<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<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.2022.1113388</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>Elevated CO<sub>2</sub> reduces copper accumulation and toxicity in the diatom <italic>Thalassiosira pseudonana</italic></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Xu</surname><given-names>Dong</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref><xref rid="aff2" ref-type="aff"><sup>2</sup></xref><xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/466528/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Huang</surname><given-names>Shujie</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref><xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Fan</surname><given-names>Xiao</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/466532/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Zhang</surname><given-names>Xiaowen</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/466533/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Wang</surname><given-names>Yitao</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Wang</surname><given-names>Wei</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Beardall</surname><given-names>John</given-names></name><xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/336044/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Brennan</surname><given-names>Georgina</given-names></name><xref rid="aff4" ref-type="aff"><sup>4</sup></xref><xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/814657/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Ye</surname><given-names>Naihao</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref><xref rid="aff2" ref-type="aff"><sup>2</sup></xref><xref rid="c002" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/85812/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences</institution>, <addr-line>Qingdao</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Function Laboratory for Marine Fisheries Science and Food Production Processes, Qingdao National Laboratory for Marine Science and Technology</institution>, <addr-line>Qingdao</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>School of Biological Sciences, Monash University</institution>, <addr-line>Clayton, VIC</addr-line>, <country>Australia</country></aff>
<aff id="aff4"><sup>4</sup><institution>Institute of Marine Sciences, ICM-CSIC</institution>, <addr-line>Barcelona</addr-line>, <country>Spain</country></aff>
<author-notes>
<fn id="fn0002" fn-type="edited-by">
<p>Edited by: Jin Zhou, Tsinghua University, China</p>
</fn>
<fn id="fn0003" fn-type="edited-by">
<p>Reviewed by: Guo Fu Chen, Harbin Institute of Technology, Weihai, China; Jichang Han, Ningbo University, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Georgina Brennan, &#x02709; <email>g.l.b.doonan@gmail.com</email></corresp>
<corresp id="c002">Naihao Ye, &#x02709; <email>yenh@ysfri.ac.cn</email>
</corresp>
<fn id="fn0001" fn-type="equal">
<p><sup>&#x2020;</sup>These authors have contributed equally to this work</p>
</fn>
<fn id="fn0004" 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>06</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1113388</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Xu, Huang, Fan, Zhang, Wang, Wang, Beardall, Brennan and Ye.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Xu, Huang, Fan, Zhang, Wang, Wang, Beardall, Brennan and Ye</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>The projected ocean acidification (OA) associated with increasing atmospheric CO<sub>2</sub> alters seawater chemistry and hence the bio-toxicity of metal ions. However, it is still unclear how OA might affect the long-term resilience of globally important marine microalgae to anthropogenic metal stress. To explore the effect of increasing <italic>p</italic>CO<sub>2</sub> on copper metabolism in the diatom <italic>Thalassiosira pseudonana</italic> (CCMP 1335), we employed an integrated eco-physiological, analytical chemistry, and transcriptomic approach to clarify the effect of increasing <italic>p</italic>CO<sub>2</sub> on copper metabolism of <italic>Thalassiosira pseudonana</italic> across different temporal (short-term vs. long-term) and spatial (indoor laboratory experiments vs. outdoor mesocosms experiments) scales. We found that increasing <italic>p</italic>CO<sub>2</sub> (1,000 and 2,000&#x2009;&#x03BC;atm) promoted growth and photosynthesis, but decreased copper accumulation and alleviated its bio-toxicity to <italic>T. pseudonana</italic>. Transcriptomics results indicated that <italic>T. pseudonana</italic> altered the copper detoxification strategy under OA by decreasing copper uptake and enhancing copper-thiol complexation and copper efflux. Biochemical analysis further showed that the activities of the antioxidant enzymes glutathione peroxidase (GPX), catalase (CAT), and phytochelatin synthetase (PCS) were enhanced to mitigate oxidative damage of copper stress under elevated CO<sub>2</sub>. Our results provide a basis for a better understanding of the bioremediation capacity of marine primary producers, which may have profound effect on the security of seafood quality and marine ecosystem sustainability under further climate change.</p>
</abstract>
<kwd-group>
<kwd>ocean acidification</kwd>
<kwd>copper accumulation</kwd>
<kwd>copper toxicity</kwd>
<kwd>adaptation</kwd>
<kwd><italic>Thalassiosira pseudonana</italic></kwd>
</kwd-group>
<contract-sponsor id="cn1">Shandong Province</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="0"/>
<equation-count count="3"/>
<ref-count count="61"/>
<page-count count="12"/>
<word-count count="8316"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Since the early 1900s, increasing atmospheric CO<sub>2</sub> and associated ocean acidification (OA) have increased hydrogen ions (H<sup>+</sup>) concentration by 30% and dropped pH by 0.1&#x2009;units in ocean surface waters (<xref ref-type="bibr" rid="ref51">Vargas et al., 2017</xref>; <xref ref-type="bibr" rid="ref35">Osborne et al., 2020</xref>). Unprecedented shifts in ocean chemistry are predicted to occur in the future, doubling the partial pressure of carbon dioxide and decreasing pH by 0.3&#x2009;units by the end of the century (<xref ref-type="bibr" rid="ref45">Shi et al., 2010</xref>; <xref ref-type="bibr" rid="ref21">Gattuso et al., 2015</xref>). OA does not only alter the seawater pH but also changes the seawater carbonate system, including increased bicarbonate (HCO<sub>3</sub><sup>&#x2212;</sup>) and reduced carbonate (CO<sub>3</sub><sup>2&#x2212;</sup>) concentrations (<xref ref-type="bibr" rid="ref19">Feely et al., 2004</xref>; <xref ref-type="bibr" rid="ref52">Waldbusser and Salisbury, 2014</xref>). The shifts in seawater chemistry may alter the chemical behavior of other elements such as metals, modifying their bioavailability and thus toxicity (<xref ref-type="bibr" rid="ref32">Millero et al., 2009</xref>; <xref ref-type="bibr" rid="ref41">Roberts et al., 2013</xref>; <xref ref-type="bibr" rid="ref10">Campbell et al., 2014</xref>; <xref ref-type="bibr" rid="ref6">Bautista-Chamizo et al., 2016</xref>; <xref ref-type="bibr" rid="ref46">Stockdale et al., 2016</xref>). <xref ref-type="bibr" rid="ref6">Bautista-Chamizo et al. (2016)</xref> demonstrated that lower pH increased toxicity of zinc by altering the bioavailability to the marine microalgae <italic>Pleurochrysis roscoffensis</italic>. <xref ref-type="bibr" rid="ref15">de Orte et al. (2014)</xref> also reported that OA enhanced the release of metals such as aluminum, iron, zinc, cobalt, lead and copper from sediments to the water column and thus increased their toxicity to <italic>Phaeodactylum tricornutum</italic>. In contrast, <xref ref-type="bibr" rid="ref45">Shi et al. (2010)</xref> found that OA reduced the bioavailability of dissolved Fe and decreased the Fe uptake rate of diatoms and coccolithophores. Furthermore, the interactions between elevated CO<sub>2</sub> and metals are species-specific, and dependent on species developmental stage, metal biochemistry and the degree of acidification (<xref ref-type="bibr" rid="ref25">Ivanina and Sokolova, 2015</xref>). Previous studies investigating the effects of OA on phytoplankton have been predominantly based on short-term studies, and long-term investigations into the responses of marine phytoplankton to OA are limited. However, marine microbes have enormous potential for rapid adaptation to environmental changes, due to their large population sizes and short generation times (<xref ref-type="bibr" rid="ref48">Thoms et al., 2012</xref>; <xref ref-type="bibr" rid="ref40">Reusch and Boyd, 2013</xref>; <xref ref-type="bibr" rid="ref44">Schl&#x00FC;ter et al., 2014</xref>). Therefore, it is important to investigate responses of globally important microbes under evolutionary relevant timescales to obtain more accurate estimates of their resilience to environmental changes.</p>
<p>Copper (Cu) is an essential micronutrient for the metabolism of plants and algae, that is required for the functioning of proteins involved in photosynthesis (plastocyanin) and respiration (cytochrome <italic>c</italic>) and acts as a redox cofactor in many enzymes such as cytochrome <italic>c</italic> oxidase and copper/zinc superoxide dismutase (<xref ref-type="bibr" rid="ref1">Andresen et al., 2018</xref>; <xref ref-type="bibr" rid="ref42">Scheiber et al., 2019</xref>). However, the redox properties that make Cu an essential element also contribute to its inherent toxicity in excess concentrations and can induce oxidative stress and damage to macromolecules (<xref ref-type="bibr" rid="ref33">Navarrete et al., 2019</xref>). To detoxify copper, algae and plants have evolved specific homeostatic mechanisms. One such detoxifying mechanism is the synthesis of metal-binding ligands, such as phytochelatins and metallothioneins and the subsequent distribution and compartmentalization of Cu within different cellular compartments. The acquisition of Cu from the environment depends on membrane transporter proteins such as the CTR-like Cu transporter, ZRT/IRT-like protein (ZIP), and cation diffusion facilitator (CDF). However, Cu needs to be reduced from Cu<sup>2+</sup> to Cu<sup>+</sup> by a plasma membrane ferric reductase (FRE) before import into the cell, which is expected to be the rate limiting process for Cu<sup>2+</sup> transport in <italic>Thalassiosira pseudonana</italic>. Intracellular Cu<sup>+</sup> may also be removed from the cell <italic>via</italic> Cu-transporting P<sub>1B</sub>-type ATPases (CTP) to reduce its toxicity (<xref ref-type="bibr" rid="ref22">Guo et al., 2015</xref>; <xref ref-type="bibr" rid="ref24">Huang et al., 2016</xref>; <xref ref-type="bibr" rid="ref30">Liu et al., 2019</xref>; <xref ref-type="bibr" rid="ref61">Z&#x00FA;&#x00F1;iga et al., 2020</xref>).</p>
<p>In line with OA, metal pollution is increasing in coastal environments due to increasing anthropogenic activities (for example, industrial, agricultural and domestic pollution) and this may affect the growth and species composition at the base of aquatic food webs (<xref ref-type="bibr" rid="ref13">Davis et al., 2006</xref>; <xref ref-type="bibr" rid="ref31">Miazek et al., 2015</xref>; <xref ref-type="bibr" rid="ref28">Leung et al., 2017</xref>; <xref ref-type="bibr" rid="ref56">Yung et al., 2017</xref>). Metals that form strong complexes with chloride (Cu<sup>+</sup>, Cd<sup>2+</sup>, and Hg<sup>2+</sup>) are mainly found in their free form and are not strongly influenced by changes in pH, while metals that form strong complexes with hydroxide (Al<sup>3+</sup>, Ga<sup>3+</sup>, In<sup>3+</sup>, and Be<sup>2+</sup>) or carbonate (Cu<sup>2+</sup>) will undergo significant changes in speciation as the pH of seawater decreases. It is expected that from 2,000 (pH 8.1) to 2,250 (pH 7.4) the fraction of Cu in the forms of CuCO<sub>3</sub> and CuOH<sup>+</sup> will decrease by 9 and 1%, respectively, while the toxic free ion concentration of copper (Cu<sup>2+</sup>) will increase by 24%, potentially increasing its bio-toxicity to marine biota (<xref ref-type="bibr" rid="ref32">Millero et al., 2009</xref>).</p>
<p>Diatoms, as single-celled eukaryotes capable of photosynthesis, are distributed in marine and freshwater systems around the world (<xref ref-type="bibr" rid="ref5">Armbrust et al., 2004</xref>), and are the most diverse algal group in the world, with at least 100,000 species (<xref ref-type="bibr" rid="ref18">Falciatore et al., 2020</xref>). Diatoms contribute up to approximately 40% of oceanic primary productivity and are a critical component of coastal food webs, functionally sequestering carbon and nutrients and thereby playing a significant role in earth&#x2019;s carbon cycle and the global biogeochemical cycles of nitrogen, phosphorus, and silicon (<xref ref-type="bibr" rid="ref4">Armbrust, 2009</xref>; <xref ref-type="bibr" rid="ref54">Wu et al., 2014</xref>; <xref ref-type="bibr" rid="ref7">Benoiston et al., 2017</xref>). Early studies have indicated that diatoms respond differently to different global ocean changes. For example, it has been found that elevated CO<sub>2</sub> enhances the growth rates of larger diatoms (<xref ref-type="bibr" rid="ref54">Wu et al., 2014</xref>), and copper stress impacts diatoms at multiple cellular levels, including the morphological, behavioral, and physiological levels (<xref ref-type="bibr" rid="ref36">Park et al., 2020</xref>). By conserving and utilizing energy in the cellular processes, diatoms have adopted unique adaptive strategies to respond to ocean warming and acidification (<xref ref-type="bibr" rid="ref34">O'Donnell et al., 2018</xref>; <xref ref-type="bibr" rid="ref47">Thangaraj and Sun, 2020</xref>; <xref ref-type="bibr" rid="ref59">Zhong et al., 2021</xref>). Recent research has shown that OA reduced the toxicity of cadmium in <italic>Phaeodactylum tricornutum</italic> (<xref ref-type="bibr" rid="ref57">Zhang et al., 2020</xref>). However, the metabolic pathways of copper in diatoms under future OA is unknown.</p>
