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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sustain. Food Syst.</journal-id>
<journal-title>Frontiers in Sustainable Food Systems</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sustain. Food Syst.</abbrev-journal-title>
<issn pub-type="epub">2571-581X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fsufs.2024.1397393</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Sustainable Food Systems</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Variations in plant&#x2013;microbe&#x2013;soil C:N:P stoichiometry along a 900-year age gradient in <italic>Torreya grandis</italic> &#x2018;Merrillii&#x2019; plantations in Southeast China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>He</surname> <given-names>Sijia</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>
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</contrib>
<contrib contrib-type="author">
<name><surname>Huang</surname> <given-names>Juying</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/520942/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Na</surname> <given-names>Xiaofan</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name><surname>Huang</surname> <given-names>Shengyi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Fang</surname> <given-names>Zhao</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Shuoxin</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Zhou</surname> <given-names>Zhichun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wang</surname> <given-names>Bin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2526785/overview"/>
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<aff id="aff1"><sup>1</sup><institution>Research Institute of Subtropical Forestry, Chinese Academy of Forestry</institution>, <addr-line>Fuyang</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Ecology and Environment, Ningxia University</institution>, <addr-line>Yinchuan</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>College of Forestry, Northwest A &#x0026; F University</institution>, <addr-line>Yangling</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>School of Life Science, Lanzhou University</institution>, <addr-line>Lanzhou</addr-line>, <country>China</country></aff>
<aff id="aff5"><sup>5</sup><institution>Institute of Soil and Water Conservation, Northwest A &#x0026; F University</institution>, <addr-line>Yangling</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Wenjun Jiao, Chinese Academy of Sciences (CAS), China</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Hua Liu, Anhui Agricultural University, China</p>
<p>Wang Yanping, Shandong Agricultural University, China</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Bin Wang, <email>ylwangbin@sina.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>07</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>8</volume>
<elocation-id>1397393</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>07</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 He, Huang, Na, Huang, Fang, Zhang, Zhou and Wang.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>He, Huang, Na, Huang, Fang, Zhang, Zhou and Wang</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>Researches on the ecological stoichiometry of forest vegetation at different growth stages under long-term human management activities and its driving factors will help to clarify how the limited nutrient resources are allocated at different growth stages of forests, providing a basis and suggestions for scientific cultivation of artificial forests. In subtropical China, the C:N:P stoichiometry of an ancient <italic>Torreya grandis</italic> &#x2018;Merrillii&#x2019; community was measured in leaves, twigs, roots, soils, and soil microbes with age gradients of 0&#x2013;50, 50&#x2013;100, 100&#x2013;300, 300&#x2013;500, and more than 500&#x2009;years. The results showed that the nutrient use varied with tree ages. The N and P concentrations in the leaves, twigs, and roots <italic>of T. grandis</italic> had the similar increasing trends with the increasing tree age, and the N concentrations in leaves in 0-50-year-old forests were significantly lower than those forests of other ages. Particularly, the N:P ratio of different organs was always below 10, reflecting limited N supply of plants. The soil C content increased with the increasing <italic>T. grandis</italic> forest ages while the soil microbe C showed a fluctuated trend. There was a higher correlation among the C, N and P contents and their ratios in leaves, twigs and roots of 0-50-year-old forests than that in soil microbes, but inversely at more than 500-year-old forests. The homeostasis analysis results showed that the roots and soil microbes are more indicative of soil nutrient availability. The results of redundancy analysis showed that acid phosphatase activity had the highest impact on soil microbes in 0&#x2013;10 and 10&#x2013;20&#x2009;cm soil layers, confirming that the decomposition and transformation of P in soils is very active. Moreover, soil enzyme activity mediates the influence of soil microbes on soil N and P limitation. In summary, tree age can effect the plant&#x2013;microbe&#x2013;soil C:N:P stoichiometry of <italic>T. grandis</italic> forests. The growth of <italic>T. grandis</italic> is mainly restricted by N, and reasonable application of N fertilizer is needed to promote its growth.</p>
</abstract>
<kwd-group>
<kwd>ecological stoichiometry</kwd>
<kwd>tree age</kwd>
<kwd>plant-microbe-soil interaction</kwd>
<kwd>ancient <italic>Torreya grandis</italic> &#x2018;Merrillii&#x2019; community</kwd>
<kwd>stoichiometric homeostasis</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="4"/>
<equation-count count="1"/>
<ref-count count="82"/>
<page-count count="16"/>
<word-count count="10392"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Agroecology and Ecosystem Services</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Ecological stoichiometry considers the nutrient requirements of organisms in relation to their body production and relates these requirements to nutrient cycling in food webs and ecosystems (<xref ref-type="bibr" rid="ref49">Reich and Oleksyn, 2004</xref>; <xref ref-type="bibr" rid="ref2">Ashton et al., 2005</xref>; <xref ref-type="bibr" rid="ref27">He and Han, 2010</xref>; <xref ref-type="bibr" rid="ref22">Gao et al., 2017</xref>). This approach has been widely used in the study of plant growth and nutrient limitation of various organisms in a biogeochemical context (<xref ref-type="bibr" rid="ref7">Camenzind et al., 2018</xref>). Understanding the potential effects of forest vegetation at different growth stages in the context of long-term artificial management activities can help to clarify how to allocate the limited nutrient resources in different growth stages of forest scientists, develop effective strategies for balancing the forest conservation and economic benefits, and provide basis and suggestion for scientific cultivation of artificial forest.</p>
<p>Studies have shown that the distribution of nutrient elements in different organs by plants is inconsistent, and the ecological stoichiometry of plants change with seasons, annual and inter-annual due to the absorption and utilization of nutrient elements at different stages (<xref ref-type="bibr" rid="ref53">Sardans and Pe&#x00F1;uelas, 2015</xref>). Plants distribute limited nutrient resources to different organs in specific proportions to adapt to the environment at different growth stages (<xref ref-type="bibr" rid="ref13">Cui et al., 2014</xref>). Therefore, plants have formed certain growth characteristics and distribution rules of nutrient elements. <xref ref-type="bibr" rid="ref77">Zeng et al. (2016)</xref> demonstrated that C:N, C:P, and N:P ratios in leaves and roots decreased with increasing stand age, and C:N:P ratios dramatically varied among plant tissues (<xref ref-type="bibr" rid="ref76">Zeng et al., 2017</xref>). As stand age increases, the composition of forests and soil properties changes, and this change also affects the distribution pattern of nutrient elements (<xref ref-type="bibr" rid="ref11">Chen et al., 2018</xref>). How C, N, and P stoichiometry in soils regulates vegetation growth has been studied (<xref ref-type="bibr" rid="ref6">Bui and Henderson, 2013</xref>; <xref ref-type="bibr" rid="ref79">Zhang et al., 2019a</xref>). According to <xref ref-type="bibr" rid="ref34">Liu and Li (2003)</xref>, the absorption of soil nutrients by forests increases with tree age (<xref ref-type="bibr" rid="ref80">Zhang et al., 2021</xref>), but the growth rate of forests varies with growth stage. Soil microbial biomass, as an important part of soils, its C, N, and P content increases with tree age (<xref ref-type="bibr" rid="ref15">Deng et al., 2019</xref>; <xref ref-type="bibr" rid="ref64">Wang et al., 2022</xref>). At present, people have a certain understanding of how plant nutrient elements are distributed in different organs and how they change with the growth stage and soil environment. However, few studies have examined the ecological stoichiometry of forests with different ages, especially economic forest, affected by long-term artificial management and how this relates to the soil environment in which the plants are located. Researches on ecological stoichiometry of plantations of different ages can provide important indicators for nutrient cycling and limitation (<xref ref-type="bibr" rid="ref20">Filipiak and Filipiak, 2022</xref>; <xref ref-type="bibr" rid="ref78">Zhang et al., 2022</xref>; <xref ref-type="bibr" rid="ref31">Jeyasingh et al., 2023</xref>).</p>
