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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2021.658777</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Extreme Growth Increments Reveal Local and Regional Climatic Signals in Two <italic>Pinus pinaster</italic> Populations</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Vieira</surname>
<given-names>Joana</given-names>
</name>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/196894/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nabais</surname>
<given-names>Cristina</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/27197/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Campelo</surname>
<given-names>Filipe</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/304653/overview"/>
</contrib>
</contrib-group>
<aff>
<institution>Centre for Functional Ecology, Department of Life Sciences, University of Coimbra</institution>, <addr-line>Coimbra</addr-line>, <country>Portugal</country>
</aff>
<author-notes>
<fn id="fn1" fn-type="edited-by">
<p>Edited by: Jian-Guo Huang, Chinese Academy of Sciences (CAS), China</p>
</fn>
<fn id="fn2" fn-type="edited-by">
<p>Reviewed by: Xiali Guo, Chinese Academy of Sciences (CAS) China; Bao Yang, Chinese Academy of Sciences (CAS), China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Joana Vieira, <email>joana.vieira@uc.pt</email>
</corresp>
<fn id="fn3" fn-type="other">
<p>This article was submitted to Functional Plant Ecology, a section of the journal Frontiers in Plant 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>12</volume>
<elocation-id>658777</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>01</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>04</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Vieira, Nabais and Campelo.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Vieira, Nabais and Campelo</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>Tree rings are valuable proxies of past climate that allow inferring past growth responses to climate variability and extreme events, which is only possible considering that the relationship between tree growth and environmental conditions is linear and stable over time. However, in the last decades, divergent growth patterns have been observed in trees from the same forest stand, while unprecedented growth convergence was observed between trees from distant locations. Here, we use a new approach that considers convergent and divergent event years in two populations of <italic>Pinus pinaster</italic> Aiton in an altitudinal and oceanic-continental gradient to investigate what is triggering divergence and convergence in tree growth. The two study sites are Tocha (TCH), a plantation on sand dunes at low altitude near the ocean, and Serra da Estrela (SdE), a mountain plantation located at 1,100 m altitude, 100 km away from the ocean. The analysis of the climatic conditions in convergent growth years revealed that positive convergent growth was related to above average precipitation in previous winter and that negative convergent growth was related to below average precipitation during the growing season. Divergent growth revealed a temperature signal with warmer temperatures in spring promoting growth in SdE and growth reduction in TCH. Convergent growth was associated with a regional climatic signal, reinforcing the importance of precipitation in the Mediterranean region, and divergent growth to site conditions, revealing local adaptation. The information gathered in this study gives valuable insights on the response of <italic>P. pinaster</italic> to extreme climatic events, allowing for more adjusted management strategies of Mediterranean pine forests.</p>
</abstract>
<kwd-group>
<kwd>divergence</kwd>
<kwd>synchrony</kwd>
<kwd>extreme events</kwd>
<kwd>drought</kwd>
<kwd>global climate change</kwd>
</kwd-group>
<contract-num rid="cn1">UIDB/04004/2020</contract-num>
<contract-sponsor id="cn1">FCT/MCTES</contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="63"/>
<page-count count="12"/>
<word-count count="7100"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Dendroclimatology assumes that tree growth-climate responses are stable over time (<xref ref-type="bibr" rid="ref20">Fritts, 1976</xref>). However, several studies have recently reported divergent growth trends and loss of sensitivity in the climatic response of trees (<xref ref-type="bibr" rid="ref28">Jacoby and D&#x2019;Arrigo, 1995</xref>; <xref ref-type="bibr" rid="ref5">Briffa et al., 1998</xref>; <xref ref-type="bibr" rid="ref62">Wilmking et al., 2020</xref>), the so-called &#x201C;divergence problem&#x201D; (<xref ref-type="bibr" rid="ref18">D&#x2019;Arrigo et al., 2008</xref>). The divergence problem is characterized by an offset between warmer instrumental temperatures and their underestimation in reconstruction models based on tree rings (<xref ref-type="bibr" rid="ref18">D&#x2019;Arrigo et al., 2008</xref>; <xref ref-type="bibr" rid="ref62">Wilmking et al., 2020</xref>). It is defined as the weakening of temperature response in previous temperature-limited northern sites in the last decades and expressed as a loss in climate sensitivity or divergence in trend (<xref ref-type="bibr" rid="ref18">D&#x2019;Arrigo et al., 2008</xref>). For example, <xref ref-type="bibr" rid="ref61">Wilmking et al. (2004)</xref> reported a divergence in trend in a study across Alaska, where some trees presented growth reduction while others increased growth in response to the recent temperature increase. The growth increase could be due to longer growing seasons, as a result of an earlier onset of tree growth in response to global warming (<xref ref-type="bibr" rid="ref48">Rossi et al., 2011</xref>; <xref ref-type="bibr" rid="ref33">Lugo et al., 2012</xref>). Trees that showed growth reduction revealed a shift in climatic sensitivity, with increasing temperature inducing drought stress, and the limiting factor shifting from temperature to precipitation (<xref ref-type="bibr" rid="ref61">Wilmking et al., 2004</xref>, <xref ref-type="bibr" rid="ref60">2005</xref>).</p>
