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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. For. Glob. Change</journal-id>
<journal-title>Frontiers in Forests and Global Change</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. For. Glob. Change</abbrev-journal-title>
<issn pub-type="epub">2624-893X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/ffgc.2023.1130604</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Forests and Global Change</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Dynamic variation of non-structural carbohydrates in branches and leaves of temperate broad-leaved tree species over a complete life history</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Kaibo</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Jin</surname> <given-names>Guangze</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Liu</surname> <given-names>Zhili</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/284561/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Center for Ecological Research, Northeast Forestry University</institution>, <addr-line>Harbin</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Key Laboratory of Sustainable Forest Ecosystem Management-Ministry of Education, Northeast Forestry University</institution>, <addr-line>Harbin</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Northeast Asia Biodiversity Research Center, Northeast Forestry University</institution>, <addr-line>Harbin</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Ling Zhang, Jiangxi Agricultural University, China</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Bangliang Deng, Nanchang Institute of Technology, China; Knut Asbj&#x00F8;rn Solhaug, Norwegian University of Life Sciences, Norway</p></fn>
<corresp id="c001">&#x002A;Correspondence: Zhili Liu, <email>liuzl2093@126.com</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Temperate and Boreal Forests, a section of the journal Frontiers in Forests and Global Change</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>03</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>6</volume>
<elocation-id>1130604</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>02</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Wang, Jin and Liu.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang, Jin and Liu</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 composition of non-structural carbohydrates (NSC), one of the photosynthetic products of plants, reflects the survival strategy of a plant. Although several studies have investigated variation of NSC content in woody plants over a set time scale, few studies have considered the dynamic variation of NSC over a continuous life history. In this study, the leaves, new twigs, and old branches of seven temperate broad-leaved tree species (diffuse-porous species: <italic>Betula platyphylla</italic>, <italic>Betula costata</italic>, <italic>Tilia amurensis</italic>, <italic>Acer pictum</italic> subsp. <italic>mono</italic>; ring-porous species: <italic>Ulmus davidiana</italic> var. <italic>japonica</italic>, <italic>Ulmus laciniata</italic>, <italic>Fraxinus mandshurica</italic>) were observed at three life history stages (seedling, sapling, and mature tree) to measure the dynamic changes of NSC and its influencing factors throughout the entire life cycles of these species. The results showed that life history, wood type, and environmental factors (soil nitrogen and phosphorus content, soil pH) significantly affected the NSC content in leaves and branches (including both new twigs and old branches). As plants grew, the NSC content in the leaves and branches generally showed an upward trend, meaning the total non-structural carbohydrate (TNC) content and soluble sugar (SS) content increased significantly, and the starch (ST) content was relatively stable. Lastly, there was no significant difference in NSC content between the canopy layers of mature trees. This indicates that the influence of life stage on NSC content in leaves and branches of plants may be dominated by genetics instead of being regulated by light factors.</p>
</abstract>
<kwd-group>
<kwd>broad-leaved tree species</kwd>
<kwd>leaves and branches</kwd>
<kwd>non-structural carbohydrates</kwd>
<kwd>survival strategies</kwd>
<kwd>life history</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="64"/>
<page-count count="12"/>
<word-count count="8257"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1. Introduction</title>
<p>Forest vegetation, due to its role as a vital carbon sink in the global ecosystem (<xref ref-type="bibr" rid="B57">Yadav et al., 2022</xref>), is essential for the regulation of climate and carbon balance. To be a sink instead of a source, the net photosynthesis of forest vegetation must be positive (<xref ref-type="bibr" rid="B4">Beer et al., 2010</xref>), and thus photosynthetic products play a role in regulating forest productivity (<xref ref-type="bibr" rid="B5">Bonan, 2008</xref>). Non-structural carbohydrate (NSC), comprised of one of the photosynthetic products of plants (<xref ref-type="bibr" rid="B62">Zhang et al., 2013</xref>), is a mobile carbon pool (<xref ref-type="bibr" rid="B52">Wang and Wang, 2019</xref>). It participates in multiple physiological activities of plants, such as respiratory processes, metabolic activities, signal transduction, etc., and is of great significance for maintaining plant life activities. NSC mainly exists in the forms of soluble sugar (SS) and starch (ST) (<xref ref-type="bibr" rid="B12">Furze et al., 2021</xref>). SS, which includes oligosaccharides (sucrose, raffinose, and stachyose) and monosaccharides (glucose and fructose), provides direct energy materials for respiration, defense, plant stress signaling, phloem transport, and osmoregulation, while ST exists as a temporary or long-term energy store that plants can convert into SS when carbon demand exceeds supply (<xref ref-type="bibr" rid="B37">Piper and Paula, 2020</xref>; <xref ref-type="bibr" rid="B42">Signori-M&#x00FC;ller et al., 2021a</xref>). The absorption and utilization of plant carbon can be judged based on variations in plant NSC content (<xref ref-type="bibr" rid="B19">Hoch et al., 2003</xref>), which reflect the adaptation strategies of plants when experiencing changes in the external environment (<xref ref-type="bibr" rid="B31">Myers and Kitajima, 2007</xref>). When the NSC content in plant tissues continues to decline, it means that the carbon demand is higher than the supply, and the carbon reserve is inadequate. When the NSC content is elevated or relatively stable, it means that the supply of carbon is greater than the demand, so carbon does not limit growth at all (<xref ref-type="bibr" rid="B18">Hoch et al., 2002</xref>). Thus, the growth status of forest vegetation can be characterized by the variation in a plant&#x2019;s NSC content.</p>
