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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">747059</article-id>
<article-id pub-id-type="doi">10.3389/feart.2023.747059</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Environmental and physiological conditions that led to the rise of calcifying nannoplankton in the Late Triassic</article-title>
<alt-title alt-title-type="left-running-head">Hohn 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/feart.2023.747059">10.3389/feart.2023.747059</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Hohn</surname>
<given-names>S&#xf6;nke</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/189400/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dal Corso</surname>
<given-names>Jacopo</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1269393/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hoke</surname>
<given-names>Kim Lisa</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/37258/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Thoms</surname>
<given-names>Silke</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1423985/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Merico</surname>
<given-names>Agostino</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/143382/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Leibniz Centre for Tropical Marine Research (ZMT)</institution>, <institution>Department of Integrated Modelling</institution>, <addr-line>Bremen</addr-line>, <country>Germany</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>State Key Laboratory of Biogeology and Environmental Geology</institution>, <institution>China University of Geosciences</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Biology</institution>, <institution>Colorado State University</institution>, <addr-line>Fort Collins</addr-line>, <addr-line>CO</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Division of Biosciences</institution>, <institution>Alfred Wegener Institute for Polar and Marine Research (AWI)</institution>, <addr-line>Bremerhaven</addr-line>, <country>Germany</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>School of Science, Constructor University</institution>, <addr-line>Bremen</addr-line>, <country>Germany</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/861204/overview">&#xc1;ngel Puga-Bernab&#xe9;u</ext-link>, University of Granada, Spain</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1494677/overview">Annette Goetz</ext-link>, State Authority for Mining, Energy and Geology, Germany</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1131678/overview">Wolfram Michael K&#xfc;rschner</ext-link>, University of Oslo, Norway</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Agostino Merico, <email>agostino.merico@leibniz-zmt.de</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>07</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>747059</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Hohn, Dal Corso, Hoke, Thoms and Merico.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Hohn, Dal Corso, Hoke, Thoms and Merico</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The rise of calcifying nannoplankton in the Late Triassic (237&#x2013;201 Ma) had profound consequences for the carbonate buffering capacity of the ocean. Research on the appearance of calcification typically focuses on the reasons that made this process successful on a global scale. The underlying environmental and physiological conditions that led to its appearance, therefore, are still obscure. Here we show that the rise of intracellular calcification is intrinsically linked to cellular calcium metabolism and to the prevention of calcium accumulation in the cytoplasm. Using gene tree analysis, we present evidence that the physiological machinery for calcification was already present in non-calcifying ancestor cells. Additionally, by modelling the energy demands for calcium transport in calcifying and non-calcifying cells, we demonstrate that intracellular calcification does not require additional energy investments. Since all eukaryotic cells export calcium across the plasma membrane, our findings indicate that the onset of intracellular calcification in Earth&#x2019;s history required only the activation of calcium transport proteins during their passage to the plasma membrane. Hence, intracellular calcification could have occurred at any time in the geological past because physiological preconditions were already present, but a combination of favourable environmental factors may have helped calcifying nannoplankton to spread at the beginning of the Mesozoic, a time of catastrophic climate changes and mass extinctions that reshuffled life on Earth.</p>
</abstract>
<kwd-group>
<kwd>calcareous nannoplankton</kwd>
<kwd>unicellular eukaryotes</kwd>
<kwd>calcium homeostasis</kwd>
<kwd>ion transport</kwd>
<kwd>Carnian</kwd>
<kwd>coccolithophores</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Biogeoscience</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Pelagic nannoplankton calcifiers appeared in the Late Triassic (<xref ref-type="bibr" rid="B7">Bralower et al., 1991</xref>; <xref ref-type="bibr" rid="B4">Bown, 1998</xref>; <xref ref-type="bibr" rid="B5">Bown et al., 2004</xref>; <xref ref-type="bibr" rid="B49">Onoue and Yoshida, 2010</xref>; <xref ref-type="bibr" rid="B16">Gardin et al., 2012</xref>; <xref ref-type="bibr" rid="B56">Preto et al., 2013b</xref>; <xref ref-type="bibr" rid="B55">a</xref>), <xref ref-type="fig" rid="F1">Figure 1</xref>. The first were probably small calcareous dinoflagellates that produced simple calcispheres (on average about 10 <italic>&#x3bc;</italic>m in diameter) composed of sub-micron scale calcium carbonate crystals, which appeared during the Carnian, about 233 Ma, when modern marine fauna was rising in the aftermath of the most catastrophic mass extinction event of the entire Phanerozoic Eon at the Permian-Triassic boundary (<xref ref-type="bibr" rid="B27">Janofske, 1992</xref>; <xref ref-type="bibr" rid="B49">Onoue and Yoshida, 2010</xref>; <xref ref-type="bibr" rid="B56">Preto et al., 2013b</xref>; <xref ref-type="bibr" rid="B55">Preto et al., 2013a</xref>; <xref ref-type="bibr" rid="B12">Dal Corso et al., 2021</xref>), <xref ref-type="fig" rid="F1">Figure 1</xref>. Coccolithophores, which are haptophyte algae and secrete complex ornamented calcite plates (<xref ref-type="bibr" rid="B78">Young, 2003</xref>; <xref ref-type="bibr" rid="B79">Young et al., 2005</xref>), appeared in the middle-late Norian, about 215&#x2013;210 Ma (<xref ref-type="bibr" rid="B16">Gardin et al., 2012</xref>; <xref ref-type="bibr" rid="B14">Demangel et al., 