<p>Here, we elucidated the effect of increasing CO<sub>2</sub> on copper metabolism in the model diatom of <italic>T. pseudonana</italic>. Firstly, we characterized the effect of increasing CO<sub>2</sub> on copper toxicity and its accumulation in <italic>T. pseudonana</italic> during a long-term selection period of 720&#x2009;days. Secondly, to determine the adaptive capacity of <italic>T</italic>. <italic>pseudonana</italic> to increasing CO<sub>2</sub>, the long-term selected lines were grown under ambient or high CO<sub>2</sub> with or without copper stress. Finally, we conducted the transcriptional and chemical analysis of long-term selected <italic>T. pseudonana</italic> under ambient and elevated <italic>p</italic>CO<sub>2</sub> levels with or without copper exposure.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="sec3">
<title>Algal culture and experimental design</title>
<p>The diatom <italic>T. pseudonana</italic> (CCMP 1335) was obtained from the Yellow Sea Fisheries Research Institute Microalgae Culture Center of the National Marine Genetic Resource Center (<xref ref-type="bibr" rid="ref55">Xu et al., 2022</xref>)<xref rid="fn0005" ref-type="fn"><sup>1</sup></xref>. In the laboratory, cells were grown in semi-continuous cultures in sterile seawater enriched with modified <italic>f</italic>/2 medium containing 100&#x2009;&#x03BC;M&#x2009;N, 6&#x2009;&#x03BC;M P and 100&#x2009;&#x03BC;M Si and maintained at 20&#x2009;&#x00B1;&#x2009;1&#x00B0;C under an irradiance of 120&#x2009;&#x03BC;mol photons m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup> and a 12&#x2009;h/12&#x2009;h light&#x2013;dark cycle (light on at 8:00&#x2009;am and off at 8:00&#x2009;pm).</p>
</sec>
<sec id="sec4">
<title>Determination the copper toxicity to the growth of <italic>Thalassiosira pseudonana</italic></title>
<p>The growth inhibition of <italic>T. pseudonana</italic> under different concentrations of copper (Cu), was quantified before the start of the experiment. <italic>T. pseudonana</italic> was grown in 400&#x2009;ml cultures at cell densities of 8&#x2009;&#x00D7;&#x2009;10<sup>4</sup> cells ml<sup>&#x2212;1</sup> and supplemented with a series of copper (prepared with CuSO<sub>4</sub>&#x00B7;5H<sub>2</sub>O) ranging from 0&#x2009;&#x03BC;mol&#x2009;L<sup>&#x2212;1</sup> (using the background concentration in natural seawater, &#x003C;&#x2009;0.03&#x2009;&#x03BC;mol&#x2009;L<sup>&#x2212;1</sup>) to 35&#x2009;&#x03BC;mol&#x2009;L<sup>&#x2212;1</sup> for 96&#x2009;h (during exponential phase). At the beginning and end of the experiment (96&#x2009;h), 0.5&#x2009;ml of <italic>T. pseudonana</italic> culture was collected and preserved in Lugol&#x2019;s solution to estimate microalgal growth by directly counting cell numbers using a hemocytometer and optical microscope (Nikon, Tokyo, Japan). The growth rate (&#x03BC;, day<sup>&#x2212;1</sup>) was calculated using <xref ref-type="disp-formula" rid="EQ1">Equation (1)</xref>:</p>
<disp-formula id="EQ1">
<label>(1)</label>
<mml:math id="M1">
<mml:mrow>
<mml:mi>&#x03BC;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>ln</mml:mi>
<mml:msub><mml:mi>N</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub><mml:mo>&#x2212;</mml:mo>
<mml:mi>ln</mml:mi>
<mml:msub><mml:mi>N</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub></mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub><mml:mi>t</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub><mml:mo>&#x2212;</mml:mo>
<mml:msub><mml:mi>t</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub></mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where N<sub>1</sub> and N<sub>0</sub> represent cell concentrations at t<sub>1</sub> and t<sub>0</sub>, respectively. The percentage of growth inhibition was calculated with reference to the control (no additional copper) using <xref ref-type="disp-formula" rid="EQ2">Equation (2)</xref>:</p>
<disp-formula id="EQ2">
<label>(2)</label>
<mml:math id="M2">
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>c</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>t</mml:mi>
<mml:mspace width="0.25em"/>
<mml:mi>o</mml:mi>
<mml:mi>f</mml:mi>
<mml:mspace width="0.25em"/>
<mml:mi>g</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>w</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>h</mml:mi>
<mml:mspace width="0.25em"/>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>h</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>b</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>n</mml:mi>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub><mml:mi>&#x03BC;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub><mml:mo>/</mml:mo>
<mml:msub><mml:mi>&#x03BC;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub></mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x00D7;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where &#x03BC;<sub>2</sub> and &#x03BC;<sub>1</sub> represent the growth rate at a certain copper concentration and in the absence of copper, respectively. The concentrations of copper causing a 50% reduction in growth (IC<sub>50</sub>, <sub>96&#x2009;h</sub>, 20&#x2009;&#x03BC;mol&#x2009;L<sup>&#x2212;1</sup>, <xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S1</xref>) was determined by linear interpolation. Although Cu was presented in the base medium, the group without extra copper addition was set as the control group. In the copper toxicity experiment, the compound EDTA (ethylenediaminetetraacetic acid, disodium salt, dehydrate; Na<sub>2</sub>EDTA&#x00B7;2H<sub>2</sub>O) and FeCl<sub>3</sub>&#x00B7;6H<sub>2</sub>O as well as other micronutrients in f/2 medium were not added into sterile seawater medium, due to the chelating properties of EDTA, which could decrease copper toxicity.</p>
</sec>
<sec id="sec5">
<title>Experimental design</title>
<p>Four experiments were set up in this study (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S2</xref>). Firstly, to assess the effect of elevated <italic>p</italic>CO<sub>2</sub> on the physiological performance of <italic>T. pseudonana</italic>, a selection experiment was set up in laboratory, where algae were cultured under ambient and elevated <italic>p</italic>CO<sub>2</sub> for 720&#x2009;days. Secondly, to assess the evolutionary response of <italic>T. pseudonana</italic> to elevated <italic>p</italic>CO<sub>2</sub>, shift experiments were set up in the laboratory, where the selected lineages at ambient and elevated <italic>p</italic>CO<sub>2</sub> were transferred into five different concentrations of <italic>p</italic>CO<sub>2</sub>. Thirdly, to compare the differences in response between the indoor and outdoor experiments, an outdoor culture system was set up, where <italic>T. pseudonana</italic> was cultured under ambient and elevated <italic>p</italic>CO<sub>2</sub> using natural temperature and light. Fourthly, we conducted transcriptome sequencing of <italic>T. pseudonana</italic> using the long-term selected population (after 720&#x2009;days&#x2019; selection in laboratory), to gain a mechanistic understanding of how elevated <italic>p</italic>CO<sub>2</sub> influences copper metabolism of <italic>T. pseudonana</italic>. For all four experiments, algae were acclimated under ambient or elevated <italic>p</italic>CO<sub>2</sub> for more than 30 generations, and then exposed to Cu without acclimation. In all experiments, the respective <italic>p</italic>CO<sub>2</sub> levels of 420, 1,000, and 2,000&#x2009;&#x03BC;atm were established by bubbling the liquid medium with air or air/CO<sub>2</sub> premixed gas using a CO<sub>2</sub> chamber (HP1000G-D, China, for the laboratory experiment) or CO<sub>2</sub> Enricher (CE-100B; Wuhan Ruihua Instrument &#x0026; 25 Equipment Ltd., for the outdoor culture system).</p>
</sec>
<sec id="sec6">
<title>Selection experiment in laboratory</title>
<p>To study the effect of elevated CO<sub>2</sub> on the physiological performance of <italic>T. pseudonana</italic>, three different <italic>p</italic>CO<sub>2</sub> levels (420, 1,000, and 2,000&#x2009;&#x03BC;atm; mimicking current and future <italic>p</italic>CO<sub>2</sub> rises up to the year 2,300 under IPCC scenario RCP 8.5) were set up using nutrient-replete f/2 medium. <italic>T. pseudonana</italic> (acclimated at 20&#x2009;&#x00B1;&#x2009;1&#x00B0;C under an irradiance of 120&#x2009;&#x03BC;mol photons m<sup>&#x2212;2</sup> s<sup>&#x2212;1</sup>) was transferred during the exponential phase of growth to an inoculum of the relevant CO<sub>2</sub>-modified f/2 medium at identical densities of 8&#x2009;&#x00D7;&#x2009;10<sup>4</sup> cells ml<sup>&#x2212;1</sup> and the cultures diluted every 4&#x2013;6&#x2009;days to maintain a stable carbonate system. In the selection experiment, algal cells were grown under semi-continuous culture conditions under the above <italic>p</italic>CO<sub>2</sub> levels for 720&#x2009;days. Three biological replicates were set up using 1,000&#x2009;ml flasks with 800&#x2009;ml medium for each <italic>p</italic>CO<sub>2</sub> treatment. To study whether long-term selection under elevated <italic>p</italic>CO<sub>2</sub> has an impact on how <italic>T. pseudonana</italic> deal with exposure to copper stress, cells from each selected sample were transferred at a density of 8&#x2009;&#x00D7;&#x2009;10<sup>4</sup> cells ml<sup>&#x2212;1</sup> into CO<sub>2</sub>-modified f/2 medium supplemented with or without copper for another 96&#x2009;h at time intervals of 60&#x2009;days (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S2</xref>). Three concentrations of Cu exposure including a control (without additional Cu), low Cu (1&#x2009;&#x03BC;mol&#x2009;L<sup>&#x2212;1</sup>, as usually occurs in polluted coastal areas), and high Cu (20&#x2009;&#x03BC;mol&#x2009;L<sup>&#x2212;1</sup>, according to the IC<sub>50</sub>, <sub>96&#x2009;h</sub>) were set up in the copper exposure experiment.</p>
<p>At the end of each batch-culture experiment, a 10&#x2009;ml aliquot from each replicate was collected and centrifuged at 10,000 <italic>g</italic> for 10&#x2009;min at room temperature. The algal precipitate was rinsed twice with Milli-Q water and an ice-cold phosphate buffer to remove extracellular copper, and then harvested and stored at &#x2212;20&#x00B0;C to estimate intracellular copper content (<xref ref-type="bibr" rid="ref2">Angel et al., 2017</xref>).</p>
<p>During the selection experiment the pH in each culture medium was measured before and after each dilution with a pH meter (Orion ROSS, Fisher Scientific Instruments), which was calibrated before use (NBS, National Bureau of Standards; variation range&#x2009;&#x00B1;&#x2009;0.05). Temperature, salinity, and total alkalinity (TA) were also measured periodically during the selection experiment at time intervals of 60&#x2009;days. The average value was used to calculate carbonate system parameters using the CO2SYS Package (<xref ref-type="bibr" rid="ref37">Pierrot et al., 2006</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>).</p>
</sec>
<sec id="sec7">
<title>Shift experiment in laboratory</title>
<p>Following 720-day selection in the respective CO<sub>2</sub> levels (corresponding to 833 generations, 920 generations and 887 generations in ambient <italic>p</italic>CO<sub>2</sub> of 420 &#x03BC;atm and high <italic>p</italic>CO<sub>2</sub> of 1,000 and 2,000&#x2009;&#x03BC;atm, respectively), cells were transferred to another five increasing <italic>p</italic>CO<sub>2</sub> concentrations, ranging from 420 to 2,000&#x2009;&#x03BC;atm and maintained in semi-continuous batch culture and transferred to fresh media every 4&#x2013;6&#x2009;days (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S2</xref>). After acclimation for 30&#x2009;days, each lineage under the respective <italic>p</italic>CO<sub>2</sub> was cultured with or without added exposure to Cu for another 96&#x2009;h. The pH, temperature, salinity, and total alkalinity (TA) were measured before and after each dilution and the average was used to calculate the parameters of the carbonate system (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>). Cells without Cu exposure were set as the control. In order to test acute Cu toxicity, high Cu (20&#x2009;&#x03BC;mol&#x2009;L<sup>&#x2212;1</sup>, according to the IC<sub>50</sub>, <sub>96&#x2009;h</sub>) was used in the Cu exposure experiment. Cell growth and intracellular copper accumulation were determined after 96&#x2009;h, using the methods described above. The direct response to the selection (S) was measured by comparing the growth rate (or intracellular copper concentration) of elevated <italic>p</italic>CO<sub>2</sub> (1,000, 2,000&#x2009;&#x03BC;atm) selected cells to that of cells from the ambient <italic>p</italic>CO<sub>2</sub> culture using <xref ref-type="disp-formula" rid="EQ3">Equation (3)</xref> (<xref ref-type="bibr" rid="ref9">Brennan et al., 2017</xref>)</p>