<p>Studies on NSC in tree organs have mainly focused on the differences in intra- or interspecific concentration over various spatiotemporal scales, mostly in saplings and mature trees. However, there are few studies investigating the dynamic changes in NSC content over a continuous life history at the temporal scale. Some studies have shown that deciduous plants have evident seasonal fluctuations in the content of NSC and its components, with the lowest SS content in early summer and the highest content during dormancy, which is related to the germination and apoptosis of plant leaves (<xref ref-type="bibr" rid="B36">Piispanen and Saranp&#x00E4;&#x00E4;, 2001</xref>; <xref ref-type="bibr" rid="B39">Regier et al., 2010</xref>). Similarly, at each developmental stage, woody plants differ in branch and leaf physiological and morphological characteristics (<xref ref-type="bibr" rid="B29">Mediavilla et al., 2013</xref>), and they vary in their adaptation strategies in response to a changing environment. This in turn leads to differences in carbon fixation, metabolism, allocation, and storage <italic>in vivo</italic> (<xref ref-type="bibr" rid="B14">Grulke and Retzlaff, 2001</xref>). In general, specific leaf weight, leaf nitrogen content, water use efficiency, stomatal conductance, and carbon assimilation all increase as diameter at breast height (DBH) increases (<xref ref-type="bibr" rid="B48">Thomas and Winner, 2002</xref>; <xref ref-type="bibr" rid="B44">Song et al., 2019</xref>). For example, in <italic>Pinus ponderosa</italic>, the concentration of mobile carbon pools increased significantly in the upper canopy tissues as tree height increased (<xref ref-type="bibr" rid="B40">Sala and Hoch, 2009</xref>); in <italic>Pinus koraiensis</italic>, the NSC content of current-year needles increased significantly at the leaf unfolding period as age increased, and the NSC content of current-year and perennial needles generally decreased significantly at the leaf fall period as age increased (<xref ref-type="bibr" rid="B59">Yan et al., 2022</xref>). Plants within the same community at different life history stages are subject to similar climatic and soil conditions (<xref ref-type="bibr" rid="B64">Zhang et al., 2018</xref>), but seedlings and saplings have relatively weaker light resources compared to mature trees (<xref ref-type="bibr" rid="B26">Liu et al., 2019</xref>). Further, plants at the seedling stage are more sensitive and vulnerable to changes in the external environment. In addition, organ age is one of the driving forces behind the shift in plant ecological strategies (<xref ref-type="bibr" rid="B23">Liu et al., 2021</xref>). It has been shown that tree size has a stronger effect on leaf traits than do environmental factors (<xref ref-type="bibr" rid="B25">Liu et al., 2020</xref>). Therefore, the patterns of change in NSC and the regulatory factors still need to be studied in depth at different life history stages (e.g., seedlings, saplings, and mature trees) (<xref ref-type="bibr" rid="B16">Hartmann et al., 2018</xref>; <xref ref-type="bibr" rid="B43">Signori-M&#x00FC;ller et al., 2021b</xref>).</p>
<p>Non-structural carbohydrates (NSC) is distributed in most tree organs, such as the leaves, branches, trunks, and roots. <xref ref-type="bibr" rid="B11">Furze et al. (2019)</xref> showed that branches were the largest reservoir of total NSC and fluctuated seasonally, while total NSC in roots remained stable throughout the year. This is because the NSC content in branches were used to support springtime growth, and roots need relatively stable NSC content to cope with catastrophic situations. NSC is used for different purposes in different organs, and as a result, its distribution varies across organs. Similarly, species differ in their NSC distributions, which are one reason why NSC distributions are commonly associated with different biological characteristics of tree species (<xref ref-type="bibr" rid="B19">Hoch et al., 2003</xref>). Because most of the water absorbed by plant roots from the soil is dissipated by transpiration, and a small portion is transported to the leaves for photosynthesis, one wonders whether differences in water transport among plants lead to differences in NSC levels among species. Angiosperms can be divided into diffuse-porous species (relatively small diameter of the inner lumen of the duct) and ring-porous species (relatively large diameter of the inner lumen of the duct) (<xref ref-type="bibr" rid="B46">Taneda and Sperry, 2008</xref>). Studies have shown that the NSC storage of the entire tree overall is higher in ring-porous than in diffuse-porous species (<xref ref-type="bibr" rid="B2">Barbaroux and Br&#x00E9;da, 2002</xref>; <xref ref-type="bibr" rid="B11">Furze et al., 2019</xref>). In one example, the ST content of the whole tree was also higher in <italic>Quercus petraea</italic>, a ring-porous species, than in <italic>Fagus sylvatica</italic>, a diffuse-porous species (<xref ref-type="bibr" rid="B3">Barbaroux et al., 2003</xref>).</p>
<p>Numerous studies have confirmed that physiological ecological factors related to plant photosynthesis may affect the synthesis and distribution of NSC in plants to some extent, such as Nitrogen (N) and phosphorus (P) (<xref ref-type="bibr" rid="B10">Farrar and Jones, 2000</xref>; <xref ref-type="bibr" rid="B30">Millard et al., 2007</xref>). It has been shown that the response of TNC to soil N content varies. For example, TNC in plants increases with soil N content, but the increase is inhibited when the N content exceeds a certain threshold (<xref ref-type="bibr" rid="B49">Thomas et al., 2005</xref>). TNC content has a positive or insignificant response to the increase of environmental P content (<xref ref-type="bibr" rid="B51">Wang et al., 2014</xref>). However, few studies have explored the impact of multiple environmental factors along with plant size on NSC, simultaneously. Light intensity is another dominant factor in plant photosynthesis. Even in a single individual, different canopy positions can cause differences in plant light intensity and water availability (<xref ref-type="bibr" rid="B58">Yan et al., 2012</xref>). Therefore, canopy differences may lead to different NSC contents in different plants, even though several studies have found that canopy position had no significant effect on NSC (<xref ref-type="bibr" rid="B58">Yan et al., 2012</xref>, <xref ref-type="bibr" rid="B59">2022</xref>; <xref ref-type="bibr" rid="B21">Li et al., 2017</xref>).</p>