<p>Besides the divergence observed in temperature-limited sites, other studies have demonstrated an increased synchronization of tree growth at local and regional scales, which has been linked to climate change (<xref ref-type="bibr" rid="ref51">Shestakova et al., 2016</xref>; <xref ref-type="bibr" rid="ref35">Manzanedo et al., 2020</xref>). The concept of spatial synchrony in tree growth points to the convergence of changes in ring-width patterns among geographically distant populations (<xref ref-type="bibr" rid="ref31">Liebhold et al., 2004</xref>; <xref ref-type="bibr" rid="ref51">Shestakova et al., 2016</xref>). A global analysis of tree-ring growth over the past millennium has revealed that global synchrony in tree growth has increased since 1970, probably due to the recent warming caused by anthropogenic climate change (<xref ref-type="bibr" rid="ref35">Manzanedo et al. 2020</xref>). Another example of increased forest growth synchrony at global scales was reported by <xref ref-type="bibr" rid="ref51">Shestakova et al. (2016)</xref> that observed a synchrony between conifers growing in Spain and in Central Siberia, distant &#x223C;1,000 km. The main climatic drivers of tree growth, and the climatic signal of tree rings, are probably changing and becoming more similar at wider spatial scales. This will have important ecological implications for forest growth and ultimately for the species geographic distribution (<xref ref-type="bibr" rid="ref4">Bellard et al., 2012</xref>).</p>
<p>Most studies reporting increased growth synchrony or divergence as a result of climate change have been conducted in temperature-limited environments. However, how will trees respond in environments where climate-growth relationships are characterized by a complex interplay of temperature and precipitation signals (<xref ref-type="bibr" rid="ref32">Li&#x00F1;&#x00E1;n et al., 2012</xref>), such as the Mediterranean region? Previous dendrochronological studies in <italic>Pinus pinaster</italic> have demonstrated a strong positive relation of tree-ring width with previous winter and current spring precipitation, and a negative response to summer temperature (<xref ref-type="bibr" rid="ref54">Vieira et al., 2009</xref>; <xref ref-type="bibr" rid="ref16">Campelo et al., 2013</xref>; <xref ref-type="bibr" rid="ref39">Nabais et al., 2014</xref>). Climate projections for the Mediterranean region predict an increase in the mean annual temperature from 3.3 to 4.1&#x00B0;C, a decrease of 11&#x2013;17% of the total annual precipitation, and an increase of extreme events (<xref ref-type="bibr" rid="ref27">Jacob et al., 2014</xref>). Dendrochronological studies can evaluate the effect of climate change-driven temperature increase and precipitation decrease; however, these studies are derived from correlative approaches that are not appropriate to detect the effect of extreme events, such as heatwaves, on tree growth. Analyzing extreme growth increments could be an efficient way to investigate the climatic conditions responsible for their formation. Event years are characterized by extreme growth (i.e., very narrow and very wide tree rings) observed at the individual tree level. On the other hand, a pointer year occurs when a significant proportion of trees presents the same event year, which indicates a significant change in the environmental conditions (<xref ref-type="bibr" rid="ref50">Schweingruber, 1986</xref>). Pointer year and year-to-year correlative approaches are the two most-used methods to study the climatic signal in tree rings (<xref ref-type="bibr" rid="ref29">Jetschke et al., 2019</xref>; <xref ref-type="bibr" rid="ref7">Buras et al., 2020</xref>). Studies analyzing pointer years in the Mediterranean region, in Italy, found the formation of negative pointer years in drought years and positive pointer years in years with abundant summer precipitation (<xref ref-type="bibr" rid="ref3">Battipaglia et al., 2009</xref>; <xref ref-type="bibr" rid="ref45">Rita et al., 2014</xref>).</p>
<p>We have developed a new approach to compare convergent and divergent event years in two populations of <italic>P. pinaster</italic> growing at low and high altitudes. Our hypotheses are that (1) positive convergent years are associated with high precipitation in previous winter and spring; (2) negative convergent years are associated with drought years; and (3) divergent growth is driven by local climatic differences. We expect that the convergent and divergent event years reveal climatic signals that otherwise would not be detected by the traditional correlative approaches. Understanding the convergent and divergent growth of maritime pine forests growing at different altitudes, representing an oceanic-continental gradient, will provide insight into the response of this species to extreme climatic events, allowing for more adjusted management strategies of <italic>P. pinaster</italic> forests in the context of climate change.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="sec3">
<title>Study Sites</title>
