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  <front>
    <journal-meta>
<journal-id journal-id-type="publisher">BG</journal-id>
<journal-title-group>
<journal-title>Biogeosciences</journal-title>
<abbrev-journal-title abbrev-type="publisher">BG</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Biogeosciences</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1726-4189</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>

    <article-meta>
      <article-id pub-id-type="doi">10.5194/bg-11-6915-2014</article-id><title-group><article-title>Biogeochemical implications of comparative growth rates of
<italic>Emiliania huxleyi</italic>  and
<italic>Coccolithus</italic>  species</article-title>
      </title-group><?xmltex \runningtitle{Biogeochemical implications of comparative growth rates}?><?xmltex \runningauthor{C.~J.~Daniels et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Daniels</surname><given-names>C. J.</given-names></name>
          <email>c.daniels@noc.soton.ac.uk</email>
        <ext-link>https://orcid.org/0000-0003-2453-267X</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Sheward</surname><given-names>R. M.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Poulton</surname><given-names>A. J.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-5149-6961</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Ocean and Earth Sciences, National Oceanography Centre
Southampton, University of Southampton, UK</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Ocean Biogeochemistry and Ecosystems, National
Oceanography Centre, University of Southampton<?xmltex \hack{\newline}?> Waterfront Campus,
UK</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">C. J. Daniels (c.daniels@noc.soton.ac.uk)</corresp></author-notes><pub-date><day>10</day><month>December</month><year>2014</year></pub-date>
      
      <volume>11</volume>
      <issue>23</issue>
      <fpage>6915</fpage><lpage>6925</lpage>
      <history>
        <date date-type="received"><day>19</day><month>June</month><year>2014</year></date>
           <date date-type="rev-request"><day>10</day><month>July</month><year>2014</year></date>
           <date date-type="rev-recd"><day>11</day><month>November</month><year>2014</year></date>
           <date date-type="accepted"><day>12</day><month>November</month><year>2014</year></date>
           
      </history>
      <permissions>
<license license-type="open-access">
<license-p>This work is licensed under a Creative Commons Attribution 3.0 Unported License. To view a copy of this license, visit <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/3.0/">http://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions>

      <self-uri xlink:href="https://www.biogeosciences.net/11/6915/2014/bg-11-6915-2014.html">This article is available from https://www.biogeosciences.net/11/6915/2014/bg-11-6915-2014.html</self-uri>
<self-uri xlink:href="https://www.biogeosciences.net/11/6915/2014/bg-11-6915-2014.pdf">The full text article is available as a PDF file from https://www.biogeosciences.net/11/6915/2014/bg-11-6915-2014.pdf</self-uri>
<abstract>
    <p>Coccolithophores, a diverse group of phytoplankton, make important
contributions to pelagic calcite production and export, yet the comparative
biogeochemical role of species other than the ubiquitous <italic>Emiliania huxleyi</italic> is poorly understood. The contribution of different coccolithophore
species to total calcite production is controlled by inter-species
differences in cellular calcite, growth rate and relative abundance within a
mixed community. In this study we examined the relative importance of
<italic>E. huxleyi</italic> and two <italic>Coccolithus</italic> species in terms of daily
calcite production. Culture experiments compared growth rates and cellular
calcite content of <italic>E. huxleyi</italic> (Arctic and temperate strains),
<italic>Coccolithus pelagicus</italic> (novel Arctic strain) and <italic>Coccolithus braarudii</italic> (temperate strain). Despite assumptions that <italic>E. huxleyi</italic>
is a fast-growing species, growth rates between the three species were
broadly comparable (0.16–0.85 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) under identical temperature and
light conditions. <italic>Emiliania huxleyi</italic> grew only 12 % faster on
average than <italic>C. pelagicus</italic>, and 28 % faster than <italic>C. braarudii</italic>. As the cellular calcite content of <italic>C. pelagicus</italic> and
<italic>C. braarudii</italic> is typically 30–80 times greater than <italic>E. huxleyi</italic>, comparable growth rates suggest that <italic>Coccolithus</italic> species
have the potential to be major calcite producers in mixed populations. To
further explore these results we devised a simplistic model comparing daily
calcite production from <italic>Coccolithus</italic> and <italic>E. huxleyi</italic> across a
realistic range of relative abundances and a wide range of relative growth
rates. Using the relative differences in growth rates from our culture
studies, we found that <italic>C. pelagicus</italic> would be a larger source of
calcite if abundances of <italic>E. huxleyi</italic> to <italic>C. pelagicus</italic> were
below <inline-formula><mml:math display="inline"><mml:mrow><mml:mn>34</mml:mn><mml:mo>:</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>. Relative abundance data collected from North Atlantic field
samples (spring and summer 2010) suggest that, with a relative growth rate of
88 %, <italic>C. pelagicus</italic> dominated calcite production at 69 % of
the sites sampled. With a more extreme difference in growth rates, where
<italic>C. pelagicus</italic> grows at 1 / 10th of the rate of <italic>E. huxleyi</italic>,
<italic>C. pelagicus</italic> still dominated calcite production in 14 % of the
field. These results demonstrate the necessity of considering interactions
between inter-species differences in growth rates, cellular calcite and
relative abundances when evaluating the contribution of different
coccolithophores to pelagic calcite production. In the case of <italic>C. pelagicus</italic>, we find that there is strong potential for this species to make
major contributions to calcite production in the North Atlantic, although
estimates of relative growth rates from the field are needed to confirm our
conclusions.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <title>Introduction</title>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><caption><p>Coccolithophore strain-specific values of cell diameter, cellular
calcite, cellular particulate organic carbon (POC), cellular chlorophyll
(Chl) and cellular calcite : POC. Values reported are averaged over
experiments, with <inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>1 standard deviation.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="7">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:colspec colnum="4" colname="col4" align="left"/>
     <oasis:colspec colnum="5" colname="col5" align="left"/>
     <oasis:colspec colnum="6" colname="col6" align="left"/>
     <oasis:colspec colnum="7" colname="col7" align="left"/>
     <oasis:thead>
       <oasis:row>  
         <oasis:entry colname="col1">Species</oasis:entry>  
         <oasis:entry colname="col2">Strain</oasis:entry>  
         <oasis:entry colname="col3">Cell diameter</oasis:entry>  
         <oasis:entry colname="col4">Cell calcite <?xmltex \hack{\hfill\break}?></oasis:entry>  
         <oasis:entry colname="col5">Cell POC</oasis:entry>  
         <oasis:entry colname="col6">Cell Chl</oasis:entry>  
         <oasis:entry colname="col7">Cell</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2"/>  
         <oasis:entry colname="col3">(<inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m)</oasis:entry>  
         <oasis:entry colname="col4">(pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col5">(pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col6">(pg Chl cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col7">calcite : POC</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1"><italic>C. pelagicus</italic></oasis:entry>  
         <oasis:entry colname="col2">RCC4092</oasis:entry>  
         <oasis:entry colname="col3">12.9 <?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>1.8)</oasis:entry>  
         <oasis:entry colname="col4">16.6<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">a</mml:mi></mml:msup></mml:math></inline-formula><?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>3.9)</oasis:entry>  
         <oasis:entry colname="col5">13.8<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">c</mml:mi></mml:msup></mml:math></inline-formula><?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>5.1)</oasis:entry>  
         <oasis:entry colname="col6">5.1 <?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>1.0)</oasis:entry>  
         <oasis:entry colname="col7">1.2</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><italic>E. huxleyi</italic></oasis:entry>  
         <oasis:entry colname="col2">RCC3533</oasis:entry>  
         <oasis:entry colname="col3">4.47 <?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.52)</oasis:entry>  