<p>In this study, four diffuse-porous species (<italic>Betula platyphylla</italic>, <italic>Betula costata</italic>, <italic>Tilia amurensis</italic>, <italic>Acer pictum</italic> subsp. <italic>mono</italic>) and three ring-porous species (<italic>Ulmus davidiana</italic> var. <italic>japonica</italic>, <italic>Ulmus laciniata</italic>, <italic>Fraxinus mandshurica</italic>) in a broad-leaved Korean pine forest in Northeast China were selected as the research subjects. The NSC content was determined in leaves, new twigs, and old branches in different life history stages (seedling, sapling, and mature trees) to explore whether life history, wood type, and soil factors (soil water content, soil N and P content, soil pH) would affect the NSC content in branches (new twigs, old branches) and leaves, and to analyze the dynamics of NSC in leaves, new twigs, and old branches throughout the duration of a continuous life history. In this regard, the following hypotheses were made: (1) life history, wood type, and soil factors all affect the NSC content of leaves, new twigs, and old branches; (2) the total non-structural carbohydrate (TNC) content in leaves, new twigs, and old branches tends to increase with tree growth, according to one of the following three conjectures (<xref ref-type="fig" rid="F1">Figure 1</xref>): SS and ST both tend to increase; one of SS and ST tends to increase and the other is in a stable state; one of SS and ST shows an increasing trend and the other shows a decreasing trend, but the increase will be greater than the decrease; (3) The NSC content in leaves, new twigs, and old branches will not differ significantly among canopy layers.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Hypothetical diagram of the changing trend of non-structural carbohydrates (NSC) content with life history. <bold>(A)</bold> SS and ST both tend to increase; <bold>(B)</bold> one of SS and ST tends to increase and the other is in a stable state; <bold>(C)</bold> one of SS and ST shows an increasing trend and the other shows a decreasing trend, but the increase will be greater than the decrease.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffgc-06-1130604-g001.tif"/>
</fig>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>2. Materials and methods</title>
<sec id="S2.SS1">
<title>2.1. Study region</title>
<p>The field survey was conducted in August 2020 in the Heilongjiang Liangshui National Nature Reserve (47&#x00B0;10&#x2019;50&#x201D;N, 128&#x00B0;53&#x2019;20&#x201D;E), located on the southern slope of the Xiao Hinggan Mountains. The reserve has an altitude range of 300&#x2013;780 m and an average slope of 10&#x00B0;&#x2013;15&#x00B0;, which classifies the region as having a temperate continental monsoon climate with four distinct seasons. The winter is lengthy and cold, and the summer is short and warm, with an average annual precipitation of about 676 mm. The average annual maximum temperature is 7.5&#x00B0; and minimum temperature is &#x2212;6.6&#x00B0;, with a large annual temperature difference. The reserve is the most typical and intact coniferous and broad-leaved mixed forest in the northern temperate zone of China. <italic>P. koraiensis</italic> is the main established species, but other broad-leaved species are also abundant.</p>
</sec>
<sec id="S2.SS2">
<title>2.2. Experimental design</title>
<p>Seven broad-leaved tree species, which include <italic>B. platyphylla</italic>, <italic>B. albosinensis</italic>, <italic>T. amurensis</italic>, <italic>A. pictum</italic> subsp. <italic>mono</italic>, <italic>U. davidiana</italic> var. <italic>japonica</italic>, <italic>U. laciniata</italic>, and <italic>F. mandshurica</italic> were selected for study and classified into two major wood types, the first four of which were diffuse-porous species and the latter three of which were ring-porous species. To reduce the effect of light conditions on tree NSC, 30 individuals of each tree species were selected under full light conditions as far away from each other as possible and classified into different life history stages, according to the difference in DBH (<xref ref-type="bibr" rid="B47">Thomas, 2010</xref>; <xref ref-type="bibr" rid="B27">Masaki et al., 2021</xref>). And each of the three life stages, 10 individuals growing on the approximate south slope and well into their life history stage were selected. The categories were seedlings (DBH = 0&#x223C;3 cm), saplings (DBH = 18&#x223C;23 cm), and mature trees (DBH = 35&#x223C;40 cm) (<xref ref-type="table" rid="T1">Table 1</xref>). Leaves (morphologically intact and in great growth), new twigs (current year), and old branches (perennial) were sampled within each life history stage. To distinguish between new twigs and old branches, the nodal rings, which are formed by bud scale scars on the branches, were checked. Subsequently, the collected branches and leaves were marked and placed in a cryogenic foam box. After being brought back to the laboratory, they were placed in the oven at 105&#x00B0;C for 20 min and then dried at 65&#x00B0;C to a constant weight. Finally, the sample was crushed for the NSC determination.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Statistical information of diameter at breast height (DBH) (cm).</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Species</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Life history</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Mean &#x00B1; SD</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Minimum</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Maximum</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">CV (%)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>Betula platyphylla</italic></td>
<td valign="top" align="center">Seedling</td>
<td valign="top" align="center">5.1 &#x00B1; 0.3</td>
<td valign="top" align="center">4.8</td>
<td valign="top" align="center">5.5</td>
<td valign="top" align="center">4.9</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Sapling</td>
<td valign="top" align="center">18.8 &#x00B1; 1.4</td>
<td valign="top" align="center">15.3</td>
<td valign="top" align="center">20.0</td>
<td valign="top" align="center">7.3</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Mature tree</td>
<td valign="top" align="center">41.0 &#x00B1; 2.2</td>
<td valign="top" align="center">37.6</td>
<td valign="top" align="center">44.4</td>
<td valign="top" align="center">5.3</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Betula costata</italic></td>
<td valign="top" align="center">Seedling</td>
<td valign="top" align="center">4.9 &#x00B1; 0.9</td>
<td valign="top" align="center">3.2</td>
<td valign="top" align="center">6.3</td>
<td valign="top" align="center">18.4</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Sapling</td>
<td valign="top" align="center">17.3 &#x00B1; 0.6</td>
<td valign="top" align="center">16.2</td>
<td valign="top" align="center">18.1</td>
<td valign="top" align="center">3.7</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Mature tree</td>
<td valign="top" align="center">41.8 &#x00B1; 1.8</td>
<td valign="top" align="center">39.5</td>
<td valign="top" align="center">44.2</td>
<td valign="top" align="center">4.3</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Tilia amurensis</italic></td>
<td valign="top" align="center">Seedling</td>
<td valign="top" align="center">4.4 &#x00B1; 0.6</td>
<td valign="top" align="center">3.5</td>
<td valign="top" align="center">5.3</td>
<td valign="top" align="center">14.0</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Sapling</td>
<td valign="top" align="center">17.7 &#x00B1; 1.5</td>
<td valign="top" align="center">15.3</td>
<td valign="top" align="center">19.8</td>
<td valign="top" align="center">8.4</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Mature tree</td>