2020</xref>), and spread after the Triassic-Jurassic mass extinction event (e.g.,: <xref ref-type="bibr" rid="B5">Bown et al., 2004</xref>), <xref ref-type="fig" rid="F1">Figure 1</xref>. Before the emergence of pelagic nannoplankton calcification, the biological precipitation of calcium carbonate was dominated by metazoans and microbial mats that calcified extracellularly in a medium isolated from seawater (<xref ref-type="bibr" rid="B39">Lowenstam and Margulis, 1980</xref>; <xref ref-type="bibr" rid="B30">Ka&#x17a;mierczak et al., 1985</xref>; <xref ref-type="bibr" rid="B34">Knoll, 2003</xref>). In contrast, calcareous nannoplankton, such as calcareous dinoflagellates (calcispheres) and coccolithophores, calcify inside intracellular compartments called vesicles and extrude the accreted crystals via exocytosis (<xref ref-type="bibr" rid="B26">Inouye and Pienaar, 1983</xref>; <xref ref-type="bibr" rid="B51">Paasche, 2002</xref>; <xref ref-type="bibr" rid="B9">Brownlee et al., 2015</xref>; <xref ref-type="bibr" rid="B28">Jantschke et al., 2020</xref>). The emergence of intracellular calcification allowed biocalcification to expand into the surface waters of the open ocean, marking the transition from the so-called &#x201c;Neritan&#x201d; ocean to the &#x201c;Cretan&#x201d; ocean (<xref ref-type="bibr" rid="B81">Zeebe and Westbroek, 2003</xref>; <xref ref-type="bibr" rid="B60">Ridgwell, 2005</xref>; <xref ref-type="bibr" rid="B13">de Vargas et al., 2007</xref>), <xref ref-type="fig" rid="F1">Figure 1</xref>. This expansion produced a much more efficient regulation of the global carbon cycle and changed the marine calcium carbonate saturation state, transforming the entire ocean carbonate chemistry (<xref ref-type="bibr" rid="B81">Zeebe and Westbroek, 2003</xref>; <xref ref-type="bibr" rid="B60">Ridgwell, 2005</xref>; <xref ref-type="bibr" rid="B61">Ridgwell and Zeebe, 2005</xref>). The production of intracellular platelets that are then extruded onto the outer cell surface led to a completely new phenotype with respect to non-calcifying nannoplankton. The emergence of pelagic calcareous nannoplankton is, thus, one of the most important evolutionary innovations in Earth&#x2019;s history but how and why it originated is still unclear. The mechanisms driving evolutionary innovations are mutation and selection. Therefore, before identifying the benefits that could have selected intracellular calcification to make it a successful innovation at a global scale, it is important to understand the physiological characteristics (or mutations) required for its emergence.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Fossil record of pelagic calcifiers and paleoceanographic carbonate chemistry over the past 550 Myr. The number of marine families and evolutionary faunas throughout the Phanerozoic are from <xref ref-type="bibr" rid="B58">Raup and Sepkoski Jr (1982)</xref> and <xref ref-type="bibr" rid="B65">Sepkoski and Ausich (1990)</xref>. The numbers indicate the 5 major mass extinction events (1 &#x3d; Ordovician&#x2013;Silurian Extinction; 2 &#x3d; Late Devonian Extinction; 3 &#x3d; Permian&#x2013;Triassic Extinction; 4 &#x3d; Triassic&#x2013;Jurassic Extinction; 5 &#x3d; Cretaceous&#x2013;Paleogene Extinction). The number of pelagic nannoplankton calcifiers is reconstructed by <xref ref-type="bibr" rid="B5">Bown et al. (2004)</xref>. Note, however, that the data in <xref ref-type="bibr" rid="B5">Bown et al. (2004)</xref> include pelagic calcifiers in general and not exclusively nannoplankton. The concentration of calcium is taken from <xref ref-type="bibr" rid="B67">Stanley and Hardie (1998)</xref> and atmospheric <italic>p</italic>CO<sub>2</sub> from <xref ref-type="bibr" rid="B3">Berner and Kothavala (2001)</xref>. Dissolved inorganic carbon (DIC) and ocean pH were reconstructed by <xref ref-type="bibr" rid="B60">Ridgwell (2005)</xref>. The calcite saturation state (&#x3a9;<sub>calcite</sub>) was calculated, using the standard software CO2sys (<xref ref-type="bibr" rid="B38">Lewis and Wallace, 1998</xref>), from Ca<sup>2&#x2b;</sup> and <inline-formula id="inf1">
<mml:math id="m1">
<mml:msubsup>
<mml:mrow>
<mml:mtext>CO</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> based on ocean temperature (<xref ref-type="bibr" rid="B63">Royer et al., 2004</xref>). The emergence of intracellular calcification (indicated by the green arrow) is marked by the rise of calcareous dinoflagellates in the early Late Triassic (<xref ref-type="bibr" rid="B56">Preto et al., 2013b</xref>) and was followed by the appearance of coccolithophores in the latest Triassic. Unidentified, very rare calcispheres are found in the Silurian, Devonian, and Carboniferous but are of uncertain origin (<xref ref-type="bibr" rid="B32">Ka&#x17a;mierczak and Kremer, 2005</xref>).</p>
</caption>
<graphic xlink:href="feart-11-747059-g001.tif"/>
</fig>
<p>While the evolution of extracellular calcification was likely an adaptive response to rising calcium concentrations in the ocean (<xref ref-type="bibr" rid="B30">Ka&#x17a;mierczak et al., 1985</xref>; <xref ref-type="bibr" rid="B31">Ka&#x17a;mierczak and Kempe, 2004</xref>), the appearance of intracellular calcification does not clearly correlate with changes in ocean chemistry (<xref ref-type="fig" rid="F1">Figure 1</xref>). For example, a temporal coincidence between a Late Triassic drastic drop in atmospheric <italic>p</italic>CO<sub>2</sub>, resulting from global carbon-climate numerical modelling, and the primary radiation of calcareous nannoplankton, inferred from the fossil record, has been observed but a cause-and-effect link between the two events could not be proven (<xref ref-type="bibr" rid="B17">Godd&#xe9;ris et al., 2008</xref>).</p>