<p><italic>Torreya grandis</italic> &#x2018;Merrillii&#x2019; is a long-lived tree species with a wide range of ages, from a few years old to a thousand years old (<xref ref-type="bibr" rid="ref65">Wang et al., 2013</xref>). Our study focues on ancient <italic>Torreya grandis</italic> &#x2018;Merrillii&#x2019; community in Kuaiji Mountain, Zhejiang Province, and discussed old tree-microbe-soil ecological stoichiometry, the interaction between <italic>T. grandis</italic> and environmental factors, and the physiological and ecological response of <italic>T. grandis</italic> to nutrient element addition. The oldest <italic>T. grandis</italic> in the heritage site has a history of more than 1,500&#x2009;years. Due to the high edible value of roasted <italic>T. grandis</italic> seeds, it was the main income of local people (<xref ref-type="bibr" rid="ref10">Chen and Niu, 2020</xref>). For thousands of years, local farmers engaged in forest management activities such as scarifying and fertilizing the ancient <italic>T. grandis</italic> forests. However, long-term and high-intensity artificial cultivation has gradually produced some problems, such as the decline of soil and water conservation, nutrient cycling capacity and destruction of microbial community structure (<xref ref-type="bibr" rid="ref9">Chen and Jin, 2019</xref>; <xref ref-type="bibr" rid="ref81">Zhang et al., 2019b</xref>; <xref ref-type="bibr" rid="ref25">Han et al., 2021</xref>). The alteration of the nutrient composition of plantation soil by long-term fertilization can affect the N and P absorption mechanism of <italic>T. grandis</italic> and change the stoichiometry characteristics of nutrient elements in plant organs. Ancient <italic>T. grandis</italic> forests with the huge age span and continuous human activities, provide valuable materials for studying the effects of long-term human activities on the ecological stoichiometry of forest vegetation and its driving factors. Meanwhile, research on the ecological stoichiometry of plant-microbe-soil system of <italic>T. grandis</italic> forests of different ages can increase understanding of the nutrient limitation of ancient <italic>T. grandis</italic> forests and can thus provide evidence and suggestions for the scientific cultivation of <italic>T. grandis</italic> and soil nutrient management. Given that the stand age of <italic>T. grandis</italic> forests contributes to the variations of the plant&#x2013;microbe&#x2013;soil C:N:P stoichiometry, we hypothesized that (1) tree age is an important factor to determine the stoichiometric characteristics of <italic>T. grandis</italic> organs and differences of soil microbial communities; (2) the stoichiometric characteristics of plant and soil microbial carbon, nitrogen and phosphorus of <italic>T. grandis</italic> forest are positively correlated with soil stoichiometric characteristics.</p>
<p>To confirm these hypotheses, in this study, we investigated the C:N:P ecological stoichiometry in plant-microbe-soil systems of <italic>T. grandis</italic> plantations in south China under different tree ages and their relationships, and then identified the factors influencing the variability and determined which of them can be used in management. We set out to respond to the following questions: Under long-term artificial management activities, (1) How does the nutrient use efficiency of <italic>T. grandis</italic> plantations evolve with tree age? (2) Are the stoichiometric relationships between plants, soil, and microbes connected with tree age? (3) How does the age of the trees in <italic>T. grandis</italic> plantations affect the stoichiometric homeostasis?</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Study area profile</title>
<p>This study was conducted in Zhuji City, Zhejiang Province, China (120&#x00B0;14&#x2032;E, 29&#x00B0;43&#x2032;N). The 3,869 hectare research region features a subtropical monsoon environment with four distinct seasons, plenty of sunshine, and copious amounts of rainfall. With an average sunshine length of 1888&#x2009;h per year and an average annual precipitation of 1,374&#x2009;mm, the average annual temperature is roughly 16.3&#x00B0;C. Ultisol is the type of soil (<xref ref-type="bibr" rid="ref64">Wang et al., 2022</xref>).</p>
<p>This area is famous for the biggest ancient <italic>T. grandis</italic> gathering place in China. All ancient <italic>T. grandis</italic> trees were independent. Because the <italic>T. grandis</italic> were planted in different years, the soil conditions and nutrient status will be different when planting (It is also difficult to keep the same). However, the soil management measures and intensity (turning the soil, weeding, and fertilizing) were basically the same after planting. Chemical fertilizer (N: P<sub>2</sub>O<sub>5</sub>: K<sub>2</sub>O&#x2009;=&#x2009;15%:15%:15%, ~30&#x2009;kg per plant) was applied to the surface in March, and organic fertilizer (livestock manure, ~250&#x2009;kg per plant) was applied to the surface with chemical fertilizer in September. The total amount of chemical fertilizer per unit area was 0.7&#x2009;kg&#x00B7;m<sup>&#x2212;2</sup>, the total amount of organic fertilizer per unit area was 7.5&#x2009;kg&#x00B7;m<sup>&#x2212;2</sup>, and the application depth was 30&#x2009;cm (<xref ref-type="bibr" rid="ref72">Yuan, 2020</xref>; <xref ref-type="bibr" rid="ref64">Wang et al., 2022</xref>). Before the application of fertilizers, farmers were in the habit of planting green manure crops under the trees, but now nothing is planted under the trees in order to save labor.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Experimental design and tree age determination</title>
<p>In early September 2019, two independent sampling sites with basically the same site conditions and management measures were selected (<xref ref-type="fig" rid="fig1">Figure 1</xref>), namely, Zhaojiazhen (120&#x00B0; 30&#x2032; E, 29&#x00B0; 41&#x2032; N) and Dongbaihu (120&#x00B0; 29&#x2032; E, 29&#x00B0; 33&#x2032; N), which are both situated in the Torreya National Forest Park in Zhejiang, China (<xref ref-type="bibr" rid="ref64">Wang et al., 2022</xref>). Zhaojia town is the main producing area of Torreya in Zhuji City (<xref ref-type="bibr" rid="ref40">Meng et al., 2004</xref>). Dongbaihu is the main distribution area of Torreya in Zhuji City (<xref ref-type="bibr" rid="ref41">Min et al., 2009</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Location of the study site.</p>
</caption>
<graphic xlink:href="fsufs-08-1397393-g001.tif"/>
</fig>
<p>According to the results of the local ancient tree census and the planting time of the new <italic>T. grandis</italic> forest provided by farmers, the sample trees with the same management measures were selected according to five tree age gradients (0&#x2013;50, 50&#x2013;100, 100&#x2013;300, 300&#x2013;500, and more than 500&#x2009;year). The sample area of each age gradient depends on the number of <italic>T. grandis</italic> trees surveyed in corresponding age gradient. There are at least 13 and a maximum of 30 plants, with an average of about 19 plants per age gradient.</p>
<p>The growth cone method was used in determining the age of <italic>T. grandis</italic>. Tree cores were collected from the trunk or lateral branches of <italic>T. grandis</italic>, and the number of tree cores extracted was determined with a Leica LINTAMTM6 tree ring analyzer. Given that <italic>T. grandis</italic> is a grafting tree, the trunk and lateral branches were significantly eccentric. The eccentricity rate was calculated from the cross-section of <italic>T. grandis</italic>, and tree age was estimated according to the average tree ring width calibrated by eccentricity (<xref ref-type="bibr" rid="ref44">Neri et al., 2005</xref>). <xref rid="SM1" ref-type="supplementary-material">Supplementary Table S1</xref> provides detailed information about the trees and sampling sites.</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Sample collection</title>
<p>An appropriate amount of branches (diameter 0.7&#x2009;~&#x2009;1&#x2009;cm) and needles (at least 1,000&#x2009;g fresh samples each) were collected from the east, south, west, north and upper, middle, and lower parts of the crown of each selected plant. The plant samples of each tree were mixed and placed in bags based on different organs. Plant roots (diameter less than 2&#x2009;cm) were collected in the 0&#x2013;60&#x2009;cm deep soil profile in four directions. The leaves, twigs, and roots were dried in an oven at 65&#x00B0;C for 48&#x2009;h. After being finely powdered to fit through a 40-mesh screen, the dried plant tissues were kept at a temperature of &#x2212;80&#x00B0;C until the total carbon, nitrogen, and phosphorus contents were determined.</p>
<p>To gather soil from the 0&#x2013;10, 10&#x2013;20, 20&#x2013;40, and 40&#x2013;60&#x2009;cm soil layers, 60&#x2009;cm-deep soil profiles were dug in the east, south, west, and north directions, each one 1&#x2009;m from the sample trees&#x2019; trunks (<xref ref-type="bibr" rid="ref72">Yuan, 2020</xref>). The soil was then mixed and passed through a 2&#x2009;mm standard sieve. A portion of a soil sample was utilized to measure the water content, and the remaining portion was divided into two parts. One part was kept in a refrigerator at 4&#x00B0;C for the determination of microbial biomass (C, N, and P), enzyme activity, nitrate N (NO<sub>3</sub><sup>&#x2212;</sup>-N), ammonium N (NH<sub>4</sub><sup>+</sup>-N), and available P. The other part was air-dried, passed through a 20-mesh sieve for the measurement of pH and electrical conductivity and then passed through a 100-mesh sieve for the determination of soil organic C, total N, and total P content.</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Laboratory test analysis</title>
<p>The potassium dichromate volumetric method and the outside heating method were used to determine the C concentration in each plant sample (<xref ref-type="bibr" rid="ref39">Mebius, 1960</xref>). The Kjeldahl method was used to determine total N (<xref ref-type="bibr" rid="ref42">Moraghan et al., 1983</xref>). Molybdenum antimony colorimetry was used to determine the total P (<xref ref-type="bibr" rid="ref75">Yuen and Pollard, 1954</xref>).</p>
<p>Soil organic C content was determined in the same manner as that of a plant sample (<xref ref-type="bibr" rid="ref39">Mebius, 1960</xref>), the total N content was evaluated using the Kjeldahl method (<xref ref-type="bibr" rid="ref42">Moraghan et al., 1983</xref>), and the total P content was measured using molybdenum antimony colorimetry (<xref ref-type="bibr" rid="ref75">Yuen and Pollard, 1954</xref>). According to <xref ref-type="bibr" rid="ref58">Tel and Heseltine (2008)</xref>, the concentrations of NO<sub>3</sub><sup>-</sup>-N and NH<sub>4</sub><sup>+</sup>-N were measured using an Auto Analyzer3 continuous flow analyzer, and the concentration of available P was estimated using the 0.5&#x2009;mol&#x00B7;L<sup>&#x2212;1</sup> sodium bicarbonate method (<xref ref-type="bibr" rid="ref45">Olsen, 1954</xref>). A pH and conductivity meter was used in measuring the pH and conductivity of the soil and water (1,5, W/V) suspensions. Fresh soil was dried for 24&#x2009;h at 105&#x00B0;C, and the weight moisture content of bulk soil was calculated.</p>