<td valign="top" align="center">43.0 &#x00B1; 2.8</td>
<td valign="top" align="center">39.8</td>
<td valign="top" align="center">49.5</td>
<td valign="top" align="center">6.5</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Acer pictum</italic> subsp. <italic>mono</italic></td>
<td valign="top" align="center">Seedling</td>
<td valign="top" align="center">3.8 &#x00B1; 0.6</td>
<td valign="top" align="center">2.7</td>
<td valign="top" align="center">4.8</td>
<td valign="top" align="center">16.5</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Sapling</td>
<td valign="top" align="center">17.2 &#x00B1; 1.8</td>
<td valign="top" align="center">15.0</td>
<td valign="top" align="center">19.1</td>
<td valign="top" align="center">10.7</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Mature tree</td>
<td valign="top" align="center">41.3 &#x00B1; 2.2</td>
<td valign="top" align="center">38.3</td>
<td valign="top" align="center">44.7</td>
<td valign="top" align="center">5.3</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ulmus davidiana</italic> var. <italic>japonica</italic></td>
<td valign="top" align="center">Seedling</td>
<td valign="top" align="center">4.0 &#x00B1; 0.7</td>
<td valign="top" align="center">2.8</td>
<td valign="top" align="center">5.0</td>
<td valign="top" align="center">17.0</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Sapling</td>
<td valign="top" align="center">17.8 &#x00B1; 1.7</td>
<td valign="top" align="center">15.2</td>
<td valign="top" align="center">20.0</td>
<td valign="top" align="center">9.3</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Mature tree</td>
<td valign="top" align="center">42.2 &#x00B1; 2.0</td>
<td valign="top" align="center">38.3</td>
<td valign="top" align="center">45.0</td>
<td valign="top" align="center">4.7</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Ulmus laciniata</italic></td>
<td valign="top" align="center">Seedling</td>
<td valign="top" align="center">3.8 &#x00B1; 0.6</td>
<td valign="top" align="center">2.8</td>
<td valign="top" align="center">5.0</td>
<td valign="top" align="center">16.1</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Sapling</td>
<td valign="top" align="center">18.3 &#x00B1; 1.1</td>
<td valign="top" align="center">16.7</td>
<td valign="top" align="center">20.0</td>
<td valign="top" align="center">6.2</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Mature tree</td>
<td valign="top" align="center">41.3 &#x00B1; 0.9</td>
<td valign="top" align="center">39.5</td>
<td valign="top" align="center">42.5</td>
<td valign="top" align="center">2.2</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Fraxinus mandshurica</italic></td>
<td valign="top" align="center">Seedling</td>
<td valign="top" align="center">4.8 &#x00B1; 0.7</td>
<td valign="top" align="center">3.7</td>
<td valign="top" align="center">6.0</td>
<td valign="top" align="center">13.7</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Sapling</td>
<td valign="top" align="center">17.8 &#x00B1; 1.1</td>
<td valign="top" align="center">16.0</td>
<td valign="top" align="center">19.1</td>
<td valign="top" align="center">6.3</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Mature tree</td>
<td valign="top" align="center">42.1 &#x00B1; 1.4</td>
<td valign="top" align="center">40.0</td>
<td valign="top" align="center">44.3</td>
<td valign="top" align="center">3.4</td>
</tr>
</tbody>
</table></table-wrap>
<p>Seedlings and saplings were measured twice. Mature trees were divided into three canopy layers&#x2014;upper, middle, and lower, and measurements on each canopy layer were also repeated twice. In order to avoid the influence of spatial autocorrelation among the sample trees on the experimental results, the distance between any two sample trees had to be greater than 5 m.</p>
</sec>
<sec id="S2.SS3">
<title>2.3. NSC measurements</title>
<p>In this paper, NSC is defined as the free, low molecular weight sugars SS and ST, the sum of which is denoted as TNC (<xref ref-type="bibr" rid="B24">Liu et al., 2019</xref>; <xref ref-type="bibr" rid="B42">Signori-M&#x00FC;ller et al., 2021a</xref>). NSC incorporates TNC, SS, and ST. These contents were measured using an improved phenol-sulfuric acid method (<xref ref-type="bibr" rid="B6">Buysse and Merckx, 1993</xref>), and their concentrations are expressed here as percentage dry weight (%DM).</p>
<p>First, 40 mg of the ground dry sample was inserted into a 10 mL centrifuge tube and soaked overnight in 10 mL of 80% ethanol. The soaked sample was centrifuged twice at 4,000 rpm in a DT5-4B low-speed benchtop centrifuge (Beijing Era Beili Centrifuge Co., Ltd., Beijing, China), and the supernatant was poured into a volumetric flask for constant volume, which was used to determine the SS. Then, the residue remaining after ethanol extraction was dried. Next 10 mL of deionized water was added, and the solution was mixed well. After gelatinization in a boiling water bath, the solution was cooled to below 60&#x00B0;C. One mL of 0.5% &#x03B1;-amylase solution was added, and the water bath was kept at 60&#x00B0;C for 1 h. The enzymatic solution was centrifuged at 2,000 rpm and filtered to maintain a constant volume with the deionized water for the determination of the ST content. Finally, SS and ST were determined. One mL of the sugar solution was taken into the glass tube, and then one mL of 28% phenol solution (dissolved in 80% ethanol) was added. Next, concentrated sulfuric acid was added immediately, and the glass tube was shaken for 1 min. The absorption value was measured by a spectrophotometer (722 N, Shanghai Yidi Analytical Instrument Co., Ltd., Shanghai, China) at 490 nm after 15 min.</p>
</sec>
<sec id="S2.SS4">
<title>2.4. Soil water and nutrient availability</title>
<p>Around the sample tree, a soil corer was used to collect about 10 cm of soil at the base of the trunk at three sampling points (the angle between any two sampling points was about 120&#x00B0;). The three soil samples were mixed evenly after removing obvious impurities, and then the soil water content (g/g) was determined by the oven-drying method (<xref ref-type="bibr" rid="B25">Liu et al., 2020</xref>). Soil total N content (mg/g) and total P content (mg/g) were measured using the AQ 400 automatic intermittent chemical analyzer (SEAL Analytical, Mequon, WI, USA) (<xref ref-type="bibr" rid="B20">Jing et al., 2017</xref>). Soil pH was measured by pH meter (HANNA pH211, Italy).</p>
</sec>
<sec id="S2.SS5">
<title>2.5. Data analysis</title>
<p>In this study, data was statistically analyzed in SPSS 22.0 and R-4.1.0 (<xref ref-type="bibr" rid="B38">R Core Team, 2021</xref>) and plotted in GraphPad Prism 8.0. Generalized linear models of DBH, wood type and environmental factors (soil water content, soil N and P content, soil pH) with NSC components were constructed using the &#x201C;glm&#x201D; function in R. One-way analysis of variance (ANOVA) and the least significant difference (LSD) was used to compare the differences in organ and life history of tree species under different wood types. The same method was used to test for differences between the different canopy layers of mature tree&#x2019;s branches and leaves. To compare organs at different stages of life history in the two wood types, an independent sample <italic>T</italic>-test was performed. A linear regression was also run with NSC components against life history stages. All tests were performed at a significance level of &#x03B1; = 0.05.</p>
