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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2021.649246</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Seasonal and Interannual Variability of the CO<sub>2</sub> System in the Eastern Mediterranean Sea: A Case Study in the North Western Levantine Basin</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wimart-Rousseau</surname> <given-names>Cathy</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1088441/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wagener</surname> <given-names>Thibaut</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1019707/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>&#x00C1;lvarez</surname> <given-names>Marta</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/144153/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Moutin</surname> <given-names>Thierry</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/256222/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Fourrier</surname> <given-names>Marine</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/921946/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Coppola</surname> <given-names>Laurent</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/546425/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Niclas-Chirurgien</surname> <given-names>Laure</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1313056/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Raimbault</surname> <given-names>Patrick</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/519202/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>D&#x2019;Ortenzio</surname> <given-names>Fabrizio</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/625285/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Durrieu de Madron</surname> <given-names>Xavier</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1126353/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Taillandier</surname> <given-names>Vincent</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/396062/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Dumas</surname> <given-names>Franck</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1137802/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Conan</surname> <given-names>Pascal</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/204475/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Pujo-Pay</surname> <given-names>Mireille</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/719808/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Lef&#x00E8;vre</surname> <given-names>Dominique</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/835557/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Aix Marseille Universit&#x00E9;, Universit&#x00E9; de Toulon, CNRS, IRD, MIO, UM 110</institution>, <addr-line>Marseille</addr-line>, <country>France</country></aff>
<aff id="aff2"><sup>2</sup><institution>Instituto Espa&#x00F1;ol de Oceanografia</institution>, <addr-line>A Coru&#x00F1;a</addr-line>, <country>Spain</country></aff>
<aff id="aff3"><sup>3</sup><institution>Sorbonne Universit&#x00E9;, CNRS, Laboratoire d&#x2019;Oc&#x00E9;anographie de Villefranche</institution>, <addr-line>Villefranche-sur-Mer</addr-line>, <country>France</country></aff>
<aff id="aff4"><sup>4</sup><institution>Sorbonne Universit&#x00E9;, CNRS, Institut de la Mer de Villefranche</institution>, <addr-line>Villefranche-sur-Mer</addr-line>, <country>France</country></aff>
<aff id="aff5"><sup>5</sup><institution>CEFREM, CNRS-Universit&#x00E9; de Perpignan Via Domitia</institution>, <addr-line>Perpignan</addr-line>, <country>France</country></aff>
<aff id="aff6"><sup>6</sup><institution>Service Hydrographique et Oc&#x00E9;anographique de la Marine&#x2014;Shom</institution>, <addr-line>Brest</addr-line>, <country>France</country></aff>
<aff id="aff7"><sup>7</sup><institution>Sorbonne Universit&#x00E9;, CNRS, Laboratoire d&#x2019;Oc&#x00E9;anographie Microbienne, Observatoire Oc&#x00E9;anologique</institution>, <addr-line>Banyuls-sur-Mer</addr-line>, <country>France</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Gotzon Basterretxea, Mediterranean Institute for Advanced Studies (IMEDEA), Spain</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Siv Kari Lauvset, Norwegian Research Institute (NORCE), Norway; Anne Willem Omta, Massachusetts Institute of Technology, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Cathy Wimart-Rousseau, <email>cathy.wimart-rousseau@mio.osupytheas.fr</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Marine Biogeochemistry, a section of the journal Frontiers in Marine Science</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>05</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>649246</elocation-id>
<history>
<date date-type="received">
<day>04</day>
<month>01</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>04</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Wimart-Rousseau, Wagener, &#x00C1;lvarez, Moutin, Fourrier, Coppola, Niclas-Chirurgien, Raimbault, D&#x2019;Ortenzio, Durrieu de Madron, Taillandier, Dumas, Conan, Pujo-Pay and Lef&#x00E8;vre.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Wimart-Rousseau, Wagener, &#x00C1;lvarez, Moutin, Fourrier, Coppola, Niclas-Chirurgien, Raimbault, D&#x2019;Ortenzio, Durrieu de Madron, Taillandier, Dumas, Conan, Pujo-Pay and Lef&#x00E8;vre</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>The seasonal variability of the carbonate system in the eastern Mediterranean Sea (EMed) was investigated based on discrete total alkalinity (A<sub><italic>T</italic></sub>), total dissolved inorganic carbon (C<sub><italic>T</italic></sub>), and pH measurements collected during three cruises around Crete between June 2018 and March 2019. This study presents a detailed description of this new carbonate chemistry dataset in the eastern Mediterranean Sea. We show that the North Western Levantine Basin (NWLB) is unique in terms of range of A<sub><italic>T</italic></sub> variation vs. C<sub><italic>T</italic></sub> variation in the upper water column over an annual cycle. The reasons for this singularity of the NWLB can be explained by the interplay between strong evaporation and the concomitant consumption of C<sub><italic>T</italic></sub> by autotrophic processes. The high range of A<sub><italic>T</italic></sub> variations, combined to temperature changes, has a strong impact on the variability of the seawater <italic>p</italic>CO<sub>2</sub> (<italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup>). Based on Argo float data, an entire annual cycle for <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> in the NWLB has been reconstructed in order to estimate the temporal sequence of the potential &#x201C;source&#x201D; and &#x201C;sink&#x201D; of atmospheric CO<sub>2</sub>. By combining this dataset with previous observations in the NWLB, this study shows a significant ocean acidification and a decrease in the oceanic surface pH<sub><italic>T</italic></sub><sup>25</sup> of &#x2212;0.0024 &#x00B1; 0.0004 pH<sub><italic>T</italic></sub><sup>25</sup> units.a<sup>&#x2013;1</sup>. The changes in the carbonate system are driven by the increase of atmospheric CO<sub>2</sub> but also by unexplained temporal changes in the surface A<sub><italic>T</italic></sub> content. If we consider that the EMed will, in the future, encounter longer, more intense and warmer summer seasons, this study proposes some perspectives on the carbonate system functioning of the &#x201C;future&#x201D; EMed.</p>
</abstract>
<kwd-group>
<kwd>carbonate system</kwd>
<kwd>Mediterranean Sea</kwd>
<kwd>acidification</kwd>
<kwd>CO<sub>2</sub> fluxes</kwd>
<kwd>Levantine Sea</kwd>
<kwd>inorganic carbon</kwd>
</kwd-group>
<contract-sponsor id="cn001">Aix-Marseille Universit&#x00E9;<named-content content-type="fundref-id">10.13039/100007586</named-content></contract-sponsor>
<counts>
<fig-count count="8"/>
<table-count count="4"/>
<equation-count count="4"/>
<ref-count count="92"/>
<page-count count="18"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1">
<title>Introduction</title>
<p>Since the beginning of the industrial era, the rise in atmospheric CO<sub>2</sub> due to anthropogenic activities is considered to be the main factor responsible for current climate change (<xref ref-type="bibr" rid="B46">IPCC, 2018</xref>). The ocean plays a significant role in modulating atmospheric CO<sub>2</sub> as it has sequestrated <italic>ca</italic>. 31% of the global anthropogenic CO<sub>2</sub> emissions in the past few decade (<xref ref-type="bibr" rid="B38">Gruber et al., 2019</xref>). Between 2009 and 2018, the ocean CO<sub>2</sub> sink was estimated to be equal to 2.5 &#x00B1; 0.6 PgC.a<sup>&#x2013;1</sup> (<xref ref-type="bibr" rid="B34">Friedlingstein et al., 2019</xref>). Ocean CO<sub>2</sub> uptake induces an increase in hydronium ion concentration (<italic>i.e.</italic>, a decrease in oceanic pH) commonly referred as ocean acidification (<xref ref-type="bibr" rid="B27">Doney et al., 2009</xref>). This ocean acidification represents a significant threat to marine organisms (<xref ref-type="bibr" rid="B49">Kroeker et al., 2013</xref>) and is likely to affect marine ecosystems (<xref ref-type="bibr" rid="B32">Feely et al., 2004</xref>).</p>
<p>The marginal Mediterranean Sea (MedSea) is a singular oceanic basin in terms of carbonate chemistry and deserves specific study. Due to the relatively short residence time of its water masses, this semi-enclosed, basin is considered to be more reactive to external forcing than other oceanic areas (<xref ref-type="bibr" rid="B29">Durrieu de Madron et al., 2011</xref>). The warm and highly alkaline waters absorb CO<sub>2</sub> from the atmosphere and transport it to the interior by active overturning circulation (<xref ref-type="bibr" rid="B75">Schneider et al., 2010</xref>; <xref ref-type="bibr" rid="B1">&#x00C1;lvarez et al., 2014</xref>). Indeed, while representing only 0.3% of the global oceanic volume, the anthropogenic carbon content of the MedSea was estimated to represent 1.1% of the world&#x2019;s ocean content in 1994 (<xref ref-type="bibr" rid="B75">Schneider et al., 2010</xref>; <xref ref-type="bibr" rid="B52">Lee et al., 2011</xref>). Moreover, several studies have reported a marked decline in the pH of the MedSea over the last few decades (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B83">Touratier and Goyet, 2011</xref>; <xref ref-type="bibr" rid="B42">Hassoun et al., 2015b</xref>; <xref ref-type="bibr" rid="B68">Palmi&#x00E9;ri et al., 2015</xref>; <xref ref-type="bibr" rid="B33">Flecha et al., 2019</xref>).</p>
<p>Detailed descriptions of the circulation and water masses of the MedSea can be found in <xref ref-type="bibr" rid="B57">Millot and Taupier-Letage (2005)</xref>, <xref ref-type="bibr" rid="B6">Bergamasco and Malanotte-Rizzoli (2010)</xref>, and <xref ref-type="bibr" rid="B29">Durrieu de Madron et al. (2011)</xref>. The water masses of the Eastern Mediterranean Sea (EMed) are warmer, more haline, more oxygenated and more alkaline than those in the Western Mediterranean Sea (WMed) (<xref ref-type="bibr" rid="B1">&#x00C1;lvarez et al., 2014</xref>). The EMed water column can be schematically divided into three layers: (1) The surface layer, filled with Modified Atlantic Waters (MAW) with specific regional and seasonal characteristics [<italic>e.g.</italic>, Levantine Surface Waters (LSW)]; (2) Intermediate waters characterised, in the presence of MAW, by a local salinity maximum and generally described by the generic name Levantine Intermediate Waters (LIW); (3) The Eastern Mediterranean Deep Waters (EMDW), mostly retained in the EMed, consisting of a mixture of Adriatic Deep Waters (AdDW) and Aegean Deep Waters (AeDW). EMDW have undergone drastic changes over the last few decades (known as the Eastern Mediterranean Transient; <xref ref-type="bibr" rid="B73">Roether et al., 1996</xref>).</p>