<p>The content of microbial biomass C and N was determined through chloroform fumigation-potassium sulfate extraction with a total organic carbon and total nitrogen analyzer (multi N/C 3100 TOC/TN), and the content of P was determined using the chloroform fumigation-potassium sulfate extraction-phosphoric acid determination plus correction method (<xref ref-type="bibr" rid="ref5">Brookes et al., 1984</xref>, <xref ref-type="bibr" rid="ref4">1985</xref>; <xref ref-type="bibr" rid="ref60">Vance et al., 1987</xref>). Chloroform fumigant is used to lyse the microbial cells in moist soil, followed by fumigant removal. Method for estimating soil microbial biomass by determining the total amount of organic matter that can be extracted from fresh soil microorganisms (<xref ref-type="bibr" rid="ref47">Rainer et al., 2011</xref>).</p>
<p>The activities of dehydrogenase and urease were evaluated using triphenyltetrazolium chloride colorimetry and indophenol colorimetry (<xref ref-type="bibr" rid="ref37">Ma&#x0142;achowska-Jutsz and Matyja, 2019</xref>). P-nitrophenol-phosphate disodium colorimetry was used to evaluate the activity of the acid phosphatase (<xref ref-type="bibr" rid="ref16">Dick, 2011</xref>). The 3,5-dinitro-salicylic acid colorimetry method was used to evaluate the activities of sucrase and cellulase (<xref ref-type="bibr" rid="ref21">Frankeberger and Johanson, 1983</xref>; <xref ref-type="bibr" rid="ref14">Deng and Tabatabai, 1994</xref>).</p>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>Data analysis</title>
<p>All data were analyzed using SPSS 26 (SPSS Inc., Chicago, United States), and normality and homogeneity variances were examined. Multiple comparisons and analysis of variance (ANOVA) were used in determining differences in C, N, and P content in <italic>T. grandis</italic>, microbes, and soils, and the least significant difference test was used for multiple comparisons. In all tests, statistical significance was accepted at <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05. Pearson correlation analysis was used in measuring the correlation of C:N:P ecological stoichiometry among <italic>T. grandis</italic> leaves, twigs, roots, and microbes (0&#x2013;20&#x2009;cm). The relationships of C:N:P ecological stoichiometry in each component (leaves, twigs, roots, and microbes) with soil environmental factors were investigated through redundancy analysis (RDA), which was performed on Canoco 5.0. Soil and <italic>T. grandis</italic> leaves, twigs, roots, or soil and 0&#x2013;10 and 10&#x2013;20&#x2009;cm soil microbial biomass at five tree age gradients were further examined using a linear regression model (ordinary least squares). All count data were transformed to their logarithmic base 10 (log) values.</p>
<p>The stoichiometric homeostasis of <italic>T. grandis</italic> leaves; twigs; roots; and C, N, P ecological stoichiometry or 0&#x2013;10 and 10&#x2013;20&#x2009;cm soil microbial biomass C, N, P ecological stoichiometry at different tree ages were determined by <xref ref-type="bibr" rid="ref56">Sterner and Elser (2002)</xref>. The homeostasis model was proposed as follows:</p>
<disp-formula id="E1">
<mml:math id="M1">
<mml:mo>ln</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo>ln</mml:mo>
<mml:mi>c</mml:mi>
<mml:mo>+</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mi>H</mml:mi>
</mml:mfrac>
<mml:mo>ln</mml:mo>
<mml:mi>x</mml:mi>
</mml:math>
</disp-formula>
<p>where <italic>y</italic> represents the C, N, P content and stoichiometry of <italic>T. grandis</italic> leaves, twigs, roots or 0&#x2013;10 and 10&#x2013;20&#x2009;cm soil microbial biomass; <italic>x</italic> represents soil C, N, and P content and stoichiometry; c is a constant, and H is the homeostatic regulation coefficient. The values of H and c were obtained through linear regression analysis. All datasets with significant regressions and 0&#x2009;&#x003C;&#x2009;1/H&#x2009;&#x003C;&#x2009;1 were classified as 0&#x2009;&#x003C;&#x2009;1/H&#x2009;&#x003C;&#x2009;0.25 &#x201C;H-homeostatic,&#x201D; 0.25&#x2009;&#x003C;&#x2009;1/H&#x2009;&#x003C;&#x2009;0.5 &#x201C;WH-weakly homeostatic,&#x201D; 0.5&#x2009;&#x003C;&#x2009;1/H&#x2009;&#x003C;&#x2009;0.75 &#x201C;WP-weakly plastic,&#x201D; or 1/H&#x2009;&#x003E;&#x2009;0.75 &#x201C;P-plastic.&#x201D; When <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05, 1/H was set at zero, and the organism was regarded as &#x201C;SH-strictly homeostatic.&#x201D; Origin 2021 (Origin Lab Corp, Northampton, United States) was used to draw <xref ref-type="fig" rid="fig2">Figures 2</xref>&#x2013;<xref ref-type="fig" rid="fig7">7</xref>. Data were shown as mean&#x2009;+&#x2009;SE. <xref ref-type="table" rid="tab1">Table 1</xref> provides definitions for each abbreviation.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Changes and differences in C:N:P ecological stoichiometry in each organ of <italic>Torrya grandis</italic> among differently aged trees. Within the same plant organ, different lowercase letters indicate significant differences in each index between the different age gradients of <italic>Torrya grandis</italic> (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Within the same age gradient, different uppercase letters indicate significant differences in each index between the different plant organs (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Data without significant differences were not specifically labeled.</p>
</caption>
<graphic xlink:href="fsufs-08-1397393-g002.tif"/>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Changes and differences in C:N:P ecological stoichiometry in the 0&#x2013;10, 10&#x2013;20, 20&#x2013;40, and 40&#x2013;60&#x2009;cm soil layers between the different age gradients of <italic>Torrya grandis</italic>. Within the same soil layer, different lowercase letters indicate significant differences among age gradients (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Within the same age gradient, different uppercase letters indicate significant differences among soil layers (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Data without significant differences were not specifically labeled.</p>
</caption>
<graphic xlink:href="fsufs-08-1397393-g003.tif"/>
</fig>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Changes and differences in C:N:P ecological stoichiometry in soil microbial biomass in the 0&#x2013;10 and 10&#x2013;20&#x2009;cm soil layers among the age gradients of <italic>Torrya grandis</italic>. Within the same soil layer, different lowercase letters indicate significant differences among age gradients (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Within the same age gradient, different uppercase letters indicate significant differences among soil layers (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Data without significant differences were not specifically labeled.</p>
</caption>
<graphic xlink:href="fsufs-08-1397393-g004.tif"/>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Pearson correlations of C:N:P ecological stoichiometry among the leaves, twigs, roots, and microbes (0-20&#x2009;cm) of <italic>Torrya grandis</italic> under 0&#x2013;50 and 50&#x2013;100&#x2009;years. The red color indicates positive correlations, whereas the blue color indicates negative correlations. Correlation coefficients are represented by the scale to the right. <xref ref-type="table" rid="tab1">Table 1</xref> lists the indicators to which each abbreviation refers.</p>
</caption>
<graphic xlink:href="fsufs-08-1397393-g005.tif"/>
</fig>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Pearson correlations of C:N:P ecological stoichiometry among the leaves, twigs, roots, and microbes (0&#x2013;20&#x2009;cm) of <italic>Torrya grandis</italic> under 100&#x2013;300 and 300&#x2013;500&#x2009;years. The red color indicates positive correlations, while the blue color indicates negative correlations. Correlation coefficients are represented by the scale to the right. <xref ref-type="table" rid="tab1">Table 1</xref> lists the indicators to which each abbreviation refers.</p>
</caption>
<graphic xlink:href="fsufs-08-1397393-g006.tif"/>
</fig>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>Pearson correlations of C:N:P ecological stoichiometry among the leaves, twigs, roots, and microbes (0&#x2013;20&#x2009;cm) of <italic>Torrya grandis</italic> over 500&#x2009;years and 0&#x2013;900&#x2009;years. The red color indicates positive correlations, whereas the blue color indicates negative correlations. Correlation coefficients are represented by the scale to the right. <xref ref-type="table" rid="tab1">Table 1</xref> lists the indicators to which each abbreviation refers.</p>
</caption>
<graphic xlink:href="fsufs-08-1397393-g007.tif"/>
</fig>

</sec>
</sec>
<sec sec-type="results" id="sec8">
<label>3</label>
<title>Results</title>
<sec id="sec9">
<label>3.1</label>
<title>Differences in C:N:P ecological stoichiometry in the leaf-twig-root system of <italic>Torreya grandis</italic> among age gradients</title>
<p>At various age gradients (<xref ref-type="fig" rid="fig2">Figure 2</xref>), N and P concentrations had similar increasing tendencies in the leaves, twigs and roots, and N concentrations in the leaves of 0-50-year-old trees were significantly lower than other age gradients. The P concentration in the roots was significantly higher than those of the leaves and twigs at all age gradients. When the trees were more than 500&#x2009;years old, the concentrations of N and P decreased in the leaves and twigs but remained at a high level in the roots.</p>
<p>The C:N ratios in the twigs were significantly higher than that in the leaves and roots at all age gradients. The C:P ratios in the roots were significantly lower than those in the leaves and twigs, except for the age gradient of 50&#x2013;100&#x2009;years. The N:P ratios were ranked as follows: leaves &#x003E; roots &#x003E; twigs, and N:P ratios in the leaves were significantly higher than that in the twigs, and higher than that in the roots when the forest age was over 50&#x2009;years. The C:N ratios in the leaves, twigs, and roots all showed a declining tendency, and C:N ratios in the leaves of trees between 0 and 50&#x2009;years old were significantly higher than those of other age gradients. The variation tendency of the C:P ratios was similar to the C:N ratios in the twigs and roots. The C:P ratios in the leaves increased and subsequently decreased with tree age, and the N:P ratios in the leaves and roots showed similar trends. A slight increase in N:P ratio was observed in the twigs with increasing tree age.</p>
