<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3-mathml3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="1.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Photobiol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Photobiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Photobiol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2813-8228</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1742840</article-id>
<article-id pub-id-type="doi">10.3389/fphbi.2026.1742840</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Harnessing coccolithophores for carbon capture and storage: exploring nutrient enrichment for future biotechnological applications</article-title>
<alt-title alt-title-type="left-running-head">Palandri et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphbi.2026.1742840">10.3389/fphbi.2026.1742840</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Palandri</surname>
<given-names>Elisa</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3086502"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal Analysis</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sforza</surname>
<given-names>Eleonora</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/698979"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ait Abbas</surname>
<given-names>Sofia</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3351250"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Relitti</surname>
<given-names>Federica</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3237227"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>De Vittor</surname>
<given-names>Cinzia</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1748115"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Carrara</surname>
<given-names>Adriano</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Bordiga</surname>
<given-names>Manuela</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3289069"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
</contrib>
</contrib-group>
<aff id="aff1">
<label>1</label>
<institution>Department of Industrial Engineering, University of Padova</institution>, <city>Padova</city>, <country country="IT">Italy</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>National Institute of Oceanography and Applied Geophysics &#x2013; OGS</institution>, <city>Trieste</city>, <country country="IT">Italy</country>
</aff>
<aff id="aff3">
<label>3</label>
<institution>A2A S.p.A</institution>, <city>Brescia</city>, <country country="IT">Italy</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Elisa Palandri, <email xlink:href="mailto:elisa.palandri@phd.unipd.it">elisa.palandri@phd.unipd.it</email>; Manuela Bordiga, <email xlink:href="mailto:mbordiga@ogs.it">mbordiga@ogs.it</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-17">
<day>17</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>4</volume>
<elocation-id>1742840</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>17</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Palandri, Sforza, Ait Abbas, Relitti, De Vittor, Carrara and Bordiga.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Palandri, Sforza, Ait Abbas, Relitti, De Vittor, Carrara and Bordiga</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-17">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>A less studied yet promising microalgal group within the field of Carbon Capture Usage and Storage (CCUS) is the calcifying marine microalgae known as coccolithophores. They could have significant potential for carbon capture since they can capture CO<sub>2</sub>, partitioning carbon into both their organic tissues and inorganic exoskeletons, composed of several micrometric plates of calcium carbonate (CaCO<sub>3</sub>), called coccoliths. Moreover, the complex coccolith architecture offers valuable potential for nanotechnological applications, promoting also their reuse within a circular economy. However, comprehensive knowledge of their biotechnological potential and preliminary strain screening for quality assessment remain limited. In this study, a screening aimed at identifying the most promising strains for potential industrial applications was carried out by testing their response and yield under increasing nutrient and carbon supplies: dry weight (DW) and nutrient consumption efficiency were measured for the species <italic>Gephyrocapsa huxleyi</italic> (formerly <italic>Emiliania huxleyi</italic>) and two strains of the species <italic>Chrysotila roscoffensis,</italic> to identify the most promising strain for industrial applications. We documented a positive effect of nutrient enrichment and an even stronger response to carbon supplementation in the form of sodium bicarbonate (NaHCO<sub>3</sub>) on the growth of <italic>C. roscoffensis</italic> and on CaCO<sub>3</sub> production in <italic>G. huxleyi</italic>. One <italic>C. roscoffensis</italic> strain proved to be the most promising, exhibiting the highest DW (1,172.7 &#xb1; 42.2&#xa0;mg/L) and CO<sub>2</sub> absorption (1,210.7 &#xb1; 3.1&#xa0;mg/L) compared to <italic>G. huxleyi</italic> (569.4 &#xb1; 20.5&#xa0;mg/L; 329.9 &#xb1; 11.9&#xa0;mg/L), as well as a stable ratio between Particulate Inorganic Carbon (PIC) and Particulate Organic Carbon (POC) during cultivation. Our experiments also highlighted the ability of <italic>G. huxleyi</italic> to produce significant amounts of carbonate (2.1 &#xb1; 1.1 PIC:POC) compared with the less calcified <italic>C. roscoffensis</italic> (0.34 &#xb1; 0.01 PIC:POC) under enhanced carbon supply. This study emphasizes the importance of preliminary screening to identify the most suitable strain for industrial exploitation, particularly among understudied microalgae such as coccolithophores.</p>
</abstract>
<kwd-group>
<kwd>biomass production</kwd>
<kwd>calcite production</kwd>
<kwd>
<italic>Chrysotila rocosffensis</italic>
</kwd>
<kwd>
<italic>Gephyrocapsa huxleyi</italic>
</kwd>
<kwd>nutrient enrichment</kwd>
<kwd>strain screening</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. Company A2A S. p.A. funded this research within the project COLMARE &#x201c;CO<sub>2</sub> Lowering through Marine Microalgae Resilience and Exploitation&#x201d; carried out by OGS, University of Padova, and University of Pavia. IPANEMA HR project (CI01_00018 &#x201c;Implementazione del laboratorio naturale ECCSEL di Panarea e dell&#x2019;osservatorio marino&#x201d;) funded a scholarship to E. Palandri in 2024. &#x201c;Open Access funding provided by University of Padova, Open Science Committee.</funding-statement>
</funding-group>
<counts>
<fig-count count="2"/>
<table-count count="2"/>
<equation-count count="6"/>
<ref-count count="58"/>
<page-count count="11"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Light Reactions of Photosynthesis</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<label>1</label>
<title>Introduction</title>
<p>The constant increase in greenhouse gases resulting from anthropogenic activities, which significantly contribute to global warming, represents one of the main challenges of this century, requiring close collaboration between researchers and industrial stakeholders to develop effective solutions. Over the years, several strategies have been proposed for capturing and removing carbon dioxide (CO<sub>2</sub>), such as chemical or physical absorption, membrane separation, and CO<sub>2</sub> bio-fixation (e.g., <xref ref-type="bibr" rid="B10">Daneshvar et al., 2022</xref>; <xref ref-type="bibr" rid="B25">Moheimani, 2005</xref>). To date, amine-based alkaline solvent absorption remains the dominant CO<sub>2</sub> capture method because it is technologically more mature and less expensive than most alternative technologies, although several disadvantages persist, including high energy consumption for solvent regeneration, low CO<sub>2</sub> absorption capacity, poor thermal stability, and high corrosivity (<xref ref-type="bibr" rid="B23">Liang et al., 2016</xref>). For this reason, current CO<sub>2</sub> removal efforts are increasingly shifting toward nature-based solutions, such as CO<sub>2</sub> bio-fixation through microalgae cultivation, which could offer a greener and more sustainable alternative to conventional methodologies.</p>
<p>Indeed, photosynthetic unicellular microorganisms are expected to have 10&#x2013;50 times higher CO<sub>2</sub> bio-fixation rate than terrestrial plants, owing to their much faster growth rates, up to 400 times higher (<xref ref-type="bibr" rid="B13">Falkowski, 2012</xref>; <xref ref-type="bibr" rid="B20">Ighalo et al., 2022</xref>). Combined with the advantages of yielding high-value products, requiring limited land area, and enabling efficient biomass production and harvesting in photobioreactors, microalgae cultivation represents a strategic alternative to traditional CO<sub>2</sub> mitigation approaches (<xref ref-type="bibr" rid="B9">Cheng et al., 2025</xref>; <xref ref-type="bibr" rid="B22">Lam et al., 2012</xref>).</p>
<p>Since the 1990s, microalgae such as green and red algae or diatoms have been extensively studied for Carbon Capture Usage and Storage (CCUS) applications (e.g., <xref ref-type="bibr" rid="B9">Cheng et al., 2025</xref>; <xref ref-type="bibr" rid="B19">Hoque et al., 2025</xref>). However, even though coccolithophores are well studied in fundamental marine carbon-cycle research, they remain comparatively less explored in applied CCUS cultivation systems. These golden-brown marine microalgae possess the distinctive ability to cover their cells with calcite scales&#x2013;called coccoliths&#x2013;ranging from 1 to 20&#xa0;&#xb5;m in size, which together form an exoskeleton known as the coccosphere (<xref ref-type="bibr" rid="B8">Brownlee et al., 2021</xref>; <xref ref-type="bibr" rid="B52">Young, 1997</xref>; <xref ref-type="bibr" rid="B31">Monteiro et al., 2016</xref>). Thus, for coccolithophores, the total mass comprises both the organic fraction and the inorganic CaCO<sub>3</sub>. Since CaCO<sub>3</sub> makes up the main component of the coccolithophore exoskeleton, based on the stoichiometric composition of CaCO<sub>3</sub>, the carbon contained in the mineral phase corresponds to &#x223c;12% of its mass. Therefore, these organisms have the potential to sequester more carbon than other microalgae lacking this life strategy (<xref ref-type="bibr" rid="B49">Villiot et al., 2021</xref>). In most microalgal systems, the CO<sub>2</sub> captured during growth is eventually released back to the atmosphere when the biomass or derived bioproducts are degraded or consumed. By contrast, in coccolithophores a substantial fraction of the carbon precipitates as CaCO<sub>3</sub> in coccoliths, and it is stored over long timescales in the deep-sea sediments, providing a unique form of carbon sequestration among microalgae (<xref ref-type="bibr" rid="B8">Brownlee et al., 2021</xref>; <xref ref-type="bibr" rid="B32">Moore et al., 2021</xref>). In nature, coccolithophores account for approximately 20% of oceanic primary productivity and contribute up to 50% of the &#x223c;1.6&#xa0;Pg&#xa0;y<sup>-1</sup> of calcite produced in the pelagic zone (<xref ref-type="bibr" rid="B8">Brownlee et al., 2021</xref>; <xref ref-type="bibr" rid="B31">Monteiro et al., 2016</xref>; <xref ref-type="bibr" rid="B46">Taylor et al., 2017</xref>). They are thus key players in global carbon biogeochemical cycles (e.g., <xref ref-type="bibr" rid="B42">Rost and Riebesell, 2004</xref>; <xref ref-type="bibr" rid="B59">Ziveri et al., 2007</xref>). Their natural ability to permanently remove inorganic carbon from seawater and the atmosphere and to store it within their CaCO<sub>3</sub> exoskeleton has led to their identification as promising candidates for new technologies in CCUS (<xref ref-type="bibr" rid="B8">Brownlee et al., 2021</xref>; <xref ref-type="bibr" rid="B32">Moore et al., 2021</xref>).</p>
<p>Coccolithophore carbon production varies greatly among species. For instance, <italic>Gephyrocapsa huxleyi</italic> produces less than 6&#xa0;pg&#xa0;C&#xa0;cell<sup>-1</sup>, whereas larger species like <italic>Scyphosphaera apsteinii</italic> contain up to 200 times more carbon. The PIC:POC ratio also varies significantly between and within species. For example, <italic>Chrysotila carterae</italic> exhibits ratios ranging from 0.17 (<xref ref-type="bibr" rid="B14">Gafar et al., 2019</xref>) to 0.8 (<xref ref-type="bibr" rid="B62">Zou et al., 2017</xref>), whereas <italic>Calcidiscus quadriperforatus</italic> reaches 2.08 (<xref ref-type="bibr" rid="B14">Gafar et al., 2019</xref>). The ecological preference of coccolithophores for oligotrophic regions (<xref ref-type="bibr" rid="B51">Winter et al., 1994</xref>; <xref ref-type="bibr" rid="B54">Young et al., 2005</xref>) may have limited research on their response to nutrient-rich conditions and their potential applications in bioremediation or biotechnology. However, some opportunistic taxa&#x2013;such as <italic>Chrysotila roscoffensis</italic> and <italic>G. huxleyi</italic>&#x2013;are well adapted to turbulent, eutrophic environments (<xref ref-type="bibr" rid="B11">Dimiza et al., 2020</xref>; <xref ref-type="bibr" rid="B40">Reifel et al., 2001</xref>) and are known to seasonally form large oceanic blooms (<xref ref-type="bibr" rid="B8">Brownlee et al., 2021</xref>; <xref ref-type="bibr" rid="B40">Reifel et al., 2001</xref>).</p>