<disp-formula id="EQ3">
<label>(3)</label>
<mml:math id="M3">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>A</mml:mi>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where E is the growth rate (or intracellular copper concentration) of elevated <italic>p</italic>CO<sub>2</sub> selected cells, and A is the growth rate (or intracellular copper concentration) of ambient <italic>p</italic>CO<sub>2</sub> selected cells.</p>
</sec>
<sec id="sec8">
<title>Outdoor culture experiments</title>
<p>To investigate the effect of increasing <italic>p</italic>CO<sub>2</sub> on copper metabolism of <italic>T. pseudonana</italic> under more natural environmental conditions, cells selected at <italic>p</italic>CO<sub>2</sub> values of 420, 1,000, and 2,000&#x2009;&#x03BC;atm for 720&#x2009;days in laboratory were transferred outdoors and cultured at the respective <italic>p</italic>CO<sub>2</sub> on the sea (37&#x00B0;06 &#x2018;N, 122&#x00B0;33 &#x2018;E), using 10&#x2009;L tanks with 8&#x2009;L cultures, which were set as long-term selection treatments and deployed on the sea surface (LT; <xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S3</xref>). Additionally, stock cells without any selection treatment in the laboratory were also transferred to outdoors and cultured under the same series of <italic>p</italic>CO<sub>2</sub> of 420, 1,000, and 2,000&#x2009;&#x03BC;atm, and set as short-term acute treatments and cultures also deployed on the sea surface (ST). After acclimation in filtered natural seawater under the respective <italic>p</italic>CO<sub>2</sub> for 30&#x2009;days, each lineage was cultured with or without additional Cu exposure for another 96&#x2009;h. Cell growth and intracellular copper accumulation were determined after 96&#x2009;h, using the methods described above. The variations of pH, temperature, salinity, and total alkalinity (TA) were measured every day, and were used to calculate the parameters of the carbonate system (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S4</xref>).</p>
</sec>
<sec id="sec9">
<title>Transcriptome analysis and enzyme activity determination</title>
<p>To investigate the molecular responses of <italic>T. pseudonana</italic> to increasing <italic>p</italic>CO<sub>2</sub> and copper exposure, cultures evolved under 420 and 1,000&#x2009;&#x03BC;atm <italic>p</italic>CO<sub>2</sub> for 720&#x2009;days were transferred in triplicate to fresh media under the same CO<sub>2</sub> conditions, with or without copper exposure (20&#x2009;&#x03BC;mol&#x2009;L<sup>&#x2212;1</sup>) for a further 24&#x2009;h. At the end of the experiment, 250&#x2009;ml of culture from each replicate were harvested, centrifuged at 4&#x00B0;C and frozen in liquid nitrogen and stored at &#x2212;80&#x00B0;C for RNA extraction, transcriptional sequencing, and RT-qPCR. The primers designed for reference and target genes were designed and are listed in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>. The raw sequence data reported in this paper have been deposited in the Genome Sequence Archive in BIG Data Center, Beijing Institute of Genomics, Chinese Academy of Sciences, under accession numbers CRA001653, that are publicly accessible at <ext-link xlink:href="http://bigd.big.ac.cn/gsa" ext-link-type="uri">http://bigd.big.ac.cn/gsa</ext-link>. A further 100&#x2009;ml of culture from each replicate was harvested, centrifuged at 4&#x00B0;C and frozen in liquid nitrogen and stored at &#x2212;80&#x00B0;C for enzyme activity determination. The antioxidant enzyme activities of glutathione peroxidase (GPX), catalase (CAT) and ascorbate peroxidase (APX) were determined using commercial reagent kits (Comin Biotechnology Co., Ltd., Suzhou, China) following the manufacturer&#x2019;s instructions.</p>
</sec>
<sec id="sec10">
<title>Statistical analysis</title>
<p>The effects of elevated CO<sub>2</sub> and Cu exposure on algal growth rate or intracellular copper concentration ([Cu]<sub>intra</sub>) over the selection period of 720&#x2009;days were analyzed with a mixed effects model in R,<xref rid="fn0006" ref-type="fn"><sup>2</sup></xref> using the packages lme4 and lmerTest. Algal growth rate or intracellular copper concentration ([Cu]<sub>intra</sub>) were used as the experimental variable to be explained. Replicates were used as random effects. To test the individual and combined effects of increasing <italic>p</italic>CO<sub>2</sub> and Cu exposure on algal growth rate and intracellular copper concentration [Cu]<sub>intra</sub> across different culture duration in selection experiment, different <italic>p</italic>CO<sub>2</sub> levels or different Cu exposure scenario or culture duration was set as one fixed effect. Different <italic>p</italic>CO<sub>2</sub> levels, different Cu exposure scenario, and culture duration were then tested separately and each in interaction with <italic>p</italic>CO<sub>2</sub>, and the most parsimonious model was chosen for reporting based on the smallest AICc score (Akaike Information Criterion for small sample sizes); To test the algal adaptive response to increasing <italic>p</italic>CO<sub>2</sub> in shift experiment, the assay <italic>p</italic>CO<sub>2</sub> was set as a fixed factor and the different selection <italic>p</italic>CO<sub>2</sub> was used as random effects; To test algal physiological responses to increasing <italic>p</italic>CO<sub>2</sub> in outdoor culture experiment, different <italic>p</italic>CO<sub>2</sub> levels were used as fixed factors. The different Cu exposure scenarios and selection length (short-term, STS and long-term, LTS) were used as random effects.</p>
</sec>
</sec>
<sec id="sec11" sec-type="results">
<title>Results</title>
<sec id="sec12">
<title>Elevated <italic>p</italic>CO<sub>2</sub> increased growth rate and reduced intracellular copper accumulation of <italic>Thalassiosira pseudonana</italic> in the laboratory selection experiment</title>
<p>Elevated <italic>p</italic>CO<sub>2</sub> significantly increased growth rates of <italic>T. pseudonana</italic> in all Cu exposure scenarios (<xref rid="fig1" ref-type="fig">Figure 1A</xref>; <italic>F</italic><sub>4,88</sub> =&#x2009;4.00, <italic>p</italic> &#x003C;&#x2009;0.05). Under elevated <italic>p</italic>CO<sub>2</sub> conditions without Cu, maximal growth rates were found at 1000 &#x03BC;atm <italic>p</italic>CO<sub>2</sub> until month 14 (<xref rid="fig1" ref-type="fig">Figure 1A</xref>; <italic>F</italic><sub>2,92</sub> =&#x2009;159.71, <italic>p</italic> &#x003C;&#x2009;0.001). Trajectories of algal growth rate over the course of the selection experiment differed substantially between the ambient and elevated <italic>p</italic>CO<sub>2</sub>. After acclimation for 24&#x2009;months (approximately 1,000 generations), populations selected under 2,000&#x2009;&#x03BC;atm <italic>p</italic>CO<sub>2</sub> showed higher growth rates than populations selected at 1,000 and 420&#x2009;&#x03BC;atm <italic>p</italic>CO<sub>2</sub>. In addition, the variation in growth rates between the ambient and elevated <italic>p</italic>CO<sub>2</sub> reduced as the experiment proceeded (<italic>F</italic><sub>2,100</sub> =&#x2009;56.03, <italic>p</italic> &#x003C;&#x2009;0.001).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Growth rates and intracellular copper concentration of <italic>T. pseudonana</italic> in the selection experiment under ambient (420&#x2009;&#x03BC;atm, grey) and elevated <italic>p</italic>CO<sub>2</sub> (1,000&#x2009;&#x03BC;atm, blue; and 2,000&#x2009;&#x03BC;atm, red) with three gradients copper exposure. <bold>(A)</bold> Changes in growth rate (day<sup>&#x2212;1</sup>); <bold>(B)</bold> Shift in intracellular copper concentration ([Cu]<sub>intra</sub>). The symbols represent the means and error bars represent standard deviations of triplicate cultures.</p>
</caption>
<graphic xlink:href="fmicb-13-1113388-g001.tif"/>
</fig>
<p>In contrast to the variation in growth rate, elevated <italic>p</italic>CO<sub>2</sub> significantly reduced copper accumulation within algal cells in all Cu exposure scenarios (<xref rid="fig1" ref-type="fig">Figure 1B</xref>; <italic>F</italic> =&#x2009;79.632, <italic>p</italic> &#x003C;&#x2009;0.001). Populations selected under 1,000 and 2,000&#x2009;&#x03BC;atm <italic>p</italic>CO<sub>2</sub> showed opposite trends in copper accumulation across the selection periods. Over 24&#x2009;months of selection, copper accumulation gradually increased in populations selected under 1,000&#x2009;&#x03BC;atm <italic>p</italic>CO<sub>2</sub>, whereas copper accumulation gradually decreased in populations selected under 2,000&#x2009;&#x03BC;atm <italic>p</italic>CO<sub>2</sub>, in each of the control, the low Cu or high Cu treatments.</p>
</sec>
<sec id="sec13">
<title>Evolution under elevated CO<sub>2</sub> increases population growth rates in shift experiment</title>
<p>We found evidence of adaptation to elevated CO<sub>2</sub> conditions by measuring the direct response to selection (growth rate of evolved populations relative to that of control assayed in the same selection environment). Populations evolved under 1,000 &#x03BC;atm and 2,000&#x2009;&#x03BC;atm <italic>p</italic>CO<sub>2</sub> showed a positive response to selection in their respective selection environments, indicating that evolution under elevated <italic>p</italic>CO<sub>2</sub> conditions increases growth rates beyond the plastic response (of the evolved control populations). While populations evolved under elevated <italic>p</italic>CO<sub>2</sub> conditions converge on a similar evolved growth rates (<xref rid="fig1" ref-type="fig">Figure 1</xref>), populations evolved under the highest <italic>p</italic>CO<sub>2</sub> conditions (2,000&#x2009;&#x03BC;atm) evolved more than populations evolved under <italic>p</italic>CO<sub>2</sub> 1,000&#x2009;&#x03BC;atm to arrive at the same endpoint. However, the strength of selection in each environment is similar (indicated by the initial population growth rate of evolved control populations in the same environments; <xref rid="fig2" ref-type="fig">Figure 2</xref>). Population growth rates generally increased with increasing <italic>p</italic>CO<sub>2</sub> across all selected lines, including treatments without (<xref rid="fig2" ref-type="fig">Figure 2A</xref>; <italic>F</italic><sub>4,38</sub> =&#x2009;6.441, <italic>p</italic> &#x003C;&#x2009;0.001) or with Cu exposure (<xref rid="fig2" ref-type="fig">Figure 2B</xref>; <italic>F</italic><sub>4,38</sub> =&#x2009;2.924, <italic>p</italic> &#x003C;&#x2009;0.05). However, growth rates in elevated <italic>p</italic>CO<sub>2</sub>-selected samples decreased and showed lower levels than the ambient-selected ones, when they were shifted back to ambient <italic>p</italic>CO<sub>2</sub> at 420&#x2009;&#x03BC;atm or a slightly higher <italic>p</italic>CO<sub>2</sub> at 700&#x2009;&#x03BC;atm.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Growth rates and intracellular copper concentration of <italic>T. pseudonana</italic> in the shift experiment under elevated <italic>p</italic>CO<sub>2</sub> with or without additive copper exposure. Box plots show the response to selection measured as the difference in growth rate (day<sup>&#x2212;1</sup>) without <bold>(A)</bold> or with <bold>(B)</bold> copper exposure and intracellular copper concentration ([Cu]<sub>intro</sub>) without <bold>(C)</bold> or with <bold>(D)</bold> copper exposure, between populations evolved to elevated CO<sub>2</sub> (1,000 and 2,000&#x2009;&#x03BC;atm) and the evolved control populations (420&#x2009;&#x03BC;atm), under the same environmental conditions. The direct response to selection is highlighted in yellow and compares the population growth rate of a population evolved in the selection environment with the plastic response of a control population to that same environment. The dashed line shows the average growth rate of the evolved control populations in each environment (indicated on x axis and panel labels). Distance from the dashed line shows the difference in responses between the evolved populations and the evolved control in the same environment.</p>
</caption>
<graphic xlink:href="fmicb-13-1113388-g002.tif"/>
</fig>