</sec>
</sec>
<sec id="S3" sec-type="result">
<title>3. Result</title>
<sec id="S3.SS1">
<title>3.1. Factors influencing NSC concentration</title>
<p>Life history (DBH) had a significant effect on SS and TNC in leaves, new twigs, and old branches (<italic>p</italic> &#x003C; 0.05), but only on ST in old branches (<italic>p</italic> &#x003C; 0.05). The effect of wood type on TNC was significant in leaves, new twigs, and old branches (<italic>p</italic> &#x003C; 0.05) (<xref ref-type="table" rid="T2">Table 2</xref>). The effects of environmental factors on NSC varied by organ (<xref ref-type="table" rid="T2">Table 2</xref>): soil water content only had a significant effect on SS and TNC content in leaves; soil N content had significant effects on TNC of leaves and new twigs, soil P content only had significant effects on TNC of new twigs, and soil pH had significant effects on TNC of leaves, new twigs, and old branches. Compared with soil P content, the effect of soil N content on leaves and branches (new twigs and old branches) was more significant and tended to be negatively correlated (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>The influence of wood type, life history [diameter at breast height (DBH)], and environmental factors (soil water content, soil nitrogen content, soil phosphorus content, soil pH) on non-structural carbohydrates (NSC) content.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Organ</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">NSC components</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">DBH (cm)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Wood type</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Soil water<break/> content (g/g)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Soil nitrogen<break/> content (mg/g)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Soil phosphorus<break/> content (mg/g)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Soil pH</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Intercept</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Leaf</td>
<td valign="top" align="center">SS</td>
<td valign="top" align="center">0.70<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.37<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.51<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.50<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.37<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.57<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">5.08<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="center">ST</td>
<td valign="top" align="center">&#x2212;0.01</td>
<td valign="top" align="center">&#x2212;0.19<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">&#x2212;0.11</td>
<td valign="top" align="center">&#x2212;0.04</td>
<td valign="top" align="center">&#x2212;0.13</td>
<td valign="top" align="center">4.75<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="center">TNC</td>
<td valign="top" align="center">0.69<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.56<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.53<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.61<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">&#x2212;0.70<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">9.83<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">New twig</td>
<td valign="top" align="center">SS</td>
<td valign="top" align="center">1.00<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.48<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">&#x2212;0.49<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">6.34<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="center">ST</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">0.48<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">&#x2212;0.36<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.32<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.10</td>
<td valign="top" align="center">5.19<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="center">TNC</td>
<td valign="top" align="center">1.26<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.96<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">&#x2212;0.85<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.61<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.93<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">11.53<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Old branch</td>
<td valign="top" align="center">SS</td>
<td valign="top" align="center">1.01<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.36<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">&#x2212;0.12</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">&#x2212;0.79<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">6.38<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="center">ST</td>
<td valign="top" align="center">0.33<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.25<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.01</td>
<td valign="top" align="center">&#x2212;0.30<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">&#x2212;0.32<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">4.46<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td/>
<td valign="top" align="center">TNC</td>
<td valign="top" align="center">1.35<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.61<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">&#x2212;0.41</td>
<td valign="top" align="center">0.29</td>
<td valign="top" align="center">&#x2212;1.12<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">10.84<xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t2fns1"><p>&#x002A;<italic>p</italic> &#x003C; 0.05, &#x002A;&#x002A;<italic>p</italic> &#x003C; 0.01, &#x002A;&#x002A;&#x002A;<italic>p</italic> &#x003C; 0.001.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS2">
<title>3.2. Variations in NSC concentration with life history and organ</title>