<p>The study sites were selected to represent the extreme altitudinal gradient of <italic>P. pinaster</italic> (maritime pine) plantations in continental Portugal (<xref rid="fig1" ref-type="fig">Figure 1</xref>). <italic>Pinus pinaster</italic> is the most representative conifer of the Portuguese forest representing 22% of the forest species (<xref ref-type="bibr" rid="ref26">ICNF, 2019</xref>). In 10 years (2005&#x2013;2015), 84.8 k hectares of the maritime pine forest were lost to wildfires in continental Portugal (<xref ref-type="bibr" rid="ref25">ICNF, 2017</xref>), a direct consequence of climate change-induced drought intensity.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Geographic location of the two study sites Tocha (TCH) and Serra da Estrela (SdE; circle sign); and climatic diagram for TCH and SdE for the time period 1968&#x2013;2008. Average temperature and total precipitation were downloaded for the nearest grid point from both study sites (plus sign &#x201C;+&#x201D;) at the Royal Netherlands Meteorological Institute Web site (see footnote 1).</p>
</caption>
<graphic xlink:href="fpls-12-658777-g001.tif"/>
</fig>
<p>Both sites are even aged maritime pine plantations managed by the Portuguese forest services. Tocha (TCH) is located in the Per&#x00ED;metro florestal das dunas de Cantanhede (40&#x00B0;21'35''N; 8&#x00B0;49'10''W), a plantation on sand dunes at an altitude of 25 m above sea level. The trees were 45.3 &#x00B1; 4.0 years old and presented a diameter at breast height of 38.7 &#x00B1; 3.9 cm. Serra da Estrela (SdE) is located in Serra da Estrela National Park, a granite mountain range located in central Portugal with southwest-northeast orientation. Serra da Estrela is the tallest mountain in continental Portugal (1,993 m) and is divided into three altitudinal zones: below 800 m, from 800 to 1,600 m, and above 1,600 m. Our study site is located at 1,100 m, in the intermediate zone, on a mountain slope facing west (40&#x00B0;22'57''N, 7&#x00B0;33'11''W). The trees were 79.2 &#x00B1; 12.6 years old at breast height and presented a diameter of 42.1 &#x00B1; 8.4 cm. Both sites are located in central Portugal: TCH is close to the coastline and SdE is 100 km away from the Atlantic Ocean in a straight line, representing an oceanic-continental gradient from west to east (<xref rid="fig1" ref-type="fig">Figure 1</xref>).</p>
<p>Monthly climate data (maximum, mean, and minimum temperature and precipitation) and the Standardized Precipitation Evapotranspiration Index (SPEI; <xref ref-type="bibr" rid="ref53">Vicente-Serrano et al., 2010</xref>) were extracted from the E-OBS-gridded climate data sets, E-OBS version 21.0e on a 0.25&#x00B0; regular grid.<xref rid="fn0001" ref-type="fn"><sup>1</sup></xref> Climatic conditions were different between sites, reflecting their geographic location (<xref rid="fig1" ref-type="fig">Figure 1</xref>). Mean annual temperature for the 1968&#x2013;2008 period was 14.9&#x00B0;C in TCH and 12.2&#x00B0;C in SdE (<xref rid="fig1" ref-type="fig">Figure 1</xref>). Minimum average temperatures in the winter months (December, January, and February) were 6.5&#x00B0;C in TCH and 2.3&#x00B0;C in SdE. Maximum average temperature in the summer months (June, July, and August) was 27.7 and 25.6&#x00B0;C in TCH and SdE, respectively. From 1968 to 2008, the increasing rate of mean annual temperature was higher in SdE than in TCH, as well as the decrease in total annual precipitation (<xref rid="fig2" ref-type="fig">Figure 2</xref>). The annual distribution of precipitation was similar between sites, with precipitation concentrated in the winter and spring months, decreasing significantly in the summer months (<xref rid="fig1" ref-type="fig">Figure 1</xref>). TCH registered a total annual precipitation of 844 mm and SdE 986 mm.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Average annual temperature and annual precipitation in SdE and TCH for the time interval 1950&#x2013;2019 with the respective linear regression (red line).</p>
</caption>
<graphic xlink:href="fpls-12-658777-g002.tif"/>
</fig>
</sec>
<sec id="sec4">
<title>Tree Selection, Sample Preparation, and Chronology Development</title>
<p>Thirty dominant trees were sampled in TCH in 2009 and 24 in SdE in 2011. Samples were taken at breast height using an increment borer. Two cores were taken from each tree from the north-south directions in TCH, whereas in SdE cores were taken perpendicular to the slope to avoid reaction wood. Cores were air-dried, mounted on a wooden support, and sanded with progressive finer sandpaper to highlight tree-ring limits. Tree rings were visually cross-dated using standard dendrochronological methods (<xref ref-type="bibr" rid="ref52">Stokes and Smiley, 1996</xref>) and then measured to the nearest 0.01 mm using the R package <italic>xRing</italic> (<xref ref-type="bibr" rid="ref13">Campelo et al., 2019</xref>).</p>
<p>For each site, chronologies for ring widths were developed by fitting a smoothing spline of 35-year to each tree-ring series. A first-order autoregressive model was applied to each ring-index series, and the resulting series were used to compute the residual chronologies. Chronologies were developed using the R packages dplR (<xref ref-type="bibr" rid="ref6">Bunn, 2008</xref>) and detrendeR (<xref ref-type="bibr" rid="ref11">Campelo et al., 2012</xref>). The quality of the chronologies was assessed by several dendrochronological statistics (<xref ref-type="bibr" rid="ref20">Fritts, 1976</xref>) considering the common interval period (1968&#x2013;2008; <xref rid="tab1" ref-type="table">Table 1</xref>): mean sensitivity (MS), expressed population signal (EPS), first-order autocorrelation of raw data (Ar1), and mean correlation between trees (rbt). The coefficient of coherence was also quantified by average Gleichl&#x00E4;ufigkeit (Glk). EPS was calculated to determine the degree to which chronologies approach the hypothetically perfect chronology.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Descriptive statistics of residual tree-ring chronologies.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Tocha</th>