<p>The MedSea is already exhibiting a consistent ocean acidification trend as a direct consequence to oceanic CO<sub>2</sub> uptake. It is therefore important to observe carbonate chemistry over sustained time-series to understand the long-term changes in ocean chemistry. The seasonal dynamics of the carbonate system, crucial in understanding the variability in the air-sea CO<sub>2</sub> exchanges, also requires these important time-series observations. When compared to other oceanic areas, including the WMed, the oligotrophic EMed (<xref ref-type="bibr" rid="B70">Pujo-Pay et al., 2011</xref>) is characterised by low primary production rates (<xref ref-type="bibr" rid="B59">Moutin and Raimbault, 2002</xref>). This low productivity reduces the vertical gradients of dissolved inorganic carbon, making the detection and understanding of decadal and seasonal changes in the carbonate system particularly challenging in this area. Over the last few decades, a considerable amount of work has been devoted to the EMed (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B75">Schneider et al., 2010</xref>; <xref ref-type="bibr" rid="B1">&#x00C1;lvarez et al., 2014</xref>; <xref ref-type="bibr" rid="B42">Hassoun et al., 2015b</xref>; <xref ref-type="bibr" rid="B39">Hainbucher et al., 2019</xref>), however, these cruises do not cover a full seasonal cycle leading to biased observations. Most of the time-series measurements recorded in the MedSea have been taken in the coastal (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B20">De Carlo et al., 2013</xref>; <xref ref-type="bibr" rid="B44">Ingrosso et al., 2016</xref>; <xref ref-type="bibr" rid="B47">Kapsenberg et al., 2017</xref>) and oceanic WMed (<xref ref-type="bibr" rid="B53">Lef&#x00E8;vre, 2010</xref>; <xref ref-type="bibr" rid="B13">Coppola et al., 2018</xref>). In the EMed, time-series measurements are scarce and mostly based in the Cretan Sea (<xref ref-type="bibr" rid="B69">Petihakis et al., 2018</xref>) or coastal sites such as the Lebanese coast (<xref ref-type="bibr" rid="B40">Hassoun et al., 2019</xref>) or the Israeli coast (<xref ref-type="bibr" rid="B78">Sisma-Ventura et al., 2017</xref>), precluding a rigorous description of the temporal variability of the carbonate system in the open-ocean EMed. In the MedSea open-ocean, studies based on data derived from satellite observations have been conducted to decipher, over a seasonal and interannual scale, the variations in <italic>p</italic>CO<sub>2</sub> (<xref ref-type="bibr" rid="B16">D&#x2019;Ortenzio et al., 2008</xref>; <xref ref-type="bibr" rid="B81">Taillandier et al., 2012</xref>). Nonetheless, understanding the variability in the seasonal carbonate system in the EMed is required to evaluate the effects of the increasing threats in this area, such as warming (<xref ref-type="bibr" rid="B60">Nykjaer, 2009</xref>) and ocean acidification.</p>
<p>In the frame of the PERLE project (the Pelagic Ecosystem Response to deep water formation in the Levant Experiment), an intense <italic>in situ</italic> survey of the Levantine area was carried out during 2018&#x2013;2019 (<xref ref-type="bibr" rid="B18">D&#x2019;Ortenzio et al., 2020</xref>). This study reports on a new oceanic inorganic carbon dataset acquired over three different periods of the year in the South Cretan area (described as the North Western Levantine Basin or NWLB hereafter) (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Map of the &#x201C;PERLE area.&#x201D; Stations visited during PERLE0 are in red, during PERLE1 in blue and during PERLE2 in green. Diamonds represent stations with carbonate chemistry. Stations from the CARIMED database with A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> measurements are shown by small yellow dots. Grey dots show the WMO 6902913 Argo profiler positions from October 2018 to July 2020. Arrows show the main surface water mass pathways (see acronyms in the text). The North Western Levantine Basin area (NWLB) is defined by the dotted insert.</p></caption>
<graphic xlink:href="fmars-08-649246-g001.tif"/>
</fig>
<p>This study gives a detailed description of this new dataset and the oceanographical context (section &#x201C;Descriptive Carbonate Chemistry in the Context of the PERLE Cruises&#x201D;). In section &#x201C;Atypical Drivers of the Seasonal Dynamics of the Carbonate Chemistry Within the Mixed Layer of the North Western Levantine Basin,&#x201D; using these new annual observations in the NWLB, the physical and biological drivers explaining the seasonal variability of the carbonate parameters in the upper water column will be investigated and the impact of the variations on air-sea CO<sub>2</sub> fluxes will be discussed. In section &#x201C;Long Term Temporal Changes in Carbonate Chemistry in the North Western Levantine Basin,&#x201D; the main drivers of carbonate chemistry changes will be considered on longer timescales, based on the estimated trends in the surface carbonate chemistry of the NWLB derived from existing data over the last 20 years. Some hypotheses on the future of the carbonate system functioning of the EMed will be discussed.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Cruise and Sampling Strategy</title>
<p>This study focuses on three PERLE cruises: PERLE0, PERLE1, and PERLE2 (<xref ref-type="fig" rid="F1">Figure 1</xref>). These cruises were carried out in the EMed between 2018 and 2019. At all stations, a CTD-Rosette was deployed (1) to acquire data with sensors (Conductivity Temperature and Depth&#x2013;CTD and associated parameters) along vertical profiles and (2) to collect discrete seawater samples from Niskin bottles for chemical analysis. Over the 11, 31, and 125 casts performed during the PERLE0, PERLE1, and PERLE2 cruises, seawater was sampled from 1, 12, and 17 casts, respectively, for carbonate parameter analysis (see <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref> and <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 1</xref>). Details for the cruises and parameters measured during each PERLE cruise are summarised in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Summary of the cruise information and the parameters measured during each PERLE cruises including availability, number of samples (n) and their associated accuracy.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td/>
<td valign="top" align="left">PERLE0</td>
<td valign="top" align="left">PERLE1</td>
<td valign="top" align="left">PERLE2</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">Date</td>
<td valign="top" align="left">8<sup>th</sup>&#x2013;24<sup>th</sup> June 2018</td>
<td valign="top" align="left">10<sup>th</sup>&#x2013;21<sup>st</sup> October 2018</td>
<td valign="top" align="left">27<sup>th</sup> February&#x2013;16<sup>th</sup> March 2019</td>
</tr>
<tr>
<td valign="top" align="left">Cruise information</td>
<td valign="top" align="center">Research Vessel</td>
<td valign="top" align="left"><italic>T&#x00E9;thys II</italic></td>
<td valign="top" align="left"><italic>L&#x2019;Atalante</italic></td>
<td valign="top" align="left"><italic>Pourquoi Pas?</italic></td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="center">DOI</td>
<td valign="top" align="left">10.17600/18000550</td>
<td valign="top" align="left">No DOI available</td>
<td valign="top" align="left">10.17600/18000865</td>
</tr>
<tr>
<td valign="top" align="left">Carbonate parameters</td>
<td valign="top" align="center">A<sub><italic>T</italic></sub>/C<sub><italic>T</italic></sub></td>
<td valign="top" align="left">Parameter sampled <italic>[n = 12]</italic> QC test ok <italic>[&#x00B1;1.8/2.1 &#x03BC;mol.kg<sup>&#x2013;1</sup>]</italic></td>
<td valign="top" align="left">Parameter sampled <italic>[n = 164]</italic> QC test not ok&#x2013;Derived&#x002A;&#x002A; <italic>[&#x00B1;19/19 &#x03BC;mol.kg<sup>&#x2013;1</sup>]</italic></td>
<td valign="top" align="left">Parameter sampled <italic>[n = 341]</italic> QC test ok <italic>[&#x00B1;4.6/4.7 &#x03BC;mol.kg<sup>&#x2013;1</sup>]</italic></td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="center">pH</td>
<td valign="top" align="left">Parameter not sampled Derived&#x002A; <italic>[&#x00B1;0.012]</italic></td>
<td valign="top" align="left">Parameter sampled <italic>[n = 156]</italic> QC test ok <italic>[&#x00B1;0.007]</italic></td>
<td valign="top" align="left">Parameter sampled <italic>[n = 361]</italic> QC test ok <italic>[&#x00B1;0.003]</italic></td>
</tr>
<tr>
<td valign="top" align="left">Ancillary data</td>
<td valign="top" align="center">Oxygen</td>
<td valign="top" align="left">Parameter sampled QC test ok</td>
<td valign="top" align="left">Parameter sampled QC test ok</td>
<td valign="top" align="left">Parameter sampled QC test ok</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="center">Nutrients</td>
<td valign="top" align="left">Parameter sampled QC test ok</td>
<td valign="top" align="left">Parameter sampled QC test ok</td>
<td valign="top" align="left">Parameter sampled QC test ok</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>&#x002A; pH<sub><italic>T</italic></sub><sup>25</sup> values were calculated with the A<sub><italic>T</italic></sub>/C<sub><italic>T</italic></sub> couple.</italic></attrib>
<attrib><italic>&#x002A;&#x002A; A<sub><italic>T</italic></sub> values deduced from the A<sub><italic>T</italic></sub>-S relationship proposed by <xref ref-type="bibr" rid="B41">Hassoun et al. (2015a</xref>, see section 3.2.2). C<sub><italic>T</italic></sub> values were calculated with the A<sub><italic>T</italic></sub>/pH<sub><italic>T</italic></sub><sup>25</sup> couple. Stations where carbonate parameters were studied are represented by diamonds on <xref ref-type="fig" rid="F1">Figure 1</xref>. Nutrients were used at these stations to calculate the derived carbonate parameters. Errors for the derived carbonate parameters have been computed by propagating the standard uncertainties of the thermodynamic constants and associated errors of the environmental variables (<xref ref-type="bibr" rid="B62">Orr et al., 2018</xref>).</italic></attrib>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S2.SS2">
<title>Parameters Measured</title>
<sec id="S2.SS2.SSS1">
<title>CTD and Seawater Sampling</title>
<p>A SeaBird<sup>TM</sup> 911+ underwater unit was used to interface a pressure sensor, an external temperature probe (SBE3plus) and an external conductivity cell (SBE4C). Sensors were calibrated by the manufacturer. Additional sensors were interfaced and data from a fluorescence (Chelsea Aqua 3) and an oxygen (SBE43) sensor are used in this study. Fluorescence and oxygen are expressed in A.U. (Arbitrary Unit) and &#x03BC;mol.kg<sup>&#x2013;1</sup>, respectively, in this study. For vertical profiles, 24 Hz data on the downcast were averaged on 1 dbar bins by the SeaBird<sup>TM</sup> dedicated software. Water samples were collected from CTD-Rosette casts with a carousel equipped with 22 Niskin bottles (12 L). Water was sampled from 10 to 21 depths, from a few meters above the seafloor up to the surface (0&#x2013;5 dbars). From 0 to 200 dbars, a higher sampling resolution was applied (every <italic>ca</italic>. 20 dbars) than below 200 dbars (every <italic>ca.</italic> 200 dbars).</p>
<p>In addition, the &#x201C;Real-time&#x201D; CTD data from the WMO 6902913 Argo float (<xref ref-type="bibr" rid="B3">Argo, 2000</xref>) deployed during the PERLE1 cruise were used in this study to complete the hydrological data. Data collected from October 2018 to July 2020 were used (<xref ref-type="fig" rid="F1">Figure 1</xref>). Because the Argo float considered in this study is still operational, no &#x201C;Delayed Mode&#x201D; data were available at this stage. The Argo real-time quality control procedures have been applied by the Coriolis data centre (<xref ref-type="bibr" rid="B91">Wong et al., 2020</xref>). A visual comparison of the Argo CTD data with collocated PERLE cruise CTD data was carried out on two profiles to exclude major deviations in the Argo data. Salinity measurements (derived from conductivity&#x2014;SBE41CP sensor, Seabird<sup>TM</sup>) were recorded with an accuracy of 0.005 psu.</p>
</sec>
<sec id="S2.SS2.SSS2">
<title>Total Alkalinity and Total Dissolved Inorganic Carbon</title>
<p>Samples for total dissolved inorganic carbon (C<sub><italic>T</italic></sub>) and total alkalinity (A<sub><italic>T</italic></sub>) were collected into acid-washed 500 cm<sup>3</sup> borosilicate glass bottles, poisoned with 200 mm<sup>3</sup> of a 36 g.dm<sup>&#x2013;3</sup> HgCl<sub>2</sub>, as recommended by <xref ref-type="bibr" rid="B25">Dickson et al. (2007)</xref> and stored in the dark at 4&#x00B0;C. Analyses were performed after 5 months of storage. Measurements of C<sub><italic>T</italic></sub> and A<sub><italic>T</italic></sub> were performed simultaneously by potentiometric acid titration using a closed cell following the methods described by <xref ref-type="bibr" rid="B30">Edmond (1970)</xref> and <xref ref-type="bibr" rid="B22">Dickson and Goyet (1994)</xref>. Analyses were performed at the National Facility for Analysis of Carbonate System Parameters (SNAPO-CO2, LOCEAN, Sorbonne University&#x2014;CNRS, France) with a prototype developed at LOCEAN. The average accuracy of A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> analysis (estimated from repeated measurements of Certified Reference Material provided by Prof. Dickson&#x2019;s laboratory from the Scripps Institution of Oceanography, San Diego) was 1.8 and 2.1 &#x03BC;mol.kg<sup>&#x2013;1</sup>, respectively, for PERLE0 and 4.6 and 4.7 &#x03BC;mol.kg<sup>&#x2013;1</sup>, respectively, for PERLE2. Although A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> measurements were carried out during the PERLE1 cruise, the accuracy of the dataset did not conform to the quality control procedure (see section &#x201C;Primary Quality Control of the Measured Data&#x201D;) therefore the measured PERLE1 A<sub><italic>T</italic></sub>/C<sub><italic>T</italic></sub> dataset was not used in this study. However, A<sub><italic>T</italic></sub> values were reconstructed for PERLE1 based on a published A<sub><italic>T</italic></sub>-S relationship (see section &#x201C;Derived Parameters&#x201D;).</p>