</sec>
<sec id="sec10">
<label>3.2</label>
<title>Soil and soil microbe ecological stoichiometry at different tree ages</title>
<p>The C and N content in the four soil layers all exhibited similar increasing trends (<xref ref-type="fig" rid="fig3">Figure 3</xref>). At depths of 0&#x2013;10 and 40&#x2013;60&#x2009;cm, the 50&#x2013;100&#x2009;year old <italic>T. grandis</italic> forests had significantly lower soil organic C (SOC) content than forests that were 300&#x2013;500 and above 500&#x2009;years old. The variations in soil N at different tree ages and soil depths were nearly identical to variations in soil C. At all four depths, the SOC and soil total N (STN) content increased with the age of <italic>T. grandis</italic>, but the soil total P (STP) content decreased (<xref ref-type="fig" rid="fig3">Figure 3</xref>). The SOC, STN, and STP content were significantly higher in the 0&#x2013;10&#x2009;cm depth than those in the 20&#x2013;40 and 40&#x2013;60&#x2009;cm soil layers. In the 50-100-year-old forests, the soil had lower C:N, C:P, and N:P ratios than the other forests did. The C:N ratio did not drastically change with soil depth, whereas it did marginally rise with tree age. Soil P fluctuated with tree age but declined with soil depth, whereas C:P and N:P ratios generally increased, and the growing tendency is similar to that of C and N content.</p>
<p>At different age gradients (<xref ref-type="fig" rid="fig4">Figure 4</xref>), the N and P content of microbial biomass in the 0&#x2013;10 and 10&#x2013;20&#x2009;cm soil layers showed similar trends. Microbial biomass N (MBN) content increased with tree age in the 0&#x2013;10&#x2009;cm soil layer but declined in the 10&#x2013;20&#x2009;cm soil layer. In the 10&#x2013;20&#x2009;cm soil depths, the microbial biomass P (MBP) content of the 0-50-year-old forests was significantly higher than the MBP content in the age gradients of 100&#x2013;300, 300&#x2013;500, and above 500&#x2009;years old. Except the age gradient of 0&#x2013;50&#x2009;years, MBN of different age gradients in the 0&#x2013;10&#x2009;cm soil layer were significantly higher than that in the 10&#x2013;20&#x2009;cm soil layer. The MBC content in the 0&#x2013;10&#x2009;cm soil layers were generally higher than that in 10&#x2013;20&#x2009;cm soil layers at different age gradients, and the MBC contents in the 0&#x2013;10&#x2009;cm soil layers at the age gradient of 50&#x2013;100&#x2009;year were significantly higher than that at the age gradient of 100&#x2013;300&#x2009;year. In the 0&#x2013;10&#x2009;cm soil layers, MBC:N ratios showed a downward trend as tree age increased, and the MBC:N ratios at the age gradient of 0&#x2013;50&#x2009;year were significantly greater than that at the age gradient of 100&#x2013;300, 300&#x2013;500, and above 500&#x2009;years. At the 10&#x2013;20&#x2009;cm soil depths, the MBC:P and MBN:P ratios followed the same change patterns as MBC:N.</p>
</sec>
<sec id="sec11">
<label>3.3</label>
<title>Correlations among leaf-twig-root-microbe C:N:P ecological stoichiometry in five tree age gradients</title>
<p>The correlations of C:N:P ecological stoichiometry of <italic>T. grandis</italic> leaves, twigs, roots, and microbe in five age gradients are discussed in <xref ref-type="fig" rid="fig5">Figures 5</xref>&#x2013;<xref ref-type="fig" rid="fig7">7</xref>. As <italic>T. grandis</italic> grew older, the correlation between the concentrations of C, N and P and their ratios in leaves indicated a declining trend, while that of twigs and roots showed little change. The correlations of soil microbe C, N and P contents and their ratios gradually got stronger as trees get older, and the correlations were highest at the age gradient of 300&#x2013;500&#x2009;year. There was little correlation between the C, N and P concentrations and their ratios of leaves, twigs and roots along the 0&#x2013;50&#x2009;year gradient. With the increase of tree age, the correlations among leaves, twigs and roots of <italic>T. grandis</italic> forests steadily increased, and the correlations reached the highest at 100&#x2013;300&#x2009;year gradient. Furthermore, the C, N and P concentrations and their ratios in different organs at 0&#x2013;50&#x2009;year gradient have a high correlation with that in soil microbe, while there had a significantly decreased at above 500&#x2009;year gradient. Overall (0&#x2013;900), there was a strong positive correlation existed between C, N, P, C:N, C:P and N:P of different organs, although the correlation of those indexes between microbe and <italic>T. grandis</italic> was weak.</p>
</sec>
<sec id="sec12">
<label>3.4</label>
<title>Effects of soil properties on leaf-twig-root-microbe C:N:P ecological stoichiometry</title>
<p>The RDA results highlight how the influence of C:N:P stoichiometry of <italic>T. grandis</italic> is mediated by soil properties. For instance, soil C, N content and leaves C, N concentrations were negatively correlated, while soil C, N content and roots C, N concentrations were positively correlated. P concentrations in leaves, twigs and roots were positively correlated with soil P content (<xref ref-type="fig" rid="fig8">Figures 8A</xref>&#x2013;<xref ref-type="fig" rid="fig8">C</xref>). In the soil, NO<sub>3</sub><sup>&#x2212;</sup> or NH<sub>4</sub><sup>+</sup> contents were negatively correlated with the N concentrations and N:P ratios in the leaves (<xref ref-type="fig" rid="fig8">Figure 8A</xref>) but positively correlated with the N concentrations in the roots (<xref ref-type="fig" rid="fig8">Figure 8C</xref>). The first two axes can explain a total of 23.66, 21.65, and 23.58% variations of C, N, and P concentrations and its ratios in <italic>T. grandis</italic> leaves (<italic>F</italic>&#x2009;=&#x2009;1.5, <italic>p</italic>&#x2009;&#x2264;&#x2009;0.05, <xref ref-type="table" rid="tab2">Table 2</xref>), twigs (<italic>F</italic>&#x2009;=&#x2009;1.4, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05, <xref ref-type="table" rid="tab2">Table 2</xref>) and roots (<italic>F</italic>&#x2009;=&#x2009;1.6, <italic>p</italic>&#x2009;&#x2264;&#x2009;0.05, <xref ref-type="table" rid="tab2">Table 2</xref>) with 96 cases. The factors of NO<sub>3</sub><sup>&#x2212;</sup>, EC, APA, NH<sub>4</sub><sup>+</sup>, N<sub>s</sub>, WC, and pH were significant in <xref ref-type="fig" rid="fig8">Figure 8A</xref>, and the factors of URE, APA, pH, and DHA were significant in <xref ref-type="fig" rid="fig8">Figure 8C</xref>. No significant factors were found in <xref ref-type="fig" rid="fig8">Figure 8B</xref> (<xref ref-type="table" rid="tab3">Table 3</xref>). The strength of five enzymatic activity were ranked as follows: APA&#x2009;&#x003E;&#x2009;DHA&#x2009;&#x003E;&#x2009;CEL&#x2009;&#x003E;&#x2009;SUC&#x2009;&#x003E;&#x2009;URE (<xref ref-type="fig" rid="fig8">Figures 8A</xref>), URE&#x003E;APA&#x2009;&#x003E;&#x2009;DHA&#x2009;&#x003E;&#x2009;SUC&#x2009;&#x003E;&#x2009;CEL (<xref ref-type="fig" rid="fig8">Figures 8C</xref>). A more detailed analysis by age is provided in <xref rid="SM1" ref-type="supplementary-material">Supplementary Tables S2&#x2013;S4</xref>.</p>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption>
<p>Redundancy analysis (RDA) was used to identify the relationships of the C:N:P ecological stoichiometry of each component (<bold>A</bold>: leaves, <bold>B</bold>: twigs, <bold>C</bold>: roots, <bold>D</bold>: microbes 0&#x2013;10&#x2009;cm, <bold>E</bold>: microbes 10&#x2013;20&#x2009;cm) with soil environmental factors. All soil environmental factors were obtained from the 0&#x2013;60&#x2009;cm soil layer, exception microbes, which were collected from the 0&#x2013;10 and 10&#x2013;20&#x2009;cm soil layers. The arrows indicate the behavior of the variables. The arrow direction indicates the steepest increase in the variable, and the length indicates the strength relative to that of the other variables. <xref ref-type="table" rid="tab1">Table 1</xref> lists the indicators to which each abbreviation refers.</p>
</caption>
<graphic xlink:href="fsufs-08-1397393-g008.tif"/>
</fig>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>English abbreviation checklist of this paper.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Full title</th>
<th align="center" valign="top">Abbrev</th>
<th align="center" valign="top">Full title</th>
<th align="center" valign="top">Abbrev</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Total C concentration in leaves</td>
<td align="center" valign="top">C<sub>l</sub></td>
<td align="center" valign="top">0-10&#x2009;cm soil microbe N</td>
<td align="center" valign="top">N<sub>m10</sub></td>
</tr>
<tr>
<td align="left" valign="top">Total N concentration in leaves</td>
<td align="center" valign="top">N<sub>l</sub></td>
<td align="center" valign="top">0-10&#x2009;cm soil microbe P</td>
<td align="center" valign="top">P<sub>m10</sub></td>
</tr>
<tr>
<td align="left" valign="top">Total P concentration in leaves</td>
<td align="center" valign="top">P<sub>l</sub></td>
<td align="center" valign="top">0-10&#x2009;cm soil microbe C:N</td>
<td align="center" valign="top">C:N<sub>m10</sub></td>
</tr>
<tr>
<td align="left" valign="top">C:N in leaves</td>
<td align="center" valign="top">C:N<sub>l</sub></td>
<td align="center" valign="top">0-10&#x2009;cm soil microbe C:P</td>
<td align="center" valign="top">C:P<sub>m10</sub></td>
</tr>
<tr>
<td align="left" valign="top">C:P in leaves</td>
<td align="center" valign="top">C:P<sub>l</sub></td>
<td align="center" valign="top">0-10&#x2009;cm soil microbe N:P</td>
<td align="center" valign="top">N:P<sub>m10</sub></td>
</tr>
<tr>
<td align="left" valign="top">N:P in leaves</td>
<td align="center" valign="top">N:P<sub>l</sub></td>
<td align="center" valign="top">0-20&#x2009;cm soil microbe C content</td>
<td align="center" valign="top">C<sub>m20</sub></td>
</tr>
<tr>
<td align="left" valign="top">Total C concentration in twigs</td>
<td align="center" valign="top">C<sub>t</sub></td>
<td align="center" valign="top">0-20&#x2009;cm soil microbe N</td>
<td align="center" valign="top">N<sub>m20</sub></td>
