></mml:msubsup></mml:mrow></mml:math></inline-formula></th>
<th align="left" valign="top">CO<sub>2</sub></th>
</tr>
<tr>
<th align="left" valign="top">(&#x03BC;atm)</th>
<th align="left" valign="top">(total scale)</th>
<th align="left" valign="top">(&#x03BC;molkg<sup>&#x2212;1</sup>)</th>
<th align="left" valign="top">(&#x03BC;molkg<sup>&#x2212;1</sup>)</th>
<th align="left" valign="top">(&#x03BC;molkg<sup>&#x2212;1</sup>)</th>
<th align="left" valign="top">(&#x03BC;molkg<sup>&#x2212;1</sup>)</th>
<th align="left" valign="top">(&#x03BC;molkg<sup>&#x2212;1</sup>)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">LCHpH</td>
<td align="left" valign="top">Start</td>
<td align="left" valign="top">405</td>
<td align="left" valign="top">8.04</td>
<td align="left" valign="top">2,236</td>
<td align="left" valign="top">1983</td>
<td align="left" valign="top">1786</td>
<td align="left" valign="top">183</td>
<td align="left" valign="top">13.2</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">(Present DIC and pH)</td>
<td align="left" valign="top">End</td>
<td align="left" valign="top">322&#x00B1;6</td>
<td align="left" valign="top">8.11&#x00B1;0.01</td>
<td align="left" valign="top">2,133&#x00B1;10</td>
<td align="left" valign="top">1854&#x00B1;10</td>
<td align="left" valign="top">1,647&#x00B1;11</td>
<td align="left" valign="top">196&#x00B1;2</td>
<td align="left" valign="top">10.5&#x00B1;0.2</td>
</tr>
<tr>
<td align="left" valign="top">Change</td>
<td align="left" valign="top">20.61%</td>
<td align="left" valign="top">0.07</td>
<td align="left" valign="top">4.61%</td>
<td align="left" valign="top">6.51%</td>
<td align="left" valign="top">7.80%</td>
<td align="left" valign="top">7.09%</td>
<td align="left" valign="top">20.61%</td>
</tr>
<tr>
<td align="left" valign="top">LCLpH</td>
<td align="left" valign="top">Start</td>
<td align="left" valign="top">423</td>
<td align="left" valign="top">7.70</td>
<td align="left" valign="top">976</td>
<td align="left" valign="top">906</td>
<td align="left" valign="top">852</td>
<td align="left" valign="top">40</td>
<td align="left" valign="top">13.8</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">(Reduced pH)</td>
<td align="left" valign="top">End</td>
<td align="left" valign="top">339&#x00B1;7</td>
<td align="left" valign="top">7.73&#x00B1;0.01</td>
<td align="left" valign="top">847&#x00B1;6</td>
<td align="left" valign="top">776&#x00B1;7</td>
<td align="left" valign="top">728&#x00B1;6</td>
<td align="left" valign="top">36&#x00B1;1</td>
<td align="left" valign="top">11.1&#x00B1;0.2</td>
</tr>
<tr>
<td align="left" valign="top">Change</td>
<td align="left" valign="top">19.82%</td>
<td align="left" valign="top">0.03</td>
<td align="left" valign="top">13.23%</td>
<td align="left" valign="top">14.42%</td>
<td align="left" valign="top">14.58%</td>
<td align="left" valign="top">9.00%</td>
<td align="left" valign="top">19.82%</td>
</tr>
<tr>
<td align="left" valign="top">HCHpH</td>
<td align="left" valign="top">Start</td>
<td align="left" valign="top">1,006</td>
<td align="left" valign="top">8.04</td>
<td align="left" valign="top">5,432</td>
<td align="left" valign="top">4,927</td>
<td align="left" valign="top">4,439</td>
<td align="left" valign="top">455</td>
<td align="left" valign="top">32.9</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">(Ocean carbonation)</td>
<td align="left" valign="top">End</td>
<td align="left" valign="top">880&#x00B1;49</td>
<td align="left" valign="top">8.08&#x00B1;0.02</td>
<td align="left" valign="top">5,229&#x00B1;17</td>
<td align="left" valign="top">4,702&#x00B1;33</td>
<td align="left" valign="top">4,205&#x00B1;46</td>
<td align="left" valign="top">468&#x00B1;16</td>
<td align="left" valign="top">28.7&#x00B1;1.6</td>
</tr>
<tr>
<td align="left" valign="top">Change</td>
<td align="left" valign="top">12.50%</td>
<td align="left" valign="top">0.04</td>
<td align="left" valign="top">3.74%</td>
<td align="left" valign="top">4.57%</td>
<td align="left" valign="top">5.26%</td>
<td align="left" valign="top">2.73%</td>
<td align="left" valign="top">12.50%</td>
</tr>
<tr>
<td align="left" valign="top">HCLpH</td>
<td align="left" valign="top">Start</td>
<td align="left" valign="top">1,006</td>
<td align="left" valign="top">7.70</td>
<td align="left" valign="top">2,264</td>
<td align="left" valign="top">2,157</td>
<td align="left" valign="top">2029</td>
<td align="left" valign="top">95</td>
<td align="left" valign="top">32.9</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">(Ocean acidification)</td>
<td align="left" valign="top">End</td>
<td align="left" valign="top">901&#x00B1;14</td>
<td align="left" valign="top">7.72&#x00B1;0.01</td>
<td align="left" valign="top">2,162&#x00B1;17</td>
<td align="left" valign="top">2050&#x00B1;17</td>
<td align="left" valign="top">1925&#x00B1;15</td>
<td align="left" valign="top">96&#x00B1;2</td>
<td align="left" valign="top">29.4&#x00B1;0.4</td>
</tr>
<tr>
<td align="left" valign="top">Change</td>
<td align="left" valign="top">10.44%</td>
<td align="left" valign="top">0.03</td>
<td align="left" valign="top">4.47%</td>
<td align="left" valign="top">4.97%</td>
<td align="left" valign="top">5.14%</td>
<td align="left" valign="top">1.17%</td>
<td align="left" valign="top">10.44%</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Data are one replicate at the start of the incubation and means&#x00B1;<italic>sd</italic> of 4 replicates at the end of the incubation.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec4">
<title>Carbonate Chemistry Measurements</title>
<p>In the second days of the main experiments, to reduce impact of respiration of <italic>E. huxleyi</italic> on seawater pH value and total alkalinity (TA), 40ml and 50ml samples were, respectively, filtered (PTFE filter, 0.22&#x03BC;m pore size, Nantong) 5h after the onset of the light period (at 13:00) and used to measure the pH<sub>Total</sub> and TA. The bottles were filled from bottom to top with overflow, and closed immediately without a headspace. The pH<sub>Total</sub> was measured immediately at 20&#x00B0;C using a pH meter which was calibrated with buffers (Tris&#x2022;HCl, Hanna) at pH 4.01, 7.00 and 10.00. The pH value was not corrected with a standard buffer of defined pH in seawater (<xref ref-type="bibr" rid="ref12">Dickson et al., 2007</xref>). TA samples were stored at 4&#x00B0;C for a maximum of 7days (<xref ref-type="bibr" rid="ref57">Zhang et al., 2021</xref>), and TA was measured at 20&#x00B0;C by potentiometric titration (AS-ALK1+, Apollo SciTech) according to <xref ref-type="bibr" rid="ref11">Dickson et al. (2003)</xref>. Phosphate concentration was not measured at the beginning and end of the incubations. In this study, the carbonate system was estimated from TA, pH<sub>Total</sub>, temperature, salinity, and phosphate (4&#x03BC;molL<sup>&#x2212;1</sup>) using the CO2SYS program (<xref ref-type="bibr" rid="ref42">Pierrot et al., 2006</xref>) with carbonic acid constants, <italic>K<sub>1</sub></italic> and <italic>K<sub>2</sub></italic>, taken from <xref ref-type="bibr" rid="ref50">Roy et al. (1993)</xref>.</p>
</sec>
<sec id="sec5">
<title>Cell Density Measurements</title>