</sec>
<sec id="S2.SS2.SSS3">
<title>pH</title>
<p>The pH was measured directly on board. Samples for pH measurements were collected in cylindrical optical glass vials and analyses were performed manually using purified m-Cresol Purple (mCP) following the spectrophotometric protocol (at 25&#x00B0;C) described by <xref ref-type="bibr" rid="B11">Clayton and Byrne (1993)</xref> (see details in <xref ref-type="supplementary-material" rid="SM1">Supplementary Material</xref>). This method is based on the dissociation of the pH-sensitive mCP dye (provided by Prof. Byrne, University of Southern Florida) in the water sample. pH is reported on the total scale at 25&#x00B0;C (pH<sub><italic>T</italic></sub><sup>25</sup>) using the equation by <xref ref-type="bibr" rid="B54">Liu et al. (2011)</xref>. The reproducibility of measurements was estimated to be &#x00B1; 0.0009 by measuring replicates from the same Niskin bottle. The accuracy was determined to range within &#x00B1; 0.007 for PERLE1 and &#x00B1; 0.003 for PERLE2 by analysing replicates of TRIS solution (provided by Prof. Dickson, Scripps Institution of Oceanography, San Diego). No direct pH measurements were carried out during the PERLE0 cruise. The effect of the addition of the indicator on the seawater pH was evaluated and corrected (see details in the <xref ref-type="supplementary-material" rid="SM1">Supplementary Material</xref>).</p>
</sec>
<sec id="S2.SS2.SSS4">
<title>Oxygen</title>
<p>For all three PERLE cruises, dissolved oxygen concentrations ([O<sub>2</sub>]<sub><italic>mes</italic></sub>) were analysed on board following the Winkler method (<xref ref-type="bibr" rid="B90">Winkler, 1888</xref>; modified <xref ref-type="bibr" rid="B9">Carritt and Carpenter, 1966</xref>) using photometric endpoint detection (<xref ref-type="bibr" rid="B89">Williams and Jenkinson, 1982</xref>). The recommendations of <xref ref-type="bibr" rid="B50">Langdon (2010)</xref> were followed for sampling, reagent preparation and sample analysis. The thiosulfate solution was calibrated by titrating it against a potassium iodate certified standard solution of 0.0100 N (CSK standard solution&#x2014;WAKO). The reproducibility of measurements, calculated by measuring replicates from the same Niskin bottle, was estimated to be &#x00B1; 0.86 &#x03BC;mol.kg<sup>&#x2013;1</sup> (<italic>n</italic> = 42, PERLE2).</p>
<p>Oxygen measurements from the SBE43 sensor from the CTD rosette were systematically adjusted for all cruises with the &#x201C;Winkler&#x201D; values on the whole water column. Based on the raw data processing algorithm (<xref ref-type="bibr" rid="B63">Owens and Millard, 1985</xref>), 3 calibration coefficients were adjusted (the oxygen signal slope, the voltage at zero oxygen signal and the pressure correction factor) by minimising the sum of the square of the difference between the Winkler oxygen values and oxygen derived from the sensor signal. The accuracy of the SBE43 adjusted values is around &#x00B1; 2 &#x03BC;mol.kg<sup>&#x2013;1</sup>.</p>
</sec>
<sec id="S2.SS2.SSS5">
<title>Nutrients</title>
<p>Samples for dissolved inorganic nutrients were collected from Niskin bottles in 20 mL polyethylene bottles. Samples were analysed directly on board during PERLE2 and frozen before analysis on land for PERLE0 and PERLE1. Analyses were performed after less than a month of storage. All nutrient samples were analysed by a standard colorimetric method on a segmented flow analyser (Autoanalyser II Seal Bran&#x0026; Luebbe<sup>&#x00AE;</sup>) following <xref ref-type="bibr" rid="B2">Aminot and Kerouel (2007)</xref>. The relative precision of these analyses ranged from 5 to 10% (<xref ref-type="bibr" rid="B2">Aminot and Kerouel, 2007</xref>).</p>
</sec>
</sec>
<sec id="S2.SS3">
<title>Primary Quality Control of the Measured Data</title>
<p>Systematic primary quality control of the measured data was performed on each PERLE dataset. No significant problems have been detected for Winkler oxygen and pH measurements. During PERLE1, for a few casts, a CTD pump dysfunction significantly altered the quality of the CTD oxygen: oxygen measurements from these casts were disregarded. A systematic quality control procedure for A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> was conducted based on internal consistency tests between A<sub><italic>T</italic></sub>, C<sub><italic>T</italic></sub> and pH<sub><italic>T</italic></sub> (see details in the <xref ref-type="supplementary-material" rid="SM1">Supplementary Material</xref>). Following these steps, only 15 PERLE2 casts were validated, leading to the loss of <italic>ca.</italic> 60% of the PERLE2 A<sub><italic>T</italic></sub>/C<sub><italic>T</italic></sub> dataset. All the A<sub><italic>T</italic></sub>/C<sub><italic>T</italic></sub> PERLE1 dataset was lost. A comparison of the quality controlled PERLE dataset with previously collected data does not reveal systematic biases for A<sub><italic>T</italic></sub>, C<sub><italic>T</italic></sub>, or pH<sub><italic>T</italic></sub><sup>25</sup> (<xref ref-type="fig" rid="F2">Figure 2A&#x2013;C</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Upper panel: Vertical profiles of total alkalinity (A<sub><italic>T</italic></sub>&#x2013;&#x03BC;mol.kg<sup>&#x2013;1</sup>; <bold>A</bold>), total dissolved inorganic carbon (C<sub>&#x03B8;</sub>&#x2013;&#x03BC;mol.kg<sup>&#x2013;1</sup>; <bold>B</bold>) and pH (measured and calculated) in total scale at 25&#x00B0;C (pH<sub><italic>T</italic></sub><sup>25</sup>; <bold>C</bold>) for the three PERLE cruises superimposed on the CARIMED data corresponding to the PERLE area (22&#x00B0;&#x2013;29&#x00B0;E, 33&#x00B0;&#x2013;36.5&#x00B0;N; grey dots). Lower panel: &#x0398;&#x2013;S<sub><italic>A</italic></sub> diagrams for the three PERLE cruises with the name of the main water mass end members for the entire water column. Colored points correspond to A<sub><italic>T</italic></sub> on <bold>(D)</bold>, to C<sub><italic>T</italic></sub> on <bold>(E)</bold> and to pH<sub><italic>T</italic></sub><sup>25</sup>on <bold>(F)</bold>. Isopycnal horizons based on potential density referenced to a pressure of 0 dbar (&#x03C3;<sub>&#x03B8;</sub>) are represented by grey contour lines. On <bold>(D&#x2013;F)</bold>, different dots have been used for each PERLE cruise. Because no A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> data were available for PERLE1 cruise, only pH<sub><italic>T</italic></sub><sup>25</sup> data have been represented <bold>(C,F)</bold>.</p></caption>
<graphic xlink:href="fmars-08-649246-g002.tif"/>
</fig>
</sec>
<sec id="S2.SS4">
<title>Statistical Tests on the Linear Model</title>
<p>Relationships between years and carbonate parameters (A<sub><italic>T</italic></sub>, C<sub><italic>T</italic></sub>, and pH<sub><italic>T</italic></sub><sup>25</sup>) and between A<sub><italic>T</italic></sub> and salinity were computed using a linear regression model. Linear regression statistics, including the standard error of the slope (<italic>i.e.</italic>, the error of the estimated trend), the coefficient of determination (r<sup>2</sup>) and the significance of the trend (<italic>p</italic>-value) were calculated using the R software. Linear relationships have been tested using the Pearson coefficient for parametric test (<xref ref-type="bibr" rid="B80">Sokal and Rohlf, 1969</xref>) with a significance level of 95%.</p>
<p>Parameters derived from the A<sub><italic>T</italic></sub>-S linear relationship were tested against previously published A<sub><italic>T</italic></sub>-S relationships in the area using a Student&#x2019;s <italic>t</italic>-test for the slope and intercept. The null hypothesis, H<sub>0</sub>, was that our observations were not significantly different from these linear models.</p>
</sec>
<sec id="S2.SS5">
<title>Derived Parameters</title>
<p>Absolute salinity (S<sub><italic>A</italic></sub>), conservative temperature (&#x0398;) and potential density (&#x03C3;<sub>&#x03B8;</sub>) were derived from practical salinity, temperature and pressure and the geographic position based on the TEOS-10 (The International Thermodynamic Equation of Seawater-2010). In this study, following the recommendations of the Intergovernmental Oceanographic Commission (<xref ref-type="bibr" rid="B86">Valladares et al., 2011</xref>), S<sub><italic>A</italic></sub> and &#x0398; were used to study the hydrological context (&#x0398;&#x2212;S<sub><italic>A</italic></sub> diagrams). Calculations were made with the &#x201C;oce&#x201D; R package (<xref ref-type="bibr" rid="B48">Kelley et al., 2017</xref>). Note that practical salinity (labelled Salinity) and <italic>in situ</italic> temperature (labelled Temperature) were used in this study to facilitate comparisons with previous studies in particular, for A<sub><italic>T</italic></sub>-S relationships.</p>
<p>Apparent Oxygen Utilisation (AOU&#x2013;&#x03BC;mol.kg<sup>&#x2013;1</sup>) was calculated from the difference between oxygen solubility concentration (at P = 0 dbar) estimated with the &#x201C;Benson and Krause coefficients&#x201D; (<xref ref-type="bibr" rid="B35">Garcia and Gordon, 1992</xref>) and <italic>in situ</italic> [O<sub>2</sub>]<sub><italic>mes</italic></sub>.</p>
<p>A density threshold of 0.03 kg.m<sup>&#x2013;3</sup> with a reference depth of 10 dbars was used to compute the Mixed Layer Depth (MLD) (<xref ref-type="bibr" rid="B17">D&#x2019;Ortenzio et al., 2005</xref>).</p>
<p>Salinity data were used to reconstruct an A<sub><italic>T</italic></sub> time-series using the sub-surface A<sub><italic>T</italic></sub>-S relationship proposed by <xref ref-type="bibr" rid="B41">Hassoun et al. (2015a)</xref> (see discussion in section &#x201C;Total Alkalinity and Salinity Relationships Within the Mixed Layer&#x201D;). In this study, the PERLE1 and the Argo float A<sub><italic>T</italic></sub> datasets were reconstructed following this A<sub><italic>T</italic></sub>-S relationship. Considering the standard deviation of the A<sub><italic>T</italic></sub>-S relationship proposed by <xref ref-type="bibr" rid="B41">Hassoun et al. (2015a)</xref>, the accuracy of the calculated A<sub><italic>T</italic></sub> values is &#x00B1; 19 &#x03BC;mol.kg<sup>&#x2013;1</sup>.</p>
<p>Salinity-normalised changes in A<sub><italic>T</italic></sub> (NA<sub><italic>T</italic></sub><sup>39.3</sup>) and C<sub><italic>T</italic></sub> (NC<sub><italic>T</italic></sub><sup>39.3</sup>) were calculated dividing by <italic>in situ</italic> salinity and multiplying by 39.3 (<italic>i.e.</italic>, the mean PERLE salinity above 200 dbars).</p>
<p>Seawater carbonate system parameters were derived from A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> values. Calculations were made with the software program CO2SYS-MATLAB (<xref ref-type="bibr" rid="B87">van Heuven et al., 2011</xref>) using silicate and phosphate concentrations. When nutrient data was not available, silicate and phosphate mean concentrations for each depth were used. As recommended for the MedSea by <xref ref-type="bibr" rid="B1">&#x00C1;lvarez et al. (2014)</xref>, the carbonic acid dissociation constants K<sub>1</sub> and K<sub>2</sub> from <xref ref-type="bibr" rid="B55">Mehrbach et al. (1973)</xref> as refitted by <xref ref-type="bibr" rid="B23">Dickson and Millero (1987)</xref> and the dissociation constant for HSO<sub>4</sub><sup>&#x2013;</sup> from <xref ref-type="bibr" rid="B21">Dickson (1990)</xref> were used. <xref ref-type="bibr" rid="B85">Uppstr&#x00F6;m (1974)</xref> was used to calculate the ratio of total boron to salinity and <xref ref-type="bibr" rid="B24">Dickson and Riley (1979)</xref> to calculate the hydrogen fluoride constant K<sub><italic>F</italic></sub>.</p>
<p>The buffer factors &#x03B3;A<sub><italic>T</italic></sub> (&#x03B3;C<sub><italic>T</italic></sub>), &#x03B2;A<sub><italic>T</italic></sub> (&#x03B2;C<sub><italic>T</italic></sub>) and &#x03C9;A<sub><italic>T</italic></sub> (&#x03C9;C<sub><italic>T</italic></sub>) provide an estimation of the seawater&#x2019;s ability to buffer changes in the aqueous CO<sub>2</sub> [CO<sub>2</sub>], protons [H<sup>+</sup>] and the carbonate saturation state (&#x03A9;) when A<sub><italic>T</italic></sub> (C<sub><italic>T</italic></sub>) changes at constant C<sub><italic>T</italic></sub> (A<sub><italic>T</italic></sub>) (<xref ref-type="bibr" rid="B31">Egleston et al., 2010</xref>). The calculations were performed following the formula proposed by <xref ref-type="bibr" rid="B1">&#x00C1;lvarez et al. (2014)</xref>.</p>
</sec>
<sec id="S2.SS6">
<title>Quantification of Biological Processes</title>