<p>For the seven tree species, there was an overall increasing trend in the NSC content of leaves, new twigs, and old branches as the plant grew. For the diffuse-porous species, the SS content of leaves, new twigs, and old branches was significantly higher in the mature tree stage than in the other two life history stages, and the TNC content was significantly higher than in the seedling stage, while the ST content was stable in all life history stages of leaves and old branches, without significant differences (<xref ref-type="fig" rid="F2">Figure 2</xref>). For the ring-porous species, the SS and TNC contents of leaves, new twigs, and old branches were significantly lower in the seedling stage than in the other two life history stages, while ST contents in leaves and new twigs did not differ significantly among the life history stages (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Non-structural carbohydrates (NSC) content in different organs of diffuse-porous and ring-porous species at each life history stage. Capital and lowercase letters indicate the differences between life history stages and organs under same wood types, respectively; <italic>P</italic>-values represent the comparison of leaves, new twigs and old branches in two species of wood types at the same life history stage, in which L, N, and O represent leaves, new twigs and old branches respectively; 1, 2, and 3 represent seedlings, sapling, and mature trees, respectively. Dots indicate outliers and &#x201C;+&#x201D; indicates mean values. &#x002A;<italic>p</italic> &#x003C; 0.05, &#x002A;&#x002A;<italic>p</italic> &#x003C; 0.01, &#x002A;&#x002A;&#x002A;<italic>p</italic> &#x003C; 0.001.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffgc-06-1130604-g002.tif"/>
</fig>
<p>For diffuse-porous species, at the sapling stage, SS content was significantly lower in leaves than in branches, while ST content was significantly higher. At the mature tree stage, SS content was also significantly lower in leaves than in branches, while ST content was significantly lower in old branches than in leaves and new twigs, and TNC content was significantly higher in new twigs than in leaves and old branches (<xref ref-type="fig" rid="F2">Figure 2</xref>). However, there was no significant difference in NSC content between leaves and branches at the seedling stage, and the fluctuation was slight among the three organs (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). For the ring-porous species, the differences in NSC content in leaves and branches were similar among the three life history stages, with the overall performance being higher in SS and TNC content for branches than for leaves, and significantly higher in ST content for new twigs than for leaves and old branches (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<p>Diffuse-porous species had a higher NSC content in their leaves and a lower content in their new twigs than ring-porous species. The NSC content of the old branches was higher than that of the ring-porous species at the seedling stage only. In contrast, NSC content was lower than that of the ring-porous species at the other two life history stages (<xref ref-type="fig" rid="F2">Figure 2</xref>). Comparing the two wood types, leaves were the only organ in which NSC content differed significantly at the seedling stage, but at the sapling and mature tree stages, the ST content in leaves differed significantly, and the NSC content in branches showed significant differences too (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<p>Across both wood types, SS and TNC contents in leaves and branches increased significantly as life history stages progressed (<xref ref-type="fig" rid="F3">Figure 3</xref>). For the diffuse-porous species, ST content decreased significantly only in leaves at a later life history stage (<xref ref-type="fig" rid="F3">Figure 3A</xref>), while ST content in branches did not vary significantly with life history (<xref ref-type="fig" rid="F3">Figures 3C, E</xref>). For the ring-porous species, ST content varied significantly only in old branches, and ST content in leaves and new twigs did not vary significantly with life history (<xref ref-type="fig" rid="F3">Figures 3B, D, F</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Variations of non-structural carbohydrates (NSC) components with life history in different organs of diffuse-porous and ring-porous species. <bold>(A,B)</bold> Shows leaf composition; <bold>(C,D)</bold> shows new twig composition; <bold>(E,F)</bold> shows old branch composition. The dashed lines indicate non-significant variation. &#x002A;<italic>p</italic> &#x003C; 0.05, &#x002A;&#x002A;<italic>p</italic> &#x003C; 0.01, &#x002A;&#x002A;&#x002A;<italic>p</italic> &#x003C; 0.001.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffgc-06-1130604-g003.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>3.3. Variation in NSC concentration with canopy</title>
<p>Among species of the same wood type, there was no significant difference in NSC content between different canopy layers in leaves and branches of the mature trees (<xref ref-type="fig" rid="F4">Figure 4</xref>). The CV of NSC content in all three canopy layers of diffuse-porous species were: leaf TNC, 0.152&#x223C;0.178; new twig TNC, 0.236&#x223C;0.253; old branch TNC, 0.166&#x223C;0.194 (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 3</xref>). The CV of NSC content in leaves and branches of ring-porous species, in all three canopy layers, were: leaf TNC, 0.375&#x223C;0.425; new twig TNC, 0.332&#x223C;0.381; old branch TNC, 0.262&#x223C;0.299 (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 3</xref>). The CV of NSC content was similar among the three canopy layers of all species, regardless of wood type. The CV of NSC content in the canopy layers were smaller in the diffuse-porous than in the ring-porous species (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 3</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Differences among mature tree canopy layers of species by different wood types. Blue represents diffuse-porous species, orange represents ring-porous species. ns, no significant difference.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ffgc-06-1130604-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>4. Discussion</title>
<sec id="S4.SS1">
<title>4.1. Factors influencing NSC concentration</title>
<p>The functional traits of plants vary throughout the life cycle, from the time it is a seed, to when it becomes a full-grown individual, and so do the trade-offs between different stages of branches and leaves (<xref ref-type="bibr" rid="B56">Wright et al., 2010</xref>; <xref ref-type="bibr" rid="B24">Liu et al., 2019</xref>, <xref ref-type="bibr" rid="B23">2021</xref>). Compared to mature trees, seedlings experience poor light conditions, have large, thin leaves (<xref ref-type="bibr" rid="B1">Augspurger and Bartlett, 2003</xref>; <xref ref-type="bibr" rid="B17">He and Yan, 2018</xref>), and have a relatively weak ability to intercept light and synthesize carbon (<xref ref-type="bibr" rid="B35">Niklas et al., 2007</xref>). Thus seedlings tend to compensate for the harsh environment with a relatively high specific leaf area (<xref ref-type="bibr" rid="B17">He and Yan, 2018</xref>). As trees grow, the plant exerts more energy into the branches to enhance their functions of mechanical support and water supply capacity so as to accommodate the increased leaf area and transpiration rate (<xref ref-type="bibr" rid="B34">Niinemets et al., 2004</xref>; <xref ref-type="bibr" rid="B9">Fan et al., 2017</xref>). Seedlings experience a stronger trade-off between growth rate and mortality compared to mature