         <oasis:entry colname="col4">0.43<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula><?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.14)</oasis:entry>  
         <oasis:entry colname="col5">0.67<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">c</mml:mi></mml:msup></mml:math></inline-formula><?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.24)</oasis:entry>  
         <oasis:entry colname="col6">0.31 <?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.06)</oasis:entry>  
         <oasis:entry colname="col7">0.64</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><italic>C. braarudii</italic></oasis:entry>  
         <oasis:entry colname="col2">RCC1198</oasis:entry>  
         <oasis:entry colname="col3">15.9 <?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>2.4)</oasis:entry>  
         <oasis:entry colname="col4">38.7<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">a</mml:mi></mml:msup></mml:math></inline-formula><?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>6.2)</oasis:entry>  
         <oasis:entry colname="col5">25.0<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">c</mml:mi></mml:msup></mml:math></inline-formula><?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>8.9)</oasis:entry>  
         <oasis:entry colname="col6">7.8 <?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>1.4)</oasis:entry>  
         <oasis:entry colname="col7">1.5</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"><italic>E. huxleyi</italic></oasis:entry>  
         <oasis:entry colname="col2">RCC1228</oasis:entry>  
         <oasis:entry colname="col3">4.52 <?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.58)</oasis:entry>  
         <oasis:entry colname="col4">0.52<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula><?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.14)</oasis:entry>  
         <oasis:entry colname="col5">0.69<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">c</mml:mi></mml:msup></mml:math></inline-formula><?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.26)</oasis:entry>  
         <oasis:entry colname="col6">0.32 <?xmltex \hack{\hfill\break}?>(<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.07)</oasis:entry>  
         <oasis:entry colname="col7">0.75</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p><inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">a</mml:mi></mml:msup></mml:math></inline-formula> Measured from light
microscopy, calculated following Young and Ziveri (2000). <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">b</mml:mi></mml:msup></mml:math></inline-formula> Measured
from SEM, calculated following Young and Ziveri (2000). <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mi mathvariant="normal">c</mml:mi></mml:msup></mml:math></inline-formula> Calculated
following Menden-Deuer and Lessard (2000).</p></table-wrap-foot></table-wrap>

      <p>Coccolithophores are a diverse and biogeochemically important group of
phytoplankton; through the production and subsequent export of their calcite
coccoliths, they form a key component of the global carbon cycle (de Vargas
et al., 2007). <italic>Emiliania huxleyi</italic> is considered the keystone species
of the coccolithophores due to its global dominance, propensity to form
large-scale blooms and its perceived relatively fast growth rates (Paasche,
2002). Assumptions on the comparative physiology and ecology of the other
<inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 200 extant species are often poorly addressed, although studies have
examined intra- and inter-species differences in response to carbonate
chemistry changes (Langer et al., 2006, 2009),
photo-physiological differences between haploid and diploid life stages
(Houdan et al., 2006), and patterns of coccosphere construction during
reduced growth rate (Gibbs et al., 2013). However, the often-stated (e.g.
Tyrrell and Merico, 2004) assumption that <italic>E. huxleyi</italic> is a
fast-growing species relative to other coccolithophores has been largely
untested.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><caption><p>SEM images. <bold>(a)</bold> <italic>Coccolithus pelagicus</italic> RCC4092. <bold>(b)</bold>
<italic>Emiliania huxleyi</italic> RCC3533. <bold>(c)</bold> <italic>Coccolithus braarudii</italic>
RCC1198. <bold>(d)</bold> <italic>Emiliania huxleyi</italic> RCC1228. Scale bars represent 1 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m in each image.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://www.biogeosciences.net/11/6915/2014/bg-11-6915-2014-f01.pdf"/>

      </fig>

      <p>Understanding whether different species grow at comparable or vastly
different rates is key to understanding the relative calcification of these
species within natural communities. <italic>Emiliania huxleyi</italic> has a
relatively low cellular calcite content
(<inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 0.4–0.5 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>; Table 1 and Fig. 1) compared with
larger, more heavily calcified species such as <italic>Coccolithus pelagicus</italic>
(<inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 16.6 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>; Table 1 and Fig. 1). With a similar
growth rate (e.g. 0.7 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), at a cellular level <italic>C. pelagicus</italic>
would have a calcification rate approximately 30–40 times greater
(11.6 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) than <italic>E. huxleyi</italic>
(0.28–0.35 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>). Alternatively, if <italic>C. pelagicus</italic> grew at only 1 / 10th of the growth rate of <italic>E. huxleyi</italic>
(e.g. 0.07 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), then the difference in calcification between the two
would be greatly reduced to around 3–4 times (although <italic>C. pelagicus</italic>
would still represent <inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 75 % of the total calcite production).</p>
      <p>Besides relative growth rates (the growth rate of <italic>Coccolithus</italic>
relative to <italic>E. huxleyi</italic>), the distribution and relative abundance of
the different species are important factors in determining whether
<italic>Coccolithus</italic> will dominate calcite production. While <italic>E. huxleyi</italic> is ubiquitously distributed throughout the oceans, the biogeography
of <italic>C. pelagicus</italic> only covers the Arctic Ocean and the sub-polar
Northern Hemisphere (McIntyre and Bé, 1967; McIntyre et al., 1970), with
a particular prevalence in the sub-polar North Atlantic (Milliman, 1980;
Tarran et al., 2001). As such, <italic>C. pelagicus</italic> has the potential to be
a major oceanic calcite producer in this region. <italic>Coccolithus braarudii</italic>, a closely related taxa of <italic>C. pelagicus</italic> with an even
greater cellular calcite content (39.1 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>; Table 1 and
Fig. 1), has a more limited range, restricted to coastal and upwelling areas
(Giraudeau et al., 1993; Cachao and Moita, 2000; Ziveri et al., 2004;
Cubillos et al., 2012). However, where present, <italic>C. braarudii</italic> also
has the potential to dominate calcite production.</p>
      <p>Although studies concerning coccolithophore growth and calcite production
have concentrated mainly on <italic>E. huxleyi</italic>, the potential for other
species to be biogeochemically important has been previously highlighted in
studies concerning coccolith export (Broerse et al., 2000; Ziveri et al.,
2000, 2007; Baumann et al., 2004). <italic>Coccolithus</italic> <italic>pelagicus</italic> is
a major contributor to the downwards flux of calcite in the northern North
Atlantic (Ziveri et al., 2000), while other larger coccolithophore species
such as <italic>Calcidiscus leptoporus</italic>, <italic>Helicosphaera carteri </italic>and
<italic>Gephyrocapsa oceanica</italic> are significant contributors in other regions
(Ziveri et al., 2007). The relative abundance of <italic>C. pelagicus</italic> in the
downward flux has been shown to increase with depth, which is likely to be
due to the greater susceptibility of smaller coccospheres, such as those of
<italic>E. huxleyi,</italic> to disintegration and remineralisation (Ziveri et al.,
2000). Therefore, <italic>C. pelagicus</italic> can dominate coccolith calcite export
despite relatively low abundances in surface waters.</p>
      <p>We set about to experimentally test the basic hypothesis that under
identical growth conditions (light, nutrients, temperature) <italic>E. huxleyi</italic> would grow at a
significantly faster rate than either of the <italic>Coccolithus</italic> species, <italic>C. pelagicus</italic> and <italic>C. braarudii</italic>. Furthermore,
we also collected a number of ancillary cellular parameters (e.g. cell
size, cell chlorophyll content) and examine these in a comparative sense
between the different species. Lastly, the biogeochemical implications of