<p>Moreover, when intracellular calcification emerged, the concentration of calcium in the ocean was approximately 30 mM, dissolved inorganic carbon (DIC) was 5,000 <italic>&#x3bc;</italic>M, and ocean pH was about 7.8 (<xref ref-type="fig" rid="F1">Figure 1</xref>). These conditions would have led to a carbonate concentration of 160 <italic>&#x3bc;</italic>M and a calcite saturation state of 10. Although such chemical conditions would be favourable to calcification and could therefore positively select for this innovation, they alone are not sufficient to explain the appearance of intracellular calcification because the ocean experienced similar conditions 80&#x2013;100 million years before the first evidence of pelagic nannoplankton calcification appears in the geological record (Late Triassic-Jurassic). The ocean experienced even higher calcium concentrations (from 50 to almost 60 mM) from the Cambrian to the Carboniferous and calcite saturation reached almost 15 in the Carboniferous and Permian. Therefore, it is plausible to assume that the emergence of intracellular calcification was most likely a consequence of random changes in cellular physiology rather than a response to external environmental factors such as changes in ocean carbonate chemistry. Using new energy budget calculations and gene analyses, we investigate here the underlying mechanisms and prerequisites that allowed intracellular calcification to appear. More explicitly, we investigate if the proteins and ion transporters involved in intracellular calcification were present in non-calcifying ancestors or appeared coincidentally with the emergence of intracellular calcification. Furthermore, we explore if intracellular calcification is indeed energetically costly as proposed by <xref ref-type="bibr" rid="B45">Monteiro et al. (2016)</xref> so that secondary evolutionary benefits must compensate for the energy invested into calcification. This is done by calculating the amounts of energy required to pump calcium ions into the calcifying vesicles in comparison to maintaining calcium homeostasis in all (calcifying and non-calcifying) cells.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Analysis of environmental data</title>
<p>We calculated the carbonate chemistry parameters from reconstructed historic ocean pH and DIC (<xref ref-type="bibr" rid="B60">Ridgwell, 2005</xref>) using the standard software CO2sys, version 1.01 (<xref ref-type="bibr" rid="B38">Lewis and Wallace, 1998</xref>). Calculated ocean carbonate concentrations and reconstructed calcium concentrations (<xref ref-type="bibr" rid="B67">Stanley and Hardie, 1998</xref>) were used to determine the calcite saturation state. Atmospheric <italic>p</italic>CO<sub>2</sub> was obtained from previous reconstructions (<xref ref-type="bibr" rid="B3">Berner and Kothavala, 2001</xref>). We compared the carbonate chemistry parameters with the fossil record of pelagic calcifying nannoplankton (<xref ref-type="bibr" rid="B5">Bown et al., 2004</xref>) to identify the environmental conditions under which intracellular calcification emerged (<xref ref-type="fig" rid="F1">Figure 1</xref>). The primary objective of this analysis is to compare, in qualitative terms, the reconstructed carbonate chemistry of the ocean with the appearance of calcareous nannoplankton. A precise, quantitative reconstruction of the carbonate chemistry throughout the Phanerozoic goes beyond the scope of our study. However, from a visual inspection, the data we compiled using literature sources and CO2sys are consistent with recent reconstructions (<xref ref-type="bibr" rid="B77">Witkowski et al., 2018</xref>; <xref ref-type="bibr" rid="B44">Monta&#xf1;ez et al., 2016</xref>).</p>
</sec>
<sec id="s2-2">
<title>2.2 Calcium-transporter gene tree analysis</title>
<p>To examine the evolutionary history of calcification-related proteins, we identified proteins across lineages and created gene trees of relevant protein families. We downloaded protein databases from the National Center for Biotechnology Information (NCBI) genome browser for taxa represented in the phylogeny of <xref ref-type="bibr" rid="B59">Read et al. (2013)</xref>, <xref ref-type="sec" rid="s10">Supplementary Table S1</xref>. To account for differences in annotation completeness in each protein database, we used BLAST to identify homologs of <italic>Gephyrocapsa huxleyi</italic> proteins in each taxon. We searched the <italic>G. huxleyi</italic> protein database for annotated sequences in each protein family implicated in calcification (<xref ref-type="bibr" rid="B2">Benner et al., 2013</xref>) to use as query sequences (<xref ref-type="sec" rid="s10">Supplementary Table S2</xref>). We then used pBLAST to identify all sequences in the protein database that matched these query sequences with probabilities less than e-6. After discarding duplicates, we aligned the BLAST results for each protein family in Geneious 11.1.3, (<xref ref-type="bibr" rid="B33">Kearse et al., 2012</xref>), <ext-link ext-link-type="uri" xlink:href="http://www.geneious.com">http://www.geneious.com</ext-link>, using the Geneious global alignment with cost matrix Blosum62, gap open penalty 12, and gap extension penalty 3. We created gene trees using Jukes-Cantor genetic distance module and the UPGMA tree building method in Geneious. We then inspected trees for phylogenetic representation and patterns of protein family expansion. Because the BLAST output results for calcium channels included both cation channels and calmodulin, we split these sequences into two subtrees for better visualization of the relationships among calmodulin-related proteins. <xref ref-type="sec" rid="s10">Supplementary Figures S1&#x2009;&#x2013;&#x2009;S7</xref> show the resulting gene trees.</p>
</sec>
<sec id="s2-3">
<title>2.3 Calculation of energy invested into intracellular calcification</title>
<p>We calculated the energy required for calcium transport into Golgi-derived vesicles as part of the energy invested to maintain calcium homeostasis. In our calculations, we neglect the costs associated to the transport of golgi vesicles because these vesicles are transported by both calcifying and non-calcifying cells. We also neglect the costs required for the production of polysaccharides and for exocytosis, the process for the secretion of polysaccharides by haptophytes, because also these costs are inccurred by non-calcifying cells and, thus, do not constitute and additional energy requirement for calcifying cells. In order to achieve intracellular calcium homeostasis, total calcium transport out of the cytoplasm has to equal the passive influx via calcium channels. The passive, diffusive uptake via the calcium channels is driven by the difference between the calcium concentration at the cell surface (Ca<sub>
<italic>surf</italic>
</sub>) and the calcium concentration in the cytoplasm (Ca<sub>
<italic>cyt</italic>
</sub>). Thus, knowing the calcium gradient across the plasma membrane, the energy required to achieve calcium homeostasis (<italic>E</italic>
<sub>
<italic>ATP</italic>
</sub>) can be calculated by<disp-formula id="e1">
<mml:math id="m2">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">ATP</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>Ca</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cell</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">surf</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cyt</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x22c5;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a8;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>T</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<p>where <italic>P</italic>