<p>Net Ecosystem Production (NEP) is defined as the sum of biotic and abiotic carbon fluxes in the ecosystem (<xref ref-type="bibr" rid="B7">Borges et al., 2008</xref>). Net Ecosystem Calcification (NEC) is a measure of the balance between CaCO<sub>3</sub> formation (calcification) and dissolution (<xref ref-type="bibr" rid="B79">Smith and Kinsey, 1978</xref>). Based on the NA<sub><italic>T</italic></sub><sup>39.3</sup> and NC<sub><italic>T</italic></sub><sup>39.3</sup> plot, the reaction path can take on variable slopes depending on the ratio of different processes, such as photosynthesis/respiration, carbonate dissolution/formation and CO<sub>2</sub> release/invasion (<xref ref-type="bibr" rid="B92">Zeebe, 2012</xref>). Temporal changes in NA<sub><italic>T</italic></sub><sup>39.3</sup> (&#x0394;NA<sub><italic>T</italic></sub><sup>39.3</sup>) and NC<sub><italic>T</italic></sub><sup>39.3</sup> (&#x0394;NC<sub><italic>T</italic></sub><sup>39.3</sup>) between each PERLE cruise can be calculated according to NEP and NEC processes as:</p>
<disp-formula id="S2.E1">
<label>(1)</label>
<mml:math id="M1">
<mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x25B3;</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>N</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:msubsup>
<mml:mi>C</mml:mi>
<mml:mi>T</mml:mi>
<mml:mn>39.3</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mo rspace="7.5pt">=</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mo>-</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mn>0.15</mml:mn>
<mml:mo>&#x002A;</mml:mo>
<mml:mi>N</mml:mi>
</mml:mrow>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:mrow>
<mml:mo>+</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mn>0.9</mml:mn>
<mml:mo>&#x002A;</mml:mo>
<mml:mi>N</mml:mi>
</mml:mrow>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="S2.E2">
<label>(2)</label>
<mml:math id="M2">
<mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x25B3;</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>N</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:msubsup>
<mml:mi>A</mml:mi>
<mml:mi>T</mml:mi>
<mml:mn>39.3</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mn>&#x2005;0.02</mml:mn>
<mml:mo>&#x002A;</mml:mo>
<mml:mi>N</mml:mi>
</mml:mrow>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mo>+</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mn>1.8</mml:mn>
<mml:mo>&#x002A;</mml:mo>
<mml:mi>N</mml:mi>
</mml:mrow>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Following equation (2), NEP can be expressed according to NEC as:</p>
<disp-formula id="S2.E3">
<label>(3)</label>
<mml:math id="M3">
<mml:mrow>
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x0394;</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>N</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:msubsup>
<mml:mi>A</mml:mi>
<mml:mi>T</mml:mi>
<mml:mn>39.3</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mo>-</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mn>1.8</mml:mn>
<mml:mo>&#x2217;</mml:mo>
<mml:mi>N</mml:mi>
</mml:mrow>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:mrow>
<mml:mn>0.02</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Then, by replacing the NEP term in equation (1) by equation (3), NEC can be calculated as:</p>
<disp-formula id="S2.E4">
<label>(4)</label>
<mml:math id="M4">
<mml:mrow>
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x0394;</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>N</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:msubsup>
<mml:mi>C</mml:mi>
<mml:mi>T</mml:mi>
<mml:mn>39.3</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mo>+</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mn>0.15</mml:mn>
<mml:mo>&#x2217;</mml:mo>
<mml:mi mathvariant="normal">&#x0394;</mml:mi>
</mml:mrow>
<mml:mo>&#x2062;</mml:mo>
<mml:mi>N</mml:mi>
<mml:mo>&#x2062;</mml:mo>
<mml:msubsup>
<mml:mi>A</mml:mi>
<mml:mi>T</mml:mi>
<mml:mn>39.3</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mn>0.02</mml:mn>
</mml:mfrac>
</mml:mrow>
<mml:mn>14.4</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>NEC and NEP are expressed in &#x03BC;molC.kg<sup>&#x2013;1</sup>.d<sup>&#x2013;1</sup>. Salinity-normalised A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> values &#x201C;exclude&#x201D; the &#x201C;precipitation-evaporation&#x201D; influence in the layer where biological activity is at a maximum. It is assumed that the layers considered (MLD-200 dbars) to estimate the NEP and NEC processes are not influenced by air-sea CO<sub>2</sub> fluxes, which were therefore not considered.</p>
</sec>
<sec id="S2.SS7">
<title>CARIMED Database</title>
<p>CARIMED (CARbon, tracer and ancillary data In the MEDsea) aims to be an internally consistent database containing inorganic carbon data relevant for this basin (&#x00C1;lvarez et al., in preparation). Ancillary (hydrographic, inorganic nutrients and dissolved oxygen), CO<sub>2</sub> (pH, A<sub><italic>T</italic></sub>, and C<sub><italic>T</italic></sub>) and transient tracer (CFC-11 and 12, Tritium, SF<sub>6</sub>, Neon, CCl<sub>4</sub>, and &#x0394;He<sup>3</sup>) data from several cruises in the MedSea from 1976 until 2018 were assembled. Primary and secondary quality control procedures following the GLODAP (Global Ocean Data Analysis Project) philosophy (<xref ref-type="bibr" rid="B82">Tanhua et al., 2010</xref>) are locally adapted to this marginal sea. This work only uses data collected in the Levantine basin (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref>).</p>
</sec>
</sec>
<sec id="S3">
<title>Descriptive Carbonate Chemistry in the Context of the Perle Cruises</title>
<sec id="S3.SS1">
<title>Carbonate Chemistry Along the Water Column Below the Surface Layer</title>
<p>All vertical profiles for A<sub><italic>T</italic></sub>, C<sub><italic>T</italic></sub> and pH<sub><italic>T</italic></sub><sup>25</sup> measured during the PERLE cruises are presented in <xref ref-type="fig" rid="F2">Figures 2A&#x2013;C</xref>, respectively. All the A<sub><italic>T</italic></sub> profiles presented maximum values in the surface, minimum values between 500 and 700 dbars and remained almost constant (or slightly decreasing) below 1000 dbars. Most of the C<sub><italic>T</italic></sub> vertical profiles presented the lowest values in surface waters, reaching maximum values between 500 and 700 dbars and then remaining relatively invariable below 1000 dbars. pH<sub><italic>T</italic></sub><sup>25</sup> presented maximum values at the surface (with values around 8.060 measured during PERLE1 cruise), minimum values close to 700 dbars and nearly constant values under 1000 dbars (<xref ref-type="fig" rid="F2">Figure 2C</xref>). The main water masses are identified in <xref ref-type="fig" rid="F2">Figures 2D&#x2013;F</xref> and detailed in <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 1</xref>.</p>
<p>Intermediate waters (mostly LIW) were located around the 29.0 kg.m<sup>&#x2013;3</sup> isopycnal layer (<xref ref-type="bibr" rid="B51">Lascaratos and Nittis, 1998</xref>; see <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 1</xref>) and were characterised by an A<sub><italic>T</italic></sub> maximum evolving from 2,600 to 2,640 &#x03BC;mol.kg<sup>&#x2013;1</sup> (<xref ref-type="fig" rid="F2">Figures 2A,D</xref>). As observed by <xref ref-type="bibr" rid="B1">&#x00C1;lvarez et al. (2014)</xref>, the LIW was located above the layer of maximum organic matter mineralisation in the EMed and was associated with low C<sub><italic>T</italic></sub> concentrations (<italic>ca.</italic> 2,290 &#x03BC;mol.kg<sup>&#x2013;1</sup>) and high pH<sub><italic>T</italic></sub><sup>25</sup> values (<italic>ca.</italic> 8.000) in contrast to the deepest water masses. It can be observed that slightly colder, more haline and denser Cretan Intermediate Waters (<xref ref-type="bibr" rid="B88">Velaoras et al., 2019</xref>) were detected during PERLE2 in the western part of the Cretan Sea with the highest A<sub><italic>T</italic></sub> value for PERLE2 cruise (<italic>ca</italic>. 2,660 &#x03BC;mol.kg<sup>&#x2013;1</sup>, <xref ref-type="fig" rid="F2">Figure 2A</xref>).</p>
<p>In the deep-water layer (<italic>i.e.</italic>, EMDW), both AeDW and AdDW presented similar C<sub><italic>T</italic></sub> values (<xref ref-type="fig" rid="F2">Figure 2E</xref>) while slightly higher pH<sub><italic>T</italic></sub><sup>25</sup> (<xref ref-type="fig" rid="F2">Figure 2F</xref>) and A<sub><italic>T</italic></sub> (<xref ref-type="fig" rid="F2">Figure 2D</xref>) values were measured in the AeDW (see <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 2</xref>). On the Cretan shelf, deep waters were comprised of dense EMDW with high A<sub><italic>T</italic></sub> (&#x2248; 2,650 &#x03BC;mol.kg<sup>&#x2013;1</sup>) and C<sub><italic>T</italic></sub> values (&#x2248; 2,350 &#x03BC;mol.kg<sup>&#x2013;1</sup>). Deep waters of the Cretan Sea were filled with CDW with low pH<sub><italic>T</italic></sub><sup>25</sup> (&#x2248; 7.950) values resulting from relatively low A<sub><italic>T</italic></sub> and high C<sub><italic>T</italic></sub> content (<xref ref-type="fig" rid="F2">Figures 2D&#x2013;F</xref>).</p>
<p>This description of the carbonate chemistry in the deep and intermediate water masses in the PERLE area is in good agreement with previous studies (<xref ref-type="bibr" rid="B75">Schneider et al., 2010</xref>; <xref ref-type="bibr" rid="B1">&#x00C1;lvarez et al., 2014</xref>). However, the PERLE strategy based on an intense observation period over a year is not appropriate to describe changes in deep-water masses. For the rest of this study, in order to tackle the seasonal dynamics of the surface waters, only data in the NWLB (<xref ref-type="fig" rid="F1">Figure 1</xref>) where all three PERLE cruises were conducted, will be discussed further.</p>
</sec>
<sec id="S3.SS2">
<title>Seasonal Variability in the Upper Water Column</title>
<p>The highest spatial and temporal variability in carbonate chemistry parameters was encountered in the upper water layer which has been defined to be approximately the first 200 dbars. Discrete pH<sub><italic>T</italic></sub><sup>25</sup> values (measured and calculated), taken from the southern part of the PERLE sampling area (the NWLB) illustrate the seasonal variability of the carbonate chemistry in the upper layer (<xref ref-type="fig" rid="F3">Figure 3A</xref>). The pH<sub><italic>T</italic></sub><sup>25</sup> was the most measured carbonate parameter in this study and, when normalised to 25&#x00B0;C, can be considered as an indicator of the carbonate chemistry status by including the changes in A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub>. An overview of the upper layer seasonal dynamics is also presented for temperature, salinity, fluorescence, and AOU profiles in <xref ref-type="fig" rid="F3">Figures 3B&#x2013;E</xref>, respectively.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Vertical profiles of pH in total scale at 25&#x00B0;C (pH<sub><italic>T</italic></sub><sup>25</sup>, <bold>A</bold>), temperature (&#x00B0;C, <bold>B</bold>), salinity <bold>(C)</bold>, fluorescence (A.U., <bold>D</bold>) and AOU concentrations (O<sub>2</sub><sup><italic>s</italic><italic>ol</italic></sup>&#x2014;O<sub>2</sub><sup><italic>m</italic><italic>es</italic></sup>; &#x03BC;mol.kg<sup>&#x2013;1</sup>, <bold>E</bold>) above 350 dbars for all stations in the North Western Levantine Basin during the three PERLE cruises. Horizontal full lines represent the mean Mixed Layer Depth (MLD; dbars). Dotted lines represent the minimum and maximum MLD values, respectively. For PERLE1, a distinction is made between inside (light blue lines) and outside (dark blue lines) the Ierapetra gyre.</p></caption>
<graphic xlink:href="fmars-08-649246-g003.tif"/>
</fig>
<p>The lowest pH<sub><italic>T</italic></sub><sup>25</sup> values were encountered in March 2019 during the PERLE2 cruise and correspond to the relatively higher C<sub><italic>T</italic></sub> values and lower A<sub><italic>T</italic></sub> values. During this cruise, a significant range in the MLD was encountered with the deepest values observed. This cruise coincided with the abrupt stratification observed in the EMed after the deepening of the MLD from November to February-March (<xref ref-type="bibr" rid="B17">D&#x2019;Ortenzio et al., 2005</xref>). Increased fluorescence values were observed in shallow waters at the end of the cruise (in the eastern part of the area) in comparison to the beginning of the cruise (in the western part).</p>
<p>Intermediate pH<sub><italic>T</italic></sub><sup>25</sup> values were measured in June 2018 during the PERLE0 cruise corresponding to increased surface alkalinity and a moderate depletion in inorganic carbon. The PERLE0 cruise is an early summer cruise characterised by a shallow MLD. The highest fluorescence values were recorded during this cruise well below the MLD (<italic>ca</italic>. 90 dbars) and light oxygen supersaturation (AOU &#x2248; &#x2212;20 &#x03BC;mol.kg<sup>&#x2013;1</sup>) just beneath the MLD.</p>