growth rates and relative cell abundances are assessed using model and field
data.</p>
</sec>
<sec id="Ch1.S2">
  <title>Materials and methods</title>
<sec id="Ch1.S2.SS1">
  <title>Experimental design</title>
      <p>Monoclonal cultures of <italic>Coccolithus pelagicus</italic> (RCC4092) and an Arctic
strain of <italic>Emiliania huxleyi</italic> (RCC3533) were obtained in June 2012
through single cell isolations from surface water samples collected in the
Greenland Sea (67.83<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N, 16.42<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W and 66.79<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> N,
25.14<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> W, respectively) during the 2012 UK Ocean Acidification Arctic
cruise (JR271). These cultures have been deposited into the Roscoff Culture
Collection (RCC). North Atlantic Ocean strains of <italic>Coccolithus braarudii</italic> (RCC1198) and <italic>E. huxleyi</italic> (RCC1228) were obtained from the
RCC.</p>
      <p>Cultures were grown in sterile-filtered (0.2 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m) modified K/20
medium (modified from Keller et al., 1987; following Gerecht et al., 2014);
aged natural seawater was enriched with 28.8 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>M nitrate and 1.8
<inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>M phosphate. Experiments on parallel cultures of either the Arctic
strains (<italic>C. pelagicus</italic> and <italic>E. huxleyi </italic> RCC3533) or the
Atlantic strains (<italic>C. braarudii</italic> and <italic>E. huxleyi</italic> RCC1228) were
carried out over a range of temperature and light conditions, under a
12 h light–12 h dark cycle.</p>
      <p>To reflect a realistic in situ environment (Poulton et al., 2010; Ryan-Keogh
et al., 2013), different experimental conditions were used for the Arctic and
Atlantic cultures. The Arctic strain experiments were carried out at 6, 9 and
12 <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, with a daily photon flux ranging from
1.30 to 8.21 mol photons m<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (30–190 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>mol photons m<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> s<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) between experiments, while the Atlantic strain
experiments were carried out at 12, 14, 16 and 19 <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, with a daily
photon flux ranging from 1.94 to 10.54 mol photons m<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>
(45–244 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>mol photons m<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> s<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>). Cells were acclimated to
experimental conditions for approximately 10 generations and grown in dilute
batch cultures in duplicate. Cultures were grown in ventilated flasks and to
low cell densities to avoid biological effects on the carbonate system
(150 000–470 000 cells mL<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, 4500–8700 cells mL<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and
5300–16 000 cells mL<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> for <italic>E. huxleyi</italic>, <italic>C. braarudii</italic>
and <italic>C. pelagicus</italic>, respectively) and sampled during the
mid-exponential phase to avoid nutrient limitation (Langer et al., 2009;
Hoffman et al., 2014).</p>
      <p>For determination of cell density, samples were taken daily or every other
day and counted immediately in triplicate using either a Sedgwick rafter cell
for <italic>C. braarudii</italic> and <italic>C. pelagicus</italic> (Langer et al., 2006) or
a Coulter Multisizer™3 (Beckman Coulter) for <italic>E. huxleyi</italic> (Langer et al., 2009). Cell density was plotted against time, and
growth rates (<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">μ</mml:mi></mml:math></inline-formula>) were calculated by exponential regression (Langer et
al., 2006).</p>
      <p>Biometric measurements of coccolithophores were made on samples collected on
cellulose nitrate (0.8 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m) and polycarbonate (0.8 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m)
filters, and prepared following Poulton et al. (2010) and Daniels et
al. (2012), respectively. Light microscopy was used for all biometric
measurements of <italic>Coccolithus</italic> (Gibbs et al., 2013), while a
combination of light microscopy and scanning electron microscopy (SEM) was
used to study <italic>E. huxleyi</italic>. Measurements of coccolith size and the
number of coccoliths per coccosphere were used to estimate cellular calcite
content following the relationship of Young and Ziveri (2000). Cellular
particulate organic carbon (POC) was estimated from measured internal cell
diameters and cell biovolume following Menden-Deuer and Lessard (2000).
Samples for determination of cellular chlorophyll <inline-formula><mml:math display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula> (Chl <inline-formula><mml:math display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula>) were
collected on Fisherbrand MF300 filters (effective pore size
0.7 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m), extracted in 8 mL of 90 % acetone (HPLC grade, Sigma)
for 24 h and analysed on a Turner Designs Trilogy Fluorometer calibrated
using a solid standard and a chlorophyll <inline-formula><mml:math display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula> extract. All experimental data
included in the paper are available from the data repository PANGAEA
(Publishing Network for Geoscientific &amp; Environmental Data) via
Sheward et al. (2014).</p>
</sec>
<sec id="Ch1.S2.SS2">
  <title>Field samples</title>
      <p>Samples for coccolithophore abundance were collected from three RRS
<italic>Discovery</italic> cruises spanning the Irminger and Iceland basins of the
North Atlantic during the period of April to August 2010. Two cruises (D350,
D354) were part of the (UK) Irminger Basin Iron Study (IBIS), while the third
cruise (D351) occupied the Extended Ellett Line. In all three cruises,
surface water samples (0.2–1 L) were filtered through cellulose nitrate
(0.8 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m) and polycarbonate (0.45 or 0.8 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m) filters, oven
dried (30–40 <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, 6–12 h) and stored in Millipore PetriSlides. The
filters were examined using a Leo 1450VP scanning electron microscope, with
coccolithophores identified following Young et al. (2003), and enumerated
from 225 fields of view (Daniels et al., 2012). The detection limit was
estimated to be 0.2–1.1 cells mL<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. All field data included in the
paper are available from the British Oceanographic Data Centre (BODC) via
Daniels et al. (2014).</p><?xmltex \hack{\newpage}?>
</sec>
</sec>
<sec id="Ch1.S3">
  <title>Results and Discussion</title>
<sec id="Ch1.S3.SS1">
  <title>Growth rates</title>
      <p>Through manipulation of experimental conditions (temperature and irradiance),
a wide range of growth rates was achieved, ranging from 0.16 to 0.85 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>
(Fig. 2). <italic>Emiliania huxleyi </italic>RCC1228 (0.50–0.85 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) grew
significantly faster (Student's <inline-formula><mml:math display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula> test, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mn>6.8</mml:mn></mml:mrow></mml:math></inline-formula>, d<inline-formula><mml:math display="inline"><mml:mrow><mml:mi>f</mml:mi><mml:mo>=</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:mn>0.001</mml:mn></mml:mrow></mml:math></inline-formula>)
than <italic>C. braarudii </italic> (0.32–0.58 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>). For the Arctic strains,
the growth rate of <italic>E. huxleyi</italic> (0.16–0.58 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) was
significantly different (Student's <inline-formula><mml:math display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula> test, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mn>3.5</mml:mn></mml:mrow></mml:math></inline-formula>, d<inline-formula><mml:math display="inline"><mml:mrow><mml:mi>f</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:mn>0.02</mml:mn></mml:mrow></mml:math></inline-formula>)
to that of <italic>C. pelagicus</italic> (0.18–0.49 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), growing faster in
all but the experiment with the slowest growth rates (Fig. 2).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><caption><p>Growth rates (d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) of <italic>Coccolithus pelagicus</italic>
RCC4092 and <italic>Coccolithus braarudii</italic> RCC1198 against corresponding
growth rates of <italic>Emiliania huxleyi</italic> RCC3533 and RCC1228, respectively.