<p>Twenty fiveml samples were taken daily 6h after the onset of the light period (at 14:00) and fresh ASW with the same carbonate chemistry as in the initial treatment conditions were added as top-up. Cell density was measured using a Z2 Coulter Particle Count and Size Analyzer (Beckman Coulter). The diameter of detected particles was set to 3&#x2013;7&#x03BC;m in the instrument, which excluded detached coccoliths (<xref ref-type="bibr" rid="ref37">M&#x00FC;ller et al., 2012</xref>). Cell concentration was also measured by microscopy (ZEISS), and variation in measured cell concentrations was&#x00B1;8% between the two methods. Growth rate (<italic>&#x03BC;</italic>) was calculated for each replicate according to the equation: <italic>&#x03BC;</italic>=(ln <italic>N</italic><sub>t</sub>&#x2212;ln <italic>N</italic><sub>0</sub>)/<italic>d</italic>, where <italic>N</italic><sub>t</sub> and <italic>N</italic><sub>0</sub> refer to the cell concentrations in the second day and beginning of the main experiment, respectively, and <italic>d</italic> was the growth period in days.</p>
</sec>
<sec id="sec6">
<title>Chlorophyll Fluorescence Measurements</title>
<p>The photosynthetic fluorescence parameters were determined using a pulse amplitude modulated fluorometer (WATER&#x2013;PAM, Walz, Effeltrich, Germany). 2ml samples were taken from the incubation bottles and kept in the dark for 15min at 20&#x00B0;C. The assay light levels (A-PAR) between 0 and 1,120&#x03BC;mol photons m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup> were applied in nine steps and 45s each in fast light response curve measurements. The instant minimal (<italic>F</italic><sub>0</sub>&#x02B9;) and maximal fluorescence (<italic>F</italic><sub>m</sub>&#x02B9;) were, respectively, determined at the end of each A-PAR and saturating light pulse (800ms, 3,000&#x03BC;mol photons m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup>). The effective photochemical quantum yield (<italic>Yield</italic>) was calculated as: <italic>Yield</italic>=(<italic>F</italic><sub>m</sub>&#x02B9;&#x2212;<italic>F</italic><sub>0</sub>&#x02B9;)/<italic>F</italic><sub>m</sub>&#x02B9; (<xref ref-type="bibr" rid="ref3">Baker, 2008</xref>). The relative electron transport rate (<italic>rETR</italic>) was calculated as: <italic>rETR</italic>=<italic>Yield</italic>&#x00D7;A-PAR (<xref ref-type="bibr" rid="ref45">Ralph and Gademann, 2005</xref>). The parameters of the photosynthesis vs. irradiance curves (P&#x2013;I curves) were analyzed as follows: <italic>rETR</italic>=<italic>rETR</italic><sub>max</sub>&#x00D7;tanh (<italic>a</italic>&#x00D7;A-PAR/<italic>rETR</italic><sub>max</sub>; <xref ref-type="bibr" rid="ref23">Jasby and Platt, 1976</xref>). The maximal relative electron transport rate (<italic>rETR</italic><sub>max</sub>) represents the light-saturating level of <italic>rETR</italic>, and light use efficiency (<italic>a</italic>) was derived from the slope of each electron transport rate (<italic>ETR</italic>) vs. light curve. Saturating light intensity, <italic>I</italic><sub>k</sub>, is calculated from the expression <italic>rETR</italic><sub>max</sub>/<italic>a</italic> and is characteristic for the onset of light saturation.</p>
</sec>
<sec id="sec7">
<title>Pigment Measurements</title>
<p>One hundredml samples were filtered onto pre-combusted GF/F filters (at 450&#x00B0;C for 6h) with low vacuum pressure (&#x003C;0.02MPa) at 15:00 and soaked in 5ml 90% acetone overnight at 4&#x00B0;C in the dark. The extracts were centrifuged at 4300&#x00D7;<italic>g</italic> for 10min to remove glass fibers. Absorbance (<italic>A</italic>) of the supernatant on 750, 664, 647, and 480nm was measured using a spectrophotometer (SP-722, Shanghai Spectrum Instruments, China). The chlorophyll <italic>a</italic> (Chl <italic>a</italic>) concentration was calculated as: Chl <italic>a</italic> (&#x03BC;gml<sup>&#x2212;1</sup>)=&#x2212;1.93&#x00D7;(<italic>A</italic><sub>647</sub>&#x2013;<italic>A</italic><sub>750</sub>)+11.93&#x00D7;(<italic>A</italic><sub>664</sub>&#x2013;<italic>A</italic><sub>750</sub>). The carotenoid concentration was calculated as: Carotenoid (&#x03BC;gml<sup>&#x2212;1</sup>)=4&#x00D7;(<italic>A</italic><sub>480</sub>&#x2013;<italic>A</italic><sub>750</sub>; <xref ref-type="bibr" rid="ref24">Jeffrey and Humphrey, 1975</xref>; <xref ref-type="bibr" rid="ref10">Davies, 1976</xref>).</p>
</sec>
<sec id="sec8">
<title>Total Particulate Carbon, Particulate Organic Carbon, and Nitrogen Measurements</title>
<p>Two hundredml samples for determinations of TPC and POC (PON) were, respectively, gently filtered onto GF/F filters (pre-combusted at 450&#x00B0;C for 6h) at the same time (15:30) in each treatment, rinsed three times with DIC&#x2013;free ASW media, and then stored in the dark at &#x2212;20&#x00B0;C. For determination of POC (PON), samples were fumed with HCl for 12h to remove inorganic carbon. TPC and POC (PON) samples were dried at 60&#x00B0;C for 12h and analyzed using an Elementar CHNS analyzer (Vario EL cube, GmbH, Germany). PIC quota was calculated as the difference between TPC and POC quota (<xref ref-type="bibr" rid="ref13">Fabry and Balch, 2010</xref>). PIC, POC, and PON production rates were calculated by multiplying cellular contents with <italic>&#x03BC;</italic> (d<sup>&#x2212;1</sup>), respectively, (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>).</p>
</sec>
<sec id="sec9">
<title>Protein and Carbohydrate Measurements</title>
<p>After mixing, 700ml and 800ml samples for determinations of protein and carbohydrate were, respectively, filtered onto polycarbonate filters (25mm diameter, 0.6&#x03BC;m pore size, Nuclepore, Whatman) and onto pre-combusted GF/F filters at 15:30 and then stored in the dark at &#x2212;80&#x00B0;C. Protein samples were put into 2ml MP Biomedical tubes (Lysing, Matrix D) containing large ceramic beads. After being freeze-dried, protein samples were extracted by a mixture of 0.7ml 1X protein extraction buffer (0.10mmolL<sup>&#x2212;1</sup> 4-(2-aminoethyl) benzenesulfonyl fluoride hydrochloride (protease inhibitor), 125.00mmolL<sup>&#x2212;1</sup> ethylene diamine tetraacetic acid, 28.07mmolL<sup>&#x2212;1</sup> Tris base, 21.10mmolL<sup>&#x2212;1</sup> Tris-HCl, 1085.89mmolL<sup>&#x2212;1</sup>glycerol and 73.44mmolL<sup>&#x2212;1</sup> lithium dodecyl sulfate). Cells were lysed using a FastPrep&#x2013;24 machine (MP Biomedicals, United States) at 6.5ms<sup>&#x2212;1</sup> with 4cycles and 1min each, and samples were chilled in an ice bath for 2min between 2cycles. Then, the samples were centrifuged at 10,000&#x00D7;<italic>g</italic> for 5min (Centrifuge 5,418 R, Eppendorf, Germany), and extracted protein in the supernatant was determined at 562nm using the BCA Assay with Bovine gamma globulin as a standard, using a spectrophotometer (<xref ref-type="bibr" rid="ref38">Ni et al., 2016</xref>).</p>
<p>Carbohydrate samples were firstly treated with 12.00molL<sup>&#x2212;1</sup> sulfuric acid (H<sub>2</sub>SO<sub>4</sub>) in the dark for 1h and then diluted by milliQ water for a final H<sub>2</sub>SO<sub>4</sub> concentration of 1.20molL<sup>&#x2212;1</sup>. Samples were then sonicated for 5min and vortexed for 30s, and boiled at 90.0&#x00B0;C for 3h in a water bath (<xref ref-type="bibr" rid="ref40">Pakulski and Benner, 1992</xref>). The concentration of monosaccharide was analyzed at 490nm by phenol&#x2013;sulfuric reaction using a spectrophotometer with D-glucose as standard (<xref ref-type="bibr" rid="ref33">Masuko et al., 2005</xref>).</p>
</sec>
<sec id="sec10">
<title>Data Analysis</title>