<p>When copper is added to the environments, simulating environmental pollution of the aquatic environment, the benefits of evolution under elevated <italic>p</italic>CO<sub>2</sub> are reversed in all but the highest <italic>p</italic>CO<sub>2</sub> environments (<xref rid="fig2" ref-type="fig">Figures 2B</xref>,<xref rid="fig2" ref-type="fig">D</xref>; copper accumulation is greater in selected lines than the plastic response indicated by the dashed line). Overall, copper accumulation decreased significantly with increasing <italic>p</italic>CO<sub>2</sub> in the shift experiments under treatments both without (<xref rid="fig2" ref-type="fig">Figure 2C</xref>; <italic>F</italic><sub>4,40</sub> =&#x2009;11.23, <italic>p</italic> &#x003C;&#x2009;0.001) and with Cu exposure (<xref rid="fig2" ref-type="fig">Figure 2D</xref>; <italic>F</italic><sub>4,40</sub> =&#x2009;5.12, <italic>p</italic> &#x003C;&#x2009;0.001), indicating that copper accumulation may be reduced in photosynthetic algae under future <italic>p</italic>CO<sub>2</sub> conditions.</p>
</sec>
<sec id="sec14">
<title>The effect of increasing <italic>p</italic>CO<sub>2</sub> on growth rate and intracellular copper accumulation of <italic>Thalassiosira pseudonana</italic> in the outdoor culture experiments</title>
<p>In outdoor culture experiments, population growth rates increased under elevated <italic>p</italic>CO<sub>2</sub> (1,000 and 2,000&#x2009;&#x03BC;atm), in both the short-term (ST) or long-term (LT) acclimation experiments and in all copper treatments (<xref rid="fig3" ref-type="fig">Figures 3A</xref>,<xref rid="fig3" ref-type="fig">B</xref>; <italic>F</italic><sub>1,69</sub> =&#x2009;28.40, <italic>p</italic> &#x003C;&#x2009;0.001). By comparison between ST and LT samples, the former showed the highest growth at 1,000&#x2009;&#x03BC;atm <italic>p</italic>CO<sub>2</sub>, whereas the latter showed a maximum at 2,000&#x2009;&#x03BC;atm <italic>p</italic>CO<sub>2</sub>.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Growth rates and intracellular copper concentration of <italic>T. pseudonana</italic> in outdoor culture experiments after short-term (ST) and long-term (LT) acclimation under different <italic>p</italic>CO<sub>2</sub> with or without added copper. Changes in growth rate to increasing <italic>p</italic>CO<sub>2</sub> without <bold>(A)</bold> or with <bold>(B)</bold> copper exposure; Shift in intracellular copper concentration ([Cu]<sub>intra</sub>) to increasing <italic>p</italic>CO<sub>2</sub> without <bold>(C)</bold> or with <bold>(D)</bold> copper exposure. The values represent the means and error bars represent standard deviations of triplicate cultures.</p>
</caption>
<graphic xlink:href="fmicb-13-1113388-g003.tif"/>
</fig>
<p>Elevated <italic>p</italic>CO<sub>2</sub> (1,000 and 2,000&#x2009;&#x03BC;atm) also reduced copper accumulation across all experimental treatments, even using the natural seawater where the background Cu concentration was less than 0.03&#x2009;&#x03BC;mol&#x2009;L<sup>&#x2212;1</sup> (<xref rid="fig3" ref-type="fig">Figures 3C</xref>,<xref rid="fig3" ref-type="fig">D</xref>; <italic>F</italic><sub>1,68</sub> =&#x2009;15.18, <italic>p</italic> &#x003C;&#x2009;0.001). Copper accumulation in the short-and long-term mirrored the pattern found for growth rates. Under the control treatment without Cu exposure, intracellular copper concentration ([Cu]<sub>intra</sub>) in ST samples was reduced by 38.0 and 30.5% under 1,000 and 2,000&#x2009;&#x03BC;atm <italic>p</italic>CO<sub>2</sub> respectively, and that in LT samples was reduced by 31.7 and 46.3% under 1,000 and 2,000&#x2009;&#x03BC;atm <italic>p</italic>CO<sub>2</sub>, respectively. Under Cu exposure, [Cu]<sub>intra</sub> in ST samples was reduced by 33.4 and 29.5% under 1,000 and 2,000&#x2009;&#x03BC;atm, respectively, and that in LT samples was reduced by 37.0 and 43.7% under 1,000 and 2,000&#x2009;&#x03BC;atm <italic>p</italic>CO<sub>2</sub>, respectively<sub>.</sub></p>
</sec>
<sec id="sec15">
<title>Variation of gene expression and enzyme activity of <italic>Thalassiosira pseudonana</italic> under elevated <italic>p</italic>CO<sub>2</sub> with or without copper exposure</title>
<p>Transcriptome analysis as well as real-time quantitative polymerase chain reaction (RT-qPCR; <xref rid="fig4" ref-type="fig">Figure 4A</xref>; <xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S5</xref>) revealed 32 differentially expressed genes (<xref ref-type="supplementary-material" rid="SM2">Supplementary Dataset 1</xref>) associated with copper metabolism among the different treatments. Although the Cu<sup>+</sup> transporter <italic>CTR</italic> was up-regulated under elevated <italic>p</italic>CO<sub>2</sub>, the reduction reaction from Cu<sup>2+</sup> to Cu<sup>+</sup> by <italic>FRE</italic> was significantly down-regulated. As a result, Cu<sup>2+</sup> uptake rate was reduced (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S6</xref>). Within the cell, glutathione synthetase (<italic>GS</italic>), glutathione reductase (<italic>GR</italic>), and phytochelatin synthetase (<italic>PCS</italic>) were up-regulated to synthesize phytochelatins (PC<sub>n</sub>), which can be used to chelate with Cu<sup>+</sup> and sequester it in the vacuole. Elevated <italic>p</italic>CO<sub>2</sub> also resulted in down-regulation of the gene expression of Cu chaperones (<italic>COX17</italic> and <italic>SCO1</italic>) to decrease Cu toxicity to mitochondrion. Cu-transporting P1B-type ATPases (<italic>CTP</italic>) were up-regulated under elevated <italic>p</italic>CO<sub>2</sub> to enhance the efflux of intracellular Cu<sup>+</sup> from the cell, this was also verified by a measured increase in Cu efflux rate under elevated <italic>p</italic>CO<sub>2</sub> (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S7</xref>). Additionally, to eliminate reactive oxygen species (ROS) induced by Cu stress under elevated <italic>p</italic>CO<sub>2</sub>, glutathione peroxidase (GPX) and catalase (CAT) were up-regulated both in gene expression and enzyme activity (<xref rid="fig4" ref-type="fig">Figure 4C</xref>). However, ascorbate peroxidase (APX) showed decreased activity under higher <italic>p</italic>CO<sub>2</sub> (1,000 and 2,000&#x2009;&#x03BC;atm), compared with ambient <italic>p</italic>CO<sub>2</sub> (420&#x2009;&#x03BC;atm), when exposed to copper.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>The effect of elevated <italic>p</italic>CO<sub>2</sub> on genes expression and enzyme activity involved in the copper metabolic pathway of <italic>T. pseudonana</italic>. <bold>(A)</bold> Heat map of representative gene expression in copper metabolic pathway of <italic>T. pseudonana</italic> under elevated <italic>p</italic>CO<sub>2</sub> with or without copper exposure. <bold>(B)</bold> Schematic of the altered copper metabolic pathway in <italic>T. pseudonana</italic> under elevated <italic>p</italic>CO<sub>2</sub>. Arrows in red or blue represented the up-or down-regulated genes under elevated <italic>p</italic>CO<sub>2</sub>. Black arrows indicated that there were not consistent variation trends for the functionally similar genes with different ID number. <bold>(C)</bold> Activities of three antioxidant enzymes (units/mg protein), including, glutathione peroxidase (GPX), ascorbate peroxidase (APX), and catalase (CAT) under elevated <italic>p</italic>CO<sub>2</sub> with or without copper exposure.</p>
</caption>
<graphic xlink:href="fmicb-13-1113388-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="sec16" sec-type="discussions">
<title>Discussion</title>
<p>In this study, we provided both a quantitative and a mechanistic understanding of how diatoms might respond to heavy metal stress under future ocean acidification using both a 720-day laboratory selection experiment, outdoor culture experiments, and transcriptomic sequencing. Long-term selection experiments showed that elevated <italic>p</italic>CO<sub>2</sub> promoted algal growth rate and reduced copper accumulation within algal cells, and thus alleviated copper stress to <italic>T. pseudonana</italic>. Shift experiments using the long-term selected cells indicated adaptive evolution potential of <italic>T. pseudonana</italic> under elevated <italic>p</italic>CO<sub>2</sub>. Biochemical and transcriptomic analysis further showed that <italic>T. pseudonana</italic> employed a specific copper detoxification strategy under elevated <italic>p</italic>CO<sub>2</sub>.</p>
<sec id="sec17">
<title>Adaptive potential of long-term selected <italic>Thalassiosira pseudonana</italic> under elevated <italic>p</italic>CO<sub>2</sub></title>
<p>Many studies have found different responses between short-term acclimation and long-term adaptation of phytoplankton to elevated <italic>p</italic>CO<sub>2</sub> (<xref ref-type="bibr" rid="ref43">Schl&#x00FC;ter et al., 2016</xref>; <xref ref-type="bibr" rid="ref29">Li et al., 2017</xref>; <xref ref-type="bibr" rid="ref49">Tong et al., 2018</xref>). Our findings are in line with previous studies indicating selection under elevated <italic>p</italic>CO<sub>2</sub> promoted algal growth rates in diatom species (<xref ref-type="bibr" rid="ref54">Wu et al., 2014</xref>; <xref ref-type="bibr" rid="ref60">Zhu et al., 2017</xref>; <xref ref-type="bibr" rid="ref38">Qu et al., 2018</xref>). The positive effect of elevated <italic>p</italic>CO<sub>2</sub> may result from the reduced energy requirement of carbon concentration mechanisms (CCMs) with the saved energy being used to support carbon fixation and growth (<xref ref-type="bibr" rid="ref39">Raven et al., 2011</xref>). <xref ref-type="bibr" rid="ref23">Hopkinson et al. (2011)</xref> reported that doubling of ambient <italic>p</italic>CO<sub>2</sub> reduced CCM-related energy expenditure by ~20% and decreased the total energy demand on carbon fixation by up to 6%. As the selection experiment continued, the response differences between ambient and elevated <italic>p</italic>CO<sub>2</sub> decreased among different treatments after 24&#x2009;months selection, which may be due to an effect induced by adaptation to the laboratory setting (<xref ref-type="bibr" rid="ref11">Collins, 2016</xref>). Shift experiments further confirmed the evolutionary responses of <italic>T. pseudonana</italic> to high <italic>p</italic>CO<sub>2</sub>, in that the long-term selected samples under elevated <italic>p</italic>CO<sub>2</sub> showed a lower growth rate than ambient selected ones when they were transplanted back into ambient <italic>p</italic>CO<sub>2</sub> conditions. <xref ref-type="bibr" rid="ref12">Collins and Bell (2004)</xref> found that the long-term selected cells under high <italic>p</italic>CO<sub>2</sub> showed less efficient carbon concentration mechanisms, or a higher per-cell requirement for inorganic carbon, which could result in decreased growth rate when they were assayed under ambient <italic>p</italic>CO<sub>2</sub>.</p>
</sec>
<sec id="sec18">
<title>Elevated <italic>p</italic>CO<sub>2</sub> reduces cooper toxicity to <italic>Thalassiosira pseudonana</italic></title>
<p>When the algae were exposed to copper stress, elevated <italic>p</italic>CO<sub>2</sub> significantly reduced intracellular copper accumulation and alleviated the negative effect of copper stress (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S8</xref>). Changes to the seawater carbonate chemistry under elevated <italic>p</italic>CO<sub>2</sub> did not change external copper concentration in the culture medium (<xref ref-type="supplementary-material" rid="SM2">Supplementary Figure S9</xref>), suggesting that reduced copper accumulation under elevated <italic>p</italic>CO<sub>2</sub> is biologically mediated. This is supported by the study of <xref ref-type="bibr" rid="ref14">de los Santos et al. (2019)</xref> who also found that projected OA would ameliorate copper toxicity on photosynthetic performance of <italic>Zostera noltei</italic> when pH decreased from 8.36 to 8.03. Our findings add to the growing body of evidence that adaptive evolution of the marine diatom community under projected OA would increase their resilience to harsh environments (<xref ref-type="bibr" rid="ref16">Domingues et al., 2014</xref>; <xref ref-type="bibr" rid="ref50">Valenzuela et al., 2018</xref>; <xref ref-type="bibr" rid="ref17">Dong et al., 2020</xref>; <xref ref-type="bibr" rid="ref55">Xu et al., 2022</xref>).</p>
<p>Previous studies have documented that elevated <italic>p</italic>CO<sub>2</sub> does not only directly affect primary producers but also changes the distribution, speciation and bioavailability of organic and inorganic trace metals and will therefore modify their interaction with organisms (<xref ref-type="bibr" rid="ref32">Millero et al., 2009</xref>; <xref ref-type="bibr" rid="ref10">Campbell et al., 2014</xref>; <xref ref-type="bibr" rid="ref46">Stockdale et al., 2016</xref>). Decreasing pH could increase the concentration of Cu<sup>2+</sup> by reducing complex formation with CO32-and OH<sup>&#x2212;</sup>, thereby altering the bioavailability and increasing copper toxicity to marine organisms (<xref ref-type="bibr" rid="ref32">Millero et al., 2009</xref>; <xref ref-type="bibr" rid="ref41">Roberts et al., 2013</xref>). On the other hand, there is competition between H<sup>+</sup> and Cu to prevent Cu<sup>2+</sup> from binding at the cell surface (<xref ref-type="bibr" rid="ref20">Gao et al., 2017</xref>). The decreased inhibitory effect of Cu on <italic>Ulva prolifera</italic> under elevated <italic>p</italic>CO<sub>2</sub> (1,000 &#x03BC;atm) suggests that the competition between H<sup>+</sup> and Cu outcompetes the increased availability of Cu<sup>2+</sup> in the medium (<xref ref-type="bibr" rid="ref20">Gao et al., 2017</xref>). Here, although the effect of increasing <italic>p</italic>CO<sub>2</sub> on Cu speciation in the medium were not determined, the free Cu<sup>2+</sup> concentration should increase in background seawater medium as <xref ref-type="bibr" rid="ref32">Millero et al. (2009)</xref> has previously indicated. However, results consistently found reduced Cu bioaccumulation in <italic>T. pseudonana</italic> under elevated <italic>p</italic>CO<sub>2</sub>, both with and without additional Cu exposure (<xref rid="fig1" ref-type="fig">Figures 1</xref>&#x2013;<xref rid="fig3" ref-type="fig">3</xref>). Therefore, it suggested that the alleviation of toxicity could be due to the elevated CO<sub>2</sub> <italic>per se</italic> but not to the reduced pH.</p>