<th align="center" valign="top">Serra da Estrela</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle"><italic>Chronology length</italic></td>
<td align="left" valign="middle">1953&#x2013;2008</td>
<td align="left" valign="middle">1910&#x2013;2010</td>
</tr>
<tr>
<td align="left" valign="middle">Number of trees</td>
<td align="left" valign="middle">30</td>
<td align="left" valign="middle">24</td>
</tr>
<tr>
<td align="left" valign="middle">Number of cores</td>
<td align="left" valign="middle">60</td>
<td align="left" valign="middle">48</td>
</tr>
<tr>
<td align="left" valign="middle">Mean tree-ring width</td>
<td align="left" valign="middle">2.82</td>
<td align="left" valign="middle">2.51</td>
</tr>
<tr>
<td align="left" valign="middle">SD</td>
<td align="left" valign="middle">1.30</td>
<td align="left" valign="middle">1.13</td>
</tr>
<tr>
<td align="left" valign="middle">Glk (%)</td>
<td align="left" valign="middle">69.2</td>
<td align="left" valign="middle">65.7</td>
</tr>
<tr>
<td align="left" valign="middle">Mean sensitivity</td>
<td align="left" valign="middle">0.30</td>
<td align="left" valign="middle">0.26</td>
</tr>
<tr>
<td align="left" valign="middle">Ar1</td>
<td align="left" valign="middle">0.53</td>
<td align="left" valign="middle">0.68</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3"><italic>Common interval (1968&#x2013;2008)</italic></td>
</tr>
<tr>
<td align="left" valign="middle">Number of trees</td>
<td align="left" valign="middle">30</td>
<td align="left" valign="middle">24</td>
</tr>
<tr>
<td align="left" valign="middle">Number of cores</td>
<td align="left" valign="middle">58</td>
<td align="left" valign="middle">48</td>
</tr>
<tr>
<td align="left" valign="middle">rbt</td>
<td align="left" valign="middle">0.38</td>
<td align="left" valign="middle">0.34</td>
</tr>
<tr>
<td align="left" valign="middle">EPS</td>
<td align="left" valign="middle">0.96</td>
<td align="left" valign="middle">0.95</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>SD, standard deviation; Glk (%), Gleichl&#x00E4;ufigkeit coefficient; Ar1, first-order autocorrelation; rbt, mean correlation between trees; EPS, expressed population signal.</p>
</table-wrap-foot>
</table-wrap>
<p>The climatic signal of the tree-ring width residual chronologies was determined using Pearson correlation analysis between the tree-ring width indices and monthly minimum temperature, precipitation, and SPEI for the common period (1968&#x2013;2008). Minimum temperature was selected because it represents a limiting factor for tree growth, especially in SdE. Regarding this, 3-months SPEI was selected to study the impact of short timescale droughts on tree growth, since droughts may act on growth at different timescales (<xref ref-type="bibr" rid="ref43">Pasho et al., 2011</xref>).</p>
</sec>
<sec id="sec5">
<title>Event Year Analysis</title>
<p>Event years were identified using the relative growth change method (<xref ref-type="bibr" rid="ref37">Meyer, 1998</xref>; <xref ref-type="bibr" rid="ref29">Jetschke et al., 2019</xref>), by comparing each year radial increment to the average of the five previous years. Event year indices were calculated using tree-ring width chronologies. The 3 years with the highest (lowest) mean were defined as convergent positive (negative). Divergent years were identified by determining the difference between site chronologies. When the difference between site indices was &#x003E;30% and the growth variation, &#x003E;20% (when compared to the average of the five previous years), a divergent event year was identified. Event years were grouped in the following way: convergent positive, when both sites presented significant increase in growth (<italic>t</italic> = 2.593; <italic>p</italic> = 0.02), and convergent negative, when both sites presented significant decrease in growth (<italic>t</italic> = &#x2212;3.566; <italic>p</italic> = 0.05). Divergent TCH+ years were characterized by growth increment in TCH and growth reduction in SdE, and divergent SdE+ years by the opposite.</p>
<p>Minimum temperature, precipitation, and SPEI of each group of event years were averaged and compared with the long-term mean (1968&#x2013;2008) to determine the climatic conditions triggering them (<xref rid="fig5" ref-type="fig">Figures 5</xref>&#x2013;<xref rid="fig7" ref-type="fig">7</xref>).</p>
</sec>
</sec>
<sec id="sec6" sec-type="results">
<title>Results</title>
<sec id="sec7">
<title>Chronologies Characterization</title>
<p>Tocha chronology covered 55 years (1953&#x2013;2008), and SdE, 111 years (1910&#x2013;2010; <xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>). The common interval between both sites (1968&#x2013;2008) presented a high EPS (&#x003E;0.9) and thus was used for further analysis (<xref rid="tab1" ref-type="table">Table 1</xref>). The first-order autocorrelation was higher in SdE than in TCH. The mean tree-ring width in SdE was lower than in TCH, as well as the range of their ring widths 0.21&#x2013;10.5 mm (SdE) vs. 0.26&#x2013;12.9 mm (TCH).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Residual tree-ring width (TRW) chronologies for SdE (black line) and TCH (blue line) for the common period 1968&#x2013;2008. Vertical dash lines represent positive event years (convergent +; green line), negative event years (convergent &#x2212;; red line), divergent years with TCH presenting a growth increment and SdE a growth reduction (Divergent TCH+; gray line), and the opposite (Divergent SdE+; orange line).</p>