<p>The elemental content of macromolecular pools was calculated based on a mean elemental stoichiometry for protein, carbohydrates, Chl <italic>a</italic> and carotenoid (<xref ref-type="bibr" rid="ref18">Geider and LaRoche, 2002</xref>). Two-way ANOVA were used to determine the main effects of CO<sub>2</sub> concentration and pH value and their interactions on each variable. Tukey <italic>post hoc</italic> tests were conducted to identify significant differences between two CO<sub>2</sub> concentrations or two pH values. Normality of residuals was tested using a Shapiro&#x2013;Wilk test, and a Levene test was used to analyze for homogeneity of variances. All statistical calculations were performed using <xref ref-type="bibr" rid="ref44">R Core Team (2018)</xref> with the packages carData, lattice, and nlme.</p>
</sec>
</sec>
<sec id="sec11" sec-type="results">
<title>Results</title>
<sec id="sec12">
<title>Carbonate Chemistry</title>
<p>Initial CO<sub>2</sub> concentrations ranged from 400 to 420&#x03BC;atm under low DIC (LC) treatments and were 1,010&#x03BC;atm under high DIC (HC) treatments (<xref rid="tab1" ref-type="table">Table 1</xref>). Initial pH values were 8.04 and 7.70 in high and low pH conditions, respectively. During the experiment, DIC concentrations decreased by, on average, 4.57 to 14.42% under various carbonate chemistry treatments. Correspondingly, CO<sub>2</sub> concentrations decreased by, on average, 10.44 to 20.61%, and pH<sub>Total</sub> values increased by less than 0.07 under different experimental treatments (<xref rid="tab1" ref-type="table">Table 1</xref>). Under low pH treatment, low DIC concentration (LCLpH) represents low CO<sub>2</sub>, bicarbonate (HCO<sub>3</sub><sup>&#x2212;</sup>), carbonate (CO<sub>3</sub><sup>2&#x2212;</sup>) and TA concentrations, and under high pH treatment, high DIC concentration (HCHpH) represents high CO<sub>2</sub>, HCO<sub>3</sub><sup>&#x2212;</sup>, CO<sub>3</sub><sup>2&#x2212;</sup>, and TA concentrations (<xref rid="tab1" ref-type="table">Table 1</xref>).</p>
</sec>
<sec id="sec13">
<title>Growth Rate, Cellular Pigment Content, and Photosynthetic Fluorescence Parameter</title>
<p>Compared to present DIC concentration and pH value (LCHpH), ocean acidification (high DIC concentration and low pH value, HCLpH) did not significantly affect growth rate, <italic>rETR</italic><sub>max</sub>, light use efficiency (<italic>a</italic>), and saturating light intensity (<italic>I</italic><sub>k</sub>; all <italic>p</italic>&#x003E;0.10) and increased chlorophyll <italic>a</italic> (Chl <italic>a</italic>) and carotenoid content by 13.56 and 7.17%, respectively (both <italic>p</italic>&#x003C;0.01; <xref rid="fig1" ref-type="fig">Figures 1</xref>, <xref rid="fig2" ref-type="fig">2</xref>, gray). Under the same pH treatments, the effects of elevated DIC concentration on growth rate, Chl <italic>a</italic> and carotenoid contents, <italic>rETR</italic><sub>max</sub>, <italic>a</italic>, and <italic>I</italic><sub>k</sub> were positive, which can be seen by comparing these variables at HC concentrations with their paired LC concentrations (<xref rid="fig1" ref-type="fig">Figures 1</xref>, <xref rid="fig2" ref-type="fig">2</xref>). Compared to low DIC concentration, high DIC concentration increased growth rate by 18.96% at high pH and by 10.34% at low pH, increased Chl <italic>a</italic> content by 33.83% at high pH and by 65.02% at low pH, increased carotenoid content by 53.55% at high pH and by 45.51% at low pH (<xref rid="fig1" ref-type="fig">Figures 1A</xref>&#x2013;<xref rid="fig1" ref-type="fig">C</xref>), increased <italic>rETR</italic><sub>max</sub> by 22.50% at high pH and by 21.99% at low pH, increased <italic>a</italic> by 20.88% at high pH and by 12.40% at low pH (all <italic>p</italic>&#x003C;0.05), respectively (<xref rid="fig2" ref-type="fig">Figures 2B</xref>,<xref rid="fig2" ref-type="fig">C</xref>; <xref rid="tab2" ref-type="table">Tables 2</xref>, <xref rid="tab3" ref-type="table">3</xref>) and did not significantly increase <italic>I</italic><sub>k</sub> under both high and low pH treatments (both <italic>p</italic>&#x003E;0.10; <xref rid="fig2" ref-type="fig">Figure 2D</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p><bold>(A)</bold> Growth rate, <bold>(B)</bold> chlorophyll <italic>a</italic> (Chl <italic>a</italic>) content, <bold>(C)</bold> carotenoid content and <bold>(D)</bold> carotenoid: Chl <italic>a</italic> ratio of <italic>Emiliania huxleyi</italic> RCC1266 under present DIC concentration and high pH value (LCHpH, gray), low DIC concentration and low pH value (LCLpH, reduced pH), high DIC concentration and high pH value (HCHpH, ocean carbonation), and high DIC concentration and low pH value (HCLpH, ocean acidification, gray) treatments. Data were obtained after cells were acclimated to experimental conditions for at least 13 generations and means&#x00B1;standard deviation (SD) of 4 replicate populations. Different letters (a, b, c, d) in each panel represent significant differences between four treatments (Tukey <italic>Post hoc</italic>, <italic>p</italic>&#x003C;0.05).</p>
</caption>
<graphic xlink:href="fmicb-12-737454-g001.tif"/>
</fig>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p><bold>(A)</bold> Relative electron transport rate (<italic>rETR</italic>) as a function of the assay light intensity (0&#x2013;1,120&#x03BC;mol photons m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup>), <bold>(B)</bold> maximal relative electron transport rate (<italic>rETR</italic><sub>max</sub>), <bold>(C)</bold> light use efficiency (<italic>a</italic>) and <bold>(D)</bold> saturating light intensity (<italic>I</italic><sub>k</sub>) of <italic>E. huxleyi</italic> RCC1266 under the LCHpH (gray), LCLpH, HCHpH, and HCLpH (gray) treatments. Different letters (a, b, c) in each panel represent significant differences between four treatments (Tukey <italic>Post hoc</italic>, <italic>p</italic>&#x003C;0.05). For more information, please see <xref rid="fig1" ref-type="fig">Figure 1</xref>.</p>
</caption>
<graphic xlink:href="fmicb-12-737454-g002.tif"/>
</fig>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Results of two-way ANOVAs of the effects of dissolved inorganic carbon (DIC) and pH and their interaction on growth rate, chlorophyll <italic>a</italic> (Chl <italic>a</italic>) and carotenoid contents, carotenoid: Chl ratio, <italic>rETR</italic><sub>max</sub>, light use efficiency (<italic>a</italic>), saturating light intensity (<italic>I</italic><sub>k</sub>), PIC, POC and PON contents, PIC/POC and POC/PON ratios, protein and carbohydrate contents, the percentages of protein&#x2013;carbon to POC (Protein&#x2013;C: POC), carbohydrate&#x2013;carbon to POC (carbohydrate&#x2013;C: POC), Chl&#x2013;carbon to POC (Chl&#x2013;C: POC) and carotenoid&#x2013;carbon to POC (Carotenoid&#x2013;C: POC), and the percentages of protein&#x2013;nitrogen to PON (Protein&#x2013;N: PON) and Chl&#x2013;nitrogen to PON (Chl&#x2013;N: PON).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th rowspan="2"/>
<th align="left" valign="top" colspan="2">DIC</th>
<th align="left" valign="top" colspan="2">pH</th>
<th align="left" valign="top" colspan="2">DIC&#x00D7;pH</th>
</tr>
<tr>
<th align="left" valign="top"><italic>F</italic></th>
<th align="left" valign="top"><italic>p</italic></th>
<th align="left" valign="top"><italic>F</italic></th>
<th align="left" valign="top"><italic>p</italic></th>
<th align="left" valign="top"><italic>F</italic></th>
<th align="left" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Growth rate</td>
<td align="center" valign="top">130.12</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">210.44</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">16.43</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