</tr>
<tr>
<td align="left" valign="top">Total N concentration in twigs</td>
<td align="center" valign="top">N<sub>t</sub></td>
<td align="center" valign="top">0-20&#x2009;cm soil microbe P</td>
<td align="center" valign="top">P<sub>m20</sub></td>
</tr>
<tr>
<td align="left" valign="top">Total P concentration in twigs</td>
<td align="center" valign="top">P<sub>t</sub></td>
<td align="center" valign="top">0-20&#x2009;cm soil microbe C:N</td>
<td align="center" valign="top">C:N<sub>m20</sub></td>
</tr>
<tr>
<td align="left" valign="top">C:N in twigs</td>
<td align="center" valign="top">C:N<sub>t</sub></td>
<td align="center" valign="top">0-20&#x2009;cm soil microbe C:P</td>
<td align="center" valign="top">C:P<sub>m20</sub></td>
</tr>
<tr>
<td align="left" valign="top">C:P in twigs</td>
<td align="center" valign="top">C:P<sub>t</sub></td>
<td align="center" valign="top">0-20&#x2009;cm soil microbe N:P</td>
<td align="center" valign="top">N:P<sub>m20</sub></td>
</tr>
<tr>
<td align="left" valign="top">N:P in twigs</td>
<td align="center" valign="top">N:P<sub>t</sub></td>
<td align="center" valign="top">Total C concentration in soils</td>
<td align="center" valign="top">C<sub>s</sub></td>
</tr>
<tr>
<td align="left" valign="top">Total C concentration in roots</td>
<td align="center" valign="top">C<sub>r</sub></td>
<td align="center" valign="top">Total N concentration in soils</td>
<td align="center" valign="top">N<sub>s</sub></td>
</tr>
<tr>
<td align="left" valign="top">Total N concentration in roots</td>
<td align="center" valign="top">N<sub>r</sub></td>
<td align="center" valign="top">Total P concentration in soils</td>
<td align="center" valign="top">P<sub>s</sub></td>
</tr>
<tr>
<td align="left" valign="top">Total P concentration in roots</td>
<td align="center" valign="top">P<sub>r</sub></td>
<td align="center" valign="top">C:N in soils</td>
<td align="center" valign="top">C:N<sub>s</sub></td>
</tr>
<tr>
<td align="left" valign="top">C:N in roots</td>
<td align="center" valign="top">C:N<sub>r</sub></td>
<td align="center" valign="top">C:P in soils</td>
<td align="center" valign="top">C:P<sub>s</sub></td>
</tr>
<tr>
<td align="left" valign="top">C:P in roots</td>
<td align="center" valign="top">C:P<sub>r</sub></td>
<td align="center" valign="top">N:P in soils</td>
<td align="center" valign="top">N:P<sub>s</sub></td>
</tr>
<tr>
<td align="left" valign="top">N:P in roots</td>
<td align="center" valign="top">N:P<sub>r</sub></td>
<td align="center" valign="top">Soil water content</td>
<td align="center" valign="top">WC</td>
</tr>
<tr>
<td align="left" valign="top">C concentration in soil microbes</td>
<td align="center" valign="top">C<sub>m</sub></td>
<td align="center" valign="top">Electrical conductivity</td>
<td align="center" valign="top">EC</td>
</tr>
<tr>
<td align="left" valign="top">N concentration in soil microbes</td>
<td align="center" valign="top">N<sub>m</sub></td>
<td align="center" valign="top">Available phosphorus</td>
<td align="center" valign="top">AP</td>
</tr>
<tr>
<td align="left" valign="top">P concentration in soil microbes</td>
<td align="center" valign="top">P<sub>m</sub></td>
<td align="center" valign="top">Dehydrogenase activity</td>
<td align="center" valign="top">DHA</td>
</tr>
<tr>
<td align="left" valign="top">C:N in soil microbes</td>
<td align="center" valign="top">C:N<sub>m</sub></td>
<td align="center" valign="top">Urease activity</td>
<td align="center" valign="top">URE</td>
</tr>
<tr>
<td align="left" valign="top">C:P in soil microbes</td>
<td align="center" valign="top">C:P<sub>m</sub></td>
<td align="center" valign="top">Acid phosphatase activity</td>
<td align="center" valign="top">APA</td>
</tr>
<tr>
<td align="left" valign="top">N:P in soil microbes</td>
<td align="center" valign="top">N:P<sub>m</sub></td>
<td align="center" valign="top">Sucrase activity</td>
<td align="center" valign="top">SUC</td>
</tr>
<tr>
<td align="left" valign="top">0-10&#x2009;cm soil microbe C</td>
<td align="center" valign="top">C<sub>m10</sub></td>
<td align="center" valign="top">Cellulase activity</td>
<td align="center" valign="top">CEL</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Redundancy analysis (RDA) of <italic>Torrya grandis</italic> leaves, twigs, roots, and soil microbial biomass (0&#x2013;10 and 10&#x2013;20&#x2009;cm) C:N:P ecological stoichiometry and soil properties.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="left" valign="top">Statistic</th>
<th align="center" valign="top">Axis 1</th>
<th align="center" valign="top">Axis 2</th>
<th align="center" valign="top">Axis 3</th>
<th align="center" valign="top">Axis 4</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="4">Leaf<break/><italic>F</italic>&#x2009;=&#x2009;1.5, <italic>p</italic>&#x2009;=&#x2009;0.05</td>
<td align="left" valign="middle">Eigenvalues</td>
<td align="center" valign="middle">0.1689</td>
<td align="center" valign="middle">0.0677</td>
<td align="center" valign="middle">0.0158</td>
<td align="center" valign="middle">0.0000</td>
</tr>
<tr>
<td align="left" valign="middle">Explained variation (cumulative)</td>
<td align="center" valign="middle">16.89</td>
<td align="center" valign="middle">23.66</td>
<td align="center" valign="middle">25.25</td>
<td align="center" valign="middle">25.25</td>
</tr>
<tr>
<td align="left" valign="middle">Pseudo-canonical correlation</td>
<td align="center" valign="middle">0.5735</td>
<td align="center" valign="middle">0.3956</td>
<td align="center" valign="middle">0.5440</td>
<td align="center" valign="middle">0.3520</td>
</tr>
<tr>
<td align="left" valign="middle">Explained fitted variation (cumulative)</td>
<td align="center" valign="middle">66.89</td>
<td align="center" valign="middle">93.71</td>
<td align="center" valign="middle">99.99</td>
<td align="center" valign="middle">100.00</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Twig<break/><italic>F</italic>&#x2009;=&#x2009;1.4,<break/><italic>p</italic>&#x2009;=&#x2009;0.12</td>
<td align="left" valign="middle">Eigenvalues</td>
<td align="center" valign="middle">0.1888</td>
<td align="center" valign="middle">0.0277</td>
<td align="center" valign="middle">0.0119</td>
<td align="center" valign="middle">0.0000</td>
</tr>
<tr>
<td align="left" valign="middle">Explained variation (cumulative)</td>
<td align="center" valign="middle">18.88</td>
<td align="center" valign="middle">21.65</td>
<td align="center" valign="middle">22.84</td>
<td align="center" valign="middle">22.85</td>
</tr>
<tr>
<td align="left" valign="middle">Pseudo-canonical correlation</td>
<td align="center" valign="middle">0.5090</td>
<td align="center" valign="middle">0.3739</td>
<td align="center" valign="middle">0.4043</td>
<td align="center" valign="middle">0.4130</td>
</tr>
<tr>
<td align="left" valign="middle">Explained fitted variation (cumulative)</td>
<td align="center" valign="middle">82.66</td>
<td align="center" valign="middle">94.77</td>
<td align="center" valign="middle">99.99</td>
<td align="center" valign="middle">100.00</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Root<break/><italic>F</italic>&#x2009;=&#x2009;1.6,<break/><italic>p</italic>&#x2009;=&#x2009;0.04</td>
<td align="left" valign="middle">Eigenvalues</td>
<td align="center" valign="middle">0.1547</td>
<td align="center" valign="middle">0.0811</td>
<td align="center" valign="middle">0.0175</td>
<td align="center" valign="middle">0.0001</td>
</tr>
<tr>
<td align="left" valign="middle">Explained variation (cumulative)</td>
<td align="center" valign="middle">15.47</td>
<td align="center" valign="middle">23.58</td>
<td align="center" valign="middle">25.34</td>
<td align="center" valign="middle">25.35</td>
</tr>
<tr>
<td align="left" valign="middle">Pseudo-canonical correlation</td>
<td align="center" valign="middle">0.5301</td>
<td align="center" valign="middle">0.4485</td>
<td align="center" valign="middle">0.6195</td>
<td align="center" valign="middle">0.4540</td>
</tr>
<tr>
<td align="left" valign="middle">Explained fitted variation (cumulative)</td>
<td align="center" valign="middle">61.04</td>
<td align="center" valign="middle">93.05</td>
<td align="center" valign="middle">99.96</td>
<td align="center" valign="middle">100.00</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Microbe<break/>(0-10&#x2009;cm)<break/><italic>F</italic>&#x2009;=&#x2009;2.4,<break/><italic>p</italic>&#x2009;=&#x2009;0.01</td>
<td align="left" valign="middle">Eigenvalues</td>
<td align="center" valign="middle">0.2311</td>
<td align="center" valign="middle">0.0799</td>
<td align="center" valign="middle">0.0276</td>
<td align="center" valign="middle">0.0046</td>
</tr>
<tr>
<td align="left" valign="middle">Explained variation (cumulative)</td>
<td align="center" valign="middle">23.11</td>
<td align="center" valign="middle">31.10</td>
<td align="center" valign="middle">33.86</td>
<td align="center" valign="middle">34.32</td>
</tr>
<tr>
<td align="left" valign="middle">Pseudo-canonical correlation</td>
<td align="center" valign="middle">0.7243</td>
<td align="center" valign="middle">0.4363</td>
<td align="center" valign="middle">0.5016</td>
<td align="center" valign="middle">0.4077</td>
</tr>
<tr>
<td align="left" valign="middle">Explained fitted variation (cumulative)</td>
<td align="center" valign="middle">67.28</td>
<td align="center" valign="middle">90.55</td>
<td align="center" valign="middle">98.59</td>
<td align="center" valign="middle">99.94</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Microbe<break/>(10-20&#x2009;cm)<break/><italic>F</italic>&#x2009;=&#x2009;2.2,<break/><italic>p</italic>&#x2009;=&#x2009;0.002</td>
<td align="left" valign="middle">Eigenvalues</td>
<td align="center" valign="middle">0.2307</td>
<td align="center" valign="middle">0.0596</td>
<td align="center" valign="middle">0.0301</td>
<td align="center" valign="middle">0.0048</td>
</tr>
<tr>
<td align="left" valign="middle">Explained variation (cumulative)</td>
<td align="center" valign="middle">23.07</td>
<td align="center" valign="middle">29.03</td>
<td align="center" valign="middle">32.05</td>
<td align="center" valign="middle">32.53</td>
</tr>
<tr>
<td align="left" valign="middle">Pseudo-canonical correlation</td>
<td align="center" valign="middle">0.6289</td>
<td align="center" valign="middle">0.4839</td>
<td align="center" valign="middle">0.4667</td>
<td align="center" valign="middle">0.4853</td>
</tr>
<tr>
<td align="left" valign="middle">Explained fitted variation (cumulative)</td>