Dashed line indicates a <inline-formula><mml:math display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>:</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> ratio. Error bars are <inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>1 standard
deviation.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://www.biogeosciences.net/11/6915/2014/bg-11-6915-2014-f02.pdf"/>

        </fig>

      <p>Although <italic>E. huxleyi</italic> always grew faster than <italic>C. braarudii</italic>
and was generally faster than <italic>C. pelagicus</italic>, the differences in
growth rates were smaller than previously reported, with <italic>E. huxleyi</italic>
growing on average only 12 % (<inline-formula><mml:math display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>11 to 26 %) faster than <italic>C. pelagicus</italic>, and 28 % (12–49 %) faster than <italic>C. braarudii</italic>. In
contrast, Buitenhuis et al. (2008) observed that, when grown in conditions
comparable to ours (12–15 <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, <inline-formula><mml:math display="inline"><mml:mrow><mml:mn>14</mml:mn><mml:mo>/</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:math></inline-formula> L/D, 4.20 mol photons m<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), the growth rate of
<italic>C. braarudii</italic> was 42–51 % that of <italic>E. huxleyi</italic>, although
the strain of <italic>E. huxleyi</italic> used by Buitenhuis et al. (2008) was a
non-calcifying mutant of a type that has been observed to have higher growth rates
(Paasche, 2002).</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2" specific-use="star"><caption><p>Experiment culture strains, temperature, daily irradiance
and growth rates, with <inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>1 standard deviation for the experiments.
Atlantic: RCC1198 and RCC1228; Arctic: RCC4092 and RCC3533.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="5">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="center"/>
     <oasis:colspec colnum="3" colname="col3" align="center"/>
     <oasis:colspec colnum="4" colname="col4" align="center"/>
     <oasis:colspec colnum="5" colname="col5" align="center"/>
     <oasis:thead>
       <oasis:row>  
         <oasis:entry colname="col1">Experiment</oasis:entry>  
         <oasis:entry colname="col2">Temperature <?xmltex \hack{\hfill\break}?></oasis:entry>  
         <oasis:entry colname="col3">Daily irradiance</oasis:entry>  
         <oasis:entry namest="col4" nameend="col5">Growth rate (d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) </oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">strains</oasis:entry>  
         <oasis:entry colname="col2">(<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C)</oasis:entry>  
         <oasis:entry colname="col3">(mol photons m<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry rowsep="1" colname="col4"/>  
         <oasis:entry rowsep="1" colname="col5"/>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2"/>  
         <oasis:entry colname="col3"/>  
         <oasis:entry colname="col4"><italic>E. huxleyi</italic></oasis:entry>  
         <oasis:entry colname="col5"><italic>Coccolithus</italic></oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>  
         <oasis:entry colname="col1">Atlantic</oasis:entry>  
         <oasis:entry colname="col2">16</oasis:entry>  
         <oasis:entry colname="col3">9.07</oasis:entry>  
         <oasis:entry colname="col4">0.59 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>  
         <oasis:entry colname="col5">0.52 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">16</oasis:entry>  
         <oasis:entry colname="col3">8.64</oasis:entry>  
         <oasis:entry colname="col4">0.72 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.03)</oasis:entry>  
         <oasis:entry colname="col5">0.58 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.03)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">16</oasis:entry>  
         <oasis:entry colname="col3">8.64</oasis:entry>  
         <oasis:entry colname="col4">0.74 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.01)</oasis:entry>  
         <oasis:entry colname="col5">0.54 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">16</oasis:entry>  
         <oasis:entry colname="col3">4.97</oasis:entry>  
         <oasis:entry colname="col4">0.62 (<inline-formula><mml:math display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mo>&lt;</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col5">0.49 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">16</oasis:entry>  
         <oasis:entry colname="col3">3.20</oasis:entry>  
         <oasis:entry colname="col4">0.53 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.01)</oasis:entry>  
         <oasis:entry colname="col5">0.42 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.03)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">14</oasis:entry>  
         <oasis:entry colname="col3">8.64</oasis:entry>  
         <oasis:entry colname="col4">0.62 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.01)</oasis:entry>  
         <oasis:entry colname="col5">0.42 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">14</oasis:entry>  
         <oasis:entry colname="col3">5.62</oasis:entry>  
         <oasis:entry colname="col4">0.59 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.01)</oasis:entry>  
         <oasis:entry colname="col5">0.43 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">12</oasis:entry>  
         <oasis:entry colname="col3">8.21</oasis:entry>  
         <oasis:entry colname="col4">0.50 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.01)</oasis:entry>  
         <oasis:entry colname="col5">0.32 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">12</oasis:entry>  
         <oasis:entry colname="col3">5.18</oasis:entry>  
         <oasis:entry colname="col4">0.50 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.01)</oasis:entry>  
         <oasis:entry colname="col5">0.32 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">19</oasis:entry>  
         <oasis:entry colname="col3">10.54</oasis:entry>  
         <oasis:entry colname="col4">0.85 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>  
         <oasis:entry colname="col5">0.44 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.03)</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">19</oasis:entry>  
         <oasis:entry colname="col3">1.94</oasis:entry>  
         <oasis:entry colname="col4">0.67 (<inline-formula><mml:math display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mo>&lt;</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col5">0.48 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.01)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1">Arctic</oasis:entry>  
         <oasis:entry colname="col2">6</oasis:entry>  
         <oasis:entry colname="col3">3.89</oasis:entry>  
         <oasis:entry colname="col4">0.27 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.01)</oasis:entry>  
         <oasis:entry colname="col5">0.26 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">6</oasis:entry>  
         <oasis:entry colname="col3">1.30</oasis:entry>  
         <oasis:entry colname="col4">0.16 (<inline-formula><mml:math display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mo>&lt;</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math></inline-formula>)</oasis:entry>  
         <oasis:entry colname="col5">0.18 (<inline-formula><mml:math display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mo>&lt;</mml:mo><mml:mn>0.01</mml:mn></mml:mrow></mml:math></inline-formula>)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">12</oasis:entry>  
         <oasis:entry colname="col3">8.21</oasis:entry>  
         <oasis:entry colname="col4">0.58 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>  
         <oasis:entry colname="col5">0.49 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">12</oasis:entry>  
         <oasis:entry colname="col3">5.18</oasis:entry>  
         <oasis:entry colname="col4">0.56 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>  
         <oasis:entry colname="col5">0.48 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">9</oasis:entry>  
         <oasis:entry colname="col3">8.21</oasis:entry>  
         <oasis:entry colname="col4">0.47 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>  
         <oasis:entry colname="col5">0.38 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.03)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">9</oasis:entry>  
         <oasis:entry colname="col3">5.18</oasis:entry>  
         <oasis:entry colname="col4">0.44 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.01)</oasis:entry>  
         <oasis:entry colname="col5">0.36 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.02)</oasis:entry>
       </oasis:row>
       <oasis:row>  
         <oasis:entry colname="col1"/>  
         <oasis:entry colname="col2">6</oasis:entry>  
         <oasis:entry colname="col3">6.05</oasis:entry>  
         <oasis:entry colname="col4">0.29 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.01)</oasis:entry>  
         <oasis:entry colname="col5">0.21 (<inline-formula><mml:math display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.03)</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <p>While our maximum growth rate of <italic>E. huxleyi</italic> (0.85 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) was
lower than in some recent studies (e.g. 0.98–1.64 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>; Langer et al.,
2009), they are well within the range of reported growth rates
(0.4–1.9 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>; Paasche, 2002). Strain-specific variability is likely to
partly contribute to this large range in growth rates (e.g. Langer et al.,
2009). However, it is also likely that our lower maximum growth rates are due
to the effect of the day length used in our study (12 L/12 D), as day
lengths shorter than 16 h have been observed to reduce phytoplankton
growth rates (Paasche, 1967). Although our <italic>E. huxleyi</italic> growth rates
were lower than those obtained in 16 h day length studies (e.g. Langer et
al., 2009; Hoppe et al., 2011), they were similar to another 12 h day
length study (0.6–1 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>; Iglesias-Rodriguez et al., 2008). This is
also the case for <italic>C. braarudii</italic> and <italic>C. pelagicus</italic>; the
maximum growth rate of <italic>C. braarudii</italic> (0.58 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) was below that
observed in 16 h day length studies (0.73–0.82 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>; Langer et al.,
2006; Gibbs et al., 2013), but above both 12 h (0.42–0.5 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>; Taylor
et al., 2007; Gerecht et al., 2014) and 14 h (0.4 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>; Buitenhuis et
al., 2008) day length experiments. Although there are few studies of
<italic>C. pelagicus</italic>, our maximum growth rate (0.49 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) was greater
than the 12 h day length study (0.36 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) by Gerecht et al. (2014)
but lower than a 16 h day length experiment (0.58 d<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) by Gibbs et
al. (2013). Given these differences between experiments, and no literature
consensus on recommended day length (Probert and Houdan, 2004), we are
therefore confident that our growth rates are representative of these
coccolithophore species.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3"><caption><p>Contour plots of how percentage calcite production by
<italic>Coccolithus</italic> varies with the abundance ratio of <italic>Emiliania huxleyi</italic> to <italic>Coccolithus</italic> and the growth rate of <italic>Coccolithus</italic>
relative to <italic>E. huxleyi</italic>, for modelled communities of
<italic>Coccolithus braarudii</italic> and <italic>E. huxleyi</italic> <bold>(a, c, e)</bold> and<italic> Coccolithus pelagicus</italic> and <italic>E. huxleyi </italic> <bold>(b, d, f)</bold>. Plots <bold>(a)</bold> and
<bold>(b)</bold> show model with input using calcite quotas from Table 1, <bold>(c)</bold> and <bold>(d)</bold> have
increased <italic>E. huxleyi</italic> and decreased <italic>Coccolithus</italic> calcite
content by 1 standard deviation from average values in Table 1, and <bold>(e)</bold> and
<bold>(f)</bold> have decreased <italic>E. huxleyi</italic> and increased <italic>Coccolithus</italic>
calcite by 1 standard deviation away from average values given in Table 1.