<p>Finally, high pH<sub><italic>T</italic></sub><sup>25</sup> values (&#x003E;8.000) were measured up to 100 dbars during the PERLE1 cruise, probably in association with a high A<sub><italic>T</italic></sub> content due to evaporation. During this late summer cruise, the deepest Deep Chlorophyll Maximum (DCM) with the lowest fluorescence values but also the deepest negative AOU concentrations were encountered. Moreover, during this cruise, the mesoscale Ierapetra Eddy (IE) was crossed (see <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 3</xref> and <xref ref-type="bibr" rid="B45">Ioannou et al., 2019</xref>). The core of this warm and salty eddy (<xref ref-type="fig" rid="F3">Figures 3B,C</xref>) was characterised by a deepening of the MLD associated with a deep DCM and negative AOU values. Nonetheless, no clear IE signal was observed on the pH<sub><italic>T</italic></sub><sup>25</sup> values (<xref ref-type="fig" rid="F3">Figure 3A</xref>).</p>
<p>In the EMed, spring and autumn seasons need to be considered as short transition periods between the summer and winter, which come later than on the continent (<xref ref-type="bibr" rid="B65">&#x00D6;zsoy et al., 1989</xref>). Moreover, in the EMed, summer is characterised by maximum heat in the surface layer that can remain up until November, whereas winter is identified with minimal heat that can occur until April. Considering each cruise as representative of a period within the annual cycle, the PERLE0 cruise (June 2018) associated with intermediate pH<sub><italic>T</italic></sub><sup>25</sup> values corresponds to the early summer period with decreasing biological activity associated with the strengthening of stratification. PERLE1 (October 2018) is associated with the highest pH<sub><italic>T</italic></sub><sup>25</sup> values and corresponds to the end of the summer period characterised by a warm and stratified water column with deep and low fluorescence maximum. PERLE2 (March 2019), associated with the lowest pH<sub><italic>T</italic></sub><sup>25</sup> values and shallow fluorescence maximum, corresponds to the end of the winter period, with the beginning of the seasonal stratification of the water column in the eastern part. These features agree with the analysis of the seasonal patterns of surface chlorophyll <italic>a</italic> concentration (Chl <italic>a</italic>) (based on remote sensing). The lowest values of surface Chl <italic>a</italic> were observed during the summer period, whereas an increase in surface Chl <italic>a</italic> was observed in winter, concomitantly to the deepening of MLD (<xref ref-type="bibr" rid="B8">Bosc et al., 2004</xref>; <xref ref-type="bibr" rid="B15">D&#x2019;Ortenzio and Ribera d&#x2019;Alcal&#x00E0;, 2009</xref>).</p>
</sec>
<sec id="S3.SS3">
<title>Total Alkalinity and Salinity Relationships Within the Mixed Layer</title>
<p>When no A<sub><italic>T</italic></sub> values were available (see section &#x201C;Primary Quality Control of the Measured Data&#x201D;), A<sub><italic>T</italic></sub> can be estimated based on an A<sub><italic>T</italic></sub>-S relationship. In the MedSea, several linear relationships between A<sub><italic>T</italic></sub> and salinity in the surface waters have been proposed for different sub-basins (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B76">Schneider et al., 2007</xref>; <xref ref-type="bibr" rid="B14">Cossarini et al., 2015</xref>; <xref ref-type="bibr" rid="B41">Hassoun et al., 2015a</xref>; <xref ref-type="bibr" rid="B36">Gonza&#x00EC;lez-Da&#x00EC;vila et al., 2016</xref>).</p>
<p>During the PERLE cruises, in the NWLB, AT was significantly (<italic>n</italic> = 14, <italic>p</italic>-value = 0.014, <italic>r</italic><sup>2</sup> = 0.36) influenced by salinity variations within the mixed layer (<xref ref-type="fig" rid="F4">Figure 4</xref>). <xref ref-type="fig" rid="F4">Figure 4</xref> also displays the A<sub><italic>T</italic></sub>-S distribution in the Cretan Sea (grey dots on <xref ref-type="fig" rid="F4">Figure 4</xref>). The mixing of high alkalinity Black Sea waters (values of <italic>ca.</italic> 2,967 &#x03BC;mol.kg<sup>&#x2013;1</sup>; <xref ref-type="bibr" rid="B43">Hiscock and Millero, 2006</xref>) in the Cretan Sea shifts the A<sub><italic>T</italic></sub>-S characteristics of surface waters in agreement with <xref ref-type="bibr" rid="B76">Schneider et al. (2007)</xref> who demonstrated that freshwater and Black Sea inputs affect the A<sub><italic>T</italic></sub>-S relationship. More pronounced deviations from the expected linear A<sub><italic>T</italic></sub>-S relationship are observed for stations with deeper mixed layers (<xref ref-type="fig" rid="F4">Figure 4</xref>). This might be the result of the mixing of water masses with different A<sub><italic>T</italic></sub>-S relationships during winter mixing. As A<sub><italic>T</italic></sub> values were available only for PERLE0 and PERLE2 cruises, the A<sub><italic>T</italic></sub>-S relationship derived for the PERLE cruises in the mixed layer (and in the NWLB) have been based on a very limited number of data. The PERLE A<sub><italic>T</italic></sub>-S linear relationship was tested against the Hassoun A<sub><italic>T</italic></sub>-S linear model (<xref ref-type="bibr" rid="B41">Hassoun et al., 2015a</xref>). No significant differences were found on either the slope (<italic>t</italic>-test = 1.86, <italic>n</italic> = 14, <italic>p</italic> &#x003C; 0.05) or the intercept (<italic>t</italic>-test = 0.27, <italic>n</italic> = 14, <italic>p</italic> &#x003C; 0.05). Therefore, the annual time-series were reconstructed based on the A<sub><italic>T</italic></sub>-S linear relationship measured by <xref ref-type="bibr" rid="B41">Hassoun et al. (2015a)</xref> in the surface waters (0&#x2013;25 m) of the eastern Mediterranean sub-basin, and A<sub><italic>T</italic></sub> has been estimated based on this relationship.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>A<sub><italic>T</italic></sub> vs. Salinity during PERLE0 and PERLE2 cruises within the mixed layer for all stations situated in the North Western Levantine Basin. The colour scale corresponds to the mixed layer depth (MLD&#x2013;dbars). The black line corresponds to the significant linear regression (in the NWLB). The different grey lines correspond to the linear regressions between A<sub><italic>T</italic></sub> and salinity in the surface EMed reported by <xref ref-type="bibr" rid="B76">Schneider et al. (2007)</xref>, <xref ref-type="bibr" rid="B14">Cossarini et al. (2015)</xref>, <xref ref-type="bibr" rid="B41">Hassoun et al. (2015a)</xref>, and <xref ref-type="bibr" rid="B36">Gonza&#x00EC;lez-Da&#x00EC;vila et al. (2016)</xref>. The grey dots correspond to data in the Cretan Sea (not used in the linear regression).</p></caption>
<graphic xlink:href="fmars-08-649246-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="S4">
<title>Atypical Drivers of the Seasonal Dynamics of the Carbonate Chemistry Within the Mixed Layer of the North Western Levantine Basin</title>
<sec id="S4.SS1">
<title>Seasonal Variations in Total Alkalinity and Total Inorganic Carbon</title>
<p>During the PERLE cruises, the NWLB exhibited a greater range in A<sub><italic>T</italic></sub> than C<sub><italic>T</italic></sub> values within the mixed layer (see section &#x201C;Total alkalinity control on the seasonal air-sea CO<sub>2</sub> exchanges&#x201D;). A<sub><italic>T</italic></sub> ranged between 2,610 and 2,693 &#x03BC;mol.kg<sup>&#x2013;1</sup> whereas C<sub><italic>T</italic></sub> ranged between 2,292 and 2,332 &#x03BC;mol.kg<sup>&#x2013;1</sup>. Over an annual scale, the ratio of the range in A<sub><italic>T</italic></sub> variations to the range in C<sub><italic>T</italic></sub> variations (&#x0394;A<sub><italic>T</italic></sub>/&#x0394;C<sub><italic>T</italic></sub>) can be used to infer the sensitivity to A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> changes in the upper ocean. Over the period studied, in the NWLB, the ratio &#x0394;A<sub><italic>T</italic></sub>/&#x0394;C<sub><italic>T</italic></sub> is equal to 2.1. In the global ocean, long-term time-series &#x0394;A<sub><italic>T</italic></sub>/&#x0394;C<sub><italic>T</italic></sub> ratios are lower than 1.0 (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Ratios (&#x0394;A<sub><italic>T</italic></sub>/&#x0394;C<sub><italic>T</italic></sub>) of the range in A<sub><italic>T</italic></sub> variations (maximum value minus minimum value) to the range in C<sub><italic>T</italic></sub> variations (maximum value minus minimum value) in the upper ocean for the different time-series.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">NWLB</td>
<td valign="top" align="center">ANTARES Time-series</td>
<td valign="top" align="center">DYFAMED Time-series</td>
<td valign="top" align="center">BATS (Bermuda Atlantic Time-series Study)</td>
<td valign="top" align="center">HOT (Hawaii Ocean Time-series)</td>
<td valign="top" align="center">ESTOC (European station for Time-series in the ocean Canary islands)</td>
<td valign="top" align="center">Iceland sea</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Localisation</td>
<td valign="top" align="center">EMed</td>
<td valign="top" align="center">WMed</td>
<td valign="top" align="center">WMed</td>
<td valign="top" align="center">North western Atlantic</td>
<td valign="top" align="center">North Pacific</td>
<td valign="top" align="center">North eastern Atlantic</td>
<td valign="top" align="center">Iceland sea</td>
</tr>
<tr>
<td valign="top" align="left">Depth</td>
<td valign="top" align="center">MLD</td>
<td valign="top" align="center">0&#x2013;30 dbars</td>
<td valign="top" align="center">0&#x2013;30 dbars</td>
<td valign="top" align="center">0&#x2013;30 dbars</td>
<td valign="top" align="center">0&#x2013;30 dbars</td>
<td valign="top" align="center">Surface</td>
<td valign="top" align="center">0&#x2013;30 dbars</td>
</tr>
<tr>
<td valign="top" align="left">Period</td>
<td valign="top" align="center">2018&#x2013;2019</td>
<td valign="top" align="center">2009&#x2013;2019</td>
<td valign="top" align="center">1994&#x2013;2018</td>
<td valign="top" align="center">1988&#x2013;2019</td>
<td valign="top" align="center">1988&#x2013;2018</td>
<td valign="top" align="center">1996&#x2013;2004</td>
<td valign="top" align="center">2014&#x2013;2019</td>
</tr>
<tr>
<td valign="top" align="left">&#x0394;A<sub><italic>T</italic></sub>/&#x0394;C<sub><italic>T</italic></sub></td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">0.5</td>
</tr>
<tr>
<td valign="top" align="left">References</td>
<td valign="top" align="center">This study</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B53">Lef&#x00E8;vre, 2010</xref></td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B12">Coppola et al., 2020</xref></td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B5">Bates et al., 1996</xref></td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B28">Dore et al., 2009</xref></td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B74">Santana-Casiano and Gonz&#x00E1;lez-D&#x00E1;vila, 2010</xref></td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B61">Olafsson et al., 2009</xref></td>
</tr>
</tbody>
</table></table-wrap>
<p>The reasons for these apparent and rather unique ranges of A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> over the year in the NWLB can be attributed to several factors: (1) The main drivers of the C<sub><italic>T</italic></sub> gradient in the water column are, primary production transforming the C<sub><italic>T</italic></sub> into organic carbon in the photic layer, and respiration transforming the organic carbon into C<sub><italic>T</italic></sub>. As the EMed is an area of low productivity (<xref ref-type="bibr" rid="B59">Moutin and Raimbault, 2002</xref>), the vertical C<sub><italic>T</italic></sub> gradient is lower than in other oceanic areas. Consequently, the C<sub><italic>T</italic></sub> range in surface waters, driven by C<sub><italic>T</italic></sub> consumption during the stratified period and replenishment via vertical mixing with sub-surface waters enriched in C<sub><italic>T</italic></sub>, is greatly reduced. (2) The high levels of evaporation that affect the MAW in the EMed during the summer season increases salinity by nearly 1 g.kg<sup>&#x2013;1</sup> (<xref ref-type="fig" rid="F2">Figure 2</xref>) between the end of winter (PERLE2) and the end of summer (PERLE1). The A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> parameters should be equally affected by evaporation in a closed system. However, when reported on a A<sub><italic>T</italic></sub>/C<sub><italic>T</italic></sub> diagram (with normalised axes&#x2014;see <xref ref-type="fig" rid="F5">Figure 5</xref>), a higher range of A<sub><italic>T</italic></sub> variation compared to C<sub><italic>T</italic></sub> is observed. This indicates that when salinity increases in surface waters, a concomitant consumption of C<sub><italic>T</italic></sub> must occur to compensate for the C<sub><italic>T</italic></sub> increase due to evaporation to maintain an apparent stability in C<sub><italic>T</italic></sub> concentrations. The biological consumption of C<sub><italic>T</italic></sub> will be discussed in the next section as a possible mechanism to explain this low C<sub><italic>T</italic></sub> variability.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Salinity-normalised A<sub><italic>T</italic></sub> (NA<sub><italic>T</italic></sub><sup>39.3</sup>) vs. salinity-normalised C<sub><italic>T</italic></sub> (NC<sub><italic>T</italic></sub><sup>39.3</sup>) during the three PERLE cruise in the upper 200 dbars for all stations situated in the North Western Levantine Basin. The layer of 0-200 dbars has been chosen as having the highest AOU variability because of the biological signal. Salinity-normalised values have been calculated with the mean PERLE salinity above 200 dbars (<italic>i.e.</italic>, 39.3). Empty and full dots represent data within and below the mixed layer, respectively. Circled crosses and circled stars represent the barycentre of data below and within the mixed layer, respectively. Black vectors reflect theoretical impacts of various processes (photosynthesis/respiration, carbonate dissolution/formation and CO<sub>2</sub> release/invasion) on A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub>. Grey isolines indicate levels of constant pH<sub><italic>T</italic></sub><sup>25</sup> as a function of A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub>.</p></caption>