<sub>Ca</sub> is the apparent membrane permeability per cell surface area (<italic>A</italic>
<sub>
<italic>cell</italic>
</sub>) and <inline-formula id="inf2">
<mml:math id="m3">
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a8;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>T</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msup>
</mml:math>
</inline-formula> is the amount of ATP required per calcium ion transported. The consumption of one ATP molecule for transporting two calcium ions through the membrane is a functional property of the reaction loop of the Ca-ATPase (<xref ref-type="bibr" rid="B71">Toyoshima and Inesi, 2004</xref>; <xref ref-type="bibr" rid="B76">Winther et al., 2013</xref>) and is independent if transport is over the vesicle or plasma membrane. Without net calcium influx into the cell, Ca<sub>
<italic>surf</italic>
</sub> is equal to the calcium concentration in the bulk medium (Ca<sub>
<italic>out</italic>
</sub>). However, fluxes of calcium into intracellular compartments, such as vesicles, create a concentration gradient across the cell membrane with Ca<sub>
<italic>surf</italic>
</sub> &#x3c; Ca<sub>
<italic>out</italic>
</sub>. With the total flux of calcium into the vesicles (<italic>Q</italic>
<sub>
<italic>vesicle</italic>
</sub>), and thus into the cell, the integration of the spherical diffusion equation in the cell environment gives the following concentration at the cell surface:<disp-formula id="e2">
<mml:math id="m4">
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">surf</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">out</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>Q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">vesicle</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>&#x3c0;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cell</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>Ca</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>where <italic>D</italic>
<sub>Ca</sub> is the diffusion coefficient of calcium in seawater and <italic>r</italic>
<sub>
<italic>cell</italic>
</sub> is the cell radius. Here, we assume that the transport of calcium into vesicles represents a fixed fraction of total calcium transport (<italic>f</italic>
<sub>
<italic>v</italic>
</sub>) as compared to the transport over the plasma membrane (1 &#x2212; <italic>f</italic>
<sub>
<italic>v</italic>
</sub>), i.e.,:<disp-formula id="e3">
<mml:math id="m5">
<mml:msub>
<mml:mrow>
<mml:mi>Q</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">vesicle</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>Ca</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cell</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">surf</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cyt</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>.</mml:mo>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
<p>In other words, we assume that while calcium is rushing in through the ion channels, ATPases pump calcium back through the cell membrane into the extracellular medium but at the same time also into the vesicles. The volume inside the vesicle, however, can be regarded as outside of the cytoplasm from a thermodynamical point of view. In order to maintain calcium homeostasis, the flux into the cytoplasm has to be balanced by the fluxes out of the cytoplasm. Inserting the expression for <italic>Q</italic>
<sub>
<italic>vesicle</italic>
</sub> into Eq. <xref ref-type="disp-formula" rid="e2">2</xref> and subtracting Ca<sub>
<italic>cyt</italic>
</sub> from both sides of Eq. <xref ref-type="disp-formula" rid="e2">2</xref> results in an implicit equation for the concentration difference Ca<sub>
<italic>surf</italic>
</sub> - Ca<sub>
<italic>cyt</italic>
</sub>, which has the solution:<disp-formula id="e4">
<mml:math id="m6">
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">surf</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cyt</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">out</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cyt</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>Ca</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cell</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>&#x3c0;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cell</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfrac>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>Replacing in Eq. <xref ref-type="disp-formula" rid="e1">1</xref> the concentration difference Ca<sub>
<italic>surf</italic>
</sub> &#x2212; Ca<sub>
<italic>cyt</italic>
</sub> with Eq. <xref ref-type="disp-formula" rid="e4">4</xref> gives <italic>E</italic>
<sub>
<italic>ATP</italic>
</sub> as a function of the relative fraction of calcium transport into the calcifying vesicles:<disp-formula id="e5">
<mml:math id="m7">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">ATP</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>Ca</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cell</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">out</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cyt</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>Ca</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cell</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>&#x3c0;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cell</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x22c5;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a8;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>T</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msup>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
<p>This equation shows that the higher <italic>f</italic>
<sub>
<italic>v</italic>
</sub>, the lower the absolute requirements for cellular energy. In order to quantify how much the cellular energy consumption can potentially be reduced by intracellular calcification, we calculate the energy requirements to maintain calcium homeostasis as a function of <italic>f</italic>
<sub>
<italic>v</italic>
</sub> from 0 (non-calcifying cell) to 1 (<xref ref-type="sec" rid="s10">Supplementary Figure S8</xref>). The coccolithophore <italic>Gephyrocapsa huxleyi</italic> produces approximately 1 coccolith per hour (<xref ref-type="bibr" rid="B52">Paasche, 1962</xref>) and one coccolith contains around 22 fmol of CaCO<sub>3</sub> (<xref ref-type="bibr" rid="B80">Young and Ziveri, 2000</xref>). This results in a calcification flux (<italic>Q</italic>
<sub>
<italic>vesicle</italic>