trees (<xref ref-type="bibr" rid="B56">Wright et al., 2010</xref>), and thus at the seedling stage, plants are resource acquisition-oriented. This means that seedlings prioritize nutrients for growth and development. In contrast, mature trees are relatively conservative in their resource use, and they only use increased resources when resisting adverse environments (<xref ref-type="bibr" rid="B17">He and Yan, 2018</xref>). From this, it has been inferred that carbohydrates, as essential energy substances for the growth and development processes of plants, are equally affected by the stages of life and the environmental factors in their distribution. This inference was verified in this study&#x2014;-life history has a significant effect on NSC (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<p>It was confirmed that the diffuse- and ring-porous species differ in their TNC content (<xref ref-type="bibr" rid="B2">Barbaroux and Br&#x00E9;da, 2002</xref>; <xref ref-type="bibr" rid="B3">Barbaroux et al., 2003</xref>). Our results also showed that wood type had a significant effect on TNC content in leaves and branches (<italic>p</italic> &#x003C; 0.05) (<xref ref-type="table" rid="T2">Table 2</xref>), which was consistent with previous studies. The synthesis of TNC is inseparable from the operation of the hydraulic system of various plant organs, and the water conductivity of the hydraulic system is also different due to the differences in xylem vessels in the two wood types (<xref ref-type="bibr" rid="B46">Taneda and Sperry, 2008</xref>; <xref ref-type="bibr" rid="B28">McCulloh et al., 2010</xref>). This may be one of the reasons for the significant effect of materiality on NSC.</p>
<p>Soil water content only had a significant effect on leaf TNC content (<xref ref-type="table" rid="T2">Table 2</xref>), which opposed Hypothesis 1. However, it is consistent with the findings of <xref ref-type="bibr" rid="B22">Lintunen et al. (2016)</xref>. Soil N content had significant effects on the TNC of leaves and branches, and it was negatively correlated with NSC (<xref ref-type="table" rid="T2">Table 2</xref>). The N element is related to the synthesis of plant photosynthetic pigments, which in a certain range can promote the photosynthesis of plants (<xref ref-type="bibr" rid="B32">Nakaji et al., 2001</xref>). That a high N content inhibits photosynthetic pigment synthesis may be the reason for the negative correlation between soil N content and NSC. On the other hand, it is possible that plants need to absorb large amounts of N from the soil during their growing season, and this leads to higher carbon input for their morphogenesis (<xref ref-type="bibr" rid="B8">Eissenstat and Yanai, 1997</xref>; <xref ref-type="bibr" rid="B50">Wang et al., 2017</xref>). Soil pH affects the photosynthetic and osmoregulatory systems of plants (<xref ref-type="bibr" rid="B60">Yang et al., 2022</xref>), so it is significantly correlated with leaf and branch NSC components (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
</sec>
<sec id="S4.SS2">
<title>4.2. Variation of NSC concentration with life history and organ</title>
<p>The differences in NSC across different life histories and organs characterize the differences in physiological regulation and adaptive strategies to the external environment (<xref ref-type="bibr" rid="B1">Augspurger and Bartlett, 2003</xref>). Overall, the NSC content in leaves and branches increased with maturing life stages, which is consistent with hypothesis 2. <xref ref-type="bibr" rid="B40">Sala and Hoch (2009)</xref> and <xref ref-type="bibr" rid="B64">Zhang et al. (2018)</xref> also showed that TNC storage in trees increases from the seedling to the mature tree stage. During these three growth stages, the photosynthetic capacity and water use efficiency of the plant gradually increases (<xref ref-type="bibr" rid="B7">Cavender-Bares and Bazzaz, 2000</xref>; <xref ref-type="bibr" rid="B47">Thomas, 2010</xref>), and hence the TNC synthesis content also showed an increasing trend. With the growth of trees, the tension of the xylem increases, and cavitation and embolism are more likely to occur (<xref ref-type="bibr" rid="B40">Sala and Hoch, 2009</xref>). The repair process may require a large amount of SS. The ST content of mature trees is higher than in saplings and seedlings, which is related to the survival strategy where big trees tend to reserve more energy in the event they must resist various environmental stresses. The results of this study further showed that the SS and TNC contents in leaves and branches of species of both wood types increased significantly with life history, and the ST content did not change significantly throughout the life history stages in either leaves or branches (<xref ref-type="fig" rid="F3">Figure 3</xref>). This result confirmed conjecture 2 in hypothesis 2, that the variation in TNC was mainly caused by SS. This is consistent with the results of <xref ref-type="bibr" rid="B62">Zhang et al. (2013)</xref>, where the changes in TNC were caused by NSC components in branches. <xref ref-type="bibr" rid="B62">Zhang et al. (2013)</xref> and <xref ref-type="bibr" rid="B59">Yan et al. (2022)</xref> also found that the increase of TNC in needles was more closely related to the increase of SS during the leaf unfolding period for <italic>P. koraiensis</italic>. This may be related to the season of the plant. Plants consume a large amount of ST in winter in response to cold stress and germination in spring (<xref ref-type="bibr" rid="B36">Piispanen and Saranp&#x00E4;&#x00E4;, 2001</xref>; <xref ref-type="bibr" rid="B22">Lintunen et al., 2016</xref>), so a part of SS produced in the growing season was converted into ST to make up for the consumption, which may result in the change of TNC in summer more closely related to SS. However, <xref ref-type="bibr" rid="B19">Hoch et al. (2003)</xref> and <xref ref-type="bibr" rid="B41">Schadel et al. (2009)</xref> showed that the changes in branch TNC were more closely related to ST. It may be due to differences in sampling seasons and tree species.</p>