<graphic xlink:href="fmars-08-649246-g005.tif"/>
</fig>
</sec>
<sec id="S4.SS2">
<title>Impact of Biological Processes on Variations in Seasonal Carbonate Parameters</title>
<p>To understand the overall impact of biological processes on the seasonal variations in the carbonate system in the NWLB, changes in A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> need to be considered independently from the changes induced by dilution and evaporation. For this purpose, salinity-normalised changes of A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> in the upper 200 dbars are plotted in <xref ref-type="fig" rid="F5">Figure 5</xref>. To differentiate waters affected by air-sea exchanges from sub-surface waters, the upper 200 dbars of water column has been divided into two layers: within and below the mixed layer (0 dbars&#x2014;MLD and MLD&#x2014;200 dbars). The barycentre of all observational points, defined as the coordinate of the mean A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> values during each cruise, is reported and considered to be representative of the &#x201C;season&#x201D; sampled.</p>
<p>The barycentres are spread along the photosynthesis-respiration line between the three cruises, reflecting the effects of biological processes on the carbonate system over the year. From the early summer period (PERLE0&#x2014;red dots on <xref ref-type="fig" rid="F5">Figure 5</xref>) to the end of the summer period (PERLE1&#x2014;blue dots on <xref ref-type="fig" rid="F5">Figure 5</xref>), for both layers, the barycentre shift was a signature for increased photosynthetic processes compared to respiration processes. The deepening of the DCM observed between the PERLE0 and PERLE1 cruises and the negative AOU values recorded during these cruises supported this observation. The deepening of the DCM is a signature to the downward displacement of primary producers related to surface nutrient depletion (<xref ref-type="bibr" rid="B77">Sigman and Hain, 2012</xref>), and negative AOU values reflect oxygen production. All these elements indicate that autotrophic processes dominate the upper water column between early and late summer. Based on these assumptions, between the end of the summer period (PERLE1) and the end of the winter period (PERLE2&#x2014;green dots on <xref ref-type="fig" rid="F5">Figure 5</xref>), the barycentre shift indicates that heterotrophic processes were dominant in the upper water column. Whilst observations cannot be time related, it can be assumed that between the late winter period of PERLE2 and the early summer period of PERLE0, the &#x201C;theoretical&#x201D; shift of the barycentre indicates a balance in favor of autotrophic processes during this period. When considered together, these seasonal changes in normalised A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> confirm that during periods of high evaporation, autotrophic processes are consuming C<sub><italic>T</italic></sub> and increasing A<sub><italic>T</italic></sub>. This can explain the apparent C<sub><italic>T</italic></sub> stability and the important change in A<sub><italic>T</italic></sub> over an annual cycle.</p>
<p>Based on the assumption that, below the mixed layer, the PERLE sampling area is a closed system (unimpacted by air-sea CO<sub>2</sub> fluxes), the temporal evolution in NA<sub><italic>T</italic></sub><sup>39.3</sup> and NC<sub><italic>T</italic></sub><sup>39.3</sup> was used to calculate NEP and NEC fluxes. From the end of the bloom period (PERLE0) to the end of the summer period (PERLE1), daily NEP and NEC values of 0.53 and 0.01 &#x03BC;molC.kg<sup>&#x2013;1</sup>.d<sup>&#x2013;1</sup>, respectively, were estimated whereas from the end of the summer period (PERLE1) to the start of the bloom period (PERLE2), negative daily NEP and NEC values of &#x2212;1.02 and &#x2212;0.04 &#x03BC;molC.kg<sup>&#x2013;1</sup>.d<sup>&#x2013;1</sup>, respectively, were estimated. In the MedSea, the MLD seasonal variability is characterised by a deepening from November to February-March (<xref ref-type="bibr" rid="B17">D&#x2019;Ortenzio et al., 2005</xref>). Therefore, it can be assumed that the water masses below the mixed layer remain isolated from surface CO<sub>2</sub> inputs between the PERLE0 and PERLE1 cruises. However, due to the late winter deepening of the MLD (<xref ref-type="fig" rid="F3">Figure 3</xref>), between the end of the summer period (PERLE1) and the late winter period (PERLE2), NEC and NEP could be biased by air-sea exchanges.</p>
<p>The seasonal NEP values estimated in this study confirm previous estimations based on oxygen concentration changes monitored with short-time incubations during the stratified period. In June 2006, <xref ref-type="bibr" rid="B71">Regaudie-de-Gioux et al. (2009)</xref> reported a positive NEP value of 0.22 &#x00B1; 1.30 mmol O<sub>2.</sub>m<sup>&#x2013;3</sup>d<sup>&#x2013;1</sup> in waters above 100 meters in the EMed and in summer 2008, <xref ref-type="bibr" rid="B10">Christaki et al. (2011)</xref> reported positive NEP values of 4 &#x00B1; 14 mmol O<sub>2.</sub>m<sup>&#x2013;2</sup>d<sup>&#x2013;1</sup>. As previously observed by <xref ref-type="bibr" rid="B76">Schneider et al. (2007)</xref>, the contribution of calcification and dissolution processes to variations in the carbonate system could be assumed to have a minor role in the MedSea. The NEC values calculated in the NWLB confirm this. The spreading of PERLE2 data points along the CaCO<sub>3</sub> formation/dissolution line in <xref ref-type="fig" rid="F5">Figure 5</xref> (green dots) might be associated to the spatial changes in alkalinity content across the geographical distribution of sampling sites during this cruise rather than to calcification and dissolution processes.</p>
</sec>
<sec id="S4.SS3">
<title>Total Alkalinity Control on the Seasonal Air-Sea CO<sub>2</sub> Exchanges</title>
<p>To address the question of the control of A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> changes on the &#x201C;source&#x201D; (<italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> &#x003E; <italic>p</italic>CO<sub>2</sub><sup><italic>ATM</italic></sup>) or &#x201C;sink&#x201D; (<italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> &#x003C; <italic>p</italic>CO<sub>2</sub><sup><italic>ATM</italic></sup>) of CO<sub>2</sub> in the NWLB, PERLE&#x2019;s A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> values are reported in <xref ref-type="fig" rid="F6">Figure 6</xref>. The temperature range in the area has been used to draw the red and blue &#x201C;iso <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup>-lines&#x201D; as representative of the <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> values encountered during the winter and summer PERLE cruises. Considering a mean atmospheric partial pressure (<italic>p</italic>CO<sub>2</sub><sup><italic>ATM</italic></sup>) value of 403 &#x03BC;atm (recorded at Lampedusa site from October 2018 to December 2019; <xref ref-type="bibr" rid="B26">Dlugokencky et al., 2021</xref>), the upper seawaters encountered at the warm end of summer with high alkalinity (PERLE1) were a &#x201C;source&#x201D; of CO<sub>2</sub>. In contrast, the cold and low alkalinity end of winter (PERLE2) surface waters were a &#x201C;sink&#x201D; of CO<sub>2</sub> with <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>Total alkalinity (A<sub><italic>T</italic></sub>) vs. total dissolved inorganic carbon (C<sub><italic>T</italic></sub>) within the MLD for all stations situated in the North Western Levantine Basin during the three PERLE cruises. Red and blue isolines indicate levels of constant <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> as a function of A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> at 26&#x00B0;C and 15&#x00B0;C, respectively.</p></caption>
<graphic xlink:href="fmars-08-649246-g006.tif"/>
</fig>
<p>Although the C<sub><italic>T</italic></sub> content remained almost stable between the PERLE cruises, the A<sub><italic>T</italic></sub> variability was noticeable with the lowest A<sub><italic>T</italic></sub> values measured at the end of the winter period (PERLE2) and the highest A<sub><italic>T</italic></sub> values estimated during PERLE1, at the end of the summer period. When considering the large <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> variations due to the temperature variability represented by the shift between the red and blue isolines, the high alkalinity seawater at the end of summer (PERLE1&#x2013;blue dots on <xref ref-type="fig" rid="F6">Figure 6</xref>) induces low <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> values when seawater starts to cool and therefore highlights the potential for surface waters to absorb atmospheric CO<sub>2</sub>. In the NWLB, the variability of the A<sub><italic>T</italic></sub> content of the surface waters over an annual cycle impacts the air-sea CO<sub>2</sub> exchanges. The &#x201C;classical&#x201D; vision that the <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> variability is not driven by temperature change but by the biological control on C<sub><italic>T</italic></sub>, must be largely revisited in light of the important effect that variations in A<sub><italic>T</italic></sub> have on the <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> regulation capability in the EMed.</p>
<p>In order to estimate the effect of the A<sub><italic>T</italic></sub> variability on the <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> over an annual cycle, alkalinity was derived from salinity data from an Argo float that cycled in the NWLB for over a year. The temperature and total alkalinity (derived from salinity) values recorded by the float in the upper 20 dbars of the water column representative of the surface mixed layer affected by air-sea exchanges are presented in <xref ref-type="fig" rid="F7">Figure 7</xref>. The cruise data within the mixed layer are also reported. In <xref ref-type="fig" rid="F7">Figure 7</xref>, the red &#x201C;iso <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup>-line&#x201D; indicates the <italic>p</italic>CO<sub>2</sub> equilibrium between the ocean and the atmosphere. This isoline was derived at constant C<sub><italic>T</italic></sub>, based on the assumption that the <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> is, apart from temperature, controlled by A<sub><italic>T</italic></sub> rather than by C<sub><italic>T</italic></sub> in the NWLB. The distribution of data above and below this line highlights the &#x201C;source&#x201D; or &#x201C;sink&#x201D; status of the NWLB for atmospheric CO<sub>2</sub>, respectively.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>Total alkalinity (A<sub><italic>T</italic></sub>) vs. temperature in the upper 20 dbars during the three PERLE cruises and for the WMO 6902913 float data from October 2018 to July 2020 [A<sub><italic>T</italic></sub> values have been estimated from the float salinity following the A<sub><italic>T</italic></sub>-S sub-surface relationship proposed by <xref ref-type="bibr" rid="B41">Hassoun et al. (2015a)</xref>]. The colour bar corresponds to the &#x201C;month of the year.&#x201D; The red &#x201C;iso <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup>-line&#x201D; corresponds to the mean <italic>p</italic>CO<sub>2</sub><sup><italic>ATM</italic></sup> value at Lampedusa site (estimated from the mean mole fraction of CO<sub>2</sub> in ppm) calculated with the mean C<sub><italic>T</italic></sub> values for all PERLE cruises (= 403 &#x03BC;atm). The two others grey isolines correspond to the same constant <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> with the minimum and maximum C<sub><italic>T</italic></sub> values (from PERLE cruises) (2,292 and 2,332 &#x03BC;mol.kg<sup>&#x2013;1</sup>, respectively). Arrows reflect the theoretical changes in A<sub><italic>T</italic></sub> and temperature throughout the year. The coloured area represents the error associated to the red &#x201C;iso <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup>-line&#x201D; deduced by combining the uncertainty associated to the A<sub><italic>T</italic></sub> values (<italic>i.e.</italic>, &#x00B1; 19 &#x03BC;mol.kg<sup>&#x2013;1</sup>) with the default standard uncertainties from the constants (<xref ref-type="bibr" rid="B62">Orr et al., 2018</xref>).</p></caption>