<tr>
<td align="left" valign="top">Chl <italic>a</italic></td>
<td align="center" valign="top">1199.04</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">514.14</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">23.02</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
<tr>
<td align="left" valign="top">Carotenoid</td>
<td align="center" valign="top">1130.68</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">787.43</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">59.55</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
<tr>
<td align="left" valign="top">Carotenoid: Chl ratio</td>
<td align="center" valign="top">0.61</td>
<td align="center" valign="top">=0.45</td>
<td align="center" valign="top">26.25</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">108.56</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
<tr>
<td align="left" valign="top"><italic>rETR</italic><sub>max</sub></td>
<td align="center" valign="top">71.93</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">106.83</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">1.26</td>
<td align="center" valign="top">=0.28</td>
</tr>
<tr>
<td align="left" valign="top"><italic>a</italic></td>
<td align="center" valign="top">50.23</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">32.12</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">4.34</td>
<td align="center" valign="top">=0.06</td>
</tr>
<tr>
<td align="left" valign="top"><italic>I</italic><sub>k</sub></td>
<td align="center" valign="top">2.95</td>
<td align="center" valign="top">=0.11</td>
<td align="center" valign="top">20.32</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">1.36</td>
<td align="center" valign="top">=0.27</td>
</tr>
<tr>
<td align="left" valign="top">PIC content</td>
<td align="center" valign="top">75.39</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">413.59</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">4.61</td>
<td align="center" valign="top">=0.05</td>
</tr>
<tr>
<td align="left" valign="top">POC content</td>
<td align="center" valign="top">79.64</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">7.90</td>
<td align="center" valign="top">=0.02</td>
<td align="center" valign="top">117.30</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
<tr>
<td align="left" valign="top">PON content</td>
<td align="center" valign="top">7.54</td>
<td align="center" valign="top">=0.02</td>
<td align="center" valign="top">0.01</td>
<td align="center" valign="top">=0.92</td>
<td align="center" valign="top">102.05</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
<tr>
<td align="left" valign="top">PIC/POC ratio</td>
<td align="center" valign="top">2.96</td>
<td align="center" valign="top">=0.11</td>
<td align="center" valign="top">199.08</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">14.09</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
<tr>
<td align="left" valign="top">POC/PON ratio</td>
<td align="center" valign="top">9.92</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">1.96</td>
<td align="center" valign="top">=0.19</td>
<td align="center" valign="top">0.56</td>
<td align="center" valign="top">=0.47</td>
</tr>
<tr>
<td align="left" valign="top">Protein content</td>
<td align="center" valign="top">200.44</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">138.93</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">339.12</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
<tr>
<td align="left" valign="top">Carbohydrate content</td>
<td align="center" valign="top">248.18</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">4.06</td>
<td align="center" valign="top">=0.07</td>
<td align="center" valign="top">26.01</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
<tr>
<td align="left" valign="top">Protein&#x2013;C: POC</td>
<td align="center" valign="top">2.06</td>
<td align="center" valign="top">=0.18</td>
<td align="center" valign="top">27.12</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">6.12</td>
<td align="center" valign="top">=0.03</td>
</tr>
<tr>
<td align="left" valign="top">Carbohydrate&#x2013;C: POC</td>
<td align="center" valign="top">34.24</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">0.32</td>
<td align="center" valign="top">=0.58</td>
<td align="center" valign="top">12.58</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
<tr>
<td align="left" valign="top">Chl&#x2013;C: POC</td>
<td align="center" valign="top">51.64</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">52.22</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">104.76</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
<tr>
<td align="left" valign="top">Carotenoid&#x2013;C: POC</td>
<td align="center" valign="top">63.31</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">106.40</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">27.66</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
<tr>
<td align="left" valign="top">Protein&#x2013;N: PON</td>
<td align="center" valign="top">34.84</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">50.75</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">5.58</td>
<td align="center" valign="top">=0.04</td>
</tr>
<tr>
<td align="left" valign="top">Chl&#x2013;N: PON</td>
<td align="center" valign="top">199.78</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">121.14</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td align="center" valign="top">201.95</td>
<td align="center" valign="top">&#x003C;0.01</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Summary of all parameters under four carbonate chemistry treatments.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th rowspan="2"/>
<th align="left" valign="top">LCHpH</th>
<th align="left" valign="top">LCLpH</th>
<th align="left" valign="top">HCHpH</th>
<th align="left" valign="top">HCLpH</th>
</tr>
<tr>
<th align="left" valign="top">(Present DIC and pH)</th>
<th align="left" valign="top">(Reduced pH)</th>
<th align="left" valign="top">(Ocean carbonation)</th>
<th align="left" valign="top">(Ocean acidification)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Growth rate (d<sup>&#x2212;1</sup>)</td>
<td align="center" valign="top">1.33 &#x00B1; 0.01<sup>a</sup></td>
<td align="center" valign="top"><italic>1.16 &#x00B1; 0.02<sup>b</sup></italic></td>
<td align="center" valign="top">1.58 &#x00B1; 0.06<sup>c</sup></td>
<td align="center" valign="top">1.27 &#x00B1; 0.02<sup>a</sup></td>
</tr>
<tr>
<td align="left" valign="top">Chl <italic>a</italic> (pg cell<sup>&#x2212;1</sup>)</td>
<td align="center" valign="top">0.11 &#x00B1; 0.01<sup>a</sup></td>
<td align="center" valign="top"><italic>0.07 &#x00B1; 0.01<sup>b</sup></italic></td>
<td align="center" valign="top">0.14 &#x00B1; 0.01<sup>c</sup></td>
<td align="center" valign="top">0.12 &#x00B1; 0.01<sup>d</sup></td>
</tr>
<tr>
<td align="left" valign="top">Carotenoid (pg cell<sup>&#x2212;1</sup>)</td>
<td align="center" valign="top">0.08 &#x00B1; 0.02<sup>a</sup></td>
<td align="center" valign="top"><italic>0.06 &#x00B1; 0.01<sup>b</sup></italic></td>
<td align="center" valign="top">0.12 &#x00B1; 0.01<sup>c</sup></td>
<td align="center" valign="top">0.08 &#x00B1; 0.01<sup>d</sup></td>
</tr>
<tr>
<td align="left" valign="top">Car: Chl ratio</td>
<td align="center" valign="top">0.73 &#x00B1; 0.03<sup>a</sup></td>
<td align="center" valign="top">0.78 &#x00B1; 0.01<sup>b</sup></td>
<td align="center" valign="top">0.83 &#x00B1; 0.02<sup>c</sup></td>