</sec>
<sec id="sec19">
<title>Altered detoxification strategy employed by <italic>Thalassiosira pseudonana</italic> to cope with copper toxicity under elevated <italic>p</italic>CO<sub>2</sub></title>
<p>Transcriptome analysis indicated that algal selected under elevated <italic>p</italic>CO<sub>2</sub> performed a specific copper detoxification strategy, that includes down-regulation of the reduction reaction from Cu<sup>2+</sup> to Cu<sup>+</sup> at the cell membrane to decrease copper uptake, up-regulation of biosynthesis of phytochelatins to transform free toxic Cu<sup>+</sup> to less toxic organic forms, and up-regulation of a Cu<sup>+</sup> transporter to enhance Cu<sup>+</sup> efflux from the cell to decrease the concentration of free ions of Cu in the algal cells. All these processes could mitigate the oxidative stress in cells and enhance its tolerance to Cu exposure (<xref rid="fig4" ref-type="fig">Figure 4</xref>). Recent studies have demonstrated that Cu<sup>2+</sup> is reduced to Cu<sup>+</sup> extracellularly, which is an obligatory first step in Cu uptake in an oceanic diatom and is mediated by biological processes (<xref ref-type="bibr" rid="ref27">Kong and Price, 2020</xref>).</p>
<p>Our results indicated that 1 and 20&#x2009;&#x03BC;&#x039C; Cu exposure inhibited growth and induced significant oxidative stress and damage in <italic>T. pseudonana</italic> (<xref rid="fig1" ref-type="fig">Figures 1</xref>, <xref rid="fig4" ref-type="fig">4</xref>). Although Cu is one of the redox trace elements in biological systems and a basic cofactor of many enzymes (<xref ref-type="bibr" rid="ref53">Wang and Ki, 2019</xref>), excess copper induces oxidative stress in the diatom and increases accumulation of reactive oxygen species (ROS), which would destroy macromolecules such as proteins, nucleic acids and lipids (<xref ref-type="bibr" rid="ref3">Anu et al., 2016</xref>). In response to the oxidative stress resulting from copper exposure, <italic>Chlamydomonas reinhardtii</italic> was found to increase activities of the antioxidant enzymes glutathione S-transferase (GST), glutathione peroxidase (GPX), superoxide dismutase (SOD) and peroxidase (POD) to eliminate ROS (<xref ref-type="bibr" rid="ref58">Zheng et al., 2011</xref>; <xref ref-type="bibr" rid="ref26">Jiang et al., 2016</xref>). <xref ref-type="bibr" rid="ref8">Bielmyer-Frasera et al. (2018)</xref> studied the physiological responses of two coral species, <italic>Acropora cervicornis</italic> and <italic>Pocillopora damicornis</italic> to OA and copper exposure. They found that copper exposure increased activities of the antioxidant enzymes CAT, GPX, and GR of these two species. By comparison with copper exposure alone, copper exposure under high <italic>p</italic>CO<sub>2</sub> (1,000&#x2009;&#x03BC;atm) further increased activities of CAT, GPX, GR of <italic>Acropora cervicornis.</italic> This is supported by our results in that the high <italic>p</italic>CO<sub>2</sub> selected <italic>T. pseudonana</italic> showed higher activities of GPX and CAT when exposed to external stress than ambient-grown cells did.</p>
</sec>
</sec>
<sec id="sec20" sec-type="conclusions">
<title>Conclusion</title>
<p>Our results indicate that elevated <italic>p</italic>CO<sub>2</sub> promotes growth and decreases Cu accumulation in a diatom, and the response to OA depends on the <italic>p</italic>CO<sub>2</sub> level and the timescale of OA, which sheds new light on how carbon enrichment might counteract the negative effects of copper toxicity. However, whether the influence of elevated <italic>p</italic>CO<sub>2</sub> on Cu bio-toxicity to <italic>T. pseudonana</italic> is consistent with other microorganisms and with other trace metals or other environmental pressures remains to be further investigated. Furthermore, transcriptomic analysis demonstrated that the long-term selected diatoms under elevated <italic>p</italic>CO<sub>2</sub> employed a specific copper detoxification strategy under further OA scenarios, indicating phenotypic trait responses to OA resulting from genetic influences. This highlights the importance of long-term selection on the potential of algae to adapt to elevated <italic>p</italic>CO<sub>2</sub> and thus change their biotic response to abiotic environmental changes. This detoxification effect could be transmitted from a primary producer through trophic transfer in the food chain, and may help us to understand the resilience potential of marine primary producers and maintain fisheries and ecosystem security under global climate change. Altogether, our study provides novel insights on the biogeochemical cycle of copper regulated by marine primary producers under global climate change.</p>
</sec>
<sec id="sec21" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref rid="sec25" ref-type="sec">Supplementary material</xref>.</p>
</sec>
<sec id="sec22">
<title>Author contributions</title>
<p>NY designed the study. DX and SH provided the environmental and ecological context. DX, SH, XF, XZ, WW, JB, GB, and NY analyzed the data and interpreted the results. DX, SH, JB, GB, and NY wrote the manuscript. All authors contributed substantially to manuscript revisions.</p>
</sec>
<sec id="sec23" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (41976110 and 31772075); the Young Taishan Scholars Program to DX, Taishan Scholars Funding and Talent Projects of Distinguished Scientific Scholars in Agriculture; Marine S&#x0026;T Fund of Shandong Province for Pilot National Laboratory for Marine Science and Technology (Qingdao) (Nos. 2021QNLM050103-1); Central Public-interest Scientific Institution Basal Research Fund, CAFS (NO. 2020TD27); and China Agriculture Research System (CARS-50).</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 construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" 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>
<sec id="sec25" 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.2022.1113388/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2022.1113388/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.XLSX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Data_Sheet_1.PDF" id="SM2" mimetype="application/PDF" xmlns:xlink="http://www.w3.org/1999/xlink"/>

</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Andresen</surname> <given-names>E.</given-names></name> <name><surname>Peiter</surname> <given-names>E.</given-names></name> <name><surname>K&#x00FC;pper</surname> <given-names>H.</given-names></name></person-group> (<year>2018</year>). <article-title>Trace metal metabolism in plants</article-title>. <source>J. Exp. Bot.</source> <volume>69</volume>, <fpage>909</fpage>&#x2013;<lpage>954</lpage>. doi: <pub-id pub-id-type="doi">10.1093/jxb/erx465</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Angel</surname> <given-names>B. M.</given-names></name> <name><surname>Simpson</surname> <given-names>S. L.</given-names></name> <name><surname>Granger</surname> <given-names>E.</given-names></name> <name><surname>Goodwyn</surname> <given-names>K.</given-names></name> <name><surname>Jolley</surname> <given-names>D. F.</given-names></name></person-group> (<year>2017</year>). <article-title>Time-averaged concentrations are effective for predicting chronic toxicity of varying copper pulse exposures for two freshwater green algae species</article-title>. <source>Environ. Pollut.</source> <volume>230</volume>, <fpage>787</fpage>&#x2013;<lpage>797</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envpol.2017.07.013</pub-id>, PMID: <pub-id pub-id-type="pmid">28734260</pub-id></citation></ref>
<ref id="ref3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anu</surname> <given-names>P. R.</given-names></name> <name><surname>Bijoy Nandan</surname> <given-names>S.</given-names></name> <name><surname>Jayachandran</surname> <given-names>P. R.</given-names></name> <name><surname>Don Xavier</surname> <given-names>N. D.</given-names></name></person-group> (<year>2016</year>). <article-title>Toxicity effects of copper on the marine diatom, Chaetoceros calcitrans</article-title>. <source>Reg. Stud. Mar. Sci.</source> <volume>8</volume>, <fpage>498</fpage>&#x2013;<lpage>504</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.rsma.2016.07.001</pub-id></citation></ref>
<ref id="ref4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Armbrust</surname> <given-names>E. V.</given-names></name></person-group> (<year>2009</year>). <article-title>The life of diatoms in the world's oceans</article-title>. <source>Nature</source> <volume>459</volume>, <fpage>185</fpage>&#x2013;<lpage>192</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature08057</pub-id>, PMID: <pub-id pub-id-type="pmid">19444204</pub-id></citation></ref>
<ref id="ref5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Armbrust</surname> <given-names>E. V.</given-names></name> <name><surname>Berges</surname> <given-names>J. A.</given-names></name> <name><surname>Bowler</surname> <given-names>C.</given-names></name> <name><surname>Green</surname> <given-names>B. R. M. D.</given-names></name> <name><surname>Putnam</surname> <given-names>N. H.</given-names></name> <name><surname>Zhou</surname> <given-names>S.</given-names></name> <etal/></person-group> (<year>2004</year>). <article-title>The genome of the diatom <italic>Thalassiosira pseudonana</italic>: ecology, evolution, and metabolism</article-title>. <source>Science</source> <volume>306</volume>, <fpage>79</fpage>&#x2013;<lpage>86</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.1101156</pub-id>, PMID: <pub-id pub-id-type="pmid">15459382</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bautista-Chamizo</surname> <given-names>E.</given-names></name> <name><surname>De Orte</surname> <given-names>M. R.</given-names></name> <name><surname>DelValls</surname> <given-names>T. &#x00C1;.</given-names></name> <name><surname>Riba</surname> <given-names>I.</given-names></name></person-group> (<year>2016</year>). <article-title>Simulating CO<sub>2</sub> leakages from CCS to determine Zn toxicity using the marine microalgae <italic>Pleurochrysis roscoffensis</italic></article-title>. <source>Chemosphere</source> <volume>144</volume>, <fpage>955</fpage>&#x2013;<lpage>965</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chemosphere.2015.09.041</pub-id>, PMID: <pub-id pub-id-type="pmid">26432538</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Benoiston</surname> <given-names>A.</given-names></name> <name><surname>Ibarbalz</surname> <given-names>F. M.</given-names></name> <name><surname>Bittner</surname> <given-names>L.</given-names></name> <name><surname>Guidi</surname> <given-names>L.</given-names></name> <name><surname>Jahn</surname> <given-names>O.</given-names></name> <name><surname>Dutkiewicz</surname> <given-names>S.</given-names></name> <etal/></person-group> (<year>2017</year>). <article-title>The evolution of diatoms and their biogeochemical functions</article-title>. <source>Philos. Trans. R. Soc. Lond. Ser. B Biol. Sci.</source> <volume>372</volume>:<fpage>20160397</fpage>. doi: <pub-id pub-id-type="doi">10.1098/rstb.2016.0397</pub-id>, PMID: <pub-id pub-id-type="pmid">28717023</pub-id></citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bielmyer-Frasera</surname> <given-names>G. K.</given-names></name> <name><surname>Patel</surname> <given-names>P.</given-names></name> <name><surname>Capo</surname> <given-names>T.</given-names></name> <name><surname>Grosell</surname> <given-names>M.</given-names></name></person-group> (<year>2018</year>). <article-title>Physiological responses of corals to ocean acidification and copper exposure</article-title>. <source>Mar. Pollut. Bull.</source> <volume>133</volume>, <fpage>781</fpage>&#x2013;<lpage>790</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.marpolbul.2018.06.048</pub-id>, PMID: <pub-id pub-id-type="pmid">30041377</pub-id></citation></ref>