</sub>) of about 6.11 &#x22c5; 10<sup>&#x2013;18</sup> mol s<sup>&#x2212;1</sup> (see: <xref ref-type="bibr" rid="B23">Holtz et al., 2013</xref>). Since the permeability of the plasma membrane for calcium ions is not known in coccolithophores, we estimate a permeability that is based on the conductance of calcium channels (<xref ref-type="bibr" rid="B40">Lux and Nagy, 1981</xref>) and measured densities of calcium channels in cell membranes of snail axons (<xref ref-type="bibr" rid="B35">Krishtal et al., 1981</xref>; <xref ref-type="bibr" rid="B73">Tsien, 1983</xref>). All the parameter values used to calculate the extra energy required by intracellular calcification are reported in <xref ref-type="sec" rid="s10">Supplementary Table S3</xref>. We provide the numerical code for calculating the energy required to maintain calcium homeostasis by single-celled calcifying nannoplankton as open-source software (<ext-link ext-link-type="uri" xlink:href="https://github.com/systemsecologygroup/Calcisphere">https://github.com/systemsecologygroup/Calcisphere</ext-link>) so that it can be used, modified, and redistributed freely.</p>
</sec>
<sec id="s2-4">
<title>2.4 Calculation of intracellular calcium poisoning</title>
<p>The energy for the Ca<sup>2&#x2b;</sup> pumping ATPase is provided by the hydrolysis of ATP at a high ATP/ADPxPi ratio in the cytosol with a free energy gain, &#x394;G, of 15 kcal/mol (<xref ref-type="bibr" rid="B43">Meldolesi and Pozzan, 1998</xref>). Cooperative binding of 2 Ca<sup>2&#x2b;</sup> per ATPase implies a Ca<sup>2&#x2b;</sup>/ATP coupling ratio of 2 (<xref ref-type="bibr" rid="B25">Inesi and Tadini-Buoninsegni, 2014</xref>). We assume an electroneutral Ca<sup>2&#x2b;</sup>/2H<sup>&#x2b;</sup> co-transport for the Ca<sup>2&#x2b;</sup> pump and a physiological pH at both sides of the Ca<sup>2&#x2b;</sup> pump. If all of the free energy available from ATP hydrolysis is stored in the concentration gradient of Ca<sup>2&#x2b;</sup> between the cytosol and its environment, i.e.,: &#x394;G &#x3d; 2RT &#x22c5; ln (Ca<sub>
<italic>surf</italic>
</sub>/Ca<sub>
<italic>cyt</italic>
</sub>), the calcium gradient can be up to 10<sup>5</sup>. If the Ca-ATPases work near this thermodynamic limit, the cytosolic Ca<sup>2&#x2b;</sup> concentration of 0.1 <italic>&#x3bc;</italic>mol L<sup>&#x2212;1</sup> and the gradient of 10<sup>5</sup> yields a Ca<sup>2&#x2b;</sup> concentration of 10 mM at the cell surface, which is, in fact, exactly the Ca<sup>2&#x2b;</sup> concentration in today&#x2019;s ocean (<xref ref-type="bibr" rid="B37">Langer et al., 2006</xref>). Ca<sup>2&#x2b;</sup> transport near the thermodynamic limit would have the advantages that: 1) pumping Ca<sup>2&#x2b;</sup> from the cytosol to the environment proceeds with a minimum dissipation of energy in ATP consumption, and 2) a steep Ca<sup>2&#x2b;</sup> gradient provides fast influx in cell signaling. We therefore postulate that a constant Ca<sup>2&#x2b;</sup>-gradient close to the thermodynamic limit represents a part of calcium homeostasis. Moreover, the Ca<sup>2&#x2b;</sup>-gradient across the plasma membrane should be quite independent of the bulk Ca<sup>2&#x2b;</sup> concentration in seawater.</p>
<p>Assuming that the Ca<sup>2&#x2b;</sup>-gradient across the plasma membrane is maintained at 10<sup>5</sup> by the Ca<sup>2&#x2b;</sup>-ATPase, the intracellular calcium concentration will respond to variations in extracellular calcium concentration as experienced during Earth&#x2019;s history (<xref ref-type="bibr" rid="B67">Stanley and Hardie, 1998</xref>), <xref ref-type="fig" rid="F1">Figure 1</xref>. The intracellular concentration of calcium (Ca<sub>
<italic>cyt</italic>
</sub>), however, generates a constraint on the intracellular phosphate concentration (PO<sub>
<italic>cyt</italic>
</sub>) because calcium and phosphate precipitate to Ca<sub>3</sub>(PO<sub>4</sub>)<sub>2</sub> when the ion product exceeds the solubility product <inline-formula id="inf3">
<mml:math id="m8">
<mml:msubsup>
<mml:mrow>
<mml:mi>K</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>PO</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cyt</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>Ca</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cyt</mml:mi>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>. We can therefore calculate the maximum possible intracellular phosphate concentration for any intracellular calcium concentration as follows:<disp-formula id="e6">
<mml:math id="m9">
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cyt</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>K</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="normal">3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="normal">4</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="normal">2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">cyt</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msqrt>
<mml:mo>.</mml:mo>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Calcium metabolism</title>
<p>Calcium ions play important roles in the physiology of eukaryotic cells, including control of DNA synthesis, chromosomal configuration, and signal transduction (<xref ref-type="bibr" rid="B41">Marcum et al., 1978</xref>; <xref ref-type="bibr" rid="B6">Boynton et al., 1980</xref>; <xref ref-type="bibr" rid="B35">Krishtal et al., 1981</xref>; <xref ref-type="bibr" rid="B40">Lux and Nagy, 1981</xref>; <xref ref-type="bibr" rid="B73">Tsien, 1983</xref>; <xref ref-type="bibr" rid="B54">Poenie et al., 1985</xref>; <xref ref-type="bibr" rid="B10">Carafoli, 1987</xref>; <xref ref-type="bibr" rid="B68">Steinhardt and Alderton, 1988</xref>; <xref ref-type="bibr" rid="B21">Hepler, 1994</xref>; <xref ref-type="bibr" rid="B64">Sanders et al., 2002</xref>; <xref ref-type="bibr" rid="B74">Verret et al., 2010</xref>). Calcium ions enter the cell passively via channels (<xref ref-type="bibr" rid="B18">Gussone et al., 2006</xref>; <xref ref-type="bibr" rid="B74">Verret et al., 2010</xref>) that allow for a diffusive influx driven by a steep concentration gradient across the plasma membrane (<xref ref-type="bibr" rid="B37">Langer et al., 2006</xref>). Excess intracellular Ca<sup>2&#x2b;</sup> is then actively removed by calcium-binding proteins (e.g., calmodulin) and transport proteins (Ca<sup>2&#x2b;</sup>-ATPase and Na<sup>&#x2b;</sup>/Ca<sup>2&#x2b;</sup> exchanger) with different calcium affinities and maximum transport rates (<xref ref-type="bibr" rid="B10">Carafoli, 1987</xref>). The Ca<sup>2&#x2b;</sup> concentration inside the cell has to be tightly regulated (calcium homeostasis) at around 0.1 <italic>&#x3bc;</italic>mol L<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="B8">Brownlee et al., 1995</xref>) for optimal cell functioning (<xref ref-type="bibr" rid="B10">Carafoli, 1987</xref>) and to avoid cell poisoning (<xref ref-type="bibr" rid="B66">Simkiss, 1977</xref>; <xref ref-type="bibr" rid="B50">Orrenius et al., 1989</xref>; <xref ref-type="bibr" rid="B46">M&#xfc;ller et al., 2015</xref>).</p>