<p>This theoretically high potential has been explored in only a few studies so far, particularly from a biotechnological perspective. Only a limited number of papers have investigated the intensive cultivation of coccolithophores in photobioreactors (<xref ref-type="bibr" rid="B21">Jakob et al., 2018</xref>; <xref ref-type="bibr" rid="B29">Moheimani et al., 2011</xref>; <xref ref-type="bibr" rid="B28">Moheimani and Borowitzka, 2011</xref>), and just one has examined cultivation in raceway ponds (<xref ref-type="bibr" rid="B26">Moheimani and Borowitzka, 2006</xref>). These studies reported that <italic>C. carterae</italic> exhibited the highest overall performance in plate photobioreactors, reaching dry weight (DW), lipid, and CaCO<sub>3</sub> productivities of 0.54, 0.12, and 0.06&#xa0;g&#xa0;L<sup>-1</sup> d<sup>-1</sup>, respectively. Regardless of reactor configuration, <italic>C. carterae</italic> achieved the highest productivity, followed by <italic>G. huxleyi</italic> and <italic>Gephyrocapsa oceanica.</italic> Moreover, <italic>C. carterae</italic> contained the greatest proportions of both lipids (20%&#x2013;25% of DW) and CaCO<sub>3</sub> (11%&#x2013;12%). When cultured in outdoor raceway ponds, <italic>C. carterae</italic> maintained a total productivity of approximately 0.19&#xa0;g&#xa0;L<sup>-1</sup> d<sup>-1</sup>, with CaCO<sub>3</sub> contributing up to 10% of DW. This corresponds to an annual areal productivity of about 60&#xa0;t&#xa0;ha<sup>-1</sup>&#xa0;y<sup>-1</sup> of total mass and roughly 5.5&#xa0;t&#xa0;ha<sup>-1</sup>&#xa0;y<sup>-1</sup> of CaCO<sub>3</sub> (<xref ref-type="bibr" rid="B26">Moheimani and Borowitzka, 2006</xref>). Despite these promising results, no further research has been conducted on this topic.</p>
<p>A crucial aspect of evaluating coccolithophores for CCUS applications is strain selection. Key traits to consider include: i) the amount of CaCO<sub>3</sub> produced relative to the organic fraction, ii) the capacity to reach high cellular densities, iii) growth rate, iv) response to medium composition, v) tolerance to stressors such as culture mixing, and vi) specific coccolith morphology for potential product reuse. We selected three strains: one of <italic>G. huxleyi</italic> and two belonging to the species <italic>C. roscoffensis</italic>. <italic>G. huxleyi</italic> is a non-motile species (4&#x2013;10&#xa0;&#xb5;m) carrying 10&#x2013;50 coccoliths per coccosphere, each 2&#x2013;5&#xa0;&#xb5;m in size (<xref ref-type="bibr" rid="B55">Young et al., 2022</xref>) and displaying a highly variable PIC:POC ratio (0.24&#x2013;1.38; <xref ref-type="bibr" rid="B14">Gafar et al., 2019</xref>). <italic>Chrysotila</italic> spp. are flagellated, motile species (12&#x2013;15&#xa0;&#xb5;m) bearing smaller coccoliths (&#x223c;1&#x2013;2&#xa0;&#xb5;m) (<xref ref-type="bibr" rid="B55">Young et al., 2022</xref>) and showing lower PIC:POC ratios (&#x223c;0.17; <xref ref-type="bibr" rid="B14">Gafar et al., 2019</xref>) than <italic>G. huxleyi.</italic> The three coccolithophore strains were chosen based on (i) published evidence of their successful cultivation in bioreactors and raceway ponds and their potential for biotechnological exploitation (e.g., <italic>C. carterae</italic>; <xref ref-type="bibr" rid="B26">Moheimani and Borowitzka, 2006</xref>), (ii) reports of intense natural blooms in high-nutrient environments (e.g., <italic>C. roscoffensis</italic>; <xref ref-type="bibr" rid="B40">Reifel et al., 2001</xref>), and (iii) the high calcification capacity and bloom-forming behaviour of <italic>G. huxleyi</italic>, which is known to produce multiple layers of coccoliths. Despite these individual studies, a targeted comparison of their performance under the high-nutrient regimes required to sustain calcified biomass production for CO<sub>2</sub> capture is still lacking; the present screening was specifically designed to address this gap.</p>
<p>Since nitrogen (N) and phosphorus (P) are fundamental building blocks for the organic fraction and for the efficient utilization of supplied CO<sub>2</sub> (<xref ref-type="bibr" rid="B10">Daneshvar et al., 2022</xref>; <xref ref-type="bibr" rid="B21">Jakob et al., 2018</xref>; <xref ref-type="bibr" rid="B63">Zuccaro et al., 2020</xref>), and since coccolithophores typically thrive in oligotrophic oceanic waters (<xref ref-type="bibr" rid="B17">Han et al., 2025</xref>; <xref ref-type="bibr" rid="B51">Winter et al., 1994</xref>), it is essential to investigate their tolerance to higher nutrient concentrations as a preliminary step toward maximizing yield. The amount of carbon supplied is also a key factor sustaining biomass production, especially for coccolithophores, which require CO<sub>2</sub> for photosynthesis as well as bicarbonate ions (HCO<sub>3</sub>
<sup>&#x2212;</sup>) for calcification processes (<xref ref-type="bibr" rid="B7">Brownlee et al., 2015</xref>; <xref ref-type="bibr" rid="B45">Takano et al., 1995</xref>). Therefore, we tested the response of the above-mentioned strains under increasing macronutrient levels&#x2013;namely, N, P, and carbon in the form of nitrates (NO<sub>3</sub>
<sup>&#x2212;</sup>), phosphates (PO<sub>4</sub>
<sup>3-</sup>), and sodium bicarbonate (NaHCO<sub>3</sub>), respectively&#x2013;evaluating also their potential for CO<sub>2</sub> sequestration within both the organic fraction and CaCO<sub>3</sub> exoskeleton. For the <italic>C. roscoffensis</italic> strains, the effects of elevated N and P concentrations relative to the standard maintenance medium, along with additional carbon supply, were examined here for the first time.</p>
<p>The ultimate aim of this study is to identify the strain with the highest yield under non-limiting conditions, enhancing both organic and inorganic production, and to provide a preliminary evaluation of the feasibility of large-scale CCUS applications for coccolithophores.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2-1">
<label>2.1</label>
<title>Selected coccolithophore strains</title>
<p>For this study, we selected one strain of <italic>G. huxleyi</italic> from the Roscoff Culture Collection (RCC, France), isolated in the Pacific Ocean, and two strains of the species <italic>Chrysotila roscoffensis</italic>: strain 1 (CS1) from the Collection of Sea Microorganisms (CoSMi) at the National Institute of Oceanography and Applied Geophysics (OGS, Trieste, Italy), isolated in the Gulf of Trieste (northern Adriatic Sea, Italy); and strain 2 (CS2) from RCC, isolated from the Pacific Ocean.</p>
<p>The strains are maintained at CoSMi in a climatic chamber in 100&#xa0;mL flasks, without mixing, at a constant temperature of 20&#xa0;&#xb0;C, with a light intensity of 100&#xa0;&#x3bc;mol&#xa0;m<sup>-2</sup>&#xa0;s<sup>-1</sup> (4000&#xa0;K), and a 12:12&#xa0;h light:dark (L:D) cycle.</p>
<p>The medium is prepared using natural seawater collected in the Gulf of Trieste at 35&#x2030; salinity, filtered with a 0.22&#xa0;&#xb5;m pore-size Durapore membrane filter (Millipore). The filtered seawater is autoclaved, let cool down for 24&#xa0;h, and then enriched with macronutrients, trace elements, and vitamins to obtain the final concentrations of the f/2 medium, slightly modified from the standard f/2 medium (mod-f/2; see <xref ref-type="sec" rid="s11">Supplementary Material</xref>, <xref ref-type="sec" rid="s11">Supplementary Table S1</xref> for details on the medium recipe).</p>
</sec>
<sec id="s2-2">
<label>2.2</label>
<title>Experimental set-up</title>
<p>All experiments were run in a climatic chamber, under constant temperature, light intensity, and L:D cycle. To favor gas exchanges and to ensure culture suspension and homogeneity, all strains were stirred: CS1 and CS2 were mixed by orbital shaking (orbital diameter 20&#xa0;mm, speed 80&#xa0;rpm), while <italic>G. huxleyi</italic> was stirred magnetically at double speed (160&#xa0;rpm).</p>
<p>The different mixing strategies were chosen because <italic>G. huxleyi</italic>, being a non-motile species compared to <italic>Chrysotila</italic>, which is flagellated (<xref ref-type="bibr" rid="B53">Young et al., 2003</xref>), aggregates at the bottom center of the flask under the same culturing condition of <italic>C. roscoffensis</italic>, which can compromise the health and homogeneity of the culture (<xref ref-type="sec" rid="s11">Supplementary Figure S1</xref>). Indeed, when cultivating coccolithophores, species-specific sensitivity must be considered to determine the most efficient mixing approach (<xref ref-type="bibr" rid="B29">Moheimani et al., 2011</xref>; <xref ref-type="bibr" rid="B27">Moheimani and Borowitzka, 2007</xref>). Three experimental settings were tested by modifying macronutrient supplies while keeping micronutrient and vitamin concentrations constant, as in the mod-f/2 medium.<list list-type="order">
<list-item>
<p>mod-f/2: nutrient concentrations of mod-f/2 (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>);</p>
</list-item>
<list-item>
<p>N70: enhanced macronutrient supply where N and P were increased to 70&#xa0;mg/L and 8&#xa0;mg/L, respectively. These levels were selected based on the highest values tested for <italic>G. huxleyi</italic> in the literature that showed no negative effects on cell density (<xref ref-type="bibr" rid="B21">Jakob et al., 2018</xref>);</p>
</list-item>
<list-item>
<p>N70 &#x2b; C: enhanced macronutrients as for N70, plus additional carbon supply. A solution of NaHCO<sub>3</sub> 1&#xa0;M was prepared after salt sterilization under UV radiation for 30&#xa0;min and used to prepare a filtered stock solution. This stock was added to each flask as daily spikes (&#x223c;200&#xa0;&#xb5;L per flask; adjusted for the remaining culture volume) to achieve a target amendment rate of approximately 13&#xa0;mg&#xa0;C&#xa0;L<sup>-1</sup> d<sup>-1</sup>, corresponding to a cumulative addition of &#x223c;180&#xa0;mg&#xa0;C&#xa0;L<sup>-1</sup> over the entire incubation. This procedure ensured adequate dissolved inorganic carbon (DIC) availability throughout the experiment, supporting culture carbon demand while avoiding large fluctuations in carbonate chemistry that might occur with a single addition of NaHCO<sub>3</sub> at inoculation.</p>
</list-item>
</list>
</p>
<p>Before each of the above-mentioned settings, the strains were acclimated for 1&#xa0;week. Each culture was inoculated at an initial optical density (OD) of approximately 0.1&#xa0;at 750&#xa0;nm in autoclaved 500&#xa0;mL flasks, filled to 200&#xa0;mL to ensure sufficient exchanges between the headspace and the cultures. Treatments were run in triplicate for statistical robustness and monitored for 14 days from inoculation.</p>
</sec>
<sec id="s2-3">
<label>2.3</label>
<title>Analytical methods</title>
<sec id="s2-3-1">
<label>2.3.1</label>
<title>Cell growth and dry weight</title>
<p>Cell growth was monitored by measuring OD at 750&#xa0;nm (<xref ref-type="bibr" rid="B16">Griffiths et al., 2011</xref>; <xref ref-type="bibr" rid="B6">Bradley and Laws, 2024</xref>), and DW. The OD of the strains was measured daily using a Jenway 6,300 spectrophotometer by collecting 1.5&#xa0;mL subsamples of culture. The absorbance of the medium was measured at the same wavelength and subtracted from the total sample absorbance. All OD measurements were performed within the linear range (OD &#x2264; 1.0), considering the linearity limits of the Beer&#x2013;Lambert law (e.g., <xref ref-type="bibr" rid="B44">Schagerl et al., 2022</xref>). Whenever the OD of the cultures exceeded this range, samples were appropriately diluted so to fit the linearity range, and the OD value was recalculated, multiplying the dilution factor accordingly. Since <italic>G. huxleyi</italic> has been recorded to retain from three to five layers of coccoliths and to shed them during its life cycle (e.g., <xref ref-type="bibr" rid="B3">Balch et al., 1992</xref>; <xref ref-type="bibr" rid="B37">Poulton et al., 2013</xref>), here we assessed any interference of shed coccoliths in the <italic>G. huxleyi</italic> culture using decalcification. In detail, a 10&#xa0;mL culture sample (N70 &#x2b; C condition) was decalcified by adding 0.5&#xa0;M HCl, ensuring that the pH was lowered to 3 and immediately raised to 8 using 0.5&#xa0;M NaOH. This treatment allowed measurement of the OD of naked cells (without coccoliths) while keeping cells intact (<xref ref-type="sec" rid="s11">Supplementary Figure S2</xref>). For comparison, OD was measured before and after this treatment.</p>