<ref id="ref9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brennan</surname> <given-names>G. L.</given-names></name> <name><surname>Colegrave</surname> <given-names>N.</given-names></name> <name><surname>Collins</surname> <given-names>S.</given-names></name></person-group> (<year>2017</year>). <article-title>Evolutionary consequences of multidriver environmental change in an aquatic primary producer</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>114</volume>, <fpage>9930</fpage>&#x2013;<lpage>9935</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.1703375114</pub-id>, PMID: <pub-id pub-id-type="pmid">28847969</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Campbell</surname> <given-names>A. L.</given-names></name> <name><surname>Mangan</surname> <given-names>S.</given-names></name> <name><surname>Ellis</surname> <given-names>R. P.</given-names></name> <name><surname>Lewis</surname> <given-names>C.</given-names></name></person-group> (<year>2014</year>). <article-title>Ocean acidification increases copper toxicity to the early life history stages of the polychaete <italic>Arenicola marina</italic> in artificial seawater</article-title>. <source>Environ. Sci. Technol.</source> <volume>48</volume>, <fpage>9745</fpage>&#x2013;<lpage>9753</lpage>. doi: <pub-id pub-id-type="doi">10.1021/es502739m</pub-id>, PMID: <pub-id pub-id-type="pmid">25033036</pub-id></citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Collins</surname> <given-names>S.</given-names></name></person-group> (<year>2016</year>). <article-title>Growth rate evolution in improved environments under prodigal son dynamics</article-title>. <source>Evol. Appl.</source> <volume>9</volume>, <fpage>1179</fpage>&#x2013;<lpage>1188</lpage>. doi: <pub-id pub-id-type="doi">10.1111/eva.12403</pub-id>, PMID: <pub-id pub-id-type="pmid">27695525</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Collins</surname> <given-names>S.</given-names></name> <name><surname>Bell</surname> <given-names>G.</given-names></name></person-group> (<year>2004</year>). <article-title>Phenotypic consequences of 1,000 generations of selection at elevated CO<sub>2</sub> in a green alga</article-title>. <source>Nature</source> <volume>431</volume>, <fpage>566</fpage>&#x2013;<lpage>569</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature02945</pub-id>, PMID: <pub-id pub-id-type="pmid">15457260</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Davis</surname> <given-names>A. K.</given-names></name> <name><surname>Hildebrand</surname> <given-names>M.</given-names></name> <name><surname>Palenik</surname> <given-names>B.</given-names></name></person-group> (<year>2006</year>). <article-title>Gene expression induced by copper stress in the diatom <italic>Thalassiosira pseudonana</italic></article-title>. <source>Eukaryot. Cell</source> <volume>5</volume>, <fpage>1157</fpage>&#x2013;<lpage>1168</lpage>. doi: <pub-id pub-id-type="doi">10.1128/EC.00042-06</pub-id>, PMID: <pub-id pub-id-type="pmid">16835459</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>de los Santos</surname> <given-names>C. B.</given-names></name> <name><surname>Arenas</surname> <given-names>F.</given-names></name> <name><surname>Neuparth</surname> <given-names>T.</given-names></name> <name><surname>Santos</surname> <given-names>M. M.</given-names></name></person-group> (<year>2019</year>). <article-title>Interaction of short-term copper pollution and ocean acidification in seagrass ecosystems: toxicity, bioconcentration and dietary transfer</article-title>. <source>Mar. Pollut. Bull.</source> <volume>142</volume>, <fpage>155</fpage>&#x2013;<lpage>163</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.marpolbul.2019.03.034</pub-id>, PMID: <pub-id pub-id-type="pmid">31232289</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>de Orte</surname> <given-names>M. R.</given-names></name> <name><surname>Sarmiento</surname> <given-names>A. M.</given-names></name> <name><surname>Basallote</surname> <given-names>M. D.</given-names></name> <name><surname>Rodr&#x00ED;guez-Romero</surname> <given-names>A.</given-names></name> <name><surname>Riba</surname> <given-names>I.</given-names></name> <name><surname>delValls</surname> <given-names>A.</given-names></name></person-group> (<year>2014</year>). <article-title>Effects on the mobility of metals from acidification caused by possible CO<sub>2</sub> leakage from sub-seabed geological formations</article-title>. <source>Sci. Total Environ.</source> <volume>470-471</volume>, <fpage>356</fpage>&#x2013;<lpage>363</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2013.09.095</pub-id>, PMID: <pub-id pub-id-type="pmid">24144940</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Domingues</surname> <given-names>R. B.</given-names></name> <name><surname>Guerra</surname> <given-names>C. C.</given-names></name> <name><surname>Barbosa</surname> <given-names>A. B.</given-names></name> <name><surname>Brotas</surname> <given-names>V.</given-names></name> <name><surname>Galv&#x00E3;o</surname> <given-names>H. M.</given-names></name></person-group> (<year>2014</year>). <article-title>Effects of ultraviolet radiation and CO<sub>2</sub> increase on winter phytoplankton assemblages in a temperate coastal lagoon</article-title>. <source>J. Plankton Res.</source> <volume>36</volume>, <fpage>672</fpage>&#x2013;<lpage>684</lpage>. doi: <pub-id pub-id-type="doi">10.1093/plankt/fbt135</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dong</surname> <given-names>F.</given-names></name> <name><surname>Wang</surname> <given-names>P.</given-names></name> <name><surname>Qian</surname> <given-names>W.</given-names></name> <name><surname>Tang</surname> <given-names>X.</given-names></name> <name><surname>Zhu</surname> <given-names>X.</given-names></name> <name><surname>Wang</surname> <given-names>Z.</given-names></name> <etal/></person-group> (<year>2020</year>). <article-title>Mitigation effects of CO<sub>2</sub>-driven ocean acidification on Cd toxicity to the marine diatom <italic>Skeletonema costatum</italic></article-title>. <source>Environ. Pollut.</source> <volume>259</volume>:<fpage>113850</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envpol.2019.113850</pub-id>, PMID: <pub-id pub-id-type="pmid">31887602</pub-id></citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Falciatore</surname> <given-names>A.</given-names></name> <name><surname>Jaubert</surname> <given-names>M.</given-names></name> <name><surname>Bouly</surname> <given-names>J.</given-names></name> <name><surname>Bailleul</surname> <given-names>B.</given-names></name> <name><surname>Mock</surname> <given-names>T.</given-names></name></person-group> (<year>2020</year>). <article-title>Diatom molecular research comes of age: model species for studying phytoplankton biology and diversity</article-title>. <source>Plant Cell</source> <volume>32</volume>, <fpage>547</fpage>&#x2013;<lpage>572</lpage>. doi: <pub-id pub-id-type="doi">10.1105/tpc.19.00158</pub-id>, PMID: <pub-id pub-id-type="pmid">31852772</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Feely</surname> <given-names>R. A.</given-names></name> <name><surname>Sabine</surname> <given-names>C. L.</given-names></name> <name><surname>Lee</surname> <given-names>K.</given-names></name> <name><surname>Berelson</surname> <given-names>W.</given-names></name> <name><surname>Kleypas</surname> <given-names>J.</given-names></name> <name><surname>Fabry</surname> <given-names>V. J.</given-names></name> <etal/></person-group> (<year>2004</year>). <article-title>Impact of anthropogenic CO<sub>2</sub> on the CaCO<sub>3</sub> system in the oceans</article-title>. <source>Science</source> <volume>305</volume>, <fpage>362</fpage>&#x2013;<lpage>366</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.1097329</pub-id>, PMID: <pub-id pub-id-type="pmid">15256664</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gao</surname> <given-names>G.</given-names></name> <name><surname>Liu</surname> <given-names>Y.</given-names></name> <name><surname>Li</surname> <given-names>X.</given-names></name> <name><surname>Feng</surname> <given-names>Z.</given-names></name> <name><surname>Xu</surname> <given-names>Z.</given-names></name> <name><surname>Wu</surname> <given-names>H.</given-names></name> <etal/></person-group> (<year>2017</year>). <article-title>Expected CO<sub>2</sub>-induced ocean acidification modulates copper toxicity in the green tide alga <italic>Ulva prolifera</italic></article-title>. <source>Environ. Exp. Bot.</source> <volume>135</volume>, <fpage>63</fpage>&#x2013;<lpage>72</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envexpbot.2016.12.007</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gattuso</surname> <given-names>J.</given-names></name> <name><surname>Magnan</surname> <given-names>A.</given-names></name> <name><surname>Bille</surname> <given-names>R.</given-names></name> <name><surname>Cheung</surname> <given-names>W. W. L.</given-names></name> <name><surname>Howes</surname> <given-names>E. L.</given-names></name> <name><surname>Joos</surname> <given-names>F.</given-names></name> <etal/></person-group> (<year>2015</year>). <article-title>Contrasting futures for ocean and society from different anthropogenic CO<sub>2</sub> emissions scenarios</article-title>. <source>Science</source> <volume>349</volume>:<fpage>aac4722</fpage>. doi: <pub-id pub-id-type="doi">10.1126/science.aac4722</pub-id>, PMID: <pub-id pub-id-type="pmid">26138982</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guo</surname> <given-names>J.</given-names></name> <name><surname>Green</surname> <given-names>B. R.</given-names></name> <name><surname>Maldonado</surname> <given-names>M. T.</given-names></name></person-group> (<year>2015</year>). <article-title>Sequence analysis and gene expression of potential components of copper transport and homeostasis in <italic>Thalassiosira pseudonana</italic></article-title>. <source>Protist</source> <volume>166</volume>, <fpage>58</fpage>&#x2013;<lpage>77</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.protis.2014.11.006</pub-id>, PMID: <pub-id pub-id-type="pmid">25562463</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hopkinson</surname> <given-names>B. M.</given-names></name> <name><surname>Dupont</surname> <given-names>C. L.</given-names></name> <name><surname>Allen</surname> <given-names>A. E.</given-names></name> <name><surname>Morel</surname> <given-names>F. M. M.</given-names></name></person-group> (<year>2011</year>). <article-title>Efficiency of the CO2-concentrating mechanism of diatoms</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>108</volume>, <fpage>3830</fpage>&#x2013;<lpage>3837</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.1018062108</pub-id>, PMID: <pub-id pub-id-type="pmid">21321195</pub-id></citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>X.</given-names></name> <name><surname>Deng</surname> <given-names>F.</given-names></name> <name><surname>Yamaji</surname> <given-names>N.</given-names></name> <name><surname>Pinson</surname> <given-names>S. R. M.</given-names></name> <name><surname>Fujii-Kashino</surname> <given-names>M.</given-names></name> <name><surname>Danku</surname> <given-names>J.</given-names></name> <etal/></person-group> (<year>2016</year>). <article-title>A heavy metal P-type ATPase OsHMA4 prevents copper accumulation in rice grain</article-title>. <source>Nat. Commun.</source> <volume>7</volume>, <fpage>1</fpage>&#x2013;<lpage>13</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ncomms12138</pub-id>, PMID: <pub-id pub-id-type="pmid">27387148</pub-id></citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ivanina</surname> <given-names>A. V.</given-names></name> <name><surname>Sokolova</surname> <given-names>I. M.</given-names></name></person-group> (<year>2015</year>). <article-title>Interactive effects of metal pollution and ocean acidification on physiology of marine organisms</article-title>. <source>Curr. Zool.</source> <volume>61</volume>, <fpage>653</fpage>&#x2013;<lpage>668</lpage>. doi: <pub-id pub-id-type="doi">10.1093/czoolo/61.4.653</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jiang</surname> <given-names>Y.</given-names></name> <name><surname>Zhu</surname> <given-names>Y.</given-names></name> <name><surname>Hu</surname> <given-names>Z.</given-names></name> <name><surname>Lei</surname> <given-names>A.</given-names></name> <name><surname>Wang</surname> <given-names>J.</given-names></name></person-group> (<year>2016</year>). <article-title>Towards elucidation of the toxic mechanism of copper on the model green alga <italic>Chlamydomonas reinhardtii</italic></article-title>. <source>Ecotoxicology</source> <volume>25</volume>, <fpage>1417</fpage>&#x2013;<lpage>1425</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10646-016-1692-0</pub-id>, PMID: <pub-id pub-id-type="pmid">27395008</pub-id></citation></ref>