<p>By comparing the NSC contents in leaves, new twigs, and old branches of species of the two wood types in each life history stage, it was found that the SS content was higher in branches than in leaves, and the ST content was higher in leaves than in branches (<xref ref-type="fig" rid="F2">Figure 2</xref>). However, TNC content did not change consistently in the life stages of the diffuse-porous species, and for the ring-porous species, the contents were higher in the branches than in the leaves (<xref ref-type="fig" rid="F2">Figure 2</xref>). <xref ref-type="bibr" rid="B11">Furze et al. (2019)</xref> suggested that high SS concentrations in branches helps trees resist low temperatures in the canopy. The carbon limitation hypothesis indicates that the stress of low temperatures weakens the photosynthetic capacity of plants and reduces their carbon assimilation capacity, which results in insufficient carbon supply, reduced NSC content, and reduced growth rate (<xref ref-type="bibr" rid="B53">Wardle, 1993</xref>; <xref ref-type="bibr" rid="B52">Wang and Wang, 2019</xref>). Therefore, increasing SS content in branches may be a conservative survival strategy for plants that need to resist external low-temperature environments. Ring-porous species are not only less resistant to low temperatures and drought (<xref ref-type="bibr" rid="B61">Yuan et al., 2021</xref>), but they also tend to have a higher risk of embolism and cavitation (<xref ref-type="bibr" rid="B15">Hack et al., 2006</xref>; <xref ref-type="bibr" rid="B46">Taneda and Sperry, 2008</xref>), which may result in higher SS content than in diffuse-porous species (<xref ref-type="fig" rid="F2">Figure 2</xref>). <xref ref-type="bibr" rid="B43">Signori-M&#x00FC;ller et al. (2021b)</xref> studied two types of plants with different growth rates in the Amazon forest. The results showed that the NSC content was higher in branches than in leaves for fast-growing species under sufficient light conditions, while the opposite was true for slow-growing species. Thus, the difference in NSC content in leaves and branches of woody plants is the embodiment of different survival strategies. Further discussion on the dynamic changes of NSC content in new twigs and old branches showed that the NSC content was higher in new twigs than in old branches, at all three life history stages (<xref ref-type="fig" rid="F2">Figure 2</xref>). The results were similar to those of <xref ref-type="bibr" rid="B62">Zhang et al. (2013)</xref>, regarding the NSC of new twigs and old branches of 12 tree species in temperate zones. According to the principle of near distribution of carbon sources, branches are the closest organ to the carbon source of leaves, and thus they have priority for claiming photosynthetic products. Further, because of their proximity to buds, old branches may be the most vital carbon source for tree germination and growth in the spring (<xref ref-type="bibr" rid="B54">Wong et al., 2003</xref>; <xref ref-type="bibr" rid="B45">Spann et al., 2008</xref>). The new twigs in the current growing season are old relative to the sprouting branches of the coming year, thus it is inferred that new twigs store more NSC than old branches during the growing season. This is both to maintain the growth and development of the current year, and to provide a source of carbon for the sprouting of leaves and branches in the coming year.</p>
</sec>
<sec id="S4.SS3">
<title>4.3. Variation of NSC concentration with canopy</title>
<p>To test hypothesis 3, this study analyzed the NSC content of mature tree canopies, and the results were consistent with our hypothesis (<xref ref-type="fig" rid="F4">Figure 4</xref>). <xref ref-type="bibr" rid="B63">Zhang et al. (2015)</xref> studied the NSC concentration in temperate canopy branches and leaves and found that the canopy had no significant effect on the NSC concentration in leaves and twigs, but had a significant effect on coarse branches, which was relatively consistent with the results of this study. In the study on the effect of the canopy on the NSC of fast-growing and slow-growing trees in the Amazon forest, no significant difference was found in NSC concentration between different canopy branches and leaves (<xref ref-type="bibr" rid="B43">Signori-M&#x00FC;ller et al., 2021b</xref>). The result suggests that variability in plant NSC may be more so determined by genetic characteristics than by variations in the vertical gradient of light environmental factors. However, <xref ref-type="bibr" rid="B55">Woodruff and Meinzer (2011)</xref> showed that the NSC content of branches above the canopy differed significantly among Douglas-fir (<italic>Pseudotsuga menziesii</italic> Mirb. Franco) individuals of different tree heights. Heights can indicate life history stages to a certain extent (<xref ref-type="bibr" rid="B25">Liu et al., 2020</xref>; <xref ref-type="bibr" rid="B27">Masaki et al., 2021</xref>), so the source of this difference may not only be attributed to changes in light gradients. Studies on evergreen conifer species have shown that the canopy layer influences needle NSC concentrations (<xref ref-type="bibr" rid="B13">Gholz and Cropper, 1991</xref>; <xref ref-type="bibr" rid="B33">Niinemets, 1997</xref>), which may be related to the selection of tree species types, their different habitats and phenological periods.</p>
</sec>
</sec>
<sec id="S5" sec-type="conclusion">
<title>5. Conclusion</title>
<p>According to the dynamic NSC contents in leaves and branches of seven broad-leaved tree species in different life history stages, it was found that the NSC content of woody plants was not only affected by external environmental factors (soil N and P content, soil pH), but also correlated with their genetic characteristics (life history, wood type, etc.). As the trees aged and grew, the NSC content in leaves and branches also increased, while the ST content was relatively stable throughout the life history stages. Therefore, the increase of NSC content in plants during the growing season was likely caused by SS. The NSC content differed between the species of different wood types. Overall, the NSC content was higher in the leaves of the diffuse-porous than of the ring-porous species, while the NSC content was lower in the branches. However, this study found no significant difference in NSC content between the canopy layers of mature trees. Although the light environment was associated with NSC content in plants, the dynamic changes of NSC throughout the continuous life history of these seven broad-leaved species were not driven mainly by light factors, and the content fluctuations may be more closely related to their genetic characteristics.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="S7" sec-type="author-contributions">
<title>Author contributions</title>
<p>ZL and KW planned and designed the research. KW performed experiments, analyzed the data, and wrote the manuscript with substantial contributions from ZL and GJ. ZL provided helpful comments in the draft. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the National Key R&#x0026;D Program of China (2022YFD2201100), the National Natural Science Foundation of China (31971636), and the Fundamental Research Funds for the Central Universities (2572022DS13).</p>
</sec>
<ack><p>We thank Dr. Annalise Elliot at the University of Kansas for her assistance with English language and grammatical editing of the manuscript. We also thank the responsible editor and two reviewers for their constructive and helpful comments that helped to improve the manuscript.</p>
</ack>
<sec id="S9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="S10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="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/ffgc.2023.1130604/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/ffgc.2023.1130604/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.docx" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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