<p>To measure DW, cellulose acetate filters (Sartorius, &#xd8; 47&#xa0;mm, pore size 0.45&#xa0;&#xb5;m) were first weighed to obtain the tare using an analytical balance (Mettler-Toledo XPR205DU, resolution 0.01&#xa0;mg), after being dried at 105&#xa0;&#xb0;C for 15&#xa0;min to remove residual moisture. Then, a known volume of culture was filtered through a vacuum filtration system with the vacuum applied to avoid diffusion of liquid and salts to the filter margin (following <xref ref-type="bibr" rid="B58">Zhu and Lee, 1997</xref>). The retentate on the filters was washed with deionized water at a 1:2 culture-to-water ratio to ensure salt removal. The filters were then dried at 105&#xa0;&#xb0;C for 2&#xa0;h and immediately weighed (<xref ref-type="bibr" rid="B12">Diotto et al., 2022</xref>).</p>
<p>The collected DW data were used to construct OD&#x2013;DW calibration lines for GH, CS1, and CS2. Details on the OD&#x2013;DW calibration are provided in <xref ref-type="sec" rid="s11">Supplementary Figure S3</xref> of the <xref ref-type="sec" rid="s11">Supplementary Material</xref>.</p>
</sec>
<sec id="s2-3-2">
<label>2.3.2</label>
<title>PIC:POC ratio</title>
<p>The PIC:POC ratio was calculated to distinguish between organic and inorganic fractions in coccolithophores. The cultures were sampled at the stationary phase to determine the concentration of particulate total carbon (PTC) and POC. PIC was then determined as the difference between PTC and POC. The aliquots of culture were filtered onto a Whatman GF/F filter (nominal pore size 0.7&#xa0;&#x3bc;m, &#xd8; 25&#xa0;mm) pre-combusted at 450&#xa0;&#xb0;C for 4&#xa0;h, and then stored frozen (&#x2212;80&#xa0;&#xb0;C) until analysis. Before analysis, filters were oven-dried (60&#xa0;&#xb0;C, &#x223c;1&#xa0;h) and packed into tin capsules. For POC determination, the filters were previously treated with HCl 1&#xa0;N to remove carbonates (<xref ref-type="bibr" rid="B35">Nieuwenhuize et al., 1994</xref>). The analyses of PTC and POC were performed using a CHNS-O elemental analyzer (Costech) ECS 4010 as described in <xref ref-type="bibr" rid="B38">Quero et al. (2020)</xref>. PIC and POC data are expressed as &#x3bc;mol&#xa0;C&#xa0;L<sup>-1</sup> (<xref ref-type="sec" rid="s11">Supplementary Table S2</xref>).</p>
</sec>
<sec id="s2-3-3">
<label>2.3.3</label>
<title>Macronutrients in the medium</title>
<p>To measure the concentrations of N and P in the medium, a culture aliquot was collected during the stationary phase and filtered through a Whatman GF/F filter (nominal pore size 0.7&#xa0;&#x3bc;m, &#xf8; 25&#xa0;mm) in sterile tubes pre-rinsed with the sample, and then immediately frozen (&#x2212;20&#xa0;&#xb0;C) for subsequent analysis. The concentrations of NO<sub>3</sub>
<sup>&#x2212;</sup> and PO<sub>4</sub>
<sup>3-</sup> were measured via colorimetric approach using a Cary 60 Shimazu Spectrophotometer. For NO<sub>3</sub>
<sup>&#x2212;</sup> concentration, the intensity of the yellow-brown color produced by the reaction of nitrate to nitrite by the addition of 5-hydroxysalicylic acid to the sample was determined by using the Reasol kit Hydrochek (code 6,223) (<xref ref-type="bibr" rid="B48">Trentin et al., 2023</xref>). A calibration curve was prepared in the linear range 5&#x2013;100&#xa0;mg/L NO<sub>3</sub>
<sup>&#x2212;</sup>. Two replicates of each sample were analyzed after 1&#xa0;min vortexing and 10&#xa0;min for color development by measuring the absorbance at 514&#xa0;nm in 1.5&#xa0;mL plastic cuvettes. Culture samples were prepared with two different dilutions up to 1/4 and 1/5 of the initial sample to avoid calcium and carbonate interference, and analyzed as previously described, using the equation of the calibration line (<xref ref-type="disp-formula" rid="e1">Equation 1</xref>). The final values were averaged among the replicates to obtain the final N residual amount in the medium.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:msubsup>
<mml:mi>O</mml:mi>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2008;</mml:mo>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>327.06</mml:mn>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>O</mml:mi>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mn>514</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>8.3689</mml:mn>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<p>The concentration of PO<sub>4</sub>
<sup>3-</sup> was determined using the method of <xref ref-type="bibr" rid="B34">Murphy and Riley (1962)</xref>. This method is based on the colorimetric reaction between PO<sub>4</sub>
<sup>3-</sup> and molybdenum under reducing conditions, resulting in the formation of a blue phosphomolybdic complex. A calibration curve was prepared in the range 0.two to five&#xa0;mg/L PO<sub>4</sub>
<sup>3-</sup>. The detailed composition of the reagent is provided in <xref ref-type="sec" rid="s11">Supplementary Table S3</xref> (<xref ref-type="sec" rid="s11">Supplementary Material</xref>). Two replicates of each sample were analyzed after 1&#xa0;min of vortexing and 10&#xa0;min of color development, by measuring the absorbance at 705&#xa0;nm in 1.5&#xa0;mL plastic cuvettes. Culture samples were diluted to 1:5 of the initial concentration and analyzed as previously described, using the equation of the calibration curve (<xref ref-type="disp-formula" rid="e2">Equation 2</xref>). The final values were averaged across the replicates to obtain the residual P concentration in the medium.<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>4</mml:mn>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>7.8728</mml:mn>
<mml:mo>&#xb7;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>O</mml:mi>
<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mn>705</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.4784</mml:mn>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
</sec>
</sec>
<sec id="s2-4">
<label>2.4</label>
<title>Total mass and CO<sub>2</sub> capture estimates</title>
<p>Given the PIC:POC ratio (R), the organic fraction (m<sub>bio</sub>) in the total mass (m<sub>tot</sub>), measured as DW, was calculated from the POC fraction according to <xref ref-type="disp-formula" rid="e3">Equations 3,4</xref>
<xref ref-type="disp-formula" rid="e4"/> considering that the POC is around 50% of the m<sub>bio</sub> (<xref ref-type="bibr" rid="B63">Zuccaro et al., 2020</xref>) and the PIC is stoichiometrically the 12% of CaCO<sub>3</sub> exoskeleton (m<sub>carb</sub>).<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mi>b</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mn>0.5</mml:mn>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>I</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mn>0.12</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
<disp-formula id="e4">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mi>b</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>R</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>0.5</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>0.12</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xb7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>To evaluate the most suitable strain for future CCS applications, the CO<sub>2</sub> capture potential was calculated for m<sub>bio</sub> (<xref ref-type="disp-formula" rid="e5">Equation 5</xref>) and m<sub>carb</sub> (<xref ref-type="disp-formula" rid="e6">Equation 6</xref>). Assuming carbon content of 50% of m<sub>bio</sub> and 12% of m<sub>carb</sub>, the carbon mass is converted into the corresponding CO<sub>2</sub> mass using the molar mass ratio of C to CO<sub>2</sub> (i.e., &#x223c;27%):<disp-formula id="e5">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>,</mml:mo>
<mml:mi>m</mml:mi>
<mml:mi>b</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>0.5</mml:mn>
<mml:mo>&#xb7;</mml:mo>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mi>b</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mn>0.27</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
<disp-formula id="e6">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>,</mml:mo>
<mml:mi>m</mml:mi>
<mml:mi>c</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mfenced open="" close="]" separators="|">
<mml:mrow>
<mml:mrow>
<mml:mn>0.12</mml:mn>
<mml:mo>&#xb7;</mml:mo>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>0.27</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
</sec>
<sec id="s2-5">
<label>2.5</label>
<title>Statistical analysis</title>
<p>All response variables (N consumption, P consumption, m<sub>bio</sub>, PIC:POC) were analyzed in R (version 4.4.2; R Core Team) by two-way ANOVA with strain (three levels) and nutrient condition (two levels) as fixed factors. For each model, ANOVA assumptions were checked by visual inspection of residuals (Q&#x2013;Q plots, residuals vs. fitted and scale&#x2013;location plots) and formally tested using the Shapiro&#x2013;Wilk test for normality and Levene&#x2019;s test for homogeneity of variance. When significant main effects or interactions were detected, pairwise comparisons among strain &#xd7; condition combinations were performed using Tukey&#x2019;s honestly significant difference (HSD) test based on estimated marginal means. A significance level of p &#x3c; 0.05 was adopted for all analyses.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<label>3</label>
<title>Results and discussion</title>
<p>To date, the scientific community studying coccolithophores has focused primarily on their physiology and ecology, with only a few articles exploring strategies to increase monospecific coccolithophore culture densities and enhance yields. Only in a few studies, <italic>C. carterae</italic> has been successfully cultivated in both closed photobioreactors and raceway ponds, achieving promising areal productivity using f/2 medium; thus at the same macronutrient levels of our mod-f/2 experiments (i.e., &#x223c;75&#xa0;mg/L NaNO<sub>3</sub> and 5&#xa0;mg/L NaH<sub>2</sub>PO<sub>4</sub>&#xb7;H<sub>2</sub>O). Only three previous studies have modified macronutrient and carbon supply (mainly in <italic>G. huxleyi</italic>) compared to the standard medium composition with the objective of improving coccolithophore production for biotechnological applications (<xref ref-type="bibr" rid="B45">Takano et al., 1995</xref>; <xref ref-type="bibr" rid="B21">Jakob et al., 2018</xref>; <xref ref-type="bibr" rid="B33">Moreira et al., 2023</xref>). In our calculations, we used a typical microalgal biomass composition derived from the Redfield molar ratio (C:N:P &#x3d; 106:16:1). When converted to a mass basis, the ratio is usually rounded to 50:10:1, i.e., &#x223c;50&#xa0;wt% C, 10&#xa0;wt% N and 1&#xa0;wt% P, a commonly used approximation for microalgal biomass in mass-balance calculations (<xref ref-type="bibr" rid="B63">Zuccaro et al., 2020</xref>). Under this assumption, if N accounts for &#x223c;10&#xa0;wt% of m<sub>bio</sub>, a supply of 12&#xa0;mg/L N (total N in the mod-f/2; total P: 1.43&#xa0;mg/L) can support at most &#x223c;120&#xa0;mg/L m<sub>bio</sub>. Therefore, we designed experiments to test tolerance to six-fold higher nutrients (total N: 70&#xa0;mg/L; total P: 8.11&#xa0;mg/L, hereafter N70) and to evaluate whether additional inorganic carbon (daily NaHCO<sub>3</sub> additions; N70 &#x2b; C) could further increase growth.</p>
<p>For all the three strains screened, nutrient enrichment up to 70&#xa0;mg/L N and 8&#xa0;mg/L P (N70 condition) did not lead to an increase in m<sub>tot</sub>. Therefore, the main differences are observed with carbon addition compared to the other two conditions, showing a general increase in OD and DW (<xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="table" rid="T1">Table 1</xref>). This experimental outcome confirms that carbon availability remained a pivotal limiting factor for further increase in m<sub>tot</sub>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Growth curves of <bold>(A)</bold> <italic>G. huxleyi</italic>, <bold>(B)</bold> <italic>C. roscoffensis</italic>&#x2013;strain 1 (CS1) and <bold>(C)</bold> <italic>C. roscoffensis</italic>&#x2013;strain 2 (CS2) cultivated in f/2 mod (blue) or control (CTR), N70 (orange) and N70 &#x2b; C (red) conditions.</p>