<ref id="ref27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kong</surname> <given-names>L. L.</given-names></name> <name><surname>Price</surname> <given-names>N. M.</given-names></name></person-group> (<year>2020</year>). <article-title>A reduction-dependent copper uptake pathway in an oceanic diatom</article-title>. <source>Limnol. Oceanogra.</source> <volume>65</volume>, <fpage>601</fpage>&#x2013;<lpage>611</lpage>. doi: <pub-id pub-id-type="doi">10.1002/lno.11329</pub-id></citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leung</surname> <given-names>P. T. Y.</given-names></name> <name><surname>Yi</surname> <given-names>A. X.</given-names></name> <name><surname>Ip</surname> <given-names>J. C. H.</given-names></name> <name><surname>Mak</surname> <given-names>S. S. T.</given-names></name> <name><surname>Leung</surname> <given-names>K. M. Y.</given-names></name></person-group> (<year>2017</year>). <article-title>Photosynthetic and transcriptional responses of the marine diatom <italic>Thalassiosira pseudonana</italic> to the combined effect of temperature stress and copper exposure</article-title>. <source>Mar. Pollut. Bull.</source> <volume>124</volume>, <fpage>938</fpage>&#x2013;<lpage>945</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.marpolbul.2017.03.038</pub-id>, PMID: <pub-id pub-id-type="pmid">28365019</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>F. T.</given-names></name> <name><surname>Beardall</surname> <given-names>J.</given-names></name> <name><surname>Collins</surname> <given-names>S.</given-names></name> <name><surname>Gao</surname> <given-names>K. S.</given-names></name></person-group> (<year>2017</year>). <article-title>Decreased photosynthesis and growth with reduced respiration in the model diatom <italic>Phaeodactylum tricornutum</italic> grown under elevated CO<sub>2</sub> over 1800 generations</article-title>. <source>Glob. Change Biol.</source> <volume>23</volume>, <fpage>127</fpage>&#x2013;<lpage>137</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gcb.13501</pub-id>, PMID: <pub-id pub-id-type="pmid">27629864</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>X. S.</given-names></name> <name><surname>Feng</surname> <given-names>S. J.</given-names></name> <name><surname>Zhang</surname> <given-names>B. Q.</given-names></name> <name><surname>Wang</surname> <given-names>M. Q.</given-names></name> <name><surname>Cao</surname> <given-names>H. W.</given-names></name> <name><surname>Rono</surname> <given-names>J. K.</given-names></name> <etal/></person-group> (<year>2019</year>). <article-title>OsZIP1 functions as a metal efflux transporter limiting excess zinc, copper and cadmium accumulation in rice</article-title>. <source>BMC Plant Biol.</source> <volume>19</volume>:<fpage>283</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12870-019-1899-3</pub-id>, PMID: <pub-id pub-id-type="pmid">31248369</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Miazek</surname> <given-names>K.</given-names></name> <name><surname>Iwanek</surname> <given-names>W.</given-names></name> <name><surname>Remacle</surname> <given-names>C.</given-names></name> <name><surname>Richel</surname> <given-names>A.</given-names></name> <name><surname>Goffin</surname> <given-names>D.</given-names></name></person-group> (<year>2015</year>). <article-title>Effect of metals, metalloids and metallic nanoparticles on microalgae growth and industrial product biosynthesis: a review</article-title>. <source>Int. J. Mol. Sci.</source> <volume>16</volume>, <fpage>23929</fpage>&#x2013;<lpage>23969</lpage>. doi: <pub-id pub-id-type="doi">10.3390/ijms161023929</pub-id>, PMID: <pub-id pub-id-type="pmid">26473834</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Millero</surname> <given-names>F. J.</given-names></name> <name><surname>Woosley</surname> <given-names>R.</given-names></name> <name><surname>Ditrolio</surname> <given-names>B.</given-names></name> <name><surname>Waters</surname> <given-names>J.</given-names></name></person-group> (<year>2009</year>). <article-title>Effect of ocean acidification on the speciation of metals in seawater</article-title>. <source>Oceanography</source> <volume>22</volume>, <fpage>72</fpage>&#x2013;<lpage>85</lpage>. doi: <pub-id pub-id-type="doi">10.5670/oceanog.2009.98</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Navarrete</surname> <given-names>A.</given-names></name> <name><surname>Gonz&#x00E1;lez</surname> <given-names>A.</given-names></name> <name><surname>G&#x00F3;mez</surname> <given-names>M.</given-names></name> <name><surname>Contreras</surname> <given-names>R. A.</given-names></name> <name><surname>D&#x00ED;az</surname> <given-names>P.</given-names></name> <name><surname>Lobos</surname> <given-names>G.</given-names></name> <etal/></person-group> (<year>2019</year>). <article-title>Copper excess detoxification is mediated by a coordinated and complementary induction of glutathione, phytochelatins and metallothioneins in the green seaweed <italic>Ulva compressa</italic></article-title>. <source>Plant Physiol. Biochem.</source> <volume>135</volume>, <fpage>423</fpage>&#x2013;<lpage>431</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.plaphy.2018.11.019</pub-id>, PMID: <pub-id pub-id-type="pmid">30501930</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>O'Donnell</surname> <given-names>D. R.</given-names></name> <name><surname>Hamman</surname> <given-names>C. R.</given-names></name> <name><surname>Johnson</surname> <given-names>E. C.</given-names></name> <name><surname>Kremer</surname> <given-names>C. T.</given-names></name> <name><surname>Klausmeier</surname> <given-names>C. A.</given-names></name> <name><surname>Litchman</surname> <given-names>E.</given-names></name></person-group> (<year>2018</year>). <article-title>Rapid thermal adaptation in a marine diatom reveals constraints and trade-offs</article-title>. <source>Glob. Chang. Biol.</source> <volume>24</volume>, <fpage>4554</fpage>&#x2013;<lpage>4565</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gcb.14360</pub-id>, PMID: <pub-id pub-id-type="pmid">29940071</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Osborne</surname> <given-names>E. B.</given-names></name> <name><surname>Thunell</surname> <given-names>R. C.</given-names></name> <name><surname>Gruber</surname> <given-names>N.</given-names></name> <name><surname>Feely</surname> <given-names>R. A.</given-names></name> <name><surname>Benitez-Nelson</surname> <given-names>C. R.</given-names></name></person-group> (<year>2020</year>). <article-title>Decadal variability in twentieth-century ocean acidification in the California current ecosystem</article-title>. <source>Nat. Geosci.</source> <volume>13</volume>, <fpage>43</fpage>&#x2013;<lpage>49</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41561-019-0499-z</pub-id></citation></ref>
<ref id="ref36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Park</surname> <given-names>J.</given-names></name> <name><surname>Lee</surname> <given-names>H.</given-names></name> <name><surname>Depuydt</surname> <given-names>S.</given-names></name> <name><surname>Han</surname> <given-names>T.</given-names></name> <name><surname>Pandey</surname> <given-names>L. K.</given-names></name></person-group> (<year>2020</year>). <article-title>Assessment of five live-cell characteristics in periphytic diatoms as a measure of copper stress</article-title>. <source>J. Hazard. Mater.</source> <volume>400</volume>:<fpage>123113</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jhazmat.2020.123113</pub-id>, PMID: <pub-id pub-id-type="pmid">32574875</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Pierrot</surname> <given-names>D</given-names></name> <name><surname>Lewis</surname> <given-names>E</given-names></name> <name><surname>Wallace</surname> <given-names>D</given-names></name></person-group>. (<year>2006</year>). <source>MS Excel program developed for CO<sub>2</sub> system calculations. ORNL/CDIAC-105a</source>. <publisher-name>Carbon Dioxide Information Analysis Center, Oak Ridge National Laboratory, US Department of Energy</publisher-name>, <publisher-loc>Oak Ridge, TN</publisher-loc>.</citation></ref>
<ref id="ref38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Qu</surname> <given-names>P.</given-names></name> <name><surname>Fu</surname> <given-names>F. X.</given-names></name> <name><surname>Hutchins</surname> <given-names>D. A.</given-names></name></person-group> (<year>2018</year>). <article-title>Responses of the large centric diatom <italic>Coscinodiscus</italic> sp to interactions between warming, elevated CO<sub>2</sub>, and nitrate availability</article-title>. <source>Limnol. Oceanogr.</source> <volume>63</volume>, <fpage>1407</fpage>&#x2013;<lpage>1424</lpage>. doi: <pub-id pub-id-type="doi">10.1002/lno.10781</pub-id></citation></ref>
<ref id="ref39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Raven</surname> <given-names>J. A.</given-names></name> <name><surname>Giordano</surname> <given-names>M.</given-names></name> <name><surname>Beardall</surname> <given-names>J.</given-names></name> <name><surname>Maberly</surname> <given-names>S. C.</given-names></name></person-group> (<year>2011</year>). <article-title>Algal and aquatic plant carbon concentrating mechanisms in relation to environmental change</article-title>. <source>Photosynth. Res.</source> <volume>109</volume>, <fpage>281</fpage>&#x2013;<lpage>296</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11120-011-9632-6</pub-id>, PMID: <pub-id pub-id-type="pmid">21327536</pub-id></citation></ref>
<ref id="ref40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reusch</surname> <given-names>T. B. H.</given-names></name> <name><surname>Boyd</surname> <given-names>P. W.</given-names></name></person-group> (<year>2013</year>). <article-title>Experimental evolution meets marine phytoplankton</article-title>. <source>Evolution</source> <volume>67</volume>, <fpage>1849</fpage>&#x2013;<lpage>1859</lpage>. doi: <pub-id pub-id-type="doi">10.1111/evo.12035</pub-id>, PMID: <pub-id pub-id-type="pmid">23815643</pub-id></citation></ref>
<ref id="ref41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roberts</surname> <given-names>D. A.</given-names></name> <name><surname>Birchenough</surname> <given-names>S. N. R.</given-names></name> <name><surname>Lewis</surname> <given-names>C.</given-names></name> <name><surname>Sanders</surname> <given-names>M. B.</given-names></name> <name><surname>Bolam</surname> <given-names>T.</given-names></name> <name><surname>Sheahan</surname> <given-names>D.</given-names></name></person-group> (<year>2013</year>). <article-title>Ocean acidification increases the toxicity of contaminated sediments</article-title>. <source>Glob. Chang. Biol.</source> <volume>19</volume>, <fpage>340</fpage>&#x2013;<lpage>351</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gcb.12048</pub-id>, PMID: <pub-id pub-id-type="pmid">23504774</pub-id></citation></ref>
<ref id="ref42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Scheiber</surname> <given-names>I. F.</given-names></name> <name><surname>Pil&#x00E1;tov&#x00E1;</surname> <given-names>J.</given-names></name> <name><surname>Malych</surname> <given-names>R.</given-names></name> <name><surname>Kotabov&#x00E1;</surname> <given-names>E.</given-names></name> <name><surname>Krijt</surname> <given-names>M.</given-names></name> <name><surname>Vyoral</surname> <given-names>D.</given-names></name> <etal/></person-group> (<year>2019</year>). <article-title>Copper and iron metabolism in <italic>Ostreococcus tauri</italic> - the role of phytotransferrin, plastocyanin and a chloroplast copper-transporting ATPase</article-title>. <source>Metallomics</source> <volume>11</volume>, <fpage>1657</fpage>&#x2013;<lpage>1666</lpage>. doi: <pub-id pub-id-type="doi">10.1039/c9mt00078j</pub-id>, PMID: <pub-id pub-id-type="pmid">31380866</pub-id></citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schl&#x00FC;ter</surname> <given-names>L.</given-names></name> <name><surname>Lohbeck</surname> <given-names>K. T.</given-names></name> <name><surname>Gr&#x00F6;ger</surname> <given-names>J. P.</given-names></name> <name><surname>Riebesell</surname> <given-names>U.</given-names></name> <name><surname>Reusch</surname> <given-names>T. B. H.</given-names></name></person-group> (<year>2016</year>). <article-title>Long-term dynamics of adaptive evolution in a globally important phytoplankton species to ocean acidification</article-title>. <source>Sci. Adv.</source> <volume>2</volume>:<fpage>e1501660</fpage>. doi: <pub-id pub-id-type="doi">10.1126/sciadv.1501660</pub-id>, PMID: <pub-id pub-id-type="pmid">27419227</pub-id></citation></ref>
<ref id="ref44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schl&#x00FC;ter</surname> <given-names>L.</given-names></name> <name><surname>Lohbeck</surname> <given-names>K. T.</given-names></name> <name><surname>Gutowska</surname> <given-names>M. A.</given-names></name> <name><surname>Gr&#x00F6;ger</surname> <given-names>J. P.</given-names></name> <name><surname>Riebesell</surname> <given-names>U.</given-names></name> <name><surname>Reusch</surname> <given-names>T. B. H.</given-names></name></person-group> (<year>2014</year>). <article-title>Adaptation of a globally important coccolithophore to ocean warming and acidification</article-title>. <source>Nat. Clim. Chang.</source> <volume>4</volume>, <fpage>1024</fpage>&#x2013;<lpage>1030</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nclimate2379</pub-id></citation></ref>