<graphic xlink:href="fmars-08-649246-g007.tif"/>
</fig>
<p>The float derived data agreed with data measured during the PERLE cruises and indicate a penetration of atmospheric CO<sub>2</sub> into the EMed from December to April, and a release of CO<sub>2</sub> into the atmosphere from May to November. It must be noted that these estimates are sensitive to the C<sub><italic>T</italic></sub> value used. Indeed, by considering a high C<sub><italic>T</italic></sub> content (grey isoline labelled &#x201C;C<sub><italic>T</italic></sub> max&#x201D; in <xref ref-type="fig" rid="F7">Figure 7</xref>), the period of CO<sub>2</sub> &#x201C;sink&#x201D; for the atmosphere will be shorter (from February to April). Conversely, if the lowest C<sub><italic>T</italic></sub> mean value is considered (black isoline labelled &#x201C;C<sub><italic>T</italic></sub> min&#x201D; in <xref ref-type="fig" rid="F7">Figure 7</xref>), the area will act as a &#x201C;sink&#x201D; from December to May. The observed &#x201C;iso <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup>-lines&#x201D; shift (grey and black isolines in <xref ref-type="fig" rid="F7">Figure 7</xref>) from the &#x201C;iso <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup>-line&#x201D; at mean C<sub><italic>T</italic></sub> (red isoline in <xref ref-type="fig" rid="F7">Figure 7</xref>) due to the C<sub><italic>T</italic></sub> variability over a year induces a temporal change in the status of &#x201C;source&#x201D; or &#x201C;sink&#x201D; of the upper water masses. Moreover, by considering the accuracy of &#x00B1; 19 &#x03BC;mol.kg<sup>&#x2013;1</sup> associated to the A<sub><italic>T</italic></sub> estimation (according to <xref ref-type="bibr" rid="B41">Hassoun et al., 2015a</xref>), the uncertainty of the estimated <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> has been calculated (<xref ref-type="bibr" rid="B62">Orr et al., 2018</xref>) and ranged between the two &#x201C;iso <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup>-lines&#x201D; deduced from the maximum and minimum C<sub><italic>T</italic></sub> values (red area on <xref ref-type="fig" rid="F7">Figure 7</xref>). Although the displacement of the air-sea <italic>p</italic>CO<sub>2</sub> equilibrium might shift considering the A<sub><italic>T</italic></sub> uncertainty, the temporal succession of the &#x201C;sink&#x201D; or &#x201C;source&#x201D; status for atmospheric CO<sub>2</sub> throughout a year in the NWLB is evidenced. It confirms that the A<sub><italic>T</italic></sub> content of the surface waters is a significant driver of the air-sea CO<sub>2</sub> fluxes in the NWLB.</p>
<p>These are, to the best of our knowledge, the first estimates of the succession of the &#x201C;sink&#x201D; and &#x201C;source&#x201D; status in the NWLB based on <italic>in situ</italic> data. Previous estimates based on satellite observations of sea surface properties, and on a model characterising the evolution of the mixed layer <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> (<xref ref-type="bibr" rid="B16">D&#x2019;Ortenzio et al., 2008</xref>; <xref ref-type="bibr" rid="B81">Taillandier et al., 2012</xref>) are confirmed by this study. Moreover, coastal observations in the South eastern Levantine basin close to the Israeli shelf have also reported a CO<sub>2</sub> source for the atmosphere in summer (from May to December) and a sink of atmospheric CO<sub>2</sub> in winter (from January to April) (<xref ref-type="bibr" rid="B78">Sisma-Ventura et al., 2017</xref>).</p>
</sec>
</sec>
<sec id="S5">
<title>Long Term Temporal Changes in Carbonate Chemistry in the North Western Levantine Basin</title>
<sec id="S5.SS1">
<title>Decadal Carbonate Chemistry Trends in Surface Waters in the NWLB</title>
<p>Based on historical observations from the CARIMED dataset and observations from the PERLE cruises, temporal changes in carbonate chemistry between 2001 and 2019 in the surface NWLB have been assessed to study the mechanisms that could explain the carbonate system changes over the last twenty years (<xref ref-type="fig" rid="F8">Figure 8</xref>). The surface layer has been defined to a depth of 50 dbars to include sufficient data. Due to the seasonal changes in surface salinity in the EMed (<xref ref-type="bibr" rid="B37">Grodsky et al., 2019</xref>), salinity-normalised A<sub><italic>T</italic></sub> (NA<sub><italic>T</italic></sub><sup>39.3</sup>) and C<sub><italic>T</italic></sub> (NC<sub><italic>T</italic></sub><sup>39.3</sup>) were used to facilitate the comparison between the different datasets across space and time. Indeed, due to the strong salinity dependency of alkalinity, by normalising by salinity, a significant part of the seasonal signal for alkalinity is removed.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption><p>Temporal evolution in the North Western Levantine Basin of total dissolved inorganic carbon (C<sub><italic>T</italic></sub>&#x2013;&#x03BC;mol.kg<sup>&#x2013;1</sup>; <bold>A</bold>) and salinity-normalised C<sub><italic>T</italic></sub> (NC<sub><italic>T</italic></sub><sup>39.3</sup>&#x2013;&#x03BC;mol.kg<sup>&#x2013;1</sup>; <bold>B</bold>), total alkalinity (A<sub><italic>T</italic></sub>&#x2013;&#x03BC;mol.kg<sup>&#x2013;1</sup>; <bold>C</bold>) and salinity-normalised A<sub><italic>T</italic></sub> (NA<sub><italic>T</italic></sub><sup>39.3</sup>&#x2013;&#x03BC;mol.kg<sup>&#x2013;1</sup>; <bold>D</bold>) and pH<sub><italic>T</italic></sub><sup>25</sup> <bold>(E)</bold> based on the CARIMED dataset (grey dots) and PERLE cruises. The colour code for the dots is the same as in <xref ref-type="fig" rid="F1">Figure 1</xref>. Only data above 50 dbars are used. In <bold>(E)</bold>, full line and dashed lines correspond to the temporal trends calculated according to all pH<sub><italic>T</italic></sub><sup>25</sup> data [measured (full dots&#x2014;trend framed in full lines) and calculated (crosses&#x2014;trend framed in dotted lines)]. Estimated trends are obtained from slope values of a linear regression between the studied parameters and time. The confident interval has been added for each trend with the coefficient of determination (r<sup>2</sup>), the number of values used (n) and the significance of the trend (<italic>p</italic>-value).</p></caption>
<graphic xlink:href="fmars-08-649246-g008.tif"/>
</fig>
<p>While being higher (even when salinity-normalised) than the trends observed in the North Western MedSea (<italic>i.e.</italic>, 1.40 &#x00B1; 0.15 &#x03BC;mol.kg<sup>&#x2013;1</sup>.a<sup>&#x2013;1</sup>; <xref ref-type="bibr" rid="B56">Merlivat et al., 2018</xref>), the temporal C<sub><italic>T</italic></sub> increase in the NWLB surface waters (<xref ref-type="fig" rid="F8">Figure 8A</xref>) is consistent with other trends measured in the eastern Levantine basin (<italic>i.e.</italic>, 5 &#x00B1; 2 &#x03BC;mol.kg<sup>&#x2013;1</sup>.a<sup>&#x2013;1</sup>; <xref ref-type="bibr" rid="B40">Hassoun et al., 2019</xref>). However, when compared to other time-series over the global ocean, the trends measured in the surface NWLB waters are 3.7&#x2013;1.5 times higher (if the NC<sub><italic>T</italic></sub><sup>39.3</sup> trend is considered) than the global ocean range which lies between 0.78 &#x03BC;mol.kg<sup>&#x2013;1</sup>.a<sup>&#x2013;1</sup> (Munida South Pacific time-series) and 1.89 &#x03BC;mol.kg<sup>&#x2013;1</sup>.a<sup>&#x2013;1</sup> (CARIOCA time-series; <xref ref-type="bibr" rid="B4">Bates et al., 2014</xref>). This suggests that distinct mechanisms explaining the increasing C<sub><italic>T</italic></sub> trend exist in the NWLB.</p>
<p>While A<sub><italic>T</italic></sub> is considered insensitive to atmospheric CO<sub>2</sub> penetration (<xref ref-type="bibr" rid="B92">Zeebe, 2012</xref>), positive trends in C<sub><italic>T</italic></sub> and negative trends in pH<sub><italic>T</italic></sub><sup>25</sup> (<xref ref-type="fig" rid="F8">Figures 8A,E</xref>) can be explained, at least partially, by the increase in atmospheric CO<sub>2</sub>. Indeed, between 2006 and 2018, a mean annual increase of 2.2 &#x00B1; 0.08 ppm.a<sup>&#x2013;1</sup> in <italic>x</italic>CO<sub>2</sub><sup><italic>ATM</italic></sup> (mole fraction of CO<sub>2</sub>) was recorded at the Lampedusa site (equivalent to the trend recorded on a global scale; <xref ref-type="bibr" rid="B26">Dlugokencky et al., 2021</xref>). To estimate the sensitivity of the estimated trends to the increase in atmospheric CO<sub>2</sub>, the increase in <italic>x</italic>CO<sub>2</sub><sup><italic>ATM</italic></sup> was assumed to be equivalent to a surface ocean increase in <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup>. Based on the estimated trends in <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup>, NA<sub><italic>T</italic></sub><sup>39.3</sup>, and NC<sub><italic>T</italic></sub><sup>39.3</sup>, annual changes in carbonate chemistry <italic>p</italic>CO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> have been calculated by solving thermodynamic equations (<xref ref-type="table" rid="T3">Table 3</xref>). The observed annual decrease in pH<sub><italic>T</italic></sub><sup>25</sup> (<xref ref-type="fig" rid="F8">Figure 8E</xref>) and increase in C<sub><italic>T</italic></sub> (<xref ref-type="fig" rid="F8">Figure 8A</xref>) lies between the values estimated with and without an A<sub><italic>T</italic></sub> increase. This suggests that an A<sub><italic>T</italic></sub> increase must exist to compensate for the decrease in pH and the increase in C<sub><italic>T</italic></sub> or, in other words, that the high observed C<sub><italic>T</italic></sub> trend is the consequence of the observed A<sub><italic>T</italic></sub> increase. Although a positive A<sub><italic>T</italic></sub> trend has been observed elsewhere in a coastal site of the MedSea (<xref ref-type="bibr" rid="B47">Kapsenberg et al., 2017</xref>), it remains unexplained. These changes could be related to changes in riverine inputs or changes in Black Sea water inputs (<xref ref-type="bibr" rid="B76">Schneider et al., 2007</xref>).</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Projection of annual changes on the carbonate parameters. Considering the temporal trends calculated in section &#x201C;Decadal carbonate chemistry Trends in Surface Waters in the NWLB,&#x201D; changes were calculated by adding the trend values to the mean values estimated for the surface layer (0&#x2013;50 dbars) of the PERLE area.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left" colspan="2">Trends presented in this study</td>
<td valign="top" align="center" colspan="4">Projection of annual changes<hr/></td>
</tr>
<tr>
<td valign="top" colspan="2"/>
<td valign="top" align="center"><italic>pCO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> increase</italic> (A<sub><italic>T</italic></sub> constant)</td>
<td valign="top" align="center"><italic>NC<sub><italic>T</italic></sub><sup>39.3</sup> increase</italic> (A<sub><italic>T</italic></sub> constant)</td>
<td valign="top" align="center"><italic>NC<sub><italic>T</italic></sub><sup>39.3</sup> and NA<sub><italic>T</italic></sub><sup>39.3</sup> increases</italic></td>
<td valign="top" align="center"><italic>NA<sub><italic>T</italic></sub><sup>39.3</sup> and pCO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> increases</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>&#x002A;Annual pCO<sub>2</sub><sup><italic>S</italic><italic>W</italic></sup> changes</italic> (&#x03BC;atm.a<sup>&#x2013;1</sup>)</td>
<td valign="top" align="center">+2.2</td>
<td valign="top" align="center">+2.2</td>
<td valign="top" align="center">+ 4.7</td>
<td valign="top" align="center">+1.2</td>
<td valign="top" align="center">+2.2</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Annual pH<sub><italic>T</italic></sub><sup>25</sup> changes</italic> (pH<sub><italic>T</italic></sub><sup>25</sup> units.a<sup>&#x2013;1</sup>)</td>
<td valign="top" align="center">&#x2212;0.0024</td>
<td valign="top" align="center">&#x2212;0.0020</td>
<td valign="top" align="center">&#x2212;0.0042</td>
<td valign="top" align="center">&#x2212;0.0007</td>
<td valign="top" align="center">&#x2212;0.0016</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Annual NC<sub><italic>T</italic></sub><sup>39.3</sup> changes</italic> (&#x03BC;mol.kg<sup>&#x2013;1</sup>.a<sup>&#x2013;1</sup>)</td>
<td valign="top" align="center">+2.9</td>
<td valign="top" align="center">+1.4</td>
<td valign="top" align="center">+ 2.9</td>
<td valign="top" align="center">+2.9</td>