<td align="center" valign="top"><italic>0.69 &#x00B1; 0.01<sup>d</sup></italic></td>
</tr>
<tr>
<td align="left" valign="top"><italic>rETR</italic><sub>max</sub> (arbitrary unit)</td>
<td align="center" valign="top">252.14 &#x00B1; 10.84<sup>a</sup></td>
<td align="center" valign="top"><italic>197.71 &#x00B1; 12.10<sup>b</sup></italic></td>
<td align="center" valign="top">308.87 &#x00B1; 15.57<sup>c</sup></td>
<td align="center" valign="top">241.18 &#x00B1; 7.21<sup>a</sup></td>
</tr>
<tr>
<td align="left" valign="top"><italic>a</italic></td>
<td align="center" valign="top">0.58 &#x00B1; 0.03<sup>ab</sup></td>
<td align="center" valign="top">0.53 &#x00B1; 0.01<sup>a</sup></td>
<td align="center" valign="top">0.70 &#x00B1; 0.03<sup>c</sup></td>
<td align="center" valign="top">0.60 &#x00B1; 0.031<sup>b</sup></td>
</tr>
<tr>
<td align="left" valign="top"><italic>I</italic><sub>k</sub> (&#x03BC;mol photons m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup>)</td>
<td align="center" valign="top">433.78 &#x00B1; 13.68<sup>a</sup></td>
<td align="center" valign="top"><italic>370.10 &#x00B1; 19.12<sup>b</sup></italic></td>
<td align="center" valign="top">439.98 &#x00B1; 30.39<sup>a</sup></td>
<td align="center" valign="top">402.49 &#x00B1; 23.21<sup>ab</sup></td>
</tr>
<tr>
<td align="left" valign="top">PIC content (pg C cell<sup>&#x2212;1</sup>)</td>
<td align="center" valign="top">4.17 &#x00B1; 0.29<sup>a</sup></td>
<td align="center" valign="top"><italic>1.80 &#x00B1; 0.29<sup>b</sup></italic></td>
<td align="center" valign="top">5.58 &#x00B1; 0.27<sup>c</sup></td>
<td align="center" valign="top"><italic>2.65 &#x00B1; 0.18<sup>d</sup></italic></td>
</tr>
<tr>
<td align="left" valign="top">POC content (pg C cell<sup>&#x2212;1</sup>)</td>
<td align="center" valign="top">10.06 &#x00B1; 0.29<sup>a</sup></td>
<td align="center" valign="top">11.87 &#x00B1; 0.16<sup>b</sup></td>
<td align="center" valign="top">14.53 &#x00B1; 0.70<sup>c</sup></td>
<td align="center" valign="top">11.44 &#x00B1; 0.46<sup>b</sup></td>
</tr>
<tr>
<td align="left" valign="top">PON content (pg N cell<sup>&#x2212;1</sup>)</td>
<td align="center" valign="top">1.68 &#x00B1; 0.06<sup>a</sup></td>
<td align="center" valign="top">2.13 &#x00B1; 0.15<sup>b</sup></td>
<td align="center" valign="top">2.25 &#x00B1; 0.07<sup>b</sup></td>
<td align="center" valign="top">1.81 &#x00B1; 0.05<sup>a</sup></td>
</tr>
<tr>
<td align="left" valign="top">PIC/POC ratio</td>
<td align="center" valign="top">0.42 &#x00B1; 0.04<sup>a</sup></td>
<td align="center" valign="top"><italic>0.15 &#x00B1; 0.02<sup>b</sup></italic></td>
<td align="center" valign="top">0.38 &#x00B1; 0.03<sup>a</sup></td>
<td align="center" valign="top"><italic>0.23 &#x00B1; 0.02<sup>c</sup></italic></td>
</tr>
<tr>
<td align="left" valign="top">POC/PON ratio</td>
<td align="center" valign="top">6.00 &#x00B1; 0.36<sup>ab</sup></td>
<td align="center" valign="top">5.59 &#x00B1; 0.41<sup>a</sup></td>
<td align="center" valign="top">6.47 &#x00B1; 0.48<sup>b</sup></td>
<td align="center" valign="top">6.34 &#x00B1; 0.26<sup>ab</sup></td>
</tr>
<tr>
<td align="left" valign="top">Protein (pg cell<sup>&#x2212;1</sup>)</td>
<td align="center" valign="top">5.76 &#x00B1; 0.23<sup>a</sup></td>
<td align="center" valign="top">6.28 &#x00B1; 0.52<sup>a</sup></td>
<td align="center" valign="top">9.24 &#x00B1; 0.11<sup>b</sup></td>
<td align="center" valign="top">5.86 &#x00B1; 0.42<sup>a</sup></td>
</tr>
<tr>
<td align="left" valign="top">Carbohydrate (pg cell<sup>&#x2212;1</sup>)</td>
<td align="center" valign="top">3.34 &#x00B1; 0.18<sup>a</sup></td>
<td align="center" valign="top">3.55 &#x00B1; 0.26<sup>a</sup></td>
<td align="center" valign="top">5.19 &#x00B1; 0.18<sup>b</sup></td>
<td align="center" valign="top">4.61 &#x00B1; 0.17<sup>c</sup></td>
</tr>
<tr>
<td align="left" valign="top">Protein&#x2013;C: POC (%)</td>
<td align="center" valign="top">30.39 &#x00B1; 1.88<sup>ab</sup></td>
<td align="center" valign="top">28.02 &#x00B1; 2.09<sup>a</sup></td>
<td align="center" valign="top">33.76 &#x00B1; 1.27<sup>b</sup></td>
<td align="center" valign="top">27.13 &#x00B1; 1.54<sup>a</sup></td>
</tr>
<tr>
<td align="left" valign="top">Carbohydrate&#x2013;C: POC (%)</td>
<td align="center" valign="top">13.28 &#x00B1; 0.87<sup>ab</sup></td>
<td align="center" valign="top">11.96 &#x00B1; 1.00<sup>a</sup></td>
<td align="center" valign="top">14.31 &#x00B1; 0.87<sup>bc</sup></td>
<td align="center" valign="top">16.14 &#x00B1; 0.81<sup>c</sup></td>
</tr>
<tr>
<td align="left" valign="top">Chl&#x2013;C: POC (%)</td>
<td align="center" valign="top">0.78 &#x00B1; 0.05<sup>a</sup></td>
<td align="center" valign="top"><italic>0.45 &#x00B1; 0.01<sup>b</sup></italic></td>
<td align="center" valign="top">0.72 &#x00B1; 0.04<sup>a</sup></td>
<td align="center" valign="top">0.78 &#x00B1; 0.04<sup>a</sup></td>
</tr>
<tr>
<td align="left" valign="top">Carotenoid&#x2013;C: POC (%)</td>
<td align="center" valign="top">0.61 &#x00B1; 0.02<sup>a</sup></td>
<td align="center" valign="top"><italic>0.38 &#x00B1; 0.01<sup>b</sup></italic></td>
<td align="center" valign="top">0.65 &#x00B1; 0.04<sup>a</sup></td>
<td align="center" valign="top">0.58 &#x00B1; 0.03<sup>a</sup></td>
</tr>
<tr>
<td align="left" valign="top">Protein&#x2013;N: PON (%)</td>
<td align="center" valign="top">54.93 &#x00B1; 1.60<sup>a</sup></td>
<td align="center" valign="top"><italic>47.27 &#x00B1; 4.93<sup>b</sup></italic></td>
<td align="center" valign="top">65.76 &#x00B1; 2.58<sup>c</sup></td>
<td align="center" valign="top">51.92 &#x00B1; 3.59<sup>ab</sup></td>
</tr>
<tr>
<td align="left" valign="top">Chl&#x2013;N: PON (%)</td>
<td align="center" valign="top">0.40 &#x00B1; 0.01<sup>a</sup></td>
<td align="center" valign="top"><italic>0.22 &#x00B1; 0.02<sup>b</sup></italic></td>
<td align="center" valign="top">0.40 &#x00B1; 0.01<sup>a</sup></td>
<td align="center" valign="top">0.42 &#x00B1; 0.02<sup>a</sup></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Different letters (a, b, c, d) represent significant differences between four treatments (Tukey <italic>post hoc</italic>, <italic>p</italic>&#x003C;0.05). Values in italic indicate significant lower and those in bold indicate significant larger under the LCLpH (reduced pH), HCHpH (ocean carbonation), and HCLpH (ocean acidification) treatments in comparison with the LCHpH (present DIC and pH) treatment. For more information, please see <xref rid="tab2" ref-type="table">Table 2</xref>.</p>
</table-wrap-foot>
</table-wrap>
<p>Under the same CO<sub>2</sub> concentrations, the effects of reduced pH value on growth rate, Chl <italic>a</italic> and carotenoid contents, <italic>rETR</italic><sub>max</sub>, <italic>a</italic> and <italic>I</italic><sub>k</sub> were negative, which can be seen by comparing these variables in low pH condition with their paired high pH condition (<xref rid="fig1" ref-type="fig">Figures 1</xref>, <xref rid="fig2" ref-type="fig">2</xref>). Compared to high pH value, low pH value reduced growth rate by 12.82% at LC and by 19.14% at HC, reduced Chl <italic>a</italic> content by 31.18% at LC and by 15.14% at HC, reduced carotenoid content by 26.35% at LC and by 30.21% at HC (<xref rid="fig1" ref-type="fig">Figures 1A</xref>&#x2013;<xref rid="fig1" ref-type="fig">C</xref>), reduced <italic>rETR</italic><sub>max</sub> by 21.59% at LC and by 21.91% at HC (all <italic>p</italic>&#x003C;0.01), reduced <italic>a</italic> by 8.16% at LC and by 14.60% at HC (<italic>p</italic>=0.10 at LC; <italic>p</italic>&#x003C;0.01 at HC) and reduced <italic>I</italic><sub>k</sub> by 14.68% at LC and by 8.52% at HC (<italic>p</italic>&#x003C;0.01 at LC; <italic>p</italic>=0.14 at HC), respectively (<xref rid="fig2" ref-type="fig">Figures 2B</xref>&#x2013;<xref rid="fig2" ref-type="fig">D</xref>). These results showed that elevated DIC concentration compensated for the negative effects of reduced pH on growth rate, Chl <italic>a</italic> and carotenoid contents, <italic>rETR</italic><sub>max</sub>, <italic>a</italic> and <italic>I</italic><sub>k</sub>.</p>