<ref id="ref45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shi</surname> <given-names>D.</given-names></name> <name><surname>Xu</surname> <given-names>Y.</given-names></name> <name><surname>Hopkinson</surname> <given-names>B. M.</given-names></name> <name><surname>Morel</surname> <given-names>F. M. M.</given-names></name></person-group> (<year>2010</year>). <article-title>Effect of ocean acidification on iron availability to marine phytoplankton</article-title>. <source>Science</source> <volume>327</volume>, <fpage>676</fpage>&#x2013;<lpage>679</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.1183517</pub-id>, PMID: <pub-id pub-id-type="pmid">20075213</pub-id></citation></ref>
<ref id="ref46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stockdale</surname> <given-names>A.</given-names></name> <name><surname>Tipping</surname> <given-names>E.</given-names></name> <name><surname>Lofts</surname> <given-names>S.</given-names></name> <name><surname>Mortimer</surname> <given-names>R. J. G.</given-names></name></person-group> (<year>2016</year>). <article-title>Effect of ocean acidification on organic and inorganic speciation of trace metals</article-title>. <source>Environ. Sci. Technol.</source> <volume>50</volume>, <fpage>1906</fpage>&#x2013;<lpage>1913</lpage>. doi: <pub-id pub-id-type="doi">10.1021/acs.est.5b05624</pub-id>, PMID: <pub-id pub-id-type="pmid">26807813</pub-id></citation></ref>
<ref id="ref47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Thangaraj</surname> <given-names>S.</given-names></name> <name><surname>Sun</surname> <given-names>J.</given-names></name></person-group> (<year>2020</year>). <article-title>Transcriptomic reprogramming of the oceanic diatom <italic>Skeletonema dohrniiunder</italic> warming ocean and acidification</article-title>. <source>Environ. Microbiol.</source> <volume>23</volume>, <fpage>980</fpage>&#x2013;<lpage>995</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1462-2920.15248</pub-id>, PMID: <pub-id pub-id-type="pmid">32975013</pub-id></citation></ref>
<ref id="ref48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Thoms</surname> <given-names>M. K.</given-names></name> <name><surname>Kremer</surname> <given-names>C. T.</given-names></name> <name><surname>Klausmeier</surname> <given-names>C. A.</given-names></name> <name><surname>Litchman</surname> <given-names>E.</given-names></name></person-group> (<year>2012</year>). <article-title>A global pattern of thermal adaptation in marine phytoplankton</article-title>. <source>Science</source> <volume>338</volume>, <fpage>1085</fpage>&#x2013;<lpage>1088</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.1224836</pub-id>, PMID: <pub-id pub-id-type="pmid">23112294</pub-id></citation></ref>
<ref id="ref49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tong</surname> <given-names>S.</given-names></name> <name><surname>Gao</surname> <given-names>K.</given-names></name> <name><surname>Hutchins</surname> <given-names>D. A.</given-names></name></person-group> (<year>2018</year>). <article-title>Adaptive evolution in the coccolithophore <italic>Gephyrocapsa oceanica</italic> following 1,000 generations of selection under elevated CO2</article-title>. <source>Glob. Chang. Biol.</source> <volume>24</volume>, <fpage>3055</fpage>&#x2013;<lpage>3064</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gcb.14065</pub-id>, PMID: <pub-id pub-id-type="pmid">29356310</pub-id></citation></ref>
<ref id="ref50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Valenzuela</surname> <given-names>J. J.</given-names></name> <name><surname>Jacob</surname> <given-names>J.</given-names></name> <name><surname>Garc&#x00ED;a</surname> <given-names>L.</given-names></name> <name><surname>de Lomana</surname> <given-names>A.</given-names></name> <name><surname>Lee</surname> <given-names>A.</given-names></name> <name><surname>Armbrust</surname> <given-names>E. V.</given-names></name> <etal/></person-group> (<year>2018</year>). <article-title>Ocean acidification conditions increase resilience of marine diatoms</article-title>. <source>Nat. Commun.</source> <volume>9</volume>:<fpage>2328</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-018-04742-3</pub-id>, PMID: <pub-id pub-id-type="pmid">29899534</pub-id></citation></ref>
<ref id="ref51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vargas</surname> <given-names>C. A.</given-names></name> <name><surname>Lagos</surname> <given-names>N. A.</given-names></name> <name><surname>Lardies</surname> <given-names>M. A.</given-names></name> <name><surname>Duarte</surname> <given-names>C.</given-names></name> <name><surname>Manr&#x00ED;quez</surname> <given-names>P. H.</given-names></name> <name><surname>Aguilera</surname> <given-names>V. M.</given-names></name> <etal/></person-group> (<year>2017</year>). <article-title>Species-specific responses to ocean acidification should account for local adaptation and adaptive plasticity</article-title>. <source>Nat. Ecol. Evol.</source> <volume>1</volume>:<fpage>84</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41559-017-0084</pub-id>, PMID: <pub-id pub-id-type="pmid">28812677</pub-id></citation></ref>
<ref id="ref52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Waldbusser</surname> <given-names>G. G.</given-names></name> <name><surname>Salisbury</surname> <given-names>J. E.</given-names></name></person-group> (<year>2014</year>). <article-title>Ocean acidification in the coastal zone from an organism's perspective: multiple system parameters, frequency domains, and habitats</article-title>. <source>Annu. Rev. Mar. Sci.</source> <volume>6</volume>, <fpage>221</fpage>&#x2013;<lpage>247</lpage>. doi: <pub-id pub-id-type="doi">10.1146/annurev-marine-121211-172238</pub-id>, PMID: <pub-id pub-id-type="pmid">23987912</pub-id></citation></ref>
<ref id="ref53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>H.</given-names></name> <name><surname>Ki</surname> <given-names>J.</given-names></name></person-group> (<year>2019</year>). <article-title>Molecular characterization and expression analysis of copper-zinc superoxide dismutases from the freshwater alga <italic>Closterium ehrenbergii</italic> under metal stress</article-title>. <source>Environ. Toxicol.</source> <volume>35</volume>, <fpage>5</fpage>&#x2013;<lpage>14</lpage>. doi: <pub-id pub-id-type="doi">10.1002/tox.22837</pub-id>, PMID: <pub-id pub-id-type="pmid">31452338</pub-id></citation></ref>
<ref id="ref54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>Y.</given-names></name> <name><surname>Campbell</surname> <given-names>D. A.</given-names></name> <name><surname>Irwin</surname> <given-names>A. J.</given-names></name> <name><surname>Suggett</surname> <given-names>D. J.</given-names></name> <name><surname>Finkel</surname> <given-names>Z. V.</given-names></name></person-group> (<year>2014</year>). <article-title>Ocean acidification enhances the growth rate of larger diatoms</article-title>. <source>Limnol. Oceanogr.</source> <volume>59</volume>, <fpage>1027</fpage>&#x2013;<lpage>1034</lpage>. doi: <pub-id pub-id-type="doi">10.4319/lo.2014.59.3.1027</pub-id></citation></ref>
<ref id="ref55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>D.</given-names></name> <name><surname>Schaum</surname> <given-names>C. E.</given-names></name> <name><surname>Li</surname> <given-names>B.</given-names></name> <name><surname>Chen</surname> <given-names>Y.</given-names></name> <name><surname>Tong</surname> <given-names>S.</given-names></name> <name><surname>Fu</surname> <given-names>F. X.</given-names></name> <etal/></person-group> (<year>2022</year>). <article-title>Acclimation and adaptation to elevated pCO<sub>2</sub> increase arsenic resilience in marine diatoms</article-title>. <source>ISME J.</source> <volume>15</volume>, <fpage>1599</fpage>&#x2013;<lpage>1613</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41396-020-00873-y</pub-id>, PMID: <pub-id pub-id-type="pmid">33452476</pub-id></citation></ref>
<ref id="ref56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yung</surname> <given-names>M. M. N.</given-names></name> <name><surname>Kwok</surname> <given-names>K. W. H.</given-names></name> <name><surname>Djuri&#x0161;i&#x0107;</surname> <given-names>A. B.</given-names></name> <name><surname>Giesy</surname> <given-names>J. P.</given-names></name> <name><surname>Leung</surname> <given-names>K. M. Y.</given-names></name></person-group> (<year>2017</year>). <article-title>Influences of temperature and salinity on physicochemical properties and toxicity of zinc oxide nanoparticles to the marine diatom <italic>Thalassiosira pseudonana</italic></article-title>. <source>Sci. Rep.</source> <volume>7</volume>, <fpage>3662</fpage>&#x2013;<lpage>3669</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-017-03889-1</pub-id>, PMID: <pub-id pub-id-type="pmid">28623275</pub-id></citation></ref>
<ref id="ref57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>X.</given-names></name> <name><surname>Xu</surname> <given-names>D.</given-names></name> <name><surname>Huang</surname> <given-names>S.</given-names></name> <name><surname>Wang</surname> <given-names>S.</given-names></name> <name><surname>Han</surname> <given-names>W.</given-names></name> <name><surname>Liang</surname> <given-names>C.</given-names></name> <etal/></person-group> (<year>2020</year>). <article-title>The effect of elevated pCO<sub>2</sub> on cadmium resistance of a globally important diatom</article-title>. <source>J. Hazard. Mater.</source> <volume>396</volume>:<fpage>122749</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jhazmat.2020.122749</pub-id>, PMID: <pub-id pub-id-type="pmid">32361134</pub-id></citation></ref>
<ref id="ref58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zheng</surname> <given-names>Q.</given-names></name> <name><surname>Meng</surname> <given-names>Q.</given-names></name> <name><surname>Wei</surname> <given-names>Y. Y.</given-names></name> <name><surname>Yang</surname> <given-names>Z. M.</given-names></name></person-group> (<year>2011</year>). <article-title>Alleviation of copper-induced oxidative damage in <italic>Chlamydomonas reinhardtii</italic> by carbon monoxide</article-title>. <source>Arch. Environ. Contam. Toxicol.</source> <volume>61</volume>, <fpage>220</fpage>&#x2013;<lpage>227</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00244-010-9602-6</pub-id>, PMID: <pub-id pub-id-type="pmid">20859622</pub-id></citation></ref>
<ref id="ref59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhong</surname> <given-names>J.</given-names></name> <name><surname>Guo</surname> <given-names>Y.</given-names></name> <name><surname>Liang</surname> <given-names>Z.</given-names></name> <name><surname>Huang</surname> <given-names>Q.</given-names></name> <name><surname>Lu</surname> <given-names>H.</given-names></name> <name><surname>Pan</surname> <given-names>J.</given-names></name> <etal/></person-group> (<year>2021</year>). <article-title>Adaptation of a marine diatom to ocean acidification and warming reveals constraints and trade-offs</article-title>. <source>Sci. Total Environ.</source> <volume>771</volume>:<fpage>145167</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2021.145167</pub-id>, PMID: <pub-id pub-id-type="pmid">33736151</pub-id></citation></ref>
<ref id="ref60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>Z.</given-names></name> <name><surname>Qu</surname> <given-names>P.</given-names></name> <name><surname>Gale</surname> <given-names>J.</given-names></name> <name><surname>Fu</surname> <given-names>F. X.</given-names></name> <name><surname>Hutchins</surname> <given-names>D. A.</given-names></name></person-group> (<year>2017</year>). <article-title>Individual and interactive effects of warming and CO<sub>2</sub> on <italic>Pseudo-nitzschia subcurvata</italic> and <italic>Phaeocystis antarctica</italic>, two dominant phyto-plankton from the Ross Sea, Antarctica</article-title>. <source>Biogeosciences</source> <volume>14</volume>, <fpage>1</fpage>&#x2013;<lpage>15</lpage>. doi: <pub-id pub-id-type="doi">10.5194/bg-2017-18</pub-id></citation></ref>
<ref id="ref61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Z&#x00FA;&#x00F1;iga</surname> <given-names>A.</given-names></name> <name><surname>Laporte</surname> <given-names>D.</given-names></name> <name><surname>Gonz&#x00E1;lez</surname> <given-names>A.</given-names></name> <name><surname>G&#x00F3;mez</surname> <given-names>M.</given-names></name> <name><surname>S&#x00E1;ez</surname> <given-names>C. A.</given-names></name> <name><surname>Moenne</surname> <given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>Isolation and characterization of copper-and zinc-binding metallothioneins from the marine alga <italic>Ulva compressa</italic> (Chlorophyta)</article-title>. <source>Int. J. Mol. Sci.</source> <volume>21</volume>:<fpage>153</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijms21010153</pub-id>, PMID: <pub-id pub-id-type="pmid">31881655</pub-id></citation></ref></ref-list>
<fn-group>
<fn id="fn0005">
<p><sup>1</sup><ext-link xlink:href="http://marine.fishinfo.cn/" ext-link-type="uri">http://marine.fishinfo.cn/</ext-link></p>
</fn>
<fn id="fn0006">
<p><sup>2</sup><ext-link xlink:href="https://www.r-project.org/" ext-link-type="uri">https://www.r-project.org/</ext-link></p>
</fn>
</fn-group>
</back>
</article>