</caption>
<graphic xlink:href="fpls-12-658777-g003.tif"/>
</fig>
</sec>
<sec id="sec8">
<title>Climatic Signal</title>
<p>The correlation analysis between tree-ring width chronologies and minimum temperature, precipitation, and SPEI revealed differences between sites (<xref rid="fig4" ref-type="fig">Figure 4</xref>). TCH presented a positive correlation with previous December minimum temperature. SdE presented negative correlations with the minimum temperature of previous October and from June to August (<xref rid="fig4" ref-type="fig">Figure 4</xref>). The precipitation signal was also different between sites with TCH presenting a positive correlation with previous November and December; current January, February, and July (<xref rid="fig4" ref-type="fig">Figure 4</xref>). TCH also presented a negative correlation with August precipitation. SdE responded positively to precipitation from the previous September and October; current May and July. Regarding SPEI, there was a positive correlation with previous September, October, and November and current June, July, and August in TCH, whereas in SdE there was a positive response from previous November to current July, except for May.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Correlations between TRW chronologies and minimum temperature, precipitation, and the Standardized Precipitation Evapotranspiration Index (SPEI) for TCH (black bars) and SdE (open bars) for the common interval 1968&#x2013;2008. Horizontal dash lines represent significance level of <italic>p</italic> &#x003C; 0.05.</p>
</caption>
<graphic xlink:href="fpls-12-658777-g004.tif"/>
</fig>
</sec>
<sec id="sec9">
<title>Event Years</title>
<p>The event year analysis in both sites revealed that the convergent positive years were 2007, 1996, and 1973 and the convergent negative years were 2005, 1991, and 1976 (<xref rid="tab2" ref-type="table">Table 2</xref>; <xref rid="fig3" ref-type="fig">Figure 3</xref>). The divergent growth years with growth increment in TCH and growth reduction in SdE (TCH+) were 1985, 1979, and 1969; the years presenting growth increment in SdE and growth reduction in TCH (SdE+) were 1997, 1995, and 1975 (<xref rid="tab2" ref-type="table">Table 2</xref>; <xref rid="fig3" ref-type="fig">Figure 3</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Event years for the SdE and TCH standard tree-ring width chronologies.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="center" valign="top"/>
<th align="center" valign="top">Event year</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="3">Convergent +</td>
<td align="left" valign="middle">2007</td>
</tr>
<tr>
<td align="left" valign="middle">1994</td>
</tr>
<tr>
<td align="left" valign="middle">1973</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Convergent &#x2212;</td>
<td align="left" valign="middle">2005</td>
</tr>
<tr>
<td align="left" valign="middle">1991</td>
</tr>
<tr>
<td align="left" valign="middle">1976</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Divergent TCH+</td>
<td align="left" valign="middle">1985</td>
</tr>
<tr>
<td align="left" valign="middle">1979</td>
</tr>
<tr>
<td align="left" valign="middle">1969</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Divergent SdE+</td>
<td align="left" valign="middle">1997</td>
</tr>
<tr>
<td align="left" valign="middle">1995</td>
</tr>
<tr>
<td align="left" valign="middle">1975</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Convergent years represent years where both chronologies presented a significant increment (Convergent +) or reduction (Convergent &#x2212;) compared to the five previous years. Divergent TCH+ represent years where TCH presented a positive increment and SdE a negative one, and Divergent SE+ the opposite.</p>
</table-wrap-foot>
</table-wrap>
<p>The analysis of minimum temperature, precipitation, and SPEI of event years revealed differences between those years and the average (<xref rid="fig5" ref-type="fig">Figures 5</xref>&#x2013;<xref rid="fig7" ref-type="fig">7</xref>). The convergent positive event years were characterized by a minimum temperature identical to the long-term average in SdE and by below average minimum temperature in January, February, and in the summer months in TCH (0.75, 1.01, and 0.44&#x00B0;C below average, respectively; <xref rid="fig5" ref-type="fig">Figure 5</xref>). The precipitation pattern was similar between sites with precipitation below average in March and April (68 and 52% reduction in SdE, and 61 and 55% reduction in TCH), and above average in May (90% increment in SdE and 61% in TCH, <xref rid="fig6" ref-type="fig">Figure 6</xref>). SPEI was negative, corresponding to drought periods, from January to May and from August to December in both sites (<xref rid="fig7" ref-type="fig">Figure 7</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Monthly minimum temperature in SdE and TCH in the positive event years (convergent +; green line), negative event years (convergent &#x2212;; red line), divergent years with TCH presenting a growth increment and SdE a growth reduction (Divergent TCH+; gray line), and the opposite (Divergent SdE+; orange line). Black line represents the average monthly minimum temperature for the period 1968&#x2013;2008.</p>
</caption>
<graphic xlink:href="fpls-12-658777-g005.tif"/>
</fig>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Monthly precipitation in SdE and TCH for the positive event years (Convergent +), negative event years (Convergent &#x2212;), divergent years with TCH presenting a growth increment and SdE a growth reduction (Divergent TCH+), and the opposite (Divergent SdE+) represented by gray bars. Blue line represents the average monthly precipitation for the period 1968&#x2013;2008.</p>