</sec>
<sec id="sec14">
<title>Cellular PIC, POC, and PON Contents, PIC/POC Ratio and POC/PON Ratio</title>
<p>Compared to present DIC concentration and pH value (LCHpH), ocean acidification (HCLpH) reduced PIC content by 40.93% and PIC/POC ratio by 44.05%, and increased POC content by 13.75% and did not significantly affect PON content (<italic>p</italic>=0.24) and POC/PON ratio (<italic>p</italic>=0.62; <xref rid="fig3" ref-type="fig">Figure 3</xref>, gray). The effects of elevated DIC concentration on cellular PIC, POC, and PON contents, and on PIC/POC ratio and POC/PON ratio were pH dependent (<xref rid="fig3" ref-type="fig">Figure 3</xref>). In high pH condition, elevated DIC concentration increased PIC content by 37.93%, POC content by 44.43%, PON content by 34.09% (all <italic>p</italic>&#x003C;0.01; <xref rid="tab2" ref-type="table">Tables 2</xref>, <xref rid="tab3" ref-type="table">3</xref>) and did not significantly affect PIC/POC ratio and POC/PON ratio. In low pH condition, elevated DIC concentration increased PIC content (<italic>p</italic>&#x003C;0.01), PIC/POC ratio (<italic>p</italic>=0.01) and POC/PON ratio (<italic>p</italic>=0.07) did not significantly affect POC content and significantly reduced PON content.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p><bold>(A)</bold> Particulate inorganic carbon (PIC) content, <bold>(B)</bold> particulate organic carbon (POC) content, <bold>(C)</bold> particulate organic nitrogen (PON) content, <bold>(D)</bold> PIC/POC ratio, and <bold>(E)</bold> POC/PON ratio of <italic>E. huxleyi</italic> RCC1266 under the LCHpH (gray), LCLpH, HCHpH, and HCLpH (gray) treatments. Different letters (a, b, c, d) in each panel represent significant differences between different treatments (Tukey <italic>Post hoc</italic>, <italic>p</italic>&#x003C;0.05). For more information, please see <xref rid="fig1" ref-type="fig">Figure 1</xref>.</p>
</caption>
<graphic xlink:href="fmicb-12-737454-g003.tif"/>
</fig>
<p>Under both low and high DIC concentrations, reduced pH value reduced PIC contents by 53.74&#x2013;57.17% and PIC/POC ratios by 39.62&#x2013;63.53% (<xref rid="fig3" ref-type="fig">Figures 3A</xref>,<xref rid="fig3" ref-type="fig">D</xref>). The effects of reduced pH value on POC and PON contents were DIC dependent (<xref rid="fig3" ref-type="fig">Figures 3B</xref>,<xref rid="fig3" ref-type="fig">C</xref>). In low DIC concentration, reduced pH value increased POC content by 18.03% and PON content by 27.09% (both <italic>p</italic>&#x003C;0.01); in high DIC concentration, it reduced POC content by 21.24% and PON content by 19.78% (both <italic>p</italic>&#x003C;0.01; <xref rid="fig3" ref-type="fig">Figures 3B</xref>,<xref rid="fig3" ref-type="fig">C</xref>). These results showed that reduced pH value mainly reduced PIC content and PIC/POC ratio and reduced pH value and elevated DIC concentration acted antagonistically to affect cellular POC and PON contents.</p>
</sec>
<sec id="sec15">
<title>Cellular Protein and Carbohydrate Contents</title>
<p>Compared to present DIC concentration and pH value (LCHpH), ocean acidification (HCLpH) did not significantly affect protein content and increased carbohydrate content by 38.20% (<xref rid="fig4" ref-type="fig">Figure 4</xref>, gray). The effect of elevated DIC concentration on cellular protein content was pH dependent (<xref rid="fig4" ref-type="fig">Figure 4A</xref>). In high pH condition, elevated DIC concentration increased protein content by 60.42%, and in low pH condition, it did not significantly affect protein content (<italic>p</italic>=0.06). In low CO<sub>2</sub> concentration, reduced pH value did not significantly affect protein content (<italic>p</italic>=0.05), and in high CO<sub>2</sub> concentration, it significantly reduced protein content (<italic>p</italic>&#x003C;0.01).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p><bold>(A)</bold> Cellular protein content and <bold>(B)</bold> cellular carbohydrate content of <italic>E. huxleyi</italic> RCC1266 under the LCHpH (gray), LCLpH, HCHpH, and HCLpH (gray) treatments. Different letters (a, b, c) in each panel represent significant differences between four treatments (Tukey <italic>Post hoc</italic>, <italic>p</italic>&#x003C;0.05). For more information, please see <xref rid="fig1" ref-type="fig">Figure 1</xref>.</p>
</caption>
<graphic xlink:href="fmicb-12-737454-g004.tif"/>
</fig>
<p>The effect of elevated DIC concentration on carbohydrate content was positive, which can be seen by comparing the carbohydrate contents in high DIC concentrations with their paired low DIC concentrations (<xref rid="fig4" ref-type="fig">Figure 4B</xref>). Elevated DIC concentration increased carbohydrate content by 55.43% in high pH condition and by 30.02% in low pH condition. The effect of reduced pH value on carbohydrate content was DIC concentration dependent. Reduced pH value did not significantly affect carbohydrate content in low DIC concentration and reduced carbohydrate content by 11.08% in high DIC concentration (<xref rid="fig4" ref-type="fig">Figure 4B</xref>, <italic>p</italic>&#x003C;0.01). These results showed that elevated DIC concentration increased protein content in high pH condition but not in low pH condition and mainly increased carbohydrate content under both low and high pH treatments (<xref rid="fig4" ref-type="fig">Figures 4A</xref>,<xref rid="fig4" ref-type="fig">B</xref>).</p>
</sec>
<sec id="sec16">
<title>Percentage of POC Allocated to Protein and Carbohydrate, and Percentage of PON Allocated to Protein, and Their Correlation With Growth Rate</title>
<p>Compared to present DIC concentration and pH value (LCHpH), ocean acidification (HCLpH) did not significantly reduce the percentage of POC allocated to protein (<italic>p</italic>=0.08; <xref rid="fig5" ref-type="fig">Figure 5A</xref>, gray), significantly increased the percentage of POC allocated to carbohydrate by 21.52% (<xref rid="fig5" ref-type="fig">Figure 5B</xref>, gray) and did not significantly affect the percentage of PON allocated to protein (<italic>p</italic>=0.82; <xref rid="fig5" ref-type="fig">Figure 5E</xref>, gray). Under high or low pH treatments, elevated DIC concentrations did not significantly affect the percentages of POC allocated to protein (Protein&#x2013;C: POC; <italic>p</italic>=0.07 at high pH; <italic>p</italic>=0.88 at low pH; <xref rid="fig5" ref-type="fig">Figure 5A</xref>; <xref rid="tab2" ref-type="table">Tables 2</xref>, <xref rid="tab3" ref-type="table">3</xref>). Reduced pH did not significantly affect the percentages of POC allocated to protein in low DIC concentration (<italic>p</italic>=0.27) and significantly reduced this percentage in high DIC concentration.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Percentage of POC allocated to <bold>(A)</bold> protein, <bold>(B)</bold> carbohydrate, <bold>(C)</bold> Chl <italic>a</italic> and <bold>(D)</bold> carotenoid, percentage of PON allocated to <bold>(E)</bold> protein and <bold>(F)</bold> Chl <italic>a</italic> of <italic>E. huxleyi</italic> RCC1266 under the LCHpH (gray), LCLpH, HCHpH, and HCLpH (gray) treatments. Different letters (a, b, c) in each panel represent significant differences between four treatments (Tukey <italic>Post hoc</italic>, <italic>p</italic>&#x003C;0.05). For more information, please see <xref rid="fig1" ref-type="fig">Figure 1</xref>.</p>