<p>The same proteins that maintain intracellular calcium homeostasis in non-calcifying cells (<xref ref-type="fig" rid="F2">Figure 2A</xref>) are implicated in intracellular calcification (<xref ref-type="fig" rid="F2">Figure 2B</xref>). To determine whether an expansion of protein families coincides with the emergence of intracellular calcification, we compared all gene families involved in the precipitation of calcium carbonate (<xref ref-type="bibr" rid="B75">von Dassow et al., 2009</xref>) in a large number of eukaryotes (<xref ref-type="bibr" rid="B59">Read et al., 2013</xref>). These genes include Ca<sup>2&#x2b;</sup> transporting ATPases, <inline-formula id="inf4">
<mml:math id="m10">
<mml:msubsup>
<mml:mrow>
<mml:mtext>HCO</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> transporters, Ca<sup>2&#x2b;</sup> channels, calmodulin, carbonic anhydrase, Ca<sup>2&#x2b;</sup>/H<sup>&#x2b;</sup> exchangers, Na<sup>&#x2b;</sup>/Ca<sup>2&#x2b;</sup> exchangers, and vacuolar H<sup>&#x2b;</sup>-ATPases. The presence of calcium transport proteins in all eukaryotes clearly indicates that these genes are not unique to intracellular calcification. We found no evidence that diversification of these gene families could explain the appearance of nannoplankton calcification (<xref ref-type="sec" rid="s10">Supplementary Figures S1&#x2009;&#x2013;&#x2009;S7</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Physiological and ecological benefits of intracellular calcification. Calcifying cells <bold>(B)</bold> differ from non-calcifying cells <bold>(A)</bold> by the presence of intravesicular calcium accumulation in Golgi-derived transport vesicles (green circles represent Ca<sup>2&#x2b;</sup> pump/ATPase; blue cylinder indicates calcium channel). Calcium transport into vesicles allows maintenance of calcium homeostasis under elevated extracellular calcium concentrations <bold>(D)</bold> and prevents drawdown of intracellular phosphate <bold>(C)</bold> due to precipitation of Ca<sub>3</sub>(PO<sub>4</sub>)<sub>2</sub> in the cytosol. Therefore, cell division rates, black dots in <bold>(C)</bold> and <bold>(D)</bold>, redrawn from <xref ref-type="bibr" rid="B46">M&#xfc;ller et al. (2015)</xref>, remain unaffected by extracellular calcium concentrations in calcifying cells contrary to non-calcifying cells. The growth rate of zooplankton fed with calcifying cells <bold>(F)</bold> is generally lower than that of zooplankton fed with non-calcifying cells <bold>(E)</bold>, data taken from <xref ref-type="bibr" rid="B20">Harvey et al. (2015)</xref> and originally produced from batch cultures in exponential growth phase by <xref ref-type="bibr" rid="B69">Strom et al. (2003)</xref>.</p>
</caption>
<graphic xlink:href="feart-11-747059-g002.tif"/>
</fig>
<p>The most significant difference between calcifying and non-calcifying cells is that calcium carbonate precipitates inside Golgi-derived vesicles. The vesicles fuse with the plasma membrane and the calcium carbonate is extruded outside the cell where it remains attached to the extracellular organic matrix. The same vesicular pathway is used in non-calcifying cells to produce new membrane material and to transport proteins to the plasma membrane (<xref ref-type="fig" rid="F3">Figure 3</xref>). All ion transporters and channels that help establish calcium homeostasis in non-calcifying cells, therefore, reach the plasma membrane via Golgi-derived transport vesicles (<xref ref-type="bibr" rid="B53">Pfeffer and Rothmann, 1987</xref>). However, the Ca<sup>2&#x2b;</sup> transporting ATPase initially occurs in its auto-inhibited form and becomes activated by the presence of calmodulin (<xref ref-type="bibr" rid="B70">Tidow et al., 2012</xref>) at the plasma membrane. We thus argue that the emergence of intracellular calcification was triggered by the activation of calcium pumps during the passage of transport vesicles from the Golgi apparatus to the plasma membrane, following the accumulation of calcium in the transport vesicles. This explanation is consistent with the simple structure of sub-micron scaled calcite crystals of proto-calcispheres found in previous studies and attributed to calcareous dinoflagellates (<xref ref-type="bibr" rid="B27">Janofske, 1992</xref>; <xref ref-type="bibr" rid="B56">Preto et al., 2013b</xref>; <xref ref-type="bibr" rid="B12">Dal Corso et al., 2021</xref>). The activation of the calcium transport inside the Golgi apparatus would later lead to the formation of more elaborated coccolith-like platelets due to the specific endomembranous structure of the Golgi apparatus (<xref ref-type="fig" rid="F3">Figure 3</xref>). This is also in line with the finding that inhibition of the cytoskeleton and microtubule formation induces malformations in modern coccolith (<xref ref-type="bibr" rid="B36">Langer et al., 2010</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Schematic reconstruction of the steps that, based on our findings, would have led to the emergence of nannoplankton calcification. After transcription from DNA to mRNA in the nucleus, gene copies are translated into proteins in the endoplasmic reticulum. Proteins that are bound to the plasma membrane are incorporated into the ER membrane and are transported via vesicles to the Golgi apparatus. Golgi-derived vesicles are then transported to the plasma membrane where the vesicles fuse and shed their content to the extracellular space. The vesicle membrane, including all membrane proteins, becomes part of the plasma membrane. We suggest that, in a non-calcifying cell, the activation of calcium transporters occurs at the plasma membrane. Earlier activation of calcium transporters in transport vesicles would allow precipitation of sub-micron scale crystals inside the vesicles that could have led to the formation of proto-calcispheres by calcareous dinoflagellates (<xref ref-type="bibr" rid="B27">Janofske, 1992</xref>; <xref ref-type="bibr" rid="B56">Preto et al., 2013b</xref>; <xref ref-type="bibr" rid="B12">Dal Corso et al., 2021</xref>). The activation of calcium transporters, in the more structurally complex endomembranous systems like the Golgi apparatus, could explain the formation of delicate coccoliths and the emergence of modern-like coccolithophores. The chronological order of the appearance of calcispheres and coccolithophores shown in the diagram (from top to bottom) does not necessarily represent direct evolutionary steps regarding the activation of calcium transporters but may represent parallel origins of early Ca<sup>2&#x2b;</sup> transport activation that happened independently (<xref ref-type="bibr" rid="B42">Meier et al., 2007</xref>).</p>