</caption>
<graphic xlink:href="fpls-12-658777-g006.tif"/>
</fig>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>SPEI in SdE and TCH in the positive event years (convergent +; green line), negative event years (convergent &#x2212;; red line), divergent years with TCH presenting a growth increment and SdE a growth reduction (Divergent TCH+; gray line), and the opposite (Divergent SdE+; orange line).</p>
</caption>
<graphic xlink:href="fpls-12-658777-g007.tif"/>
</fig>
<p>The convergent negative event years were characterized by below average minimum temperature in the previous winter (November, December, and January, 1.44&#x00B0;C below average in SdE and 1.55&#x00B0;C in TCH) and by above average minimum temperature from May to August, in both sites (1.16&#x00B0;C in SdE and 0.43&#x00B0;C in TCH; <xref rid="fig5" ref-type="fig">Figure 5</xref>). Precipitation was below average from previous November to July except for March (54% reduction in SdE and 57% in TCH; <xref rid="fig6" ref-type="fig">Figure 6</xref>). SPEI was negative from January to September in both sites (<xref rid="fig7" ref-type="fig">Figure 7</xref>).</p>
<p>Regarding the divergent event years, the analysis of the climatic parameters revealed that in years with growth increment in TCH and growth reduction in SdE (Divergent TCH+), precipitation was above average from previous November to May and in October in both sites (an increment of 80% in SdE and 50% in TCH; <xref rid="fig6" ref-type="fig">Figure 6</xref>), temperature was above average in August and September in SdE (0.7&#x00B0;C above average) and below average in TCH (0.64&#x00B0;C below average; <xref rid="fig5" ref-type="fig">Figure 5</xref>). SPEI was negative from July to December (<xref rid="fig7" ref-type="fig">Figure 7</xref>).</p>
<p>The years with growth increment in SdE and growth reduction in TCH (Divergent SdE+), temperature was 0.77&#x00B0;C above average in both sites throughout the year (<xref rid="fig5" ref-type="fig">Figure 5</xref>). In SdE, spring temperature was 1.14&#x00B0;C above average and in TCH 0.96&#x00B0;C. Precipitation was below average in February, April, and October in both sites, with a reduction of 14, 60, and 40% in SdE and 11, 46, and 30% in TCH, respectively (<xref rid="fig6" ref-type="fig">Figure 6</xref>). SPEI was negative from January to July and in October in both sites, and positive from July to September, however higher in SdE than TCH (<xref rid="fig7" ref-type="fig">Figure 7</xref>).</p>
</sec>
</sec>
<sec id="sec10" sec-type="discussions">
<title>Discussion</title>
<p>Extreme growth increment in <italic>P. pinaster</italic> was compared in two sites with different altitudes along an oceanic-continental gradient using a novel approach that divided event years in convergent and divergent. The results supported our initial hypotheses that convergent growth corresponds to years with above average precipitation in previous winter, and negative convergent growth to below average precipitation during the growing season. The analysis of the divergent growth years revealed that TCH is more dependent on precipitation and that SdE growth can be enhanced by warmer early spring temperatures. Convergence in tree growth represented a regional signal, whereas a local signal was detected by divergent growth reactions.</p>
<sec id="sec11">
<title>Convergent Growth</title>
<p>Convergence growth corresponded to climatic responses previously observed in the Mediterranean region. Convergent growth increment was observed in years with above average previous winter and May precipitation, whereas growth reduction (convergent negative) was observed in years with below average spring precipitation and above average summer temperature. Positive event years were associated with precipitation in previous winter and spring, as previously reported for <italic>P. pinaster</italic> growing in Portugal (<xref ref-type="bibr" rid="ref54">Vieira et al., 2009</xref>, <xref ref-type="bibr" rid="ref55">2017a</xref>; <xref ref-type="bibr" rid="ref16">Campelo et al., 2013</xref>, <xref ref-type="bibr" rid="ref15">2015</xref>), Spain (<xref ref-type="bibr" rid="ref1">Arzac et al., 2018</xref>; <xref ref-type="bibr" rid="ref10">Caminero et al., 2018</xref>), and Italy (<xref ref-type="bibr" rid="ref36">Mazza et al., 2015</xref>). The correlation analysis confirmed the positive signal with previous autumn and winter precipitation in tree-ring width. The importance of previous autumn and winter precipitation for tree growth could be related to the recharge of soil water reserves before the growing season (<xref ref-type="bibr" rid="ref42">Pasho et al., 2012</xref>), which is critical for Mediterranean conifer species growing in drought-prone areas with long summer and shallow or rocky soils (<xref ref-type="bibr" rid="ref8">Camarero et al., 2013</xref>). The analysis of SPEI supported the importance of precipitation for tree growth since these years were characterized by a positive SPEI from May to July, indicative of a wetness period (<xref ref-type="bibr" rid="ref53">Vicente-Serrano et al., 2010</xref>). Increased water availability from May to July could support higher rates of cell production and thus induce the formation of wider tree rings. The maximum rate of cell production in <italic>P. pinaster</italic> trees growing in TCH Portugal was observed in March. After this period, the rate of cell production decreased, especially in trees under rain exclusion (<xref ref-type="bibr" rid="ref57">Vieira et al., 2020</xref>).</p>