Dotted lines indicate the average relative growth rate as determined from the
culture experiments.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://www.biogeosciences.net/11/6915/2014/bg-11-6915-2014-f03.pdf"/>

        </fig>

      <p>Both temperature and irradiance had a measurable effect on growth rates
(Table 2, Supplement Fig. S1). Temperature was the primary driver of growth
rates for both <italic>E. huxleyi</italic> (<inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn>0.84</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:mn>0.001</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn>18</mml:mn></mml:mrow></mml:math></inline-formula>)
and <italic>Coccolithus</italic> (<inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn>0.62</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:mn>0.001</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn>18</mml:mn></mml:mrow></mml:math></inline-formula>), while
irradiance had a secondary, but significant, effect on both <italic>E. huxleyi</italic> (<inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn>0.33</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:mn>0.02</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn>18</mml:mn></mml:mrow></mml:math></inline-formula>) and <italic>Coccolithus</italic>
(<inline-formula><mml:math display="inline"><mml:mrow><mml:msup><mml:mi>r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>=</mml:mo><mml:mn>0.23</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>=</mml:mo><mml:mn>0.04</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn>18</mml:mn></mml:mrow></mml:math></inline-formula>). The growth rate of <italic>C. braarudii</italic> declined between 16 and 19 <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, suggesting that
19 <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C was above the optimum temperature for <italic>C. braarudii</italic>.
No such decline was observed in the temperature range experienced by
<italic>C. pelagicus</italic> (6–12 <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C).</p>
      <p>In general, a decrease in absolute growth rates was coupled with a smaller
difference in the relative growth rates of <italic>E. huxleyi</italic> and
<italic>Coccolithus</italic> (Fig. 2). As the variability in growth rate was
primarily driven by temperature, this suggests that growth rates of
<italic>Coccolithus</italic> and <italic>E. huxleyi</italic> may be most comparable in cold
waters (<inline-formula><mml:math display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C), while the growth rate of <italic>E. huxleyi</italic>
will become increasingly greater relative to <italic>Coccolithus</italic> in
temperate waters. As a cold-water species (Winter et al., 1994), with a
biogeography spanning the Arctic and sub-polar Northern Hemisphere (McIntyre
and Bé, 1967; McIntyre et al., 1970), <italic>C. pelagicus</italic> could
therefore potentially dominate calcite production in this region. As <italic>C. braarudii</italic> is a more temperate species,  seemingly present only in coastal waters of the North
Atlantic (Cachao and Moita, 2000; Daniels et al., 2012) and upwelling pockets
(Giraudeau et al., 1993; Cubillos et al., 2012), we expect the difference in
growth rate between <italic>C. braarudii</italic> and <italic>E. huxleyi</italic> to be
greater in areas where they are both present. However, as a heavily calcified
species, where the coccosphere calcite of one cell is equivalent to
<inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 78 cells of <italic>E. huxleyi</italic> (Table 1), <italic>C. braarudii</italic>
still has the potential to dominate calcite production in these regions.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <title>Modelling relative calcite production</title>
      <p>The potential for <italic>C. pelagicus</italic> and <italic>C. braarudii</italic> to dominate calcite production in their respective
environments is dependent on both their relative growth rates and cellular
calcite inventories, as well as the relative abundance of these species
compared to other coccolithophores. In the context of our study, we consider
daily contributions to calcite production, as this is the minimal
time length over which we can realistically expect relative abundances to be
least variable. Also, much of the work measuring calcite production by
natural field communities is based on daily integrals (e.g. Poulton et al.,
2010; Poulton et al., 2013).</p>
      <p>We examine the potential relative daily calcite production by modelling a
simplified community comprised of just <italic>E. huxleyi</italic> and either
<italic>C. pelagicus</italic> or <italic>C. braarudii</italic>. Assuming steady state in
terms of the cellular quota across a day, calcite production for a given
species is the product of its growth rate (<inline-formula><mml:math display="inline"><mml:mi mathvariant="italic">μ</mml:mi></mml:math></inline-formula>), cellular
calcite (<inline-formula><mml:math display="inline"><mml:mi>C</mml:mi></mml:math></inline-formula>) and abundance (<inline-formula><mml:math display="inline"><mml:mi>N</mml:mi></mml:math></inline-formula>) (Leynaert et al., 2001; Poulton et al.,
2010). Therefore, we can calculate the percentage of calcite production by a
specific species (%CP<inline-formula><mml:math display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">sp</mml:mi></mml:msub></mml:math></inline-formula>), such as <italic>Coccolithus</italic>,<?xmltex \hack{\newpage}?><?xmltex \hack{\noindent}?>within
a mixed community, using the following equation:
            <disp-formula id="Ch1.E1" content-type="numbered"><mml:math display="block"><mml:mrow><mml:mi mathvariant="italic">%</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mi>P</mml:mi><mml:mi mathvariant="normal">sp</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mi mathvariant="normal">sp</mml:mi></mml:msub><mml:msub><mml:mi>C</mml:mi><mml:mi mathvariant="normal">sp</mml:mi></mml:msub><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">sp</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:msub><mml:mi>C</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:msub><mml:mi>N</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>×</mml:mo><mml:mn>100.</mml:mn></mml:mrow></mml:math></disp-formula>
          The model was parameterised using a range of relative growth rates that spans
the range measured in our culture experiments (Fig. 2, Table 2), but which has also
been extended down to 10 % to investigate the effect of
<italic>Coccolithus</italic> having a much lower relative growth rate. The relative
abundance of <italic>Coccolithus</italic> and <italic>E. huxleyi</italic> in our simple model
community is represented as the ratio of <italic>E. huxleyi</italic> to
<italic>Coccolithus</italic> and was varied from 0 to 80. Cellular calcite values for
each species were experimentally determined (Table 1). The percentage calcite
production by <italic>Coccolithus</italic> is inversely related to its relative
growth rate, cellular calcite and abundance, and linearly related to the
ratio of <italic>E. huxleyi</italic> to <italic>Coccolithus</italic> (demonstrated in
Fig. 3). As the ratio of <italic>E. huxleyi</italic> to <italic>Coccolithus</italic>
increases, or the relative growth rate of <italic>Coccolithus</italic> decreases, a
decrease in the percentage calcite production by <italic>Coccolithus</italic> is
observed (Fig. 3).</p>
      <p><italic>Coccolithus</italic> <italic>braarudii</italic> is the major source (<inline-formula><mml:math display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 50 %)
of calcite production in 56 % of the model, and 64 % of the model
when considering only the range of relative growth rates of <italic>C. braarudii</italic> observed in this study (51–88 %, Fig. 3a). At its average
relative growth rate (72 %), <italic>C. braarudii</italic> will dominate
(<inline-formula><mml:math display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 50 %) calcite production if the ratio of <italic>E. huxleyi</italic> to
<italic>C. braarudii</italic> is less than <inline-formula><mml:math display="inline"><mml:mrow><mml:mn>53</mml:mn><mml:mo>:</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>, whilst with the same growth rates
<italic>C. braarudii</italic> calcifies at a rate equivalent to 74 cells of
<italic>E. huxleyi</italic>. However, if <italic>C. braarudii</italic> is only able to grow
at a relative growth rate of 10 % that of <italic>E. huxleyi</italic>, its
calcite production is reduced to only 7 times that of an <italic>E. huxleyi</italic>
cell. Therefore, unless <italic>C. braarudii</italic> both is in a very low relative
abundance and has a very low relative growth rate, we would expect <italic>C. braarudii</italic> to be a major source of calcite compared to <italic>E. huxleyi</italic>.</p>
      <p><italic>Coccolithus</italic> <italic>pelagicus</italic> has a lower cellular calcite content
than <italic>C. braarudii</italic> (16.6 and 38.7 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>,
respectively; Table 1) and thus only dominates 29 % of its total model, and 44 % of
the model when constrained to observed relative growth rates (74–110 %).