</caption>
<graphic xlink:href="feart-11-747059-g003.tif"/>
</fig>
<p>Such a change in timing of activation would not be detected in gene sequence comparison, as they require protein functional assays. We conclude, however, that all components necessary for the emergence of intracellular calcification were already present in non-calcifying ancestor cells and that no major modifications of cellular physiology and structure were required to induce intracellular calcification. An alternative and speculative hypothesis to the activation of calcium pumps could be that those pumps were already active and that the precipitation of calcium carbonate in the vesicles was prevented by inhibitors, which were subsequently lost thus leading to the emergence of intracellular calcification. But also in this alternative case, the emergence of intracellular calcification would not require major innovations in cellular structure, which is our main argument here.</p>
</sec>
<sec id="s3-2">
<title>3.2 Energy requirements</title>
<p>Since ion transport requires energy, a previous study (<xref ref-type="bibr" rid="B45">Monteiro et al., 2016</xref>) assumed that intracellular calcification is energetically costly, thus implying the presence of associated benefits to overcome natural selection. But because non-calcifying cells also export calcium from their cytoplasm, the energetic costs of calcification have to be quantified by comparing the costs required for ion transport into vesicles in calcifying cells versus those required by ion transport across the plasma membrane (to maintain calcium homeostasis) in both calcifying and non-calcifying cells. We therefore assessed the energetic costs of intracellular calcification by calculating the total energy required by cellular calcium transport to maintain calcium homeostasis. Our calculations indicate that the precipitation of CaCO<sub>3</sub> inside the vesicle removes calcium from the solution and generates a sink that depletes calcium around the cell, Eq. <xref ref-type="disp-formula" rid="e2">2</xref>. Consequently, the gradient across the plasma membrane that drives the diffusive calcium influx through the channel is reduced with respect to non-calcifying cells, Eq. <xref ref-type="disp-formula" rid="e4">4</xref>, thus fewer ions have to be transported out of the cytoplasm in order to maintain calcium homeostasis, Eq. <xref ref-type="disp-formula" rid="e5">5</xref>. Since the energy required for active calcium transport out of a calcifying cell is negligibly lower than that required in non-calcifying cells (<xref ref-type="sec" rid="s10">Supplementary Figure S8</xref>), we conclude that extra energy is not needed to transport calcium for intracellular calcification.</p>
<p>However, our energy calculations also show that the reduction in energy requirements is very small because the calcification flux is slow compared to extracellular calcium diffusion so that no significant diffusive boundary layer develops at the cell surface. If all calcium ions were transported into the vesicles and no calcium were exported through the plasma membrane, <italic>f</italic>
<sub>
<italic>v</italic>
</sub>&#x2009;&#x3d;&#x2009;1.0 in Eq. <xref ref-type="disp-formula" rid="e5">5</xref>, the energy requirements would only be 0.16 percent less than if no calcium were transported into vesicles and all ions were exported through the plasma membrane, <italic>f</italic>
<sub>
<italic>v</italic>
</sub>&#x2009;&#x3d;&#x2009;0.0 in Eq. <xref ref-type="disp-formula" rid="e5">5</xref>.</p>
<p>Besides calcium ions, also carbonate ions are needed in the vesicle to sustain calcification. The transport of carbon could thus be another process requiring energy. However, the transport of hydrogen ions that is coupled to calcium transport creates an alkaline medium inside the calcifying vesicle that shifts the equilibrium of the carbonate system towards carbonate ions and lowers the CO<sub>2</sub> concentration (<xref ref-type="bibr" rid="B23">Holtz et al., 2013</xref>; <xref ref-type="bibr" rid="B24">Holtz et al., 2015</xref>). CO<sub>2</sub> can, therefore, passively diffuse through the vesicle membrane to replenish the carbonate ions consumed by calcification, thus sustaining calcification at moderate rates (see Figure 3 and Table 4 in <xref ref-type="bibr" rid="B23">Holtz et al., 2013</xref>) without additional metabolic costs. Additional carbon transport into the vesicles may only be required to sustain higher calcification rates, as observed in some coccolithophore species (e.g., <italic>G. huxleyi</italic>) that appeared later in the geological records. Data in support of these arguments can be found in <xref ref-type="bibr" rid="B52">Paasche (1962)</xref> and in <xref ref-type="bibr" rid="B80">Young and Ziveri (2000)</xref>. Since the bicarbonate concentration in the calcifying vesicle is higher than in the cytoplasm, bicarbonate would then need to be transported actively under consumption of metabolic energy (<xref ref-type="bibr" rid="B24">Holtz et al., 2015</xref>). However, the bicarbonate gradient across the vesicle membrane is much smaller than the calcium gradient and CO<sub>2</sub> can freely diffuse across the membrane, thereby functioning as a major source of carbon to the calcifying vesicle (<xref ref-type="bibr" rid="B24">Holtz et al., 2015</xref>) and, thus, preventing additional energetic requirements for bicarbonate transport.</p>
</sec>
<sec id="s3-3">
<title>3.3 Evolutionary success</title>
<p>Because of its low metabolic requirements, intracellular calcification does not require secondary evolutionary benefits to emerge. Yet, a number of hypotheses in relation to potential benefits of intracellular calcification have been proposed to explain both emergence and success of coccolithophores. These hypotheses include the potential enhancement of photosynthesis via the removal of carbonate ions (<xref ref-type="bibr" rid="B48">Nielsen, 1966</xref>; <xref ref-type="bibr" rid="B51">Paasche, 2002</xref>), protection against photoinhibition, advantages in hydrodynamic control, and protection against viruses, bacteria, and grazing (<xref ref-type="bibr" rid="B45">Monteiro et al., 2016</xref>). However, enhanced calcification does not enhance photosynthesis (<xref ref-type="bibr" rid="B22">Herfort et al., 2004</xref>; <xref ref-type="bibr" rid="B72">Trimborn et al., 2007</xref>) and non-calcifying coccolithophore cells can grow even faster than calcifying cells (<xref ref-type="bibr" rid="B62">Rost and Riebesell, 2004</xref>). Non-calcifying strains appear also not affected by photo-inhibition at high irradiances (<xref ref-type="bibr" rid="B47">Nanninga and Tyrrell, 1996</xref>). Additionally, coccolithophores use non-calcifying haploid stages to escape viral infections of calcified diploid cells (<xref ref-type="bibr" rid="B15">Frada et al., 2008</xref>), also questioning the relevance of calcification for viral protection. All these cases cast doubts on the assumption that calcification presents relevant physiological advantages.</p>