</caption>
<graphic xlink:href="fmicb-12-737454-g005.tif"/>
</fig>
<p>Elevated DIC concentration did not show significant influence on the percentage of POC allocated to carbohydrate (Carbohydrate&#x2013;C: POC) under high pH treatment (<italic>p</italic>=0.40) and significantly increased this percentage by 34.98% under low pH treatment (<xref rid="fig5" ref-type="fig">Figure 5B</xref>). Under low or high DIC concentrations, reduced pH value did not significantly affect the percentages of POC allocated to carbohydrate (<italic>p</italic>=0.21 at LC; <italic>p</italic>=0.06 at HC). The percentages of POC allocated to Chl <italic>a</italic> (Chl <italic>a</italic>&#x2013;C: POC) and carotenoid (Carotenoid&#x2013;C: POC) were 0.45&#x2013;0.78% and 0.38&#x2013;0.65%, respectively, under different carbonate chemistry treatments (<xref rid="fig5" ref-type="fig">Figures 5C</xref>,<xref rid="fig5" ref-type="fig">D</xref>).</p>
<p>Under high or low pH treatments, the effect of elevated DIC concentration on the percentage of PON allocated to protein (Protein&#x2013;N: PON) was positive, which can be seen by comparing this percentage in high DIC concentrations with their paired low DIC concentrations (<xref rid="fig5" ref-type="fig">Figure 5E</xref>). Elevated DIC concentration increased the percentage of PON allocated to protein by 19.73% in high pH condition and by 9.86% in low pH condition (<italic>p</italic>=0.11). Under low or high DIC concentrations, the effect of reduced pH value on percentage of PON allocated to protein was negative, which can be seen by comparing this percentage in low pH conditions with their paired high pH conditions (<xref rid="fig5" ref-type="fig">Figure 5E</xref>). Reduced pH value reduced the percentage of PON allocated to protein by 13.95% in low DIC concentration and by 21.04% in high DIC concentration (both <italic>p</italic>&#x003C;0.05). These results showed that elevated DIC concentration and reduced pH value acted synergistically to increase the percentage of POC allocated to carbohydrate (<xref rid="fig5" ref-type="fig">Figure 5B</xref>), and antagonistically to affect the percentage of PON allocated to protein (<xref rid="fig5" ref-type="fig">Figure 5E</xref>).</p>
<p>Under four carbonate chemistry treatments, growth rate or PIC production rate significantly and positively correlated with <italic>rETR</italic><sub>max</sub> (R<sup>2</sup>=0.93 and 0.88, both <italic>p</italic>&#x003C;0.01; <xref rid="fig6" ref-type="fig">Figures 6A</xref>,<xref rid="fig6" ref-type="fig">B</xref>). In addition, the percentage of POC allocated to protein (Protein&#x2013;C: POC) or the percentage of PON allocated to protein (Protein&#x2013;N: PON) significantly and positively correlated with growth rate (R<sup>2</sup>=0.61 and 0.83, both <italic>p</italic>&#x003C;0.01; <xref rid="fig6" ref-type="fig">Figures 6C</xref>,<xref rid="fig6" ref-type="fig">D</xref>).</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Relation between <italic>rETR</italic><sub>max</sub> and <bold>(A)</bold> growth rate or <bold>(B)</bold> PIC production rate, and relation between growth rate and <bold>(C)</bold> percentage of POC allocated to protein or <bold>(D)</bold> percentage of PON allocated to protein of <italic>E. huxleyi</italic> RCC1266. Line in each panel was fitted based on data of four independent cultures under each treatment condition. For more information, please see <xref rid="fig1" ref-type="fig">Figure 1</xref>.</p>
</caption>
<graphic xlink:href="fmicb-12-737454-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="sec17" sec-type="discussions">
<title>Discussion</title>
<p>In this study, we analyzed the effects of the changing carbonate chemistry on elemental contents and macromolecules of <italic>E. huxleyi</italic> and determined how the effects on macromolecules affect elemental contents. Although DIC, HCO<sub>3</sub><sup>&#x2212;</sup>, CO<sub>3</sub><sup>2&#x2212;</sup>, and TA concentrations and pH value were lower under the LCLpH treatment and higher under the HCHpH treatment, CO<sub>2</sub>, HCO<sub>3</sub><sup>&#x2212;</sup>, CO<sub>3</sub><sup>2&#x2212;</sup>, and pH were found to mainly affect the physiological and biochemical processes of <italic>E. huxleyi</italic> as these can be perceived by cells (<xref ref-type="bibr" rid="ref28">Kottmeier et al., 2016</xref>; <xref ref-type="bibr" rid="ref22">Hoppe et al., 2011</xref>). With the chosen experimental design, it is difficult to disentangle the effects of CO<sub>2</sub>, HCO<sub>3</sub><sup>&#x2212;</sup>, and CO<sub>3</sub><sup>2&#x2212;</sup> on growth rate, POC, protein, and carbohydrate contents. Thus, in this study, we focused on effects of ocean carbonation and acidification on growth, elemental contents, and macromolecules. It should be noted that under the same DIC concentration, decreasing TA concentration did not significantly affect growth rate and POC content of <italic>E. huxleyi</italic> strain NZEH although TA ranges considered in this study are considerably narrower (<xref ref-type="bibr" rid="ref22">Hoppe et al., 2011</xref>). Under the same TA concentration, decreasing DIC concentration or pH value significantly reduced growth rates and PIC contents of <italic>E. huxleyi</italic> strains NZEH, RCC1256, and RCC1266 (<xref ref-type="bibr" rid="ref22">Hoppe et al., 2011</xref>; <xref ref-type="bibr" rid="ref57">Zhang et al., 2021</xref>). These results suggest that the response of <italic>E. huxleyi</italic> to TA concentration is masked by changing DIC concentration and pH value. Therefore, DIC concentration and pH value are main factors affecting the physiological and biochemical process of <italic>E. huxleyi</italic>. Here, we found that elevated DIC concentration within the test range increased the total cellular carbohydrate content, which increases the contribution of carbohydrate&#x2013;carbon to POC under high DIC concentration (<xref ref-type="bibr" rid="ref7">Borchard and Engel, 2015</xref>). Ocean acidification (HCLpH) did not change the contribution of protein&#x2013;carbon to POC and the contribution of protein&#x2013;nitrogen to PON. Combining our results with those from other studies can help us to understand the impact of changing carbonate chemistry on physiological and biochemical metabolism of coccolithophores (<xref ref-type="bibr" rid="ref6">Bi et al., 2018</xref>; <xref ref-type="bibr" rid="ref20">Heidenreich et al., 2019</xref>; <xref ref-type="bibr" rid="ref16">Feng et al., 2020</xref>).</p>