<p>As expected, negative event years were formed in dry years, with below average precipitation in previous winter and spring, above average summer temperatures, and a negative SPEI from previous winter to current summer. The identified negative convergent event years correspond to extreme drought years and were also detected in other studies analyzing extreme growth reduction in the Iberian Peninsula (<xref ref-type="bibr" rid="ref23">Gazol et al., 2018</xref>; <xref ref-type="bibr" rid="ref49">S&#x00E1;nchez-Salguero et al., 2018</xref>). Low water availability limits tree growth directly by reducing the rate of cambial cell division (<xref ref-type="bibr" rid="ref59">Vieira et al., 2017b</xref>, <xref ref-type="bibr" rid="ref58">2019</xref>, <xref ref-type="bibr" rid="ref57">2020</xref>) and indirectly by reducing photosynthesis and the soluble sugars available for secondary growth (<xref ref-type="bibr" rid="ref17">Carten&#x00EC; et al., 2018</xref>). Low water availability associated with warmer temperatures can trigger stomatal closure (<xref ref-type="bibr" rid="ref46">Roman et al., 2015</xref>) in isohydric species such as <italic>P. pinaster</italic> (<xref ref-type="bibr" rid="ref44">Ripullone et al., 2007</xref>). Stomata close in response to declining water availability and rising atmospheric vapor pressure deficit to reduce water losses, and to prevent xylem cavitation and hydraulic failure (<xref ref-type="bibr" rid="ref46">Roman et al., 2015</xref>; <xref ref-type="bibr" rid="ref21">Garcia-Forner et al., 2016</xref>). By closing the stomata, the photosynthetic rate declines due to limited carbon uptake, which decreases the carbohydrates available for secondary growth (<xref ref-type="bibr" rid="ref34">Macallister et al., 2019</xref>). Since secondary growth is a low priority sink in carbohydrate allocation (<xref ref-type="bibr" rid="ref24">Heinrich et al., 2015</xref>), less carbon will be available for growth, and thus, the tree rings formed are narrower. The formation of very narrow tree rings in very dry and warm years is not exclusive of the Mediterranean region and has been reported in other environments, such as Central Europe lowlands (<xref ref-type="bibr" rid="ref41">Neuwirth et al., 2007</xref>), France (<xref ref-type="bibr" rid="ref30">Lebourgeois et al., 2010</xref>), and the Swiss Alps (<xref ref-type="bibr" rid="ref40">Neuwirth et al., 2004</xref>).</p>
</sec>
<sec id="sec12">
<title>Divergent Growth</title>
<p>Divergent growth highlighted site differences and revealed a temperature signal in the high-altitude site. The years identified with growth increment in TCH and growth reduction in SdE (TCH+) were associated with above average precipitation. On the other hand, SdE+ years were characterized by below average spring precipitation and above average minimum temperatures. The precipitation pattern is identical in both sites, and the correlation analyses revealed that June precipitation was equally important for tree growth in both studied sites. However, regarding extreme divergent growth increments, TCH presented extreme growth increment in years characterized by above average precipitation, whereas in SdE extreme growth increment was observed in years with average precipitation but above average early spring temperature. This difference in precipitation dependency is also clear in SPEI. In TCH+ years SPEI is positive from January to July, whereas in SdE+ years is positive from July to September, indicating that TCH trees are more dependent on precipitation than SdE trees. The different sensitivities to precipitation and temperature observed between sites in divergent years revealed differences in site conditions. At high elevation sites, such as SdE, a warmer early spring can trigger an earlier start of cambial activity (<xref ref-type="bibr" rid="ref47">Rossi et al., 2008</xref>; <xref ref-type="bibr" rid="ref38">Moser et al., 2010</xref>), and thus a longer period of wood formation, which can result in the formation of wider tree rings (<xref ref-type="bibr" rid="ref57">Vieira et al., 2020</xref>).</p>
<p>The above average October precipitation observed in TCH+ years and in positive convergent years could be related to the capacity of <italic>P. pinaster</italic> to resume secondary growth after the summer drought (<xref ref-type="bibr" rid="ref56">Vieira et al., 2015</xref>). In fact, the only group of years that did not show above average precipitation in October were the years in which TCH showed growth reduction and SdE growth increment (SdE+). The resumption of cambial activity and wood formation in autumn results in the formation of an intra-annual density fluctuation (<xref ref-type="bibr" rid="ref14">Campelo et al., 2007</xref>; <xref ref-type="bibr" rid="ref56">Vieira et al., 2015</xref>; <xref ref-type="bibr" rid="ref2">Battipaglia et al., 2016</xref>), which is common in Mediterranean species, and has been associated with the bimodal growth pattern (<xref ref-type="bibr" rid="ref9">Camarero et al., 2010</xref>; <xref ref-type="bibr" rid="ref12">Campelo et al., 2018</xref>). The extra growth band produced after the summer has been previously observed in TCH (<xref ref-type="bibr" rid="ref16">Campelo et al., 2013</xref>, <xref ref-type="bibr" rid="ref15">2015</xref>; <xref ref-type="bibr" rid="ref56">Vieira et al., 2015</xref>) and helps to explain the formation of wider tree rings in years with high precipitation in autumn.</p>
</sec>
<sec id="sec13">
<title>Mediterranean Forests Under Climate Change</title>