</caption>
<graphic xlink:href="fphbi-04-1742840-g001.tif">
<alt-text content-type="machine-generated">Three line graphs (A, B, C) show optical density (OD) over time for different strains. (A) G. huxleyi exhibits a significant increase in the N70+C condition. (B) CS1 has moderate growth across conditions, with N70+C slightly higher. (C) CS2 shows significant growth, with N70+C leading compared to other settings. Each graph uses blue, orange, and red lines indicating mod-f/2, N70, and N70+C conditions, respectively, with error bars visible.</alt-text>
</graphic>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Total mass (m<sub>tot</sub>) and PIC:POC ratio in the stationary phase, together with the calculated CO<sub>2</sub> permanently incorporated in the inorganic fraction (m<sub>carb</sub>) and the total CO<sub>2</sub> uptake in m<sub>tot</sub> for <italic>G. huxleyi</italic> and <italic>C. roscoffensis</italic> (CS1 and CS2) in the tested conditions (N70 and N70 &#x2b; C). Values are presented as the mean calculated between two replicates; &#xb1; standard deviation.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Strain</th>
<th align="center">Condition</th>
<th align="center">m<sub>tot</sub> [mg/L]</th>
<th align="center">PIC:POC</th>
<th align="center">CO<sub>2,mcarb</sub> [mg/L]</th>
<th align="center">CO<sub>2,mtot</sub> [mg/L]</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="center">
<italic>G. huxleyi</italic>
</td>
<td align="center">N70</td>
<td align="center">111.1 &#xb1; 7.5</td>
<td align="center">0.2 &#xb1; 0.05</td>
<td align="center">22 &#xb1; 1.5</td>
<td align="center">134.1 &#xb1; 9.1</td>
</tr>
<tr>
<td align="center">N70 &#x2b; C</td>
<td align="center">569.4 &#xb1; 20.5</td>
<td align="center">2.1 &#xb1; 1.1</td>
<td align="center">225.5 &#xb1; 8.1</td>
<td align="center">329.9 &#xb1; 11.9</td>
</tr>
<tr>
<td rowspan="2" align="center">CS1</td>
<td align="center">N70</td>
<td align="center">217.5 &#xb1; 5.5</td>
<td align="center">0.3</td>
<td align="center">50</td>
<td align="center">234.3</td>
</tr>
<tr>
<td align="center">N70 &#x2b; C</td>
<td align="center">454.8 &#xb1; 16.1</td>
<td align="center">0.2 &#xb1; 0.04</td>
<td align="center">94.1 &#xb1; 3.3</td>
<td align="center">536.1 &#xb1; 18.9</td>
</tr>
<tr>
<td rowspan="2" align="center">CS2</td>
<td align="center">N70</td>
<td align="center">166.5 &#xb1; 5.9</td>
<td align="center">0.2 &#xb1; 0.04</td>
<td align="center">35.9 &#xb1; 1.3</td>
<td align="center">191.6 &#xb1; 6.7</td>
</tr>
<tr>
<td align="center">N70 &#x2b; C</td>
<td align="center">1,172.7 &#xb1; 42.2</td>
<td align="center">0.3 &#xb1; 0.01</td>
<td align="center">310.8 &#xb1; 0.8</td>
<td align="center">1,210.7 &#xb1; 3.1</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Based on a qualitative comparison of the OD trend in the growth curves, <italic>G. huxleyi</italic> enters the stationary phase faster than CS1 and CS2 under all tested conditions, stabilizing at around an OD of &#x223c;0.5 in mod-f/2 and &#x223c;0.4 in N70 at t7, corresponding to a DW of around 0.17&#xa0;g/L and 0.13&#xa0;g/L, respectively (<xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="sec" rid="s11">Supplementary Figures S2, S3</xref>). In <italic>G. huxleyi</italic>, the addition of carbon leads to more than a 5-fold increase in OD at t7 (0.59&#xa0;g/L), which can be related to increased coccolith production since the recorded average PIC:POC ratio equals 2.1 &#xb1; 1.1 (<xref ref-type="table" rid="T1">Table 1</xref>). This pronounced rise in PIC:POC under N70 &#x2b; C is unusually high compared with values reported in literature for <italic>G. huxleyi</italic> (the highest previous value reported is 1.38; <xref ref-type="bibr" rid="B14">Gafar et al., 2019</xref>), and might reflect species-specific calcification responses to elevated HCO<sub>3</sub>
<sup>&#x2212;</sup>. However, the intrinsic variability among biological replicates must be considered when making this assumption. Considering this PIC:POC ratio, the calculated accumulation of m<sub>bio</sub> for <italic>G. huxleyi</italic> is 0.06 &#xb1; 0.02&#xa0;g/L, which corresponds to about 10% of m<sub>tot</sub>. The same amount of m<sub>bio</sub> is obtained under the N70 condition, where it accounts for 55% of DW since the PIC:POC ratio decreases to 0.2 &#xb1; 0.05 (<xref ref-type="fig" rid="F2">Figures 2B,C</xref>). Thus, although the OD increases markedly with NaHCO<sub>3</sub> additions, m<sub>bio</sub> is not scaling proportionally because a large fraction of the signal and m<sub>tot</sub> increase derives from coccolith production. The low m<sub>bio</sub> production in <italic>G. huxleyi</italic> is also confirmed by the nutrient consumption data reported in <xref ref-type="table" rid="T2">Table 2</xref>. The N consumed at t7 is the lowest measured among the studied strains, reaching up to 7.4 &#xb1; 2.2&#xa0;mg/L in N70 &#x2b; C compared to 32.4 &#xb1; 0.5 and 47.4 &#xb1; 1.7&#xa0;mg/L for CS1 and CS2, respectively, under the same treatment. The same trend is recorded for P, with values of 1.9 &#xb1; 0.01&#xa0;mg/L (N70) and 3.3 &#xb1; 0.08&#xa0;mg/L (N70 &#x2b; C), representing the lowest P consumption among the selected strains (<xref ref-type="table" rid="T2">Table 2</xref>). These uptake patterns reinforce the interpretation that increased OD in <italic>G. huxleyi</italic> under high HCO<sub>3</sub>
<sup>&#x2212;</sup> primarily reflects enhanced coccolith production rather than increased m<sub>bio</sub>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Nutrient consumption, <bold>(B)</bold> organic fraction (m<sub>bio</sub>) in the dry weight and <bold>(C)</bold> PIC:POC ratio in the stationary phase for <italic>G. huxleyi</italic>, <italic>C. roscoffensis</italic>&#x2013;strain 1 (CS1), and <italic>C. roscoffensis</italic>&#x2013;strain 2 (CS2) cultivated in N70 and N70 &#x2b; C conditions. Data are represented as mean &#xb1; standard deviation. Different letters indicate significant differences among treatments (two-way ANOVA followed by Tukey&#x2019;s HSD test, p &#x3c; 0.05).</p>
</caption>
<graphic xlink:href="fphbi-04-1742840-g002.tif">
<alt-text content-type="machine-generated">Bar charts labeled A, B, and C display data on different strains and conditions. A shows nutrient consumption with blue (Ncons) and orange (Pcons) bars. B presents mbio in gray bars. C illustrates PIC/POC ratios in green bars. Distinct letter annotations above bars indicate statistical differences.</alt-text>
</graphic>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Organic fraction (m<sub>bio</sub>) and nutrient consumption (N<sub>cons</sub>, P<sub>cons</sub>) in the stationary phase for <italic>G. huxleyi</italic> and <italic>C. roscoffensis</italic> (CS1 and CS2) in the tested conditions (N70 and N70 &#x2b; C). Values are presented as the mean calculated between two replicates; &#xb1; standard deviation.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Strain</th>
<th align="center">Condition</th>
<th align="center">m<sub>bio</sub> [mg/L]</th>
<th align="center">N<sub>cons</sub> [mg/L]</th>
<th align="center">P<sub>cons</sub> [mg/L]</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="center">
<italic>G. huxleyi</italic>
</td>
<td align="center">N70</td>
<td align="center">61.1 &#xb1; 4.1</td>
<td align="center">5.8 &#xb1; 0.7</td>
<td align="center">1.9 &#xb1; 0.01</td>
</tr>
<tr>
<td align="center">N70 &#x2b; C</td>
<td align="center">56.9 &#xb1; 2.1</td>
<td align="center">7.4 &#xb1; 2.2</td>
<td align="center">3.3 &#xb1; 0.08</td>
</tr>
<tr>
<td rowspan="2" align="center">CS1</td>
<td align="center">N70</td>
<td align="center">102.2 &#xb1; 2.6</td>
<td align="center">11.9 &#xb1; 2.9</td>
<td align="center">6 &#xb1; 0.1</td>
</tr>
<tr>
<td align="center">N70 &#x2b; C</td>
<td align="center">241 &#xb1; 8.5</td>
<td align="center">32.4 &#xb1; 0.5</td>
<td align="center">8.1 &#xb1; 0.003</td>
</tr>
<tr>
<td rowspan="2" align="center">CS2</td>
<td align="center">N70</td>
<td align="center">84.9 &#xb1; 3</td>
<td align="center">9.1 &#xb1; 2.4</td>
<td align="center">4.1 &#xb1; 0.2</td>
</tr>
<tr>
<td align="center">N70 &#x2b; C</td>
<td align="center">480.8 &#xb1; 17.3</td>
<td align="center">47.4 &#xb1; 1.7</td>
<td align="center">8.1 &#xb1; 0.009</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Similarly to <italic>G. huxleyi</italic>, the strains of the species <italic>C. roscoffensis</italic> show similar OD trends in both mod-f/2 and N70 conditions. As described above for <italic>G. huxleyi</italic>, the addition of carbon in N70 &#x2b; C increases OD up to 1.08 (DW 0.48&#xa0;g/L) in CS1 and even higher for CS2, which reaches an OD of 2.46 in the stationary phase, corresponding to a DW of 1.2&#xa0;g/L&#x2013;the highest measured DW among the strains and tested conditions (<xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="table" rid="T1">Table 1</xref>). For <italic>C. roscoffensis</italic>, the PIC:POC ratio remains mostly stable, especially for CS1 with an average value of 0.3 in N70 and 0.2 &#xb1; 0.04 in N70 &#x2b; C; only CS2 shows a slight increase in the PIC:POC ratio, up to 0.3 &#xb1; 0.01, under the carbon-replete condition (<xref ref-type="table" rid="T1">Table 1</xref>; <xref ref-type="fig" rid="F2">Figure 2C</xref>). Consequently, for <italic>C. roscoffensis</italic> strains, OD increases reflect substantial gains in m<sub>bio</sub> as well as m<sub>carb</sub>.</p>
<p>For the <italic>C. roscoffensis</italic> strains, macronutrient consumption is usually higher than for <italic>G. huxleyi</italic>, reaching N up to 32.4 &#xb1; 0.5&#xa0;mg/L and 47.4 &#xb1; 1.7&#xa0;mg/L for CS1 and CS2, respectively, in N70 &#x2b; C (<xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="fig" rid="F2">Figure 2A</xref>). Even though the percentage of N removal is higher, in N70 &#x2b; C condition P is almost completely depleted (&#x223c;100%) for both CS1 and CS2 (<xref ref-type="table" rid="T2">Table 2</xref>). This pattern is consistent with the onset of P limitation for further growth; however, given the potential for P luxury uptake, as well as the possible influence of other limiting factors (e.g., light, inorganic carbon or trace nutrients), the observed P depletion could be interpreted as an indication of P-limited growth, requiring to balance N and P when aiming to maximize growth. Notably, for CS2 in particular, the substantial enhancement of nutrient uptake under carbon-replete conditions is consistent with the five-fold increase in m<sub>bio</sub> (<xref ref-type="fig" rid="F2">Figure 2B</xref>), the highest among the strains tested here (<xref ref-type="table" rid="T2">Table 2</xref>). Indeed, CS2 records the highest accumulation in m<sub>bio</sub>, corresponding to 480.8 &#xb1; 17.3&#xa0;mg/L (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<p>Two-way ANOVA showed that m<sub>bio</sub> was strongly affected by strain, nutrient condition and their interaction (all p &#x3c; 0.001; <xref ref-type="fig" rid="F2">Figure 2B</xref>). Under N70, <italic>G. huxleyi</italic> had lower biomass than CS1 and CS2 (<italic>G. huxleyi</italic> vs. CS1: p &#x3d; 0.0001, <italic>G. huxleyi</italic> vs. CS2: p &#x3d; 0.011), and only strains CS1 and CS2 exhibited a marked increase in biomass under N70C (CS1 and CS2: p &#x3c; 0.0001; <italic>G. huxleyi</italic>, p &#x3d; 0.55). N and P consumption displayed similar patterns (<xref ref-type="fig" rid="F2">Figure 2A</xref>). N70C strongly enhanced N removal in strains CS1 and CS2 (both p &#x3c; 0.0001) compared to N70 but had little effect on <italic>G. huxleyi</italic> (p &#x3d; 0.44), while only CS1 consumed significantly more N than <italic>G. huxleyi</italic> (p &#x3d; 0.013) under N70. In contrast, under N70C all three strains differed from one another, with CS2 showing the highest N consumption (all pairwise comparisons p &#x3c; 0.0001; different letters in <xref ref-type="fig" rid="F2">Figure 2A</xref>). For all strains, P removal was significantly higher under N70C than under N70 (all p &#x3c; 0.0001). Under N70, P consumption increased from <italic>G. huxleyi</italic> to CS1, with all pairwise differences being highly significant (all p &#x3c; 0.0001). Under N70C, <italic>G. huxleyi</italic> still showed the lowest P removal, whereas strains CS1 and CS2 reached similarly high P consumption (p &#x3d; 0.99), as reflected by the compact letter display in <xref ref-type="fig" rid="F2">Figure 2A</xref>. P consumption was always different from N70 (p &#x3c; 0.0001).</p>