<td align="center" valign="middle">70.86</td>
<td align="center" valign="middle">89.16</td>
<td align="center" valign="middle">98.41</td>
<td align="center" valign="middle">99.89</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The ecological stoichiometry of microbes can be determined according to the RDA results (<xref ref-type="fig" rid="fig8">Figures 8D</xref>,<xref ref-type="fig" rid="fig8">E</xref>). For instance, in the 0&#x2013;10 and 10&#x2013;20&#x2009;cm soil layers the soil N and NH<sub>4</sub><sup>+</sup> content were positively correlated with microbial biomass N, while the soil enzyme activity URE and APA were positively correlated with microbial biomass C and N. The 0&#x2013;10 and 10&#x2013;20&#x2009;cm soil layers&#x2019; microbial biomass benefited greatly with APA. Available P was positively correlated with microbial biomass P in 0&#x2013;10&#x2009;cm soil layer. A total of 31.10 and 29.03% variance of C, N, and P content and its ratios of soil microbial biomass in the 0&#x2013;10&#x2009;cm (<italic>F</italic>&#x2009;=&#x2009;2.4, <italic>p</italic>&#x2009;&#x2264;&#x2009;0.01, <xref ref-type="table" rid="tab2">Table 2</xref>) and 10&#x2013;20&#x2009;cm (<italic>F</italic>&#x2009;=&#x2009;2.2, <italic>p</italic>&#x2009;&#x2264;&#x2009;0.01, <xref ref-type="table" rid="tab2">Table 2</xref>) soil layers can be explained by the same environmental variables with 96 cases. The factors of pH, WC, APA, DHA, URE, N<sub>s</sub>, EC, SUC, N:P<sub>s</sub>, and CEL were significant, as shown in <xref ref-type="fig" rid="fig8">Figure 8D</xref>, and the factors of WC, APA, pH, EC, DHA, N<sub>s</sub>, NO<sub>3</sub><sup>&#x2212;</sup>, URE, NH<sub>4</sub><sup>+</sup>, and C<sub>s</sub> were significant in <xref ref-type="fig" rid="fig8">Figure 8E</xref> (<xref ref-type="table" rid="tab3">Table 3</xref>). The strength of five enzymatic activity were ranked as follows: APA&#x2009;&#x003E;&#x2009;DHA&#x2009;&#x003E;&#x2009;URE&#x003E;SUC&#x2009;&#x003E;&#x2009;CEL (<xref ref-type="fig" rid="fig8">Figures 8D</xref>), APA&#x2009;&#x003E;&#x2009;SUC&#x2009;&#x003E;&#x2009;DHA&#x2009;&#x003E;&#x2009;URE&#x003E;CEL (<xref ref-type="fig" rid="fig8">Figures 8E</xref>). A more detailed analysis is provided in <xref rid="SM1" ref-type="supplementary-material">Supplementary Tables S5, S6</xref>. Many similarities between <xref ref-type="fig" rid="fig8">Figures 8D</xref>,<xref ref-type="fig" rid="fig8">E</xref> were found, indicating that microbes in the 0&#x2013;10 and 10&#x2013;20&#x2009;cm soil layers were closely related.</p>
</sec>
<sec id="sec13">
<label>3.5</label>
<title>Homeostasis of plant leaf, twig, root, and microbial biomass stoichiometry</title>
<p>The homeostases of <italic>T. grandis</italic> leaf, twig, root, and soil microbe were analyzed based on the homeostasis model (<xref ref-type="table" rid="tab4">Table 4</xref>). The results showed that C<sub>l</sub>, N<sub>l</sub>, and C:P<sub>l</sub> displayed homeostasis or weakly homeostasis at low age gradients (0&#x2013;50 and 50&#x2013;100&#x2009;years), N:P<sub>l</sub>, N<sub>r</sub>, P<sub>r</sub>, N:P<sub>m10</sub>, C<sub>m20</sub> and N<sub>m20</sub> displayed plasticity or weakly plasticity at low and high age gradients, and other nutrients and stoichiometry displayed strict homeostasis. The 1/H values of C content in the leaf and soil microbe in the 10&#x2013;20&#x2009;cm soil layer ranged from 0.022 to 0.089 and 0 to 0.574, respectively. The 1/H values of N content in the leaf, root, and soil microbe ranged from 0.070 to 0.289, 0.060 to 0.703, and 0.041 to 1.463, respectively. The 1/H values of P concentrations in the twig and root ranged from 0.066 to 0.490 and 0.132 to 0.981, respectively. The plasticity of P concentrations in the root was relatively high.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Significance test of each soil property in the redundancy analysis of <italic>Torrya grandis</italic> leaf, twig, root, and soil microbial biomass (0&#x2013;10 and 10&#x2013;20&#x2009;cm) C:N:P ecological stoichiometry and soil properties.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Index</th>
<th align="center" valign="top" colspan="2">Leaf</th>
<th align="center" valign="top" colspan="2">Twig</th>
<th align="center" valign="top" colspan="2">Root</th>
<th align="center" valign="top" colspan="2">Microbe<break/>(0-10&#x2009;cm)</th>
<th align="center" valign="top" colspan="2">Microbe<break/>(10-20&#x2009;cm)</th>
</tr>
<tr>
<th align="center" valign="top">
<italic>F</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">
<italic>F</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">
<italic>F</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">
<italic>F</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">
<italic>F</italic>
</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">C<sub>s</sub></td>
<td align="center" valign="middle">2.9</td>
<td align="center" valign="middle">0.068</td>
<td align="center" valign="middle">0.4</td>
<td align="center" valign="middle">0.652</td>
<td align="center" valign="middle">1.6</td>
<td align="center" valign="middle">0.234</td>
<td align="center" valign="middle">1.8</td>
<td align="center" valign="middle">0.128</td>
<td align="center" valign="middle">3.3</td>
<td align="center" valign="middle">
<bold>0.030</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">N<sub>s</sub></td>
<td align="center" valign="middle">5.0</td>
<td align="center" valign="middle">
<bold>0.004</bold>
</td>
<td align="center" valign="middle">&#x003C;0.1</td>
<td align="center" valign="middle">0.970</td>
<td align="center" valign="middle">2.4</td>
<td align="center" valign="middle">0.094</td>
<td align="center" valign="middle">6.5</td>
<td align="center" valign="middle">
<bold>0.004</bold>
</td>
<td align="center" valign="middle">6.1</td>
<td align="center" valign="middle">
<bold>0.006</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">P<sub>s</sub></td>
<td align="center" valign="middle">0.7</td>
<td align="center" valign="middle">0.500</td>
<td align="center" valign="middle">2.8</td>
<td align="center" valign="middle">0.082</td>
<td align="center" valign="middle">2.0</td>
<td align="center" valign="middle">0.124</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">0.796</td>
<td align="center" valign="middle">&#x003C;0.1</td>
<td align="center" valign="middle">0.968</td>
</tr>
<tr>
<td align="left" valign="middle">N:P<sub>s</sub></td>
<td align="center" valign="middle">1.7</td>
<td align="center" valign="middle">0.178</td>
<td align="center" valign="middle">1.1</td>
<td align="center" valign="middle">0.312</td>
<td align="center" valign="middle">1.9</td>
<td align="center" valign="middle">0.130</td>
<td align="center" valign="middle">3.3</td>
<td align="center" valign="middle">
<bold>0.048</bold>
</td>
<td align="center" valign="middle">2.9</td>
<td align="center" valign="middle">0.052</td>
</tr>
<tr>
<td align="left" valign="middle">pH</td>
<td align="center" valign="middle">4.3</td>
<td align="center" valign="middle">
<bold>0.018</bold>
</td>
<td align="center" valign="middle">2.3</td>
<td align="center" valign="middle">0.112</td>
<td align="center" valign="middle">4.0</td>
<td align="center" valign="middle">
<bold>0.018</bold>
</td>
<td align="center" valign="middle">17.3</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
<td align="center" valign="middle">10.1</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">WC</td>
<td align="center" valign="middle">4.5</td>
<td align="center" valign="middle">
<bold>0.012</bold>
</td>
<td align="center" valign="middle">0.6</td>
<td align="center" valign="middle">0.514</td>
<td align="center" valign="middle">0.8</td>
<td align="center" valign="middle">0.394</td>
<td align="center" valign="middle">15.6</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
<td align="center" valign="middle">13.7</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">EC</td>
<td align="center" valign="middle">8.2</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
<td align="center" valign="middle">0.1</td>
<td align="center" valign="middle">0.918</td>
<td align="center" valign="middle">1.8</td>
<td align="center" valign="middle">0.150</td>
<td align="center" valign="middle">4.4</td>
<td align="center" valign="middle">
<bold>0.012</bold>
</td>
<td align="center" valign="middle">8.8</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">NO<sub>3</sub><sup>&#x2212;</sup></td>
<td align="center" valign="middle">9.6</td>
<td align="center" valign="middle">
<bold>0.004</bold>
</td>
<td align="center" valign="middle">1.2</td>
<td align="center" valign="middle">0.342</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">0.770</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">0.846</td>
<td align="center" valign="middle">5.1</td>
<td align="center" valign="middle">
<bold>0.006</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">NH<sub>4</sub><sup>+</sup></td>
<td align="center" valign="middle">6.0</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
<td align="center" valign="middle">&#x003C;0.1</td>
<td align="center" valign="middle">0.968</td>
<td align="center" valign="middle">0.8</td>
<td align="center" valign="middle">0.450</td>
<td align="center" valign="middle">1.6</td>
<td align="center" valign="middle">0.162</td>
<td align="center" valign="middle">3.7</td>
<td align="center" valign="middle">
<bold>0.034</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">DHA</td>
<td align="center" valign="middle">2.4</td>
<td align="center" valign="middle">0.100</td>
<td align="center" valign="middle">\</td>
<td align="center" valign="middle">\</td>
<td align="center" valign="middle">4.0</td>
<td align="center" valign="middle">
<bold>0.032</bold>
</td>
<td align="center" valign="middle">11.0</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
<td align="center" valign="middle">6.9</td>
<td align="center" valign="middle">
<bold>0.004</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">URE</td>
<td align="center" valign="middle">0.8</td>
<td align="center" valign="middle">0.458</td>
<td align="center" valign="middle">2.8</td>
<td align="center" valign="middle">0.072</td>
<td align="center" valign="middle">8.4</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
<td align="center" valign="middle">10.6</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
<td align="center" valign="middle">3.8</td>