<p>In the near future, the Mediterranean Basin is predicted to be the most vulnerable region in Europe to climate change (<xref ref-type="bibr" rid="ref27">Jacob et al., 2014</xref>). Climatic projections from the EURO-CODEX initiative using the Representative Concentration Pathways 4.5 (<xref ref-type="bibr" rid="ref27">Jacob et al., 2014</xref>) predict an increase in the mean annual temperature from 3.3 to 4.1&#x00B0;C and a decrease of 11&#x2013;17% of the total annual precipitation for the Mediterranean region. In SdE, the predicted changes are already in place, the average annual temperature increased nearly 1.5&#x00B0;C since 1950, and the total annual precipitation also decreased significantly (<xref rid="fig2" ref-type="fig">Figure 2</xref>). Although SdE trees presented a positive response to early spring temperatures, forming wider tree rings in those years, the negative correlation with summer temperatures and positive correlation with SPEI in summer months also indicates that tree growth is negatively affected by summer drought. Growth of SdE trees will be enhanced by warmer early spring temperatures whenever water shortage does not override the temperature effect. If temperature continues to increase and precipitation decreases, the productivity of SdE trees is expected to decrease. In TCH, the trend of temperature increase and precipitation decrease is not as marked as in SdE probably due to the proximity to the Atlantic Ocean, which can act as a buffer minimizing temperature variation.</p>
<p>Changes in temperature and precipitation regimes may increase drought risk, which can negatively affect trees&#x2019; physiological performance (<xref ref-type="bibr" rid="ref22">Garcia-Forner et al., 2019</xref>), carbon allocation (<xref ref-type="bibr" rid="ref17">Carten&#x00EC; et al., 2018</xref>), and growth (<xref ref-type="bibr" rid="ref58">Vieira et al., 2019</xref>). In fact, changes in intensity, duration, and frequency of droughts are responsible for many observed shifts on vegetation and forest dieback (<xref ref-type="bibr" rid="ref19">DeSoto et al., 2020</xref>). Although we used a small dataset, with only three event years from each category, climatic conditions differ between event year categories, supporting that local adaptation will become more important under future climate change scenarios. The importance of local adaptation for species distribution under climate change has been demonstrated by <xref rid="ref001" ref-type="bibr">Benito-Garz&#x00F3;n et al. (2011)</xref> that modeled the potential distribution of <italic>P. sylvestris</italic> and <italic>P. pinaster</italic> in the Iberian Peninsula under climate change. They demonstrated the importance of including plasticity and genetic diversity among populations when predicting species distribution, mechanisms that can buffer or exacerbate processes leading to extinction risk.</p>
</sec>
</sec>
<sec id="sec14" sec-type="conclusions">
<title>Conclusion</title>
<p>The new method used in this study, which consisted in dividing event years in convergent and divergent, revealed that convergent growth, whether positive or negative, was triggered by identical climatic conditions in both sites. In fact, the negative convergent years identified in our study corresponded to dry years identified across the Iberian Peninsula. Convergent event years revealed a regional climatic signal that represents the main climatic drivers in a broader geographic scale. Divergent event years, however, revealed climatic conditions at a local scale. Divergent growth was partly explained by temperature, revealing that <italic>P. pinaster</italic> trees from a high elevation took advantage of warmer early springs, probably due to an earlier start of the growing season, while <italic>P. pinaster</italic> from lowlands was negatively affected by it, probably due to increasing drought. Given the climatic projections for the Mediterranean region, divergent growth is expected to increase in the future, particularly between sites at low altitude near the coast and inland sites at high altitudes, suggesting that local adaptation will become more important. This new method revealed very interesting results, and its use in larger data sets will certainly help explain tree growth under climate change. The information gathered in this study gives valuable insights on the response of <italic>P. pinaster</italic> to extreme climatic events, allowing for more adjusted management strategies of Mediterranean pine forests.</p>
</sec>
<sec id="sec15">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors upon request to the corresponding author.</p>
</sec>
<sec id="sec16">
<title>Author Contributions</title>
<p>JV and FC designed the study, proposed the hypothesis tested, explored and analyzed the data, prepared figures and tables, and wrote the first draft of the manuscript. All authors contributed to the article and approved the submitted version.</p>
<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. The handling editor declared a past collaboration with one of the authors FC.</p>
</sec>
</sec>
</body>
<back>
<ack>
<p>The authors would like to thank Instituto da Conserva&#x00E7;&#x00E3;o da Natureza e das Florestas, for giving permission for the study.</p>
</ack>
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<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This work is carried out at the R&#x0026;D Unit Center for Functional Ecology &#x2013; Science for People and the Planet (CFE), with reference UIDB/04004/2020, financed by FCT/MCTES through national funds (PIDDAC).</p>
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<fn id="fn0001">
<p><sup>1</sup><ext-link xlink:href="http://www.climexp.knmi.nl/" ext-link-type="uri">
http://climexp.knmi.nl/start.cgi</ext-link></p>
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