<p>The PIC:POC ratio, analyzed on log-transformed data, was also significantly affected by strain, condition and their interaction (all p &#x3c; 0.05), with generally higher PIC:POC under N70C and strain-specific responses as indicated by the compact letter display in <xref ref-type="fig" rid="F2">Figure 2C</xref>. This points to a particularly strong shift towards calcification in <italic>G. huxleyi</italic> under the N70C regime.</p>
<p>From the collected data, the amount of CO<sub>2</sub> captured per liter of culture was calculated for the conditions N70 and N70 &#x2b; C (<xref ref-type="table" rid="T1">Table 1</xref>). In this initial screening, CO<sub>2</sub> in m<sub>carb</sub> was estimated from the inorganic carbon associated with the harvested biomass. Detached coccoliths remaining in the culture medium were not explicitly quantified, and our values should therefore be considered conservative, particularly for species that actively shed coccoliths such as <italic>G. huxleyi</italic>. In the carbon-replete condition, CO<sub>2</sub> capture is greater in CS2 compared to the others, and approximately one-quarter (&#x223c;311&#xa0;mg/L CO<sub>2</sub>) is stored in m<sub>carb</sub>. This amount is even higher than that calculated for <italic>G. huxleyi</italic> (&#x223c;225&#xa0;mg/L CO<sub>2</sub>) despite its higher PIC:POC ratio, and thus greater coccolith production (<xref ref-type="table" rid="T1">Table 1</xref>). Therefore, in our experiments, CS2 combined higher yield in m<sub>bio</sub> and stable inorganic carbon storage in m<sub>carb</sub>, producing the greatest overall CO<sub>2</sub> capture among the tested strains under N70 &#x2b; C.</p>
<p>We used daily additions of NaHCO<sub>3</sub> to supply DIC rather than continuous CO<sub>2</sub> bubbling, because coccolithophores are more sensitive to bubbling and bicarbonate addition offers a more stable DIC pool and avoids rapid CO<sub>2</sub> outgassing. At the pH values observed (pH &#x3e; 8 after daily NaHCO<sub>3</sub> additions), HCO<sub>3</sub>
<sup>&#x2212;</sup> is the dominant inorganic carbon species in the medium. Shifts in carbonate chemistry (higher HCO<sub>3</sub>
<sup>&#x2212;</sup>/CO<sub>2</sub>) can change the relative availability of the proximal substrates and thereby differentially constrain photosynthesis and calcification. Experimental work in coccolithophores (<xref ref-type="bibr" rid="B1">Bach et al., 2013</xref>; <xref ref-type="bibr" rid="B2">Bach et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Brownlee et al., 2015</xref>) shows that photosynthesis/growth can be sensitive to CO<sub>2</sub>, whereas calcification is closely linked to HCO<sub>3</sub>
<sup>&#x2212;</sup> supply, consistent with compartmentation/transport constraints and acclimatory regulation. Therefore, this chemical shift towards HCO<sub>3</sub>
<sup>&#x2212;</sup> in our experiments could have favored calcification (PIC formation) over photosynthetic POC production in species that preferentially use HCO<sub>3</sub>
<sup>&#x2212;</sup> for calcification while relying on CO<sub>2</sub> for photosynthesis. The discrepancy we observed between strong OD increases and limited POC-based biomass in <italic>G. huxleyi</italic> suggested interference from detached coccoliths inflating optical readings. We verified this by decalcifying <italic>G. huxleyi</italic> cultures grown in N70 &#x2b; C at t7: the measured OD dropped from 1.75 to 0.45 after decalcification (<xref ref-type="sec" rid="s11">Supplementary Figure S2</xref>), confirming that detached coccoliths biased optical-density&#x2013;based m<sub>bio</sub> estimates for <italic>G. huxleyi</italic> but not (to the same degree) for <italic>C. roscoffensis</italic>, which has smaller coccoliths and has not the same tendency to shed large numbers of plates.</p>
<p>Taken together, these results emphasize two practical points for coccolithophore cultivation: (1) raising macronutrients alone (N70) is insufficient to substantially increase m<sub>tot</sub> without concurrent increases in bioavailable carbon, and (2) while we did not independently manipulate individual inorganic carbon species, the shift in the carbonate chemistry toward HCO<sub>3</sub>
<sup>&#x2212;</sup> in N70 &#x2b; C could have species- and even strain-specific impacts on the balance between photosynthesis (POC) and calcification (PIC), consistently with prior work showing differential sensitivities of photosynthesis and calcification to CO<sub>2</sub> versus HCO<sub>3</sub>
<sup>&#x2212;</sup> in <italic>G. huxleyi</italic>. More broadly, our results motivate targeted control of carbonate chemistry and phosphate availability, together with other growth-relevant constituents (e.g., major ions involved in calcification such as Ca<sup>2&#x2b;</sup>), when designing cultivation strategies that aim simultaneously to maximize m<sub>bio</sub> production and stable inorganic carbon sequestration in m<sub>carb</sub>. Finally, and importantly for biotechnological scaling, these experiments illustrate the value of strain selection within a species: CS2 seems to be a promising strain for forthcoming experiments, since it showed higher nutrient conversion efficiency into m<sub>bio</sub> compared to <italic>G. huxleyi</italic> (<xref ref-type="fig" rid="F2">Figure 2B</xref>) and higher stability of the PIC:POC ratio across different conditions (<xref ref-type="fig" rid="F2">Figure 2C</xref>), which are attractive traits for envisioning a future large-scale application. Coupled with literature reports showing promising results for <italic>C. carterae</italic> in photobioreactors and raceway ponds, our findings corroborate that the genus <italic>Chrysotila</italic>, and specifically the species <italic>C. roscoffensis,</italic> can be further studied as a candidate for future large-scale applications where permanent inorganic carbon sequestration is a desired outcome.</p>
<p>In addition to modulating the nutrient supply, light intensity and wavelength are also fundamental for increasing growth efficiency and pigments production in microalgae (<xref ref-type="bibr" rid="B10">Daneshvar et al., 2022</xref> and references therein). Indeed, it has been highlighted that photosynthesis, calcification, as well as growth rate in coccolithophores can be affected by light availability (<xref ref-type="bibr" rid="B61">Zondervan et al., 2002</xref>; <xref ref-type="bibr" rid="B39">Ramos et al., 2012</xref>; <xref ref-type="bibr" rid="B41">Rokitta and Rost, 2012</xref>). To date, among the coccolithophore group, only a few species, such as <italic>G. huxleyi, C. carterae</italic> and <italic>G. oceanica</italic>, have been investigated in their response to different light intensities (e.g., <xref ref-type="bibr" rid="B57">Zhang et al., 2023</xref>; <xref ref-type="bibr" rid="B56">Zhang et al., 2015</xref>; <xref ref-type="bibr" rid="B60">Zondervan, 2007</xref>; <xref ref-type="bibr" rid="B61">Zondervan et al., 2002</xref>; <xref ref-type="bibr" rid="B18">Heinle, 2014</xref>). In coccolithophores, calcification seems to be less light-dependent than photosynthesis (e.g., <xref ref-type="bibr" rid="B3">Balch et al., 1992</xref>; <xref ref-type="bibr" rid="B60">Zondervan, 2007</xref> and references therein), with the PIC:POC ratio not significatively or clearly affected by light (<xref ref-type="bibr" rid="B18">Heinle, 2014</xref>). The species that shows a higher adaptation to light is <italic>G. huxleyi</italic>, recording any sign of photoinhibition up to 2,500&#xa0;&#x3bc;mol&#xa0;m<sup>-2</sup>&#xa0;s<sup>-1</sup> (with an optimum at 900&#xa0;&#x3bc;mol&#xa0;m<sup>-2</sup>&#xa0;s<sup>-1</sup>), whereas <italic>C. carterae</italic> records its optimum at 500&#xa0;&#x3bc;mol&#xa0;m<sup>-2</sup>&#xa0;s<sup>-1</sup> (<xref ref-type="bibr" rid="B18">Heinle, 2014</xref>). Recently, <xref ref-type="bibr" rid="B57">Zhang et al. (2023)</xref> studied the wavelength effects on <italic>G. huxleyi</italic>, documenting a key role of blue and red lights on cell proliferation and fucoxanthin production. It must be noted that all these studies tested the effects of light through dilute batch experiments, neglecting a biotechnologically oriented approach. In fact, further experiments testing light in high cell density cultures would be useful to better understand coccolithophore response to this crucial parameter.</p>
<p>Besides permanent sequestration, coccolithophores offer diverse potential applications not available with other microalgal groups, especially those without a biosynthesized shell. Unfortunately, to date, many of those uses remain largely theoretical and only partially explored. Indeed, their dual organic&#x2013;inorganic composition and distinctive morphology make coccolithophores attractive for various technological applications, including biomedicine, construction, nanotechnology, and sustainable materials (<xref ref-type="bibr" rid="B15">Green et al., 2014</xref>; <xref ref-type="bibr" rid="B21">Jakob et al., 2018</xref>; <xref ref-type="bibr" rid="B25">Moheimani, 2005</xref>; <xref ref-type="bibr" rid="B32">Moore et al., 2021</xref>; <xref ref-type="bibr" rid="B33">Moreira et al., 2023</xref>; <xref ref-type="bibr" rid="B43">Santomauro et al., 2020</xref>; <xref ref-type="bibr" rid="B65">Skeffington and Scheffel, 2018</xref>; <xref ref-type="bibr" rid="B50">Walsh et al., 2018</xref>). Optimizing their productivity is therefore essential to fully exploit their potential, and further effort is needed in this direction for future studies.</p>
</sec>
<sec sec-type="conclusion" id="s4">
<label>4</label>
<title>Conclusion</title>
<p>For all the three screened strains, nutrient enrichment up to 70&#xa0;mg/L N and 8&#xa0;mg/L P (N70 condition) did not lead to an increase in m<sub>tot</sub>. Instead<bold>,</bold> the main differences were observed with carbon addition (N70 &#x2b; C) compared to the other two conditions, showing a general increase in both OD and DW. Under N70 &#x2b; C the <italic>C. roscoffensis</italic> strains&#x2014;particularly CS2&#x2014;displayed increased m<sub>bio</sub> and overall CO<sub>2</sub> capture potential, whereas <italic>G. huxleyi</italic> preferentially increased calcification (high PIC:POC) and released abundant coccoliths that biased optical-density measurements. These outcomes indicate that balanced provision of bioavailable carbon together with N and P, as well as careful control of carbonate chemistry and pH, are essential to maximize both POC production and stable inorganic carbon sequestration in scaled coccolithophore cultivation.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>EP: Data curation, Investigation, Formal Analysis, Visualization, Writing &#x2013; original draft. ES: Writing &#x2013; review and editing, Resources, Conceptualization, Supervision. SAA: Writing &#x2013; review and editing, Investigation. FR: Writing &#x2013; review and editing, Resources. CD: Writing &#x2013; review and editing, Resources. AC: Funding acquisition, Writing &#x2013; review and editing. MB: Funding acquisition, Writing &#x2013; review and editing, Project administration, Resources, Conceptualization, Supervision.</p>
</sec>
<ack>
<title>Acknowledgements</title>
<p>The authors thank the Collection of Sea Microorganisms (CoSMi) at the National Institute of Oceanography and Applied Geophysics&#x2013;OGS (Trieste, Italy) for the laboratory availability and for providing the <italic>Chrysotila roscoffensis</italic> strain CS1. We acknowledge E. Di Poi for coccolithophore stock culture maintenance at OGS and Roscoff Culture Collection (RCC, France) for providing the <italic>Chrysotila roscoffensis</italic> strain CS2 and <italic>Gephyrocapsa huxleyi</italic> strain. We also thank M. Kralj for laboratory support during nutrient analysis.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>Author AC was employed by A2A S.p.A.</p>
<p>The remaining author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that this work received funding from Company A2A S. p.A. The funder had the following involvement in the study verification of the content of the publication, in terms of compliance with confidentiality agreements.</p>
</sec>
<sec sec-type="ai-statement" id="s9">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was used in the creation of this manuscript. AI was used for improving the English language.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s11">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphbi.2026.1742840/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphbi.2026.1742840/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Supplementaryfile1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bach</surname>
<given-names>L. T.</given-names>
</name>
<name>
<surname>Mackinder</surname>
<given-names>L. C. M.</given-names>