<td align="center" valign="middle">
<bold>0.042</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">APA</td>
<td align="center" valign="middle">6.7</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
<td align="center" valign="middle">2.0</td>
<td align="center" valign="middle">0.118</td>
<td align="center" valign="middle">4.7</td>
<td align="center" valign="middle">
<bold>0.022</bold>
</td>
<td align="center" valign="middle">13.6</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
<td align="center" valign="middle">10.6</td>
<td align="center" valign="middle">
<bold>0.002</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">SUC</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">0.726</td>
<td align="center" valign="middle">0.5</td>
<td align="center" valign="middle">0.558</td>
<td align="center" valign="middle">1.5</td>
<td align="center" valign="middle">0.196</td>
<td align="center" valign="middle">3.5</td>
<td align="center" valign="middle">
<bold>0.020</bold>
</td>
<td align="center" valign="middle">2.1</td>
<td align="center" valign="middle">0.094</td>
</tr>
<tr>
<td align="left" valign="middle">CEL</td>
<td align="center" valign="middle">0.7</td>
<td align="center" valign="middle">0.508</td>
<td align="center" valign="middle">1.5</td>
<td align="center" valign="middle">0.198</td>
<td align="center" valign="middle">0.5</td>
<td align="center" valign="middle">0.642</td>
<td align="center" valign="middle">3.1</td>
<td align="center" valign="middle">
<bold>0.042</bold>
</td>
<td align="center" valign="middle">1.0</td>
<td align="center" valign="middle">0.388</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>The bold values in the table are mainly used to highlight the data with significant differences.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Inverse of the homeostatic coefficient (1/H) values to describe the relationships between nutrients and stoichiometry in soil (x) and leaf, twig, root, and microbe (y).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle">log<sub>10</sub>(x)</th>
<th align="center" valign="middle">log<sub>10</sub>(y)</th>
<th align="center" valign="middle">1/H<break/>(0-50)</th>
<th align="center" valign="middle">Grade</th>
<th align="center" valign="middle">1/H<break/>(50-100)</th>
<th align="center" valign="middle">Grade</th>
<th align="center" valign="middle">1/H<break/>(100-300)</th>
<th align="center" valign="middle">Grade</th>
<th align="center" valign="middle">1/H<break/>(300-500)</th>
<th align="center" valign="middle">Grade</th>
<th align="center" valign="middle">1/H<break/>(500+)</th>
<th align="center" valign="middle">Grade</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">C<sub>s</sub></td>
<td align="center" valign="middle">C<sub>l</sub></td>
<td align="center" valign="middle">
<bold>-0.089</bold>
<sup>
<bold>&#x002A;</bold>
</sup>
</td>
<td align="center" valign="middle">
<bold>H</bold>
</td>
<td align="center" valign="middle">0.044</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.022</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">-0.063</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.023</td>
<td align="center" valign="middle">SH</td>
</tr>
<tr>
<td align="left" valign="middle">N<sub>s</sub></td>
<td align="center" valign="middle">N<sub>l</sub></td>
<td align="center" valign="middle">-0.070</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">
<bold>0.289</bold>
<sup>
<bold>&#x002A;</bold>
</sup>
</td>
<td align="center" valign="middle">
<bold>WH</bold>
</td>
<td align="center" valign="middle">-0.145</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">-0.154</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">-0.161</td>
<td align="center" valign="middle">SH</td>
</tr>
<tr>
<td align="left" valign="middle">C:P<sub>s</sub></td>
<td align="center" valign="middle">C:P<sub>l</sub></td>
<td align="center" valign="middle">
<bold>-0.429</bold>
<sup>
<bold>&#x002A;</bold>
</sup>
</td>
<td align="center" valign="middle">
<bold>WH</bold>
</td>
<td align="center" valign="middle">0.026</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.194</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">-0.106</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">-0.064</td>
<td align="center" valign="middle">SH</td>
</tr>
<tr>
<td align="left" valign="middle">N:P<sub>s</sub></td>
<td align="center" valign="middle">N:P<sub>l</sub></td>
<td align="center" valign="middle">
<bold>-0.557</bold>
<sup>
<bold>&#x002A;</bold>
</sup>
</td>
<td align="center" valign="middle">
<bold>WP</bold>
</td>
<td align="center" valign="middle">-0.031</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.035</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">-0.041</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.021</td>
<td align="center" valign="middle">SH</td>
</tr>
<tr>
<td align="left" valign="middle">P<sub>s</sub></td>
<td align="center" valign="middle">P<sub>t</sub></td>
<td align="center" valign="middle">0.490</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.369</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.131</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.066</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">
<bold>0.405</bold>
<sup>
<bold>&#x002A;</bold>
</sup>
</td>
<td align="center" valign="middle">
<bold>WH</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">N<sub>s</sub></td>
<td align="center" valign="middle">N<sub>r</sub></td>
<td align="center" valign="middle">-0.060</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">
<bold>0.703</bold>
<sup>
<bold>&#x002A;</bold>
</sup>
</td>
<td align="center" valign="middle">
<bold>WP</bold>
</td>
<td align="center" valign="middle">0.170</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.143</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.161</td>
<td align="center" valign="middle">SH</td>
</tr>
<tr>
<td align="left" valign="middle">P<sub>s</sub></td>
<td align="center" valign="middle">P<sub>r</sub></td>
<td align="center" valign="middle">0.350</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.813</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">
<bold>0.981</bold>
<sup>
<bold>&#x002A;</bold>
</sup>
</td>
<td align="center" valign="middle">
<bold>P</bold>
</td>
<td align="center" valign="middle">0.132</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">
<bold>0.690</bold>
<sup>
<bold>&#x002A;</bold>
</sup>
</td>
<td align="center" valign="middle">
<bold>WP</bold>
</td>
</tr>
<tr>
<td align="left" valign="middle">N:P<sub>s</sub></td>
<td align="center" valign="middle">N:P<sub>m10</sub></td>
<td align="center" valign="middle">
<bold>1.420</bold>
<sup>
<bold>&#x002A;</bold>
</sup>
</td>
<td align="center" valign="middle">
<bold>P</bold>
</td>
<td align="center" valign="middle">
<bold>-2.676</bold>
<sup>
<bold>&#x002A;</bold>
</sup>
</td>
<td align="center" valign="middle">
<bold>P</bold>
</td>
<td align="center" valign="middle">-0.065</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.555</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">1.204</td>
<td align="center" valign="middle">SH</td>
</tr>
<tr>
<td align="left" valign="middle">C<sub>s</sub></td>
<td align="center" valign="middle">C<sub>m20</sub></td>
<td align="center" valign="middle">
<bold>-0.574</bold>
<sup>
<bold>&#x002A;</bold>
</sup>
</td>
<td align="center" valign="middle">
<bold>WP</bold>
</td>
<td align="center" valign="middle">0.000</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.174</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">-0.389</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">-0.307</td>
<td align="center" valign="middle">SH</td>
</tr>
<tr>
<td align="left" valign="middle">N<sub>s</sub></td>
<td align="center" valign="middle">N<sub>m20</sub></td>
<td align="center" valign="middle">
<bold>1.463</bold>
<sup>
<bold>&#x002A;</bold>
</sup>
</td>
<td align="center" valign="middle">
<bold>P</bold>
</td>
<td align="center" valign="middle">1.414</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.041</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.398</td>
<td align="center" valign="middle">SH</td>
<td align="center" valign="middle">0.496</td>
<td align="center" valign="middle">SH</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Indicators for which five age groups had significant effects are listed (see <xref rid="SM1" ref-type="supplementary-material">Supplementary Table S7</xref> for more details). &#x002A;<italic>P</italic> &#x003C; 0.05. The bold values in the table are mainly used to highlight the data with significant differences.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec14">
<label>4</label>
<title>Discussion</title>
<sec id="sec15">
<label>4.1</label>
<title>Ecological stoichiometry of <italic>Torreya grandis</italic> at different ages</title>
<p>Plants of different ages have different nutrient utilization efficiency (<xref ref-type="bibr" rid="ref68">Weih et al., 2018</xref>). In our study, N concentration in <italic>T. grandis</italic> was low during the early growth stages (<xref ref-type="fig" rid="fig2">Figure 2</xref>). With the increase of tree age, <italic>T. grandis</italic> rapidly grows, various physiological metabolic pathways became active and absorbs large amounts of N and P, and the concentrations of N and P in various organs increase (<xref ref-type="bibr" rid="ref74">Yuan et al., 2019</xref>). As the tree reaches old age and the physiology deteriorates, organic matter accumulation decreases. Plants selectively absorb various nutrient elements in the soil according to their growth needs, and accumulate photosynthates due to enhanced metabolism, thereby promoting N and P dilution and decrease in N and P concentration in the leaves and twigs, while the concentration of N and P in roots remained relatively high because of soil fertilization (<xref ref-type="bibr" rid="ref81">Zhang et al., 2019b</xref>). It is likely that nutrient concentration in <italic>T. grandis</italic> decreases at more than 500&#x2009;year gradient because it acquires a adaptive mechanism for nutrient redistribution and storage during long-term survival competition in nature.</p>