<p>Under high pH treatments, elevated DIC concentration in seawater facilitates a higher rate of CO<sub>2</sub> diffusion into the cell, which supplies photosynthetic carbon fixation with more CO<sub>2</sub> and then leads to enhanced <italic>ETR</italic> and growth rate of <italic>E. huxleyi</italic>. On the other hand, low pH value in the culture medium results in high intracellular proton concentration ([H<sup>+</sup>]; <xref ref-type="bibr" rid="ref12">Dickson et al., 2007</xref>; <xref ref-type="bibr" rid="ref52">Suffrian et al., 2011</xref>), which increases the rate of CO<sub>2</sub> uptake of <italic>E. huxleyi</italic> (<xref ref-type="bibr" rid="ref28">Kottmeier et al., 2016</xref>). In this case, the physiological and biochemical responses of <italic>E. huxleyi</italic> to low pH value are dependent on the inhibiting influence of high [H<sup>+</sup>] and the stimulating influence of high rate of CO<sub>2</sub> uptake (<xref ref-type="bibr" rid="ref2">Bach et al., 2015</xref>; <xref ref-type="bibr" rid="ref41">Paul and Bach, 2020</xref>). Firstly, compared to present DIC concentration and pH value (LCHpH), low pH value in low DIC concentration (LCLpH) mainly reduces the trans-membrane H<sup>+</sup> electrochemical gradient, H<sup>+</sup> efflux rate, and then a high concentration of H<sup>+</sup> accumulates within cells, which inhibited <italic>ETR</italic>, calcification and growth rate (<xref ref-type="bibr" rid="ref54">Taylor et al., 2011</xref>; <xref ref-type="bibr" rid="ref48">Rokitta et al., 2012</xref>). However, under ocean acidification (HCLpH), the negative effects of high H<sup>+</sup> concentration on <italic>ETR</italic> and growth rate of <italic>E. huxleyi</italic> RCC1266 were offset by elevated DIC concentration. These results are also supported by other studies with different <italic>E. huxleyi</italic> strains (<xref ref-type="bibr" rid="ref14">Feng et al., 2017</xref>; <xref ref-type="bibr" rid="ref25">Jin et al., 2017</xref>; <xref ref-type="bibr" rid="ref6">Bi et al., 2018</xref>). Secondly, under low DIC concentration, no significant difference in carbohydrate contents between low and high pH treatments indicates that high rate of CO<sub>2</sub> uptake compensates for low DIC limitation on carbohydrate synthesis under low pH treatment (<xref ref-type="bibr" rid="ref39">Nimer et al., 1994</xref>; <xref ref-type="bibr" rid="ref28">Kottmeier et al., 2016</xref>). Furthermore, in ocean acidification condition, elevated DIC concentration downregulates the activity of microalgal carbon-concentration mechanisms (CCMs; <xref ref-type="bibr" rid="ref49">Rost et al., 2002</xref>), and low pH value reduces calcification rates of <italic>E. huxleyi</italic>, which lead to less energetic cost for sustaining the operation of CCMs and calcifying. In these cases, <italic>E. huxleyi</italic> increases the carbohydrate or lipid contents to store more energy (<xref ref-type="bibr" rid="ref48">Rokitta et al., 2012</xref>), and the contribution of carbohydrate&#x2013;carbon to total organic carbon.</p>
<p>To increase growth rate, one of the most important requirements of eukaryotic phytoplankton is to increase protein synthesis rates (<xref ref-type="bibr" rid="ref51">Sterner and Elser, 2002</xref>). Our data suggest that under high DIC concentration and high pH value (HCHpH), to maintain high growth rate, <italic>E. huxleyi</italic> cells produced more protein and then allocated more cellular organic carbon and nitrogen to protein. Meanwhile, under low DIC concentration, no significant differences in protein contents between low and high pH treatments could be due to the fact that to maintain intracellular pH homeostasis, <italic>E. huxleyi</italic> cells increase or maintain the synthesis of protein, such as the H<sup>+</sup> transport protein, to compensate for low pH&#x2013;induced decreases in the H<sup>+</sup> efflux efficiency (<xref ref-type="bibr" rid="ref54">Taylor et al., 2011</xref>). High protein contents and low protein activities under low pH treatment have been observed in the cyanobacterium <italic>Trichodesmium</italic> (<xref ref-type="bibr" rid="ref21">Hong et al., 2017</xref>). It should be mentioned that compared to HCHpH treatment, under low DIC concentration and low pH (LCLpH) treatment, cellular protein content was significantly lower, whereas PON content was no difference, which reduced the contribution of protein&#x2013;nitrogen to PON under the LCLpH treatment. These results also suggest that other nitrogen-enriched macromolecules such as ATP might contribute to PON content. To acclimate to LCLpH value, <italic>E. huxleyi</italic> cells increase ATP synthesis to enhance energy costs for ion transport and maintenance of intracellular pH homeostasis (<xref ref-type="bibr" rid="ref53">Taylor et al., 2017</xref>; <xref ref-type="bibr" rid="ref32">Lin et al., 2018</xref>).</p>
<p>In terms of ecological implications, the positive correlations between growth rate and <italic>rETR</italic><sub>max</sub> found in <italic>E. huxleyi</italic>, in the cyanobacterium <italic>Microcystis aeruginosa</italic> and <italic>Pseudanabaena</italic> sp. (<xref ref-type="bibr" rid="ref30">Li et al., 2020</xref>) and in the diatom <italic>Skeletonema costatum</italic> (<xref ref-type="bibr" rid="ref31">Li et al., 2021</xref>) suggest that <italic>rETR</italic><sub>max</sub> can be considered as a proxy for growth rate of phytoplankton and may have a potential to predict phytoplankton blooms. Furthermore, no significant differences in protein content, POC/PON ratio, and the contribution of protein&#x2013;N to PON between present DIC concentration and pH value and ocean acidification treatments suggest that changing ocean carbonate chemistry in a high&#x2013;CO<sub>2</sub> world in future may have less influence on the nutritional quality of <italic>E. huxleyi</italic> (<xref ref-type="bibr" rid="ref46">Riebesell et al., 2007</xref>).</p>
<p>In this study, we found that reduced pH value in the surface ocean counteracted the positive effects of elevated DIC concentration on growth rate, POC, and protein contents. Elevated DIC concentrations under both low and high pH treatments mainly increased carbohydrate contents and the contribution of carbohydrate&#x2013;carbon to POC. Ocean acidification did not significantly affect the contribution of protein&#x2013;carbon to POC and the contribution of protein&#x2013;nitrogen to PON. Positive correlations between growth rate and the contribution of protein&#x2013;carbon to POC or the contribution of protein&#x2013;nitrogen to PON suggest that growth rate of <italic>E. huxleyi</italic> may play an important role in regulating the carbon and nitrogen allocations between biomacromolecules.</p>
</sec>
<sec id="sec18" 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">Supplementary Material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="sec19">
<title>Author Contributions</title>
<p>YZ, KX, and ZL contributed to the experimental design of the study. EX, HZ, YZ, and KX performed the experiment. YZ wrote the first manuscript draft, and all authors contributed to the revisions and approved the submitted version.</p>
</sec>
<sec id="sec41" sec-type="funding-information">
<title>Funding</title>
<p>This research was funded by the National Natural Science Foundation of China (41806129 and 32001180).</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be constructed as a potential conflict of interest.</p>
</sec>
<sec id="sec22" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<p>We would like to thank Professor Zoe V. Finkel for providing the <italic>Emiliania huxleyi</italic> RCC1266, and two reviewers for their helpful suggestions which have help us to improve the manuscript.</p>
</ack>
<sec id="sec21" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2021.737454/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2021.737454/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.PDF" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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