<p>Previous experiments (<xref ref-type="bibr" rid="B46">M&#xfc;ller et al., 2015</xref>) showed that calcifying cells can grow faster than non-calcifying cells when exposed to elevated calcium concentrations, indicating that intracellular calcification may protect against calcium poisoning (<xref ref-type="bibr" rid="B66">Simkiss, 1977</xref>). Our calculations show that the Ca<sup>2&#x2b;</sup>-ATPase can transport ions against a gradient of up to 10<sup>5</sup> (see <xref ref-type="sec" rid="s10">Supplementary Material S1</xref>). In non-calcifying cells, an increase of extracellular Ca<sup>2&#x2b;</sup> concentrations yields an increase of intracellular Ca<sup>2&#x2b;</sup> (<xref ref-type="fig" rid="F2">Figure 2C</xref>). Since intracellular phosphate concentrations are usually around 4&#x2013;5 mM (<xref ref-type="bibr" rid="B1">Auesukaree et al., 2004</xref>), cells operate at calcium and phosphate concentrations just below the solubility product of Ca<sub>3</sub>(PO<sub>4</sub>)<sub>2</sub> (<xref ref-type="bibr" rid="B11">Chow, 2001</xref>). Increasing intracellular calcium concentrations, therefore, lead to precipitation with phosphate due to the low solubility of Ca<sub>3</sub>(PO<sub>4</sub>)<sub>2</sub> (<xref ref-type="bibr" rid="B57">Pytkowicz and Kester, 1967</xref>; <xref ref-type="bibr" rid="B11">Chow, 2001</xref>). The decrease of cellular phosphate impedes cell growth in non-calcifying cells (<xref ref-type="fig" rid="F2">Figure 2C</xref>). In calcifying cells, calcium transport into intracellular vesicles can still occur under elevated extracellular calcium concentrations because the calcium concentration inside the vesicle (ranging from 0.5 to 10 mM <xref ref-type="bibr" rid="B23">Holtz et al., 2013</xref>; <xref ref-type="bibr" rid="B24">Holtz et al., 2015</xref>) required for the precipitation of calcium carbonate is lower than outside the cell. The calcium gradient at the vesicle membrane therefore permits Ca<sup>2&#x2b;</sup>-ATPase activity and allows maintenance of calcium homeostasis even under elevated extracellular calcium concentrations (<xref ref-type="fig" rid="F2">Figure 2D</xref>). Cell division of calcifying cells remains unaffected (<xref ref-type="bibr" rid="B46">M&#xfc;ller et al., 2015</xref>).</p>
<p>Another benefit proposed for intracellular calcification is protection against zooplankton grazing (<xref ref-type="bibr" rid="B29">Jaya et al., 2016</xref>; <xref ref-type="bibr" rid="B45">Monteiro et al., 2016</xref>). However, coccolithophores are grazed by copepods without any significant sign of saturation of ingestion rates at increasing coccolithophore densities (<xref ref-type="bibr" rid="B19">Harris, 1994</xref>). This indicates that calcification and thus mechanical stability does not necessarily protect against copepod grazing. Calcification can, however, have an indirect negative effect on zooplankton grazing. Culture experiments (<xref ref-type="bibr" rid="B20">Harvey et al., 2015</xref>) showed that ingestion of calcifying cells reduces the growth rate of the grazers (<xref ref-type="fig" rid="F2">Figure 2F</xref>), whereas ingestion of non-calcifying cells leads to an incrase in zooplankton growth rate (<xref ref-type="fig" rid="F2">Figure 2E</xref>). A reduction of coccolithophore grazing mortality would thus provide calcifying cells with a competitive advantage against non-calcifying cells (<xref ref-type="bibr" rid="B45">Monteiro et al., 2016</xref>). Though not relevant for the emergence of pelagic nannoplankton calcification, the potential chemical protection against grazing may have contributed to its ecological success.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>In summary, our analyses indicate that the first appearance of intracellular calcification is intrinsically linked to cellular calcium metabolism and to the prevention of calcium accumulation in the cytoplasm. This process did not require major physiological mutations or extra energy but only a very minor change, that is the activation of calcium transport proteins during their passage from the endoplasmic reticulum to the plasma membrane. Therefore, this innovation could have occurred at any time in the geologic past because preconditions were favourable, in line with evidence suggesting unrelated appearances in different lineages. A combination of environmental factors, such as chemical conditions and ecological interactions, may have subsequently helped calcifying nannoplankton to become abundant at a global scale. Therefore, nannoplankton calcifiers rose in pelagic environments during a time, the beginning of the Mesozoic, of profound changes in the structure of Earth&#x2019;s ecosystems, marked by major climate changes and biological crises (i.e., the Permian&#x2013;Triassic mass extinction, the Carnian Pluvial Episode and the Triassic-Jurassic mass extinction), which wiped out most of the Palaeozoic life and paved the way to the emergence of modern organisms. Within these new ecosystems, calcifying nannoplankton spread.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>SH, JDC, and AM conceived the idea of the study. SH and ST performed the energy budget calculations. KLH compiled the genetic information and performed the gene tree analysis. All authors contributed to the interpretation of the results. SH and AM wrote the manuscript with contributions from all authors. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>Hanse-Wissenschaftskolleg (HWK) provided visiting fellowships to JDC and KLH.</p>
</sec>
<ack>
<p>We gratefully acknowledge the Hanse-Wissenschaftskolleg (HWK), Delmenhorst, Germany, for providing visiting fellowship to JDC and KLH and thus for creating the opportunity to bring together the multidisciplinary expertise necessary for this study.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/feart.2023.747059/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/feart.2023.747059/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.PDF" id="SM1" mimetype="application/PDF" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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