<td valign="top" align="center">+3.6</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Annual NA<sub><italic>T</italic></sub><sup>39.3</sup> change</italic>s (&#x03BC;mol.kg<sup>&#x2013;1</sup>.a<sup>&#x2013;1</sup>)</td>
<td valign="top" align="center">+2.7</td>
<td valign="top" align="center">/</td>
<td valign="top" align="center">/</td>
<td valign="top" align="center">+2.7</td>
<td valign="top" align="center">+2.7</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>&#x002A;Assuming that the increase in pCO<sub>2</sub><sup><italic>SW</italic></sup> in the surface ocean is equal to the increase in xCO<sub>2</sub><sup><italic>ATM</italic></sup>.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>It is worth noting that the CARIMED database, by merging data measured over the past 20 years, has a large over-representation of the spring season (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure 1</xref> and <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 2</xref>). Moreover, the spatial distribution of the sampled stations was different for each cruise. The scarcity of observations in the NWLB precludes the estimation of the seasonal variability on the observed trends. Due to the observed influence of seasonal conditions on the carbonate parameters during the PERLE cruises, time-series that would include observations of the peculiar conditions observed in the late summer (high surface pH<sub><italic>T</italic></sub><sup>25</sup> associated with high A<sub><italic>T</italic></sub> values during PERLE1&#x2014;<xref ref-type="fig" rid="F2">Figure 2C</xref>) or winter could modulate the observed temporal trends. Nonetheless, when data collected during &#x201C;not spring&#x201D; cruises are not considered to estimate the trends, despite shifting the temporal trend values, tendencies remain significant for each parameter. Thus, the conclusion that a decadal A<sub><italic>T</italic></sub> increase must exist to counterbalance the pH decrease associated to the C<sub><italic>T</italic></sub> increase remains coherent and valid.</p>
</sec>
<sec id="S5.SS2">
<title>Perspectives on the Future Functioning of the Eastern Mediterranean Carbonate System</title>
<p>In the projected warmer MedSea (<xref ref-type="bibr" rid="B60">Nykjaer, 2009</xref>), increased stratification but also reduced nutrient inputs from river discharge caused by more frequent drought periods could increase the oligotrophy of the MedSea (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B58">Moon et al., 2016</xref>; <xref ref-type="bibr" rid="B67">Pag&#x00E8;s et al., 2019</xref>, <xref ref-type="bibr" rid="B66">2020</xref>). As this study suggests that the magnitude of the annual C<sub><italic>T</italic></sub> variation in surface waters is reduced in the EMed due to the low C<sub><italic>T</italic></sub> vertical gradients, all processes that could decrease primary production in the future could reduce the C<sub><italic>T</italic></sub> contribution to the air-sea exchanges.</p>
<p>Even if internal thermohaline oscillation needs to be considered to draw solid conclusions about salinity trends, over the past 30 years, a positive long-term trend in salinity for the LSW and LIW has been recorded (<xref ref-type="bibr" rid="B64">Ozer et al., 2017</xref>). Because of the salinity impact on alkalinity concentrations (<xref ref-type="fig" rid="F4">Figure 4</xref>) and of the A<sub><italic>T</italic></sub> impact on the air-sea CO<sub>2</sub> fluxes (<xref ref-type="fig" rid="F7">Figure 7</xref>), if the PERLE1 conditions are exacerbated in the future with marine heatwaves extending over longer periods of the year, even more alkaline waters can be expected at the end of the summer. An even greater potential <italic>p</italic>CO<sub>2</sub><sup><italic>ATM</italic></sup> sink will result when surface seawaters cool. The gyres (such as the IE), which have a higher A<sub><italic>T</italic></sub> content due to their saltier waters, might be even more efficient at catching atmospheric CO<sub>2</sub> when seawater cools. The control of air-sea CO<sub>2</sub> exchange by alkalinity that is suggested in this study could be enhanced in a future warmer and less productive EMed. However, as C<sub><italic>T</italic></sub> and A<sub><italic>T</italic></sub> are equally affected by evaporation and as, in the future less productive EMed, the C<sub><italic>T</italic></sub> biological consumption will be less efficient, the mechanisms leading to stable inorganic carbon content described in this study might be altered.</p>
<p>In an attempt to quantify the sensitivity of the carbonate system to future C<sub><italic>T</italic></sub> and A<sub><italic>T</italic></sub> changes, estimated buffer factors within the MLD for each PERLE cruise are presented in <xref ref-type="table" rid="T4">Table 4</xref>. At a comparable period of the year (March&#x2013;April for PERLE2 cruise), the estimated buffer factors are in good agreement with former estimates (<xref ref-type="bibr" rid="B1">&#x00C1;lvarez et al., 2014</xref>) whereas the estimated buffer factors for PERLE0 and PERLE1 cruises during summer are significantly higher. Higher absolute buffer values imply higher buffering capacity and lower changes in [CO<sub>2</sub>], pH or &#x03A9; for a given change in A<sub><italic>T</italic></sub> or C<sub><italic>T</italic></sub>. Assuming that the PERLE1 conditions will be exacerbated in the future (<xref ref-type="bibr" rid="B19">Darmaraki et al., 2019</xref>), the EMed surface water is moving toward an overall increase in its buffering capacity (relative to changes in A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub>).</p>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Mean values and standard deviations of buffer factors (in mmol.kg<sup>&#x2013;1</sup>) during PERLE cruises.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Cruise</td>
<td valign="top" align="center">Season</td>
<td valign="top" align="center">&#x03B3;<sub><italic>CT</italic></sub></td>
<td valign="top" align="center">&#x03B2;<sub><italic>CT</italic></sub></td>
<td valign="top" align="center">&#x03C9;<sub><italic>CT</italic></sub></td>
<td valign="top" align="center">&#x03B3;<sub><italic>AT</italic></sub></td>
<td valign="top" align="center">&#x03B2;<sub><italic>AT</italic></sub></td>
<td valign="top" align="center">&#x03C9;<sub><italic>AT</italic></sub></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">PERLE0</td>
<td valign="top" align="center">Early summer period</td>
<td valign="top" align="center">0.26 &#x00B1; NA</td>
<td valign="top" align="center">0.33 &#x00B1; NA</td>
<td valign="top" align="center">&#x2212;0.44 &#x00B1; NA</td>
<td valign="top" align="center">&#x2212;0.33 &#x00B1; NA</td>
<td valign="top" align="center">&#x2212;0.36 &#x00B1; NA</td>
<td valign="top" align="center">0.41 &#x00B1; NA</td>
</tr>
<tr>
<td valign="top" align="left">PERLE1</td>
<td valign="top" align="center">End of summer period</td>
<td valign="top" align="center">0.27 &#x00B1; 0.00</td>
<td valign="top" align="center">0.34 &#x00B1; 0.00</td>
<td valign="top" align="center">&#x2212;0.46 &#x00B1; 0.00</td>
<td valign="top" align="center">&#x2212;0.34 &#x00B1; 0.00</td>
<td valign="top" align="center">&#x2212;0.38 &#x00B1; 0.00</td>
<td valign="top" align="center">0.43 &#x00B1; 0.00</td>
</tr>
<tr>
<td valign="top" align="left">PERLE2</td>
<td valign="top" align="center">End of winter period</td>
<td valign="top" align="center">0.24 &#x00B1; 0.00</td>
<td valign="top" align="center">0.30 &#x00B1; 0.00</td>
<td valign="top" align="center">&#x2212;0.38 &#x00B1; 0.00</td>
<td valign="top" align="center">&#x2212;0.30 &#x00B1; 0.00</td>
<td valign="top" align="center">&#x2212;0.32 &#x00B1; 0.01</td>
<td valign="top" align="center">0.35 &#x00B1; 0.01</td>
</tr>
</tbody>
</table></table-wrap>
<p>It is worth noting that, when atmospheric CO<sub>2</sub> dissolves in seawater, the CO<sub>2</sub> concentration in solution changes due to the carbonate ion buffering effect. The future effects of the decadal trends measured in the NWLB on the buffering capacities of the carbonate ion can be discussed using three different perspectives: (1) By considering the observed decrease in pH<sub><italic>T</italic></sub><sup>25</sup>, the carbonate ion availability will decrease accordingly, reducing the atmospheric CO<sub>2</sub> uptake by the MedSea. (2) The greater increase in C<sub><italic>T</italic></sub> in comparison to the increase in A<sub><italic>T</italic></sub> will reduce the carbonate ion availability, but, nevertheless, will compensate for the impact of a pH decrease on the carbonate ion content, so allowing the CO<sub>2</sub> uptake into the atmosphere. (3) The positive trend in A<sub><italic>T</italic></sub>, and its impact on the CO<sub>2</sub> atmospheric uptake and on mitigating the decreasing pH trend, may indirectly increase the C<sub><italic>T</italic></sub>.</p>
</sec>
</sec>
<sec id="S6">
<title>Conclusion</title>
<p>Based on data collected in the EMed over three different seasons of the year, this study provides for the first time, an annual overview of the seasonal dynamics of the carbonate chemistry in the NWLB. In this area, an atypical seasonal range in A<sub><italic>T</italic></sub> variations compared to the range in C<sub><italic>T</italic></sub> variations results from the combination of high rates of evaporation and biological processes.</p>
<p>The high A<sub><italic>T</italic></sub> content at the &#x201C;end of summer&#x201D; period has a strong impact on the air-sea exchanges of CO<sub>2</sub>. In the NWLB, the status of &#x201C;source&#x201D; or &#x201C;sink&#x201D; for atmospheric CO<sub>2</sub> is adjusted by the A<sub><italic>T</italic></sub> variability more than the C<sub><italic>T</italic></sub> variability. Over longer time scales, and by compiling historical data, the reported increasing trends in A<sub><italic>T</italic></sub> and C<sub><italic>T</italic></sub> impact with divergent effects the observed acidification. These &#x201C;end of summer&#x201D; conditions will occur more frequently and lasting longer in the future. This ocean warming up will result in an increased buffer capacity that could mitigate the ocean acidification of the EMed.</p>
</sec>
<sec id="S7">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="https://mistrals.sedoo.fr/MERMeX/">https://mistrals.sedoo.fr/MERMeX/</ext-link> and <ext-link ext-link-type="uri" xlink:href="http://www.coriolis.eu.org">http://www.coriolis.eu.org</ext-link>.</p>
</sec>
<sec id="S8">
<title>Author Contributions</title>
<p>CW-R, TW, and DL initiated and design the study. M&#x00C1; provided the CARIMED database and contributed to carbonate chemistry interpretation. PR helped supervising the study. MP-P and PC provided the nutrients database. MF, LC, TM, LN-C, CW-R, and TW performed on board carbonate parameters and oxygen analytical measurements. VT and FD&#x2019;O provided CTD and ARGO dataset. FD&#x2019;O, XD, and PC planned and designed the PERLE Research cruises. CW-R, TW, and DL wrote the first draft of the manuscript. All authors contributed to manuscript revision, read, and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This study takes part of the PERLE (Pelagic Ecosystem Response to the Levantine Experiment) of the MISTRALS-MERMEX project. The project leading to this publication has received funding from European FEDER Fund under project 1166-39417. The SNAPO-CO2 service at LOCEAN was supported by the CNRS-INSU and OSU Ecce-Terra.</p>
</fn>
</fn-group>
<ack>
<p>We wish to thank the crew members of the R/V &#x201C;T&#x00E9;thys II&#x201D; operated by the DT-INSU, for making the PERLE0 (BIO-ARGO-MED2018) cruise possible. We gratefully acknowledge the D&#x00E9;l&#x00E9;gation G&#x00E9;n&#x00E9;rale de l&#x2019;Armement which funded the program Protevs II into which the PROTEVS-PERLE1 campaign was scheduled, the French Naval Hydrologic and Oceanographic Service (SHOM) and the crew of the R/V &#x201C;L&#x2019;Atalante&#x201D; (IFREMER) for their contribution to the PROTEVS-PERLE1 campaign. We acknowledge &#x201C;Flotte Oceanographique Fran&#x00E7;aise&#x201D;, FOF, and the crew of the R/V &#x201C;Pourquoi Pas?&#x201D; (IFREMER) for their help in the PERLE2 sampling. The many researchers responsible for the collection of data and quality control are thanked for their contribution. For seawater sample analyses, we also thank the SNAPO-CO2 at LOCEAN, Paris, and in particular J. Fin and N. Metzl. Argo data were collected and made freely available by the Coriolis project and contributing programmes (<ext-link ext-link-type="uri" xlink:href="http://www.coriolis.eu.org">http://www.coriolis.eu.org</ext-link>). The Argo Program is part of the Global Ocean Observing System. We thank Tracy Lynne Bentley for language editing. The two referees are thanked for helping improve this work.</p>
</ack>
<sec id="S11" sec-type="supplementary material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2021.649246/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2021.649246/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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