</name>
<name>
<surname>Schulz</surname>
<given-names>K. G.</given-names>
</name>
<name>
<surname>Wheeler</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Schroeder</surname>
<given-names>D. C.</given-names>
</name>
<name>
<surname>Brownlee</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Dissecting the impact of CO<sub>2</sub> and pH on the mechanisms of photosynthesis and calcification in the coccolithophore <italic>Emiliania huxleyi</italic>
</article-title>. <source>New Phytol.</source> <volume>199</volume>, <fpage>121</fpage>&#x2013;<lpage>134</lpage>. <pub-id pub-id-type="doi">10.1111/nph.12225</pub-id>
<pub-id pub-id-type="pmid">23496417</pub-id>
</mixed-citation>
</ref>
<ref id="B2">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bach</surname>
<given-names>L. T.</given-names>
</name>
<name>
<surname>Riebesell</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>Gutowska</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Federwisch</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Schulz</surname>
<given-names>K. G.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>A unifying concept of coccolithophore sensitivity to changing carbonate chemistry embedded in an ecological framework</article-title>. <source>Prog. Oceanogr.</source> <volume>135</volume>, <fpage>125</fpage>&#x2013;<lpage>138</lpage>. <pub-id pub-id-type="doi">10.1016/j.pocean.2015.04.012</pub-id>
</mixed-citation>
</ref>
<ref id="B3">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Balch</surname>
<given-names>W. M.</given-names>
</name>
<name>
<surname>Holligan</surname>
<given-names>P. M.</given-names>
</name>
<name>
<surname>Kilpatrick</surname>
<given-names>K. A.</given-names>
</name>
</person-group> (<year>1992</year>). <article-title>Calcification, photosynthesis and growth of the bloom-forming coccolithophore, <italic>Emiliania huxleyi</italic>
</article-title>. <source>Cont. Shelf Res.</source> <volume>12</volume>, <fpage>1353</fpage>&#x2013;<lpage>1374</lpage>. <pub-id pub-id-type="doi">10.1016/0278-4343(92)90059-S</pub-id>
</mixed-citation>
</ref>
<ref id="B6">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bradley</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Laws</surname>
<given-names>E. A.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Interactive effects of CO<sub>2</sub>, temperature, and nutrient limitation on the growth and physiology of the marine coccolithophore <italic>Emiliania huxleyi</italic> (Prymnesiophyceae)</article-title>. <source>Water</source> <volume>16</volume>, <fpage>3184</fpage>. <pub-id pub-id-type="doi">10.3390/w16223184</pub-id>
</mixed-citation>
</ref>
<ref id="B7">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brownlee</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wheeler</surname>
<given-names>G. L.</given-names>
</name>
<name>
<surname>Taylor</surname>
<given-names>A. R.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Coccolithophore biomineralization: new questions, new answers</article-title>. <source>Seminars Cell &#x26; Dev. Biol.</source> <volume>46</volume>, <fpage>11</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1016/j.semcdb.2015.10.027</pub-id>
<pub-id pub-id-type="pmid">26498037</pub-id>
</mixed-citation>
</ref>
<ref id="B8">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brownlee</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Langer</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Wheeler</surname>
<given-names>G. L.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Coccolithophore calcification: changing paradigms in changing oceans</article-title>. <source>Acta Biomater.</source> <volume>120</volume>, <fpage>4</fpage>&#x2013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.1016/j.actbio.2020.07.050</pub-id>
<pub-id pub-id-type="pmid">32763469</pub-id>
</mixed-citation>
</ref>
<ref id="B9">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheng</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Deng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Baloch</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>The potential microalgae-based strategy for attaining carbon neutrality and mitigating climate change: a critical review</article-title>. <source>Front. Mar. Sci.</source> <volume>12</volume>, <fpage>1644390</fpage>. <pub-id pub-id-type="doi">10.3389/fmars.2025.1644390</pub-id>
</mixed-citation>
</ref>
<ref id="B10">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Daneshvar</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Wicker</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>Show</surname>
<given-names>P.-L.</given-names>
</name>
<name>
<surname>Bhatnagar</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Biologically-mediated carbon capture and utilization by microalgae towards sustainable CO<sub>2</sub> biofixation and biomass valorization &#x2013; a review</article-title>. <source>Chem. Eng. J.</source> <volume>427</volume>, <fpage>130884</fpage>. <pub-id pub-id-type="doi">10.1016/j.cej.2021.130884</pub-id>
</mixed-citation>
</ref>
<ref id="B11">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dimiza</surname>
<given-names>M. D.</given-names>
</name>
<name>
<surname>Koukousioura</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Michailidis</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Dimou</surname>
<given-names>V.-G.</given-names>
</name>
<name>
<surname>Navrozidou</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Aligizaki</surname>
<given-names>K.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Seasonal living coccolithophore distribution in the enclosed coastal environments of the Thessaloniki Bay (Thermaikos Gulf, NW Aegean Sea)</article-title>. <source>Rev. Micropal&#xe9;ontologie</source> <volume>69</volume>, <fpage>100449</fpage>. <pub-id pub-id-type="doi">10.1016/j.revmic.2020.100449</pub-id>
</mixed-citation>
</ref>
<ref id="B12">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Diotto</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Barbera</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Borella</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Trivellin</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Sforza</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Modeling approach to capture the effect of high frequency flashing light in steady-state microalgae cultures</article-title>. <source>Ind. Eng. Chem. Res.</source> <volume>61</volume>, <fpage>18258</fpage>&#x2013;<lpage>18269</lpage>. <pub-id pub-id-type="doi">10.1021/acs.iecr.2c03258</pub-id>
</mixed-citation>
</ref>
<ref id="B13">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Falkowski</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Ocean Science: the power of plankton</article-title>. <source>Nature</source> <volume>483</volume>, <fpage>S17</fpage>&#x2013;<lpage>S20</lpage>. <pub-id pub-id-type="doi">10.1038/483S17a</pub-id>
<pub-id pub-id-type="pmid">22378122</pub-id>
</mixed-citation>
</ref>
<ref id="B14">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gafar</surname>
<given-names>N. A.</given-names>
</name>
<name>
<surname>Eyre</surname>
<given-names>B. D.</given-names>
</name>
<name>
<surname>Schulz</surname>
<given-names>K. G.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Particulate inorganic to organic carbon production as a predictor for coccolithophorid sensitivity to ongoing ocean acidification</article-title>. <source>Limnol. Oceanogr. Lett.</source> <volume>4</volume>, <fpage>62</fpage>&#x2013;<lpage>70</lpage>. <pub-id pub-id-type="doi">10.1002/lol2.10105</pub-id>
</mixed-citation>
</ref>
<ref id="B15">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Green</surname>
<given-names>D. W.</given-names>
</name>
<name>
<surname>Goto</surname>
<given-names>T. K.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>K.-S.</given-names>
</name>
<name>
<surname>Jung</surname>
<given-names>H.-S.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Calcifying tissue regeneration via biomimetic materials chemistry</article-title>. <source>J. R. Soc. Interface.</source> <volume>11</volume>, <fpage>20140537</fpage>. <pub-id pub-id-type="doi">10.1098/rsif.2014.0537</pub-id>
<pub-id pub-id-type="pmid">25320063</pub-id>
</mixed-citation>
</ref>
<ref id="B16">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Griffiths</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Garcin</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Van Hille</surname>
<given-names>R. P.</given-names>
</name>
<name>
<surname>Harrison</surname>
<given-names>S. T. L.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Interference by pigment in the estimation of microalgal biomass concentration by optical density</article-title>. <source>J. Microbiol. Methods</source> <volume>85</volume>, <fpage>119</fpage>&#x2013;<lpage>123</lpage>. <pub-id pub-id-type="doi">10.1016/j.mimet.2011.02.005</pub-id>
<pub-id pub-id-type="pmid">21329736</pub-id>
</mixed-citation>
</ref>
<ref id="B17">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Han</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Steiner</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Fan</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Coccolithophore abundance and production and their impacts on particulate inorganic carbon cycling in the Western North Pacific</article-title>. <source>Biogeosciences</source> <volume>22</volume>, <fpage>3681</fpage>&#x2013;<lpage>3697</lpage>. <pub-id pub-id-type="doi">10.5194/bg-22-3681-2025</pub-id>
</mixed-citation>
</ref>
<ref id="B18">
<mixed-citation publication-type="book">
<person-group person-group-type="author">
<name>
<surname>Heinle</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2014</year>). <source>The effects of light, temperature and nutrients on coccolithophores and implications for biogeochemical models</source>. <publisher-name>[Dissertation]. East Anglia, United Kingdom: Univesity of Eat Anglia</publisher-name>.</mixed-citation>
</ref>
<ref id="B19">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hoque</surname>
<given-names>Md.M.</given-names>
</name>
<name>
<surname>Iannelli</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Padula</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Radice</surname>
<given-names>R. P.</given-names>
</name>
<name>
<surname>Saha</surname>
<given-names>B. K.</given-names>
</name>
<name>
<surname>Martelli</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Microalgae: green engines for achieving carbon sequestration, circular economy, and environmental Sustainability&#x2014;A review based on last ten years of research</article-title>. <source>Bioengineering</source> <volume>12</volume>, <fpage>909</fpage>. <pub-id pub-id-type="doi">10.3390/bioengineering12090909</pub-id>
<pub-id pub-id-type="pmid">41007154</pub-id>
</mixed-citation>
</ref>
<ref id="B20">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ighalo</surname>
<given-names>J. O.</given-names>
</name>
<name>
<surname>Dulta</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Kurniawan</surname>
<given-names>S. B.</given-names>
</name>
<name>
<surname>Omoarukhe</surname>
<given-names>F. O.</given-names>
</name>
<name>
<surname>Ewuzie</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>Eshiemogie</surname>
<given-names>S. O.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Progress in microalgae application for CO<sub>2</sub> sequestration</article-title>. <source>Clean. Chem. Eng.</source> <volume>3</volume>, <fpage>100044</fpage>. <pub-id pub-id-type="doi">10.1016/j.clce.2022.100044</pub-id>
</mixed-citation>
</ref>
<ref id="B21">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jakob</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Weggenmann</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Posten</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Cultivation of <italic>Emiliania huxleyi</italic> for coccolith production</article-title>. <source>Algal Res.</source> <volume>31</volume>, <fpage>47</fpage>&#x2013;<lpage>59</lpage>. <pub-id pub-id-type="doi">10.1016/j.algal.2018.01.013</pub-id>
</mixed-citation>
</ref>
<ref id="B22">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lam</surname>
<given-names>M. K.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>K. T.</given-names>
</name>
<name>
<surname>Mohamed</surname>
<given-names>A. R.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Current status and challenges on microalgae-based carbon capture</article-title>. <source>Int. J. Greenh. Gas Control</source> <volume>10</volume>, <fpage>456</fpage>&#x2013;<lpage>469</lpage>. <pub-id pub-id-type="doi">10.1016/j.ijggc.2012.07.010</pub-id>