When growing at its average observed relative growth rate (88 %),
<italic>C. pelagicus</italic> dominates calcite production when the ratio of
<italic>E. huxleyi</italic> to <italic>C. pelagicus</italic> is less than <inline-formula><mml:math display="inline"><mml:mrow><mml:mn>34</mml:mn><mml:mo>:</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> (Fig. 3b).
Equivalent growth rates require a ratio less than <inline-formula><mml:math display="inline"><mml:mrow><mml:mn>39</mml:mn><mml:mo>:</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> for <italic>C. pelagicus</italic> to dominate cellular calcite production, whilst a growth rate of
only 10 % that of <italic>E. huxleyi</italic> results in calcite production from
<italic>C. pelagicus</italic> being only 3.5 times that of an <italic>E. huxleyi</italic>
cell. Although a greater relative abundance of <italic>C. pelagicus</italic> is
required to dominate calcite production compared to <italic>C. braarudii</italic>, we
still find that it would also be a large source of calcite unless both
relative growth rates and abundances are low.</p>
      <p>Although we have modelled the effect of growth rate and relative abundance on
the role of <italic>Coccolithus</italic> as a calcite producer, the relative calcite
production of the two species in these models is highly dependent on the
cellular calcite quotas attributed to both <italic>E. huxleyi</italic> and
<italic>Coccolithus</italic> (Table 1), as calcite production is the product of
growth rate and cellular calcite. Estimates of the cellular calcite content
of <italic>E. huxleyi</italic> vary significantly between studies (Balch et al.,
1996; Paasche, 2002; Langer et al., 2009; Poulton et al., 2010), which is
likely due to both ecophysiological and methodological differences (Young and
Ziveri, 2000; Poulton et al., 2010, 2013; Hoffman et al., 2014). Our
estimates of <italic>E. huxleyi</italic> cellular calcite
(0.43–0.52 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) are similar to recent estimates based on
similar biometric measurements (Hoffman et al., 2014) and are within the
range of literature values (0.22–1.1 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>; Fritz and Balch,
1996; Paasche, 2002; Hoppe et al., 2011). Our value for <italic>C. braarudii</italic>
cellular calcite is greater than previously measured
(28 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, Langer et al., 2006; 17 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>,
Gerecht et al., 2014), while the value for <italic>C. pelagicus</italic> cellular
calcite is lower (26 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>; Gerecht et al., 2014).</p>
      <p>To address the impact of variability in cellular calcite on calcite
production, we have varied the parameters of our model by concurrently
increasing the calcite content of <italic>E. huxleyi</italic> and decreasing that of
<italic>Coccolithus</italic>, by 1 standard deviation each (Table 1), or vice versa
(Fig. 3c–f). In doing this, we capture most of the reported range of
<italic>E. huxleyi</italic> calcite as it is the equivalent of varying <italic>E. huxleyi</italic> RCC3533 calcite by 0.23–0.75 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and RCC1228 by
0.33–0.79 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, while the value for <italic>Coccolithus</italic> is
held constant.</p>
      <p>Reducing the calcite content of <italic>C. pelagicus</italic>
(12.7 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) and <italic>C. braarudii</italic>
(32.5 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) and increasing that of <italic>E. huxleyi</italic>
(0.57–0.66 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) reduces the dominance of
<italic>Coccolithus</italic> in the model (Fig. 3c–d). Thus <italic>C. braarudii</italic>
dominates only 37 % of the total model (Fig. 3c), 43 % of the model
when constrained to observed relative growth rates, and calcifies at a rate
equivalent to 49 cells of <italic>E. huxleyi</italic> when growth rates are the same.