</mixed-citation>
</ref>
<ref id="B23">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Fu</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Idem</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Tontiwachwuthikul</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Review on current advances, future challenges and consideration issues for post-combustion CO<sub>2</sub> capture using amine-based absorbents</article-title>. <source>Chin. J. Chem. Eng.</source> <volume>24</volume>, <fpage>278</fpage>&#x2013;<lpage>288</lpage>. <pub-id pub-id-type="doi">10.1016/j.cjche.2015.06.013</pub-id>
</mixed-citation>
</ref>
<ref id="B25">
<mixed-citation publication-type="book">
<person-group person-group-type="author">
<name>
<surname>Moheimani</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2005</year>). &#x201c;<article-title>The culture of coccolithophorid algae for carbon dioxide bioremediation [Dissertation]</article-title>. <publisher-name>Murdoch, AU: Murdoch University</publisher-name>.</mixed-citation>
</ref>
<ref id="B26">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moheimani</surname>
<given-names>N. R.</given-names>
</name>
<name>
<surname>Borowitzka</surname>
<given-names>M. A.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>The long-term culture of the coccolithophore <italic>Pleurochrysis carterae</italic> (Haptophyta) in outdoor raceway ponds</article-title>. <source>J. Appl. Phycol.</source> <volume>18</volume>, <fpage>703</fpage>&#x2013;<lpage>712</lpage>. <pub-id pub-id-type="doi">10.1007/s10811-006-9075-1</pub-id>
</mixed-citation>
</ref>
<ref id="B27">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moheimani</surname>
<given-names>N. R.</given-names>
</name>
<name>
<surname>Borowitzka</surname>
<given-names>M. A.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Limits to productivity of the alga <italic>Pleurochrysis carterae</italic> (Haptophyta) grown in outdoor raceway ponds</article-title>. <source>Biotechnol. Bioeng.</source> <volume>96</volume>, <fpage>27</fpage>&#x2013;<lpage>36</lpage>. <pub-id pub-id-type="doi">10.1002/bit.21169</pub-id>
<pub-id pub-id-type="pmid">16948168</pub-id>
</mixed-citation>
</ref>
<ref id="B28">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moheimani</surname>
<given-names>N. R.</given-names>
</name>
<name>
<surname>Borowitzka</surname>
<given-names>M. A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Increased CO<sub>2</sub> and the effect of pH on growth and calcification of <italic>Pleurochrysis carterae</italic> and <italic>Emiliania huxleyi</italic> (Haptophyta) in semicontinuous cultures</article-title>. <source>Appl. Microbiol. Biotechnol.</source> <volume>90</volume>, <fpage>1399</fpage>&#x2013;<lpage>1407</lpage>. <pub-id pub-id-type="doi">10.1007/s00253-011-3174-x</pub-id>
<pub-id pub-id-type="pmid">21369804</pub-id>
</mixed-citation>
</ref>
<ref id="B29">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moheimani</surname>
<given-names>N. R.</given-names>
</name>
<name>
<surname>Isdepsky</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Lisec</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Raes</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Borowitzka</surname>
<given-names>M. A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Coccolithophorid algae culture in closed photobioreactors</article-title>. <source>Biotechnol. Bioeng.</source> <volume>108</volume>, <fpage>2078</fpage>&#x2013;<lpage>2087</lpage>. <pub-id pub-id-type="doi">10.1002/bit.23161</pub-id>
<pub-id pub-id-type="pmid">21495012</pub-id>
</mixed-citation>
</ref>
<ref id="B31">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Monteiro</surname>
<given-names>F. M.</given-names>
</name>
<name>
<surname>Bach</surname>
<given-names>L. T.</given-names>
</name>
<name>
<surname>Brownlee</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Bown</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Rickaby</surname>
<given-names>R. E. M.</given-names>
</name>
<name>
<surname>Poulton</surname>
<given-names>A. J.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Why marine phytoplankton calcify</article-title>. <source>Sci. Adv.</source> <volume>2</volume>, <fpage>e1501822</fpage>. <pub-id pub-id-type="doi">10.1126/sciadv.1501822</pub-id>
<pub-id pub-id-type="pmid">27453937</pub-id>
</mixed-citation>
</ref>
<ref id="B32">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moore</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Heilweck</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Petros</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Saving the planet with appropriate biotechnology: 2. Cultivate shellfish to remediate the atmosphere</article-title>. <source>Mexican J. Biotechnol.</source> <volume>6</volume>, <fpage>31</fpage>&#x2013;<lpage>91</lpage>. <pub-id pub-id-type="doi">10.29267/mxjb.2021.6.1.31</pub-id>
</mixed-citation>
</ref>
<ref id="B33">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moreira</surname>
<given-names>A. S. P.</given-names>
</name>
<name>
<surname>Gon&#xe7;alves</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sousa</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Maia</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Pereira</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Silva</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Potential of Coccolithophore Microalgae as fillers in starch-based films for active and sustainable food packaging</article-title>. <source>Foods</source> <volume>12</volume>, <fpage>513</fpage>. <pub-id pub-id-type="doi">10.3390/foods12030513</pub-id>
<pub-id pub-id-type="pmid">36766042</pub-id>
</mixed-citation>
</ref>
<ref id="B34">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Murphy</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Riley</surname>
<given-names>J. P.</given-names>
</name>
</person-group> (<year>1962</year>). <article-title>A modified single solution method for the determination of phosphate in natural waters</article-title>. <source>Anal. Chim. Acta</source> <volume>27</volume>, <fpage>31</fpage>&#x2013;<lpage>36</lpage>. <pub-id pub-id-type="doi">10.1016/S0003-2670(00)88444-5</pub-id>
</mixed-citation>
</ref>
<ref id="B35">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nieuwenhuize</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Maas</surname>
<given-names>Y. E. M.</given-names>
</name>
<name>
<surname>Middelburg</surname>
<given-names>J. J.</given-names>
</name>
</person-group> (<year>1994</year>). <article-title>Rapid analysis of organic carbon and nitrogen in particulate materials</article-title>. <source>Mar. Chem.</source> <volume>45</volume>, <fpage>217</fpage>&#x2013;<lpage>224</lpage>. <pub-id pub-id-type="doi">10.1016/0304-4203(94)90005-1</pub-id>
</mixed-citation>
</ref>
<ref id="B37">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Poulton</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Painter</surname>
<given-names>S. C.</given-names>
</name>
<name>
<surname>Young</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Bates</surname>
<given-names>N. R.</given-names>
</name>
<name>
<surname>Bowler</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Drapeau</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>The 2008 <italic>Emiliania huxleyi</italic> bloom along the patagonian shelf: ecology, biogeochemistry, and cellular calcification</article-title>. <source>Glob. Biogeochem. Cycles</source> <volume>27</volume>, <fpage>1023</fpage>&#x2013;<lpage>1033</lpage>. <pub-id pub-id-type="doi">10.1002/2013GB004641</pub-id>
</mixed-citation>
</ref>
<ref id="B38">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Quero</surname>
<given-names>G. M.</given-names>
</name>
<name>
<surname>Celussi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Relitti</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Kova&#x10d;evi&#x107;</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Del Negro</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Luna</surname>
<given-names>G. M.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Inorganic and organic carbon uptake processes and their connection to microbial diversity in Meso- and bathypelagic arctic waters (Eastern fram strait)</article-title>. <source>Microb. Ecol.</source> <volume>79</volume>, <fpage>823</fpage>&#x2013;<lpage>839</lpage>. <pub-id pub-id-type="doi">10.1007/s00248-019-01451-2</pub-id>
<pub-id pub-id-type="pmid">31728602</pub-id>
</mixed-citation>
</ref>
<ref id="B39">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ramos</surname>
<given-names>J.B. e.</given-names>
</name>
<name>
<surname>Schulz</surname>
<given-names>K. G.</given-names>
</name>
<name>
<surname>Febiri</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Riebesell</surname>
<given-names>U.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Photoacclimation to abrupt changes in light intensity by Phaeodactylum tricornutum and Emiliania huxleyi: the role of calcification</article-title>. <source>Mar. Ecol. Prog. Ser.</source> <volume>452</volume>, <fpage>11</fpage>&#x2013;<lpage>26</lpage>. <pub-id pub-id-type="doi">10.3354/meps09606</pub-id>
</mixed-citation>
</ref>
<ref id="B40">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Reifel</surname>
<given-names>K. M.</given-names>
</name>
<name>
<surname>McCoy</surname>
<given-names>M. P.</given-names>
</name>
<name>
<surname>Tiffany</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Rocke</surname>
<given-names>T. E.</given-names>
</name>
<name>
<surname>Trees</surname>
<given-names>C. C.</given-names>
</name>
<name>
<surname>Barlow</surname>
<given-names>S. B.</given-names>
</name>
<etal/>
</person-group> (<year>2001</year>). <article-title>
<italic>Pleurochrysis pseudoroscoffensis</italic> (Prymnesiophyceae) blooms on the surface of the Salton Sea, California</article-title>. <source>Hydrobiologia</source> <volume>466</volume>, <fpage>177</fpage>&#x2013;<lpage>185</lpage>. <pub-id pub-id-type="doi">10.1023/A:1014551804059</pub-id>
</mixed-citation>
</ref>
<ref id="B41">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rokitta</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Rost</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Effects of CO<sub>2</sub> and their modulation by light in the life-cycle stages of the coccolithophore <italic>Emiliania huxleyi</italic>
</article-title>. <source>Limnol. Oceanogr.</source> <volume>57</volume>, <fpage>607</fpage>&#x2013;<lpage>618</lpage>. <pub-id pub-id-type="doi">10.4319/lo.2012.57.2.0607</pub-id>
</mixed-citation>
</ref>
<ref id="B42">
<mixed-citation publication-type="book">
<person-group person-group-type="author">
<name>
<surname>Rost</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Riebesell</surname>
<given-names>U.</given-names>
</name>
</person-group> (<year>2004</year>). &#x201c;<article-title>Coccolithophores and the biological pump: responses to environmental changes</article-title>,&#x201d; in <source>Coccolithophores: from molecular processes to global impact</source>. Editors <person-group person-group-type="editor">
<name>
<surname>Thierstein,</surname>
<given-names>H. R.</given-names>
</name>
<name>
<surname>Young</surname>
<given-names>J. R.</given-names>
</name>
</person-group> (<publisher-loc>Berlin, Heidelberg</publisher-loc>: <publisher-name>Springer</publisher-name>), <fpage>99</fpage>&#x2013;<lpage>125</lpage>. <pub-id pub-id-type="doi">10.1007/978-3-662-06278-4_5</pub-id>
</mixed-citation>
</ref>
<ref id="B43">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Santomauro</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Stiefel</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Jeurgens</surname>
<given-names>L. P. H.</given-names>
</name>
<name>
<surname>Bill</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>
<italic>In vivo</italic> shaping of inorganic functional devices using microalgae</article-title>. <source>Adv. Biosyst.</source> <volume>4</volume>, <fpage>1900301</fpage>. <pub-id pub-id-type="doi">10.1002/adbi.201900301</pub-id>
<pub-id pub-id-type="pmid">32293148</pub-id>
</mixed-citation>
</ref>
<ref id="B44">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schagerl</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Siedler</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Konop&#xe1;&#x10d;ov&#xe1;</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Ali</surname>
<given-names>S. S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Estimating biomass and vitality of microalgae for monitoring cultures: a roadmap for reliable measurements</article-title>. <source>Cells</source> <volume>11</volume>, <fpage>2455</fpage>. <pub-id pub-id-type="doi">10.3390/cells11152455</pub-id>