With the same reductions in cellular calcite content, <italic>C. pelagicus</italic>
is the major calcite producer in only 17 % of the total model (Fig. 3d),
26 % of the model when constrained to observed relative growth rates, and
with the same growth rate it will dominate calcite production if the ratio of
<italic>E. huxleyi</italic> to <italic>C. pelagicus</italic> is less than <inline-formula><mml:math display="inline"><mml:mrow><mml:mn>22</mml:mn><mml:mo>:</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>.</p>
      <p>An increase in the calcite content of <italic>C. pelagicus</italic>
(20.5 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) and <italic>C. braarudii</italic>
(44.9 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), coupled with a decrease in that of <italic>E. huxleyi</italic> (0.29–0.38 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), results unsurprisingly in an
increased dominance of both <italic>C. braarudii</italic> (Fig. 3e) and <italic>C. pelagicus</italic> (Fig. 3f). <italic>Coccolithus</italic> <italic>braarudii</italic> dominates
75 % of the total model and 93 % of the observation-constrained
model, while <italic>C. pelagicus</italic> dominates 53 % of the total model and
81 % of the observation-constrained model.</p>
      <p>Cellular calcite clearly has a significant influence on our calculation of
percentage calcite production and therefore needs to be constrained more
tightly, particularly in the case of <italic>Coccolithus</italic>. However, we still observe notable
levels of calcite production deriving from <italic>Coccolithus</italic> rather than <italic>E. huxleyi</italic> in the models using
even the lowest values of cellular calcite for <italic>Coccolithus</italic>.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><caption><p>Relative cellular abundance of <italic>Emiliania huxleyi</italic> to
<italic>Coccolithus pelagicus</italic> in the North Atlantic in 2010 (April–August). Crossed symbols indicate samples where <italic>C. pelagicus</italic> was
absent.</p></caption>
          <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://www.biogeosciences.net/11/6915/2014/bg-11-6915-2014-f04.pdf"/>

        </fig>

</sec>
<sec id="Ch1.S3.SS3">
  <title>The importance of relative abundance</title>
      <p>The model scenarios clearly highlight the importance of relative cellular
calcite quotas, relative growth rates and relative abundances when
determining the relative role of <italic>E. huxleyi</italic> and <italic>Coccolithus</italic> in calcite production. While cellular
calcite and growth rates will affect relative calcite production at a
cellular level, it is the relative abundance of <italic>E. huxleyi</italic> and <italic>Coccolithus</italic> within a population
that will determine the proportion of calcite production that derives from
<italic>Coccolithus</italic>. Using data from field communities, we can examine whether populations exist
where <italic>C. pelagicus</italic> has the potential to be a significant calcite producer.</p>
      <p>Coccolithophore abundances were determined from samples collected on three
cruises in the Irminger and Iceland basins of the North Atlantic, a region in
which both <italic>E. huxleyi</italic> and <italic>C. pelagicus</italic> are present
(McIntyre and Bé, 1967). A physicochemical description of the region is
available in Ryan-Keogh et al. (2013), which indicates nutrient replete
conditions for the phytoplankton community in spring and nutrient depleted
(iron and/or nitrate) conditions in summer. Although other species of
coccolithophore were present, we have extracted only the abundances of
<italic>E. huxleyi</italic> and <italic>C. pelagicus</italic>, so that the data are comparable
to our model scenarios in Sect. 3.2. Of the 37 samples analysed, <italic>E. huxleyi</italic> and <italic>C. pelagicus</italic> were observed in 29 samples, with
<italic>E. huxleyi</italic> present in a further 6 samples in which <italic>C. pelagicus</italic> was absent (Fig. 4). When present, concentrations of <italic>E. huxleyi</italic> ranged from 2 to 980 cells mL<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, while <italic>C. pelagicus</italic>
ranged from 0.1 to 74 cells mL<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. The relative abundance of <italic>E. huxleyi</italic> to <italic>C. pelagicus</italic> (0.7–85) was generally comparable to our
modelled range, with a relatively low median average of 12.7. However, in two
samples (Supplement Table S1), the relative abundance was much higher
(155–212), such that <italic>C. pelagicus</italic> was unlikely to be a significant
calcite producer in these samples.</p>
      <p>Assuming the original model scenario of measured cellular calcite (Table 1,
Fig. 3a and b) and the average relative growth rate for <italic>C. pelagicus</italic>
of 88 %, the minimum relative abundance of <inline-formula><mml:math display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula>. <italic>huxleyi </italic>to
<italic>C. pelagicus</italic> required for <inline-formula><mml:math display="inline"><mml:mi>E</mml:mi></mml:math></inline-formula>. <italic>huxleyi </italic>to dominate calcite
production (<inline-formula><mml:math display="inline"><mml:mrow><mml:mn>34</mml:mn><mml:mo>:</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>) was exceeded in only 5 out of 29 samples. Taking into
account those samples in which <italic>C. pelagicus</italic> was absent, <italic>C. pelagicus</italic> is a greater calcite producer than <italic>E. huxleyi</italic> in 69 %
of the samples. If equivalent growth rates are assumed, then <italic>C. pelagicus</italic> remains the major calcite producer in 69 % of the samples.</p>
      <p>Under the more conservative model scenario (Fig. 3d), with a relative growth
rate of 88 %, <italic>C. pelagicus</italic> remains the major calcite producer in
57 % of the samples, which is reduced to 51 % if the lowest measured
relative growth rate (74 %) is used. If <italic>C. pelagicus</italic> has a
higher nutrient requirement and lower nutrient affinity than <italic>E. huxleyi</italic>, then in low-nutrient conditions we would expect a lower relative
growth rate. As we do not know the relative nutrient affinities, we have used
an extreme in our original model where <italic>C. pelagicus</italic> has a relative
growth rate of 10 %. Under this scenario, <italic>C. pelagicus</italic> is the
major calcite producer in 14 % of the samples, although it would still
form a significant component of the total calcite production (7–49 %) in
other samples when present.</p>
      <p>Using experimentally determined relative growth rates and cellular calcite
quotas, in conjunction with relative abundances from field populations, we
have shown that <italic>C. pelagicus</italic> is likely to be a major source of calcite in the sub-polar
North Atlantic. Data on relative abundances of <italic>E. huxleyi</italic> and <italic>C. braarudii</italic> in field communities
were not available for an equivalent comparison study.</p>
</sec>
<sec id="Ch1.S3.SS4">
  <title>Implications of cell size differences </title>
      <p>While the difference in growth rates between <italic>E. huxleyi</italic> and
<italic>Coccolithus</italic> is comparatively small, the difference in cell volume of
<italic>C. pelagicus</italic> (<inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 1100 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula>) and <italic>C. braarudii</italic> (<inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 2100 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula>) compared to <italic>E. huxleyi</italic>
(<inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 50 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>m<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula>) is relatively large. These differences are
reflected in their cellular Chl <inline-formula><mml:math display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula> and cellular calcite : POC ratio (Table 1), with
the species having similar ratios of carbon : Chl <inline-formula><mml:math display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula> (25–36 g g<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)
across the experimental conditions. Larger cells have a lower
surface-area-to-volume ratio, which reduces the diffusive nutrient uptake per unit volume of
the cell (Lewis, 1976; Finkel et al., 2009), and thus maximal growth rates
generally increase with decreasing cell size (Sarthou et al., 2005). Hence,
although we expect <italic>E. huxleyi</italic> maximal (optimal) growth rates to be
higher than <italic>Coccolithus</italic>, the relatively small difference in growth
rate (Fig. 2) compared to cell volume (Table 1) implies that
<italic>Coccolithus</italic> must have efficient (competitive) nutrient uptake
pathways, or that these experimental conditions are less optimal for
<italic>E. huxleyi</italic> than <italic>Coccolithus</italic>.</p>
      <p>It is also worth considering the implications of relative differences in cell
size and surface area to volume for nutrient requirements to support growth.
From our estimates of cellular POC (Table 1) and assuming Redfield
stoichiometry (Redfield, 1958), we can also estimate that the cellular
particulate organic nitrogen (PON) and particulate organic phosphorus (POP)
content of <italic>E. huxleyi</italic>, <italic>C. pelagicus</italic> and <italic>C. braarudii</italic> is, respectively, 0.10, 2.0 and 3.6 pmol N cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and
0.006, 0.12 and 0.22 pmol P cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. Our estimates of cellular quotas
for <italic>E. huxleyi</italic> are similar to Langer et al. (2013), who measured
cellular quotas of 0.69 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, 0.12 pmol N cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, and
0.003 pmol P cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. Cellular quotas of both <italic>C. pelagicus</italic>
and <italic>C. braarudii</italic> have recently been measured by Gerecht et
al. (2014). While the cellular PON (1.9 pmol N cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) and POP
(0.19 pmol P cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) of <italic>C. pelagicus</italic> were generally similar
to our study, the value for cellular POC was slightly larger
(20 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), suggesting a lower nutrient requirement per unit
POC. However, Gerecht et al. (2014) report <italic>C. braarudii</italic> cellular
quotas of POC (13 pmol C cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) and PON (1.5 pmol N cell<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)
that are much lower than their values for <italic>C. pelagicus</italic>. This is
unexpected, as it is generally accepted that<italic> C. braarudii</italic> is a
larger species of coccolithophore than <italic>C. pelagicus</italic> (Geisen et al.,
2004) and we would therefore expect a higher POC content for <italic>C. braarudii</italic> than <italic>C. pelagicus</italic> (Table 1) if POC scales with cell size.