<pub-id pub-id-type="pmid">35954299</pub-id>
</mixed-citation>
</ref>
<ref id="B65">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Skeffington</surname>
<given-names>A. W.</given-names>
</name>
<name>
<surname>Scheffel</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Exploiting algal mineralization for nanotechnology: bringing coccoliths to the fore</article-title>. <source>Current opinion in biotechnology</source> <volume>49</volume>, <fpage>57</fpage>&#x2013;<lpage>63</lpage>. <pub-id pub-id-type="doi">10.1016/j.copbio.2017.07.013</pub-id>
<pub-id pub-id-type="pmid">28822276</pub-id>
</mixed-citation>
</ref>
<ref id="B45">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Takano</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Takei</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Manabe</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Burgess</surname>
<given-names>J. G.</given-names>
</name>
<name>
<surname>Hirano</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Matsunaga</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>1995</year>). <article-title>Increased coccolith production by <italic>Emiliania huxleyi</italic> cultures enriched with dissolved inorganic carbon</article-title>. <source>Appl. Microbiol. Biotechnol.</source> <volume>43</volume>, <fpage>460</fpage>&#x2013;<lpage>465</lpage>. <pub-id pub-id-type="doi">10.1007/s002530050434</pub-id>
</mixed-citation>
</ref>
<ref id="B46">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Taylor</surname>
<given-names>A. R.</given-names>
</name>
<name>
<surname>Brownlee</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wheeler</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Coccolithophore cell biology: chalking up progress</article-title>. <source>Annu. Rev. Mar. Sci.</source> <volume>9</volume>, <fpage>283</fpage>&#x2013;<lpage>310</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-marine-122414-034032</pub-id>
<pub-id pub-id-type="pmid">27814031</pub-id>
</mixed-citation>
</ref>
<ref id="B48">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Trentin</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Piazza</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Carletti</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zorin</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Khozin-Goldberg</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Bertucco</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Fixing N2 into cyanophycin: continuous cultivation of Nostoc sp. PCC 7120</article-title>. <source>Appl. Microbiol. Biotechnol.</source> <volume>107</volume>, <fpage>97</fpage>&#x2013;<lpage>110</lpage>. <pub-id pub-id-type="doi">10.1007/s00253-022-12292-4</pub-id>
<pub-id pub-id-type="pmid">36435857</pub-id>
</mixed-citation>
</ref>
<ref id="B49">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Villiot</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Poulton</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Butcher</surname>
<given-names>E. T.</given-names>
</name>
<name>
<surname>Daniels</surname>
<given-names>L. R.</given-names>
</name>
<name>
<surname>Coggins</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Allometry of carbon and nitrogen content and growth rate in a diverse range of coccolithophores</article-title>. <source>J. Plankton Res.</source> <volume>43</volume>, <fpage>511</fpage>&#x2013;<lpage>526</lpage>. <pub-id pub-id-type="doi">10.1093/plankt/fbab038</pub-id>
<pub-id pub-id-type="pmid">34326702</pub-id>
</mixed-citation>
</ref>
<ref id="B50">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Walsh</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Fee</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Clarke</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Julius</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Buchanan</surname>
<given-names>F. J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Blueprints for the next generation of bioinspired and biomimetic mineralised composites for bone regeneration</article-title>. <source>Mar. Drugs</source> <volume>16</volume>, <fpage>288</fpage>. <pub-id pub-id-type="doi">10.3390/md16080288</pub-id>
<pub-id pub-id-type="pmid">30127281</pub-id>
</mixed-citation>
</ref>
<ref id="B51">
<mixed-citation publication-type="book">
<person-group person-group-type="author">
<name>
<surname>Winter</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Jordan</surname>
<given-names>R. W.</given-names>
</name>
<name>
<surname>Roth</surname>
<given-names>P. H.</given-names>
</name>
</person-group> (<year>1994</year>). &#x201c;<article-title>Biogeography of living coccolithophores in ocean waters</article-title>,&#x201d; in <source>Coccolithophores</source>. Editors <person-group person-group-type="editor">
<name>
<surname>Winter,</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Siesser</surname>
<given-names>W. G.</given-names>
</name>
</person-group> (<publisher-loc>Cambridge</publisher-loc>: <publisher-name>Cambridge University Press</publisher-name>), <fpage>161</fpage>&#x2013;<lpage>177</lpage>.</mixed-citation>
</ref>
<ref id="B52">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Young</surname>
<given-names>J. R.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>Guidelines for coccolith and calcareous nannofossil terminology</article-title>. <source>Palaeontology</source> <volume>40</volume>, <fpage>875</fpage>&#x2013;<lpage>912</lpage>.</mixed-citation>
</ref>
<ref id="B53">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Young</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Geisen</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Cros</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Kleijne</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Sprengel</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Probert</surname>
<given-names>I.</given-names>
</name>
<etal/>
</person-group> (<year>2003</year>). <article-title>A guide to extant coccolithophore taxonomy</article-title>. <source>J. Nannoplankt. Res.</source> <volume>S1</volume>, <fpage>1</fpage>&#x2013;<lpage>132</lpage>. <pub-id pub-id-type="doi">10.58998/jnr2297</pub-id>
</mixed-citation>
</ref>
<ref id="B54">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Young</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Geisen</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Probert</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>A review of selected aspects of coccolithophore biology with implications for paleobiodiversity estimation</article-title>. <source>Micropaleontology</source> <volume>51</volume>, <fpage>267</fpage>&#x2013;<lpage>288</lpage>. <pub-id pub-id-type="doi">10.2113/gsmicropal.51.4.267</pub-id>
</mixed-citation>
</ref>
<ref id="B55">
<mixed-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Young</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Bown</surname>
<given-names>P. R.</given-names>
</name>
<name>
<surname>Lees</surname>
<given-names>J. A.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Nannotax3 website, International Nannoplankton1292 association</article-title>. <comment>Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.mikrotax.org/Nannotax3">https://www.mikrotax.org/Nannotax3</ext-link> 20, 2025)</comment>.</mixed-citation>
</ref>
<ref id="B56">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Bach</surname>
<given-names>L. T.</given-names>
</name>
<name>
<surname>Schulz</surname>
<given-names>K. G.</given-names>
</name>
<name>
<surname>Riebesell</surname>
<given-names>U.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>The modulating effect of light intensity on the response of the coccolithophore <italic>Gephyrocapsa oceanica</italic> to ocean acidification</article-title>. <source>Limnol. Oceanogr.</source> <volume>60</volume>, <fpage>2145</fpage>&#x2013;<lpage>2157</lpage>. <pub-id pub-id-type="doi">10.1002/lno.10161</pub-id>
</mixed-citation>
</ref>
<ref id="B57">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Gong</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Effect of light wavelength on biomass, growth, photosynthesis and pigment content of <italic>Emiliania huxleyi</italic> (Isochrysidales, Cocco-Lithophyceae)</article-title>. <source>J. Mar. Sci. Eng.</source> <volume>11</volume>, <fpage>456</fpage>. <pub-id pub-id-type="doi">10.3390/jmse11020456</pub-id>
</mixed-citation>
</ref>
<ref id="B58">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhu</surname>
<given-names>C. J.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>Y. K.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>Determination of biomass dry weight of marine microalgae</article-title>. <source>J. Appl. Psychol.</source> <volume>9</volume>, <fpage>189</fpage>&#x2013;<lpage>194</lpage>. <pub-id pub-id-type="doi">10.1023/A:1007914806640</pub-id>
</mixed-citation>
</ref>
<ref id="B59">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ziveri</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>de Bernardi</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Baumann</surname>
<given-names>K.-H.</given-names>
</name>
<name>
<surname>Stoll</surname>
<given-names>H. M.</given-names>
</name>
<name>
<surname>Mortyn</surname>
<given-names>P. G.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Sinking of coccolith carbonate and potential contribution to organic carbon ballasting in the deep ocean. Deep Sea Research Part II: topical Studies in oceanography, the role of marine organic carbon and calcite fluxes in driving global climate change</article-title>. <source>Past Future</source> <volume>54</volume>, <fpage>659</fpage>&#x2013;<lpage>675</lpage>. <pub-id pub-id-type="doi">10.1016/j.dsr2.2007.01.006</pub-id>
</mixed-citation>
</ref>
<ref id="B60">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zondervan</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>The effects of light, macronutrients, trace metals and CO<sub>2</sub> on the production of calcium carbonate and organic carbon in coccolithophores&#x2014;A review</article-title>. <source>Deep Sea Res. Part II Top. Stud. Oceanogr.</source> <volume>54</volume>, <fpage>521</fpage>&#x2013;<lpage>537</lpage>. <pub-id pub-id-type="doi">10.1016/j.dsr2.2006.12.004</pub-id>
</mixed-citation>
</ref>
<ref id="B61">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zondervan</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Rost</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Riebesell</surname>
<given-names>U.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Effect of CO<sub>2</sub> concentration on the PIC/POC ratio in the coccolithophore <italic>Emiliania huxleyi</italic> grown under light-limiting conditions and different daylengths</article-title>. <source>J. Exp. Mar. Biol. Ecol.</source> <volume>272</volume>, <fpage>55</fpage>&#x2013;<lpage>70</lpage>. <pub-id pub-id-type="doi">10.1016/S0022-0981(02)00037-0</pub-id>
</mixed-citation>
</ref>
<ref id="B62">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zou</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Calcification response of <italic>Pleurochrysis carterae</italic> to iron concentrations in batch incubations: implication for the marine biogeochemical cycle</article-title>. <source>Front. Earth Sci.</source> <volume>11</volume>, <fpage>682</fpage>&#x2013;<lpage>688</lpage>. <pub-id pub-id-type="doi">10.1007/s11707-016-0629-5</pub-id>
</mixed-citation>
</ref>
<ref id="B63">
<mixed-citation publication-type="book">
<person-group person-group-type="author">
<name>
<surname>Zuccaro</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Yousuf</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Pollio</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Steyer</surname>
<given-names>J.-P.</given-names>
</name>
</person-group> (<year>2020</year>). &#x201c;<article-title>Microalgae cultivation systems</article-title>,&#x201d; in <source>Microalgae cultivation for biofuels production</source> (<publisher-name>Elsevier</publisher-name>), <fpage>11</fpage>&#x2013;<lpage>29</lpage>. <pub-id pub-id-type="doi">10.1016/B978-0-12-817536-1.00002-3</pub-id>
</mixed-citation>
</ref>
</ref-list>
<fn-group>
<fn fn-type="custom" custom-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/83007/overview">Christophe Brunet</ext-link>, Anton Dohrn Zoological Station Naples, Italy</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/916500/overview">Alessandra Norici</ext-link>, Marche Polytechnic University, Italy</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1724291/overview">Juliana Abraham</ext-link>, Stevens Institute of Technology, United States</p>
</fn>
</fn-group>
</back>
</article>