Clearly further cellular measurements of POC, PON and POP for different
coccolithophore species are needed to fully examine cellular nutrient
requirements.</p>
      <p>For culture media with a given nitrate concentration of
10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>mol N L<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, the maximum cumulative cell concentration
that could be supported using our estimated cellular PON would therefore be
<inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 1 <inline-formula><mml:math display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 10<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">5</mml:mn></mml:msup></mml:math></inline-formula>, <inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 5000 and
<inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 2800 cells mL<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, respectively, for <italic>E. huxleyi</italic>,
<italic>C. pelagicus </italic> and <italic>C. braarudii</italic>. This corresponds to
cumulative calcite concentrations, using cellular calcite quotas from
Table 1, of <inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 50, <inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 80 and
<inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 110 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>mol C L<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. Therefore despite lower cell
densities, for a given nutrient concentration, a population of <italic>C. pelagicus</italic> and <italic>C. braarudii</italic> would be a greater source of calcite
than <italic>E. huxleyi.</italic></p>
      <p><italic>Emiliania huxleyi </italic>regularly forms seasonal blooms in excess of
1000 cells mL<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, particularly in the high latitudes of the Northern
and Southern hemispheres (Tyrrell and Merico, 2004; Poulton et al., 2013).
For a bloom with a magnitude of 1000 cells mL<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, this would require a
nitrate concentration of only <inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 0.1 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>mol N L<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>.
Comparatively, although rare, <italic>C. pelagicus</italic> has also been reported in
concentrations exceeding 1000 cells mL<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> in the high-latitude North
Atlantic (Milliman, 1980), requiring a much larger nitrate concentration of
2 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>mol N L<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. The seasonal drawdown of nitrate in the North
Atlantic is estimated be <inline-formula><mml:math display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 10 <inline-formula><mml:math display="inline"><mml:mi mathvariant="normal">µ</mml:mi></mml:math></inline-formula>mol N L<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (Sanders et
al., 2005; Ryan-Keogh et al., 2013), and thus a <italic>C. pelagicus</italic> bloom
of 1000 cells mL<inline-formula><mml:math display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> represents the utilisation of a significant amount
of the available nutrients. For a bloom of this magnitude to occur, we would
expect <italic>C. pelagicus</italic> to be a significant proportion of the total
phytoplankton community with a relatively low mortality rate, as nutrient
drawdown will be related to gross production by the total phytoplankton
community. Reduced mortality has also been discussed as a possible factor in
the formation and persistence of <italic>E. huxleyi</italic> blooms in the southeast
Bering Sea (Olson and Strom, 2002).</p>
      <p>The function of coccoliths is not well understood but may have a
significant role in reducing mortality by providing a certain level of
protection from zooplankton grazing (Young, 1994; Tyrrell and Young, 2009).
If this is the case, then we would speculate that <italic>C. pelagicus</italic> has a relatively lower
mortality than <italic>E. huxleyi</italic> due to both its larger cell size and its much larger and
heavier coccosphere. A lower mortality may explain how <italic>C. pelagicus</italic> is able to form
high-density populations, while the large nutrient requirement would restrict <italic>C. pelagicus</italic>
blooms to populations where it heavily dominates the plankton community, and
this may explain the scarcity of reported <italic>C. pelagicus</italic> blooms.</p>
</sec>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <title>Conclusions</title>
      <p>The data we have presented show that, when grown in parallel under identical
experimental conditions, the relative difference in growth rates between
<italic>E. huxleyi</italic> and <italic>Coccolithus</italic> species was generally small (12 and
28 %, respectively, for <italic>C. pelagicus</italic> and <italic>C. braarudii</italic>),
although <italic>E. huxleyi</italic> generally grew significantly faster than both <italic>C. pelagicus</italic> and <italic>C. braarudii</italic>. Using relative growth rates and
estimates of cellular calcite to model relative calcite production, we have
also shown that, when in a suitable relative abundance to <italic>E. huxleyi</italic>,
both <italic>C. pelagicus</italic> and <italic>C. braarudii</italic> have the potential to
dominate relative and absolute calcite production.</p>
      <p>The relative abundance of <italic>E. huxleyi</italic> and <italic>C. pelagicus</italic> was
determined from samples collected from the Irminger and Iceland basins in the
North Atlantic. This showed that, using our standard model scenario with
<italic>C. pelagicus</italic> growing at 88 % of the growth rate of <italic>E. huxleyi</italic>, we would expect <italic>C. pelagicus</italic> to be the major calcite
producer in 69 % of the field samples. Using a more conservative model
reduced this to 57 %, while the scenario of an extreme difference in
growth rates led to <italic>C. pelagicus</italic> only dominating 14 % of the
samples. Therefore, we would expect <italic>C. pelagicus</italic> to be a major
source of calcite in the sub-polar North Atlantic across a spectrum of
relative growth rates. With a present-day distribution constrained to the
polar and sub-polar Northern Hemisphere, <italic>C. pelagicus</italic> is unlikely to
be a dominant calcite producer on a global scale. However, the fossil record
of <italic>C. pelagicus</italic> shows that it has remained a major contributor to
sedimentary calcite for the last 65 million years (Gibbs et al., 2013), and
therefore there is the strong potential that it was also a major producer in
the surface ocean in the past. There are a number of other extant
coccolithophore species that have high cellular calcite content relative to
<italic>E. huxleyi</italic> (e.g. <italic>Calcidiscus leptoporus</italic>,
<italic>Helicosphaera carteri</italic>) and are known to have high contributions to
deep sea calcite fluxes, and therefore may similarly make significant
contributions to pelagic calcite production. Further studies elucidating the
relative growth rates of these species compared to <italic>E. huxleyi</italic>, in
culture and in the field, as well as their relative abundances in mixed
coccolithophore communities are therefore needed to fully examine their
potential to dominate calcite production. Lastly, investigations of community
composition and calcification rates are also needed to examine the
contribution of different species to total calcite production.</p>
      <p>Despite a small relative difference in growth rates, there were large
differences in cell size. Estimates of the cellular nutrient requirements
suggest that for a given nutrient concentration, despite a much smaller
maximum cell density, both <italic>C. pelagicus</italic> and <italic>C. braarudii</italic> would be a greater source of calcite than
<italic>E. huxleyi</italic>. These results have significant implications for how we view calcite
production in natural coccolithophore communities and which coccolithophores
are keystone species for oceanic biogeochemical cycles.</p>
</sec>

      
      </body>
    <back><app-group>
        <supplementary-material position="anchor"><p><bold>The Supplement related to this article is available online at <inline-supplementary-material xlink:href="http://dx.doi.org/10.5194/bg-11-6915-2014-supplement" xlink:title="pdf">doi:10.5194/bg-11-6915-2014-supplement</inline-supplementary-material>.</bold></p></supplementary-material>
        </app-group><ack><title>Acknowledgements</title><p>The authors acknowledge financial support from the UK Natural Environmental
Research Council, via a studentship to C. J. Daniels, a postdoctoral
fellowship to A. J. Poulton (NE/F015054/1), and further support via
the UK Ocean Acidification Research Programme (NE/H017097/1) and National
Capability funding. R. M. Sheward was supported through a Vice Chancellors
Studentship from the University of Southampton with additional support from
the UK Natural Environmental Research Council. We also thank Ian Probert,
Toby Tyrrell and Jeremy Young for their continued support and advice;
Stuart Painter, Martine Couapel and Mike Lucas for assistance with collection
of samples from the three RRS <italic>Discovery</italic> cruises in the North
Atlantic; and, finally, Richard Pearce, Elena Maher, Jonathan Hurst and
Jeremy Mirza for assistance with coccolithophore cell counts. <?xmltex \hack{\newline}?><?xmltex \hack{\newline}?> Edited by: J.-P. Gattuso</p></ack><ref-list>
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