<p>Studies have shown that the C:N ratios of leaves does not show significant change in the forest development stage, whereas twigs and roots have significant differences (<xref ref-type="bibr" rid="ref32">Liang et al., 2018</xref>). In our study, little difference in N content was found in the roots, but significant variations in N content and C:N ratios in the leaves were found among different tree ages. The reason may be that trees disturbed by long time fertilization had sufficient nutrients in the soil, which destroyed the stability of N and P concentrations in the roots, so plant root absorption is not limited by nutrients, and the N content in the roots was significantly higher than that in the leaves and twigs.</p>
</sec>
<sec id="sec16">
<label>4.2</label>
<title>Ecological stoichiometry of forest soil at different ages</title>
<p>Soil C content increases with tree age (<xref ref-type="fig" rid="fig3">Figure 3</xref>). Although subtropical regions generally have higher rates of organic matter decomposition and lower rates of organic matter accumulation (<xref ref-type="bibr" rid="ref62">Vitousek et al., 2010</xref>), our study demonstrated that organic matter accumulated over a long time frame. The C:N ratio of soil organic matter increased slightly with tree age, indicating that the decomposition rate of soil organic matter slowed down in a long time range. During a 900-year timescale, little change in soil N contents in the 0&#x2013;40&#x2009;cm soil layers and P contents in the 0&#x2013;10&#x2009;cm soil layers was found. A possible explanation is that the soil N and P nutrients have been controlled by artificial fertilization in this area.</p>
<p>Soil permeability and porosity of plantations decreased dramatically with age and fertilizer use (<xref ref-type="bibr" rid="ref30">Huang and Wen, 2007</xref>), and these decreases can be indirect reasons for the decline in plantation soil microbial biomass. In forests, N fertilization enhances microbial biomass immediately after application (<xref ref-type="bibr" rid="ref82">Zhang and Zak, 1998</xref>; <xref ref-type="bibr" rid="ref26">Hart and Stark, 2016</xref>), but microbial biomass declines in the long run (<xref ref-type="bibr" rid="ref63">Wallenstein et al., 2006</xref>). These changes may be the reason that the N or P content in soil microbial biomass increased in the 0&#x2013;10&#x2009;cm soil layer and decreased in the deep soil layer (<xref ref-type="fig" rid="fig4">Figure 4</xref>). Soil microbial C:N ratio is higher than 10:1 (<xref ref-type="fig" rid="fig4">Figure 4</xref>), microbes cannot get enough nitrogen to form their bodies, thus affecting their reproduction rate. <xref ref-type="fig" rid="fig8">Figures 8C</xref>&#x2013;<xref ref-type="fig" rid="fig8">E</xref> also showed that the strength of cellulase, a significant predictor of soil carbon cycling rate, was at its lowest. The accumulation of soil C in the <italic>T. grandis</italic> forest may be explained by the rate of C accumulation in litters and rhizosphere deposits exceeding the rate of C decomposition by soil microbes (<xref ref-type="bibr" rid="ref61">Vesterdal et al., 2002</xref>).</p>
</sec>
<sec id="sec17">
<label>4.3</label>
<title>Correlation of ecological stoichiometry among components</title>
<p>Plants, soil, and soil microbes have complex interactions (<xref ref-type="bibr" rid="ref67">Wardle et al., 2004</xref>). Plants provide C sources and energy for soil microbes in the form of root exudates, and soil microbes provide mineralized nutrients for plant communities (<xref ref-type="bibr" rid="ref35">Liu and Wang, 2021</xref>; <xref ref-type="bibr" rid="ref55">Shi et al., 2021</xref>; <xref ref-type="bibr" rid="ref1">Ali et al., 2022</xref>). Soil C, N, and P content provide energy and nutrients for soil microbes (<xref ref-type="bibr" rid="ref18">Elser and Hamilton, 2007</xref>; <xref ref-type="bibr" rid="ref24">Gusewell and Gessner, 2009</xref>), and soil C:N:P ratios regulate microbial community composition to maintain stability between element absorption and release in plant-microbe-soil systems (<xref ref-type="bibr" rid="ref36">Makino et al., 2003</xref>). Several studies have revealed strong correlations between C, N, and P in soils and plants (<xref ref-type="bibr" rid="ref38">McGroddy et al., 2004</xref>; <xref ref-type="bibr" rid="ref71">Yang and Luo, 2011</xref>; <xref ref-type="bibr" rid="ref33">Liao et al., 2014</xref>). Our results showed the correlations among leaves, twigs and roots of <italic>T. grandis</italic> forests gradually increased with tree age, and the correlation was the highest at the 100&#x2013;300&#x2009;year gradient. Given that the land has been fertilized-managed and the soil nutrient supply is not deficient, we hypothesized that <italic>T. grandis</italic> over 100&#x2009;years old has a high degree of N and P coupling in the leaves and twigs (<xref ref-type="fig" rid="fig5">Figures 5</xref>&#x2013;<xref ref-type="fig" rid="fig7">7</xref>). Plant physiology usually assumes that N and P are active in young trees. The supply of aboveground plant nutrients are constrained by the availability of belowground nutrients (<xref ref-type="bibr" rid="ref59">Townsend et al., 2007</xref>; <xref ref-type="bibr" rid="ref6">Bui and Henderson, 2013</xref>; <xref ref-type="bibr" rid="ref66">Wang and Zheng, 2020</xref>). For example, in tropical and subtropical forests where available P is scarce, the dynamics of plant C, N, and P are mainly influenced by the supply of soil P (<xref ref-type="bibr" rid="ref28">Hedin, 2004</xref>; <xref ref-type="bibr" rid="ref43">Morris and Blackwood, 2007</xref>; <xref ref-type="bibr" rid="ref12">Chen et al., 2021</xref>). As a economic forest with long-term human activities, <italic>T. grandis</italic> may change the availability and utilization efficiency of N and P nutrient through physiological and biochemical mechanisms, such as resorption, to improve their adaptation.</p>
<p>In general, N and P concentration in the leaves have a strong coupling relationship (<xref ref-type="bibr" rid="ref51">Reich et al., 2010</xref>). Photosynthesis, respiration rate, and productivity are positively correlated with N concentration in the leaves (<xref ref-type="bibr" rid="ref19">Evans, 1989</xref>; <xref ref-type="bibr" rid="ref69">Wright et al., 2004</xref>; <xref ref-type="bibr" rid="ref50">Reich et al., 2009</xref>). The P concentration in the leaves regulates the relationship between plant physiological processes (especially growth rate) and leaf N-productivity (<xref ref-type="bibr" rid="ref50">Reich et al., 2009</xref>; <xref ref-type="bibr" rid="ref66">Wang and Zheng, 2020</xref>). In our study, the correlations between the concentrations of C, N and P in leaves and their ratios showed a general trend of decline with the increase of <italic>T. grandis</italic> forest age, while the changes of twigs and roots were not significant. These results are consistent with the growth-rate hypothesis, indicated that ancient <italic>T. grandis</italic> trees with long-term human interference have passed the life stage characterized by high growth rate and do not need large amounts of P transport from roots to leaves to support protein synthesis (<xref ref-type="bibr" rid="ref52">Sardans et al., 2021</xref>).</p>
</sec>
<sec id="sec18">
<label>4.4</label>
<title>Nutrient limitations of <italic>Torreya grandis</italic>-soil-microbe and its influencing factors</title>
<p>The leaf N:P ratio is used to indicate the N limitation or P limitation in an ecosystem, that is, an N:P ratio&#x2009;&#x003C;&#x2009;14 indicates N limitation, and N:P ratio&#x2009;&#x003E;&#x2009;16 is the P limitation (<xref ref-type="bibr" rid="ref48">Reich, 2005</xref>). In our study, the N:P ratio was always lower than 10, indicating that the plants had a limited N supply. This result is inconsistent with the fact that subtropical areas are usually limited by P (<xref ref-type="bibr" rid="ref12">Chen et al., 2021</xref>), and also lower than the leaf N:P ratio (11.4) of seeded male <italic>T. grandis</italic> in this area (<xref ref-type="bibr" rid="ref74">Yuan et al., 2019</xref>). Male <italic>T. grandis</italic> trees mainly provide pollen for female <italic>T. grandis</italic> trees, and they are fruitless and rarely managed by local farmers. The reason for this may be related to the long-term fertilization that has changed the inherent N and P cycles and processes of <italic>T. grandis</italic> forest ecosystem. Given that the fruits of <italic>T. grandis</italic> is primarily harvested by farmers who managed the ancient <italic>T. grandis</italic> trees, it is likely that the use of P fertilizer is more important than N fertilizer in order to promote higher yields, which can induce a shift from P to N limitation in plant production (<xref ref-type="bibr" rid="ref73">Yuan and Chen, 2015</xref>). In our study, the P concentrations in the leaves and roots were positively correlated with the P content in the soil, also showing no P deficiency in the soil (<xref ref-type="fig" rid="fig8">Figures 8A</xref>&#x2013;<xref ref-type="fig" rid="fig8">C</xref>).</p>
<p>Soil N deficiency showed in RDA is that N contents in soil microbes are more strongly correlated with its availability in soil than that of P contents (<xref ref-type="fig" rid="fig8">Figures 8D</xref>,<xref ref-type="fig" rid="fig8">E</xref>). This is because that in contrast to soil P, N is particularly low in soil and microbes may absorb N from soil when it is available. In <xref ref-type="fig" rid="fig8">Figures 8A</xref>,<xref ref-type="fig" rid="fig8">D</xref>,<xref ref-type="fig" rid="fig8">E</xref>, APA enzyme activity was much higher than URE, indicating that the decomposition, transformation and availability of organophosphorus in soil were much higher than the nitrogen supply capacity of soil. Soil extracellular enzymes are the main media of soil organic matter decomposition, and their activities are often related to the biochemical cycle of nutrients. Through the nutrient elements and energy material transfer established between extracellular enzymes, microbes complete material and energy cycles between soil and <italic>T. grandis</italic> during metabolic process (<xref ref-type="bibr" rid="ref8">Carrasco et al., 2012</xref>; <xref ref-type="bibr" rid="ref1">Ali et al., 2022</xref>).</p>
</sec>
<sec id="sec19">
<label>4.5</label>
<title>Stoichiometric homeostasis of plant tissues and microbes</title>
<p>Stoichiometric homeostasis reflects the physiological, biochemical, and growth adaptation of organisms to environmental changes (<xref ref-type="bibr" rid="ref29">Hessen et al., 2004</xref>; <xref ref-type="bibr" rid="ref17">Elser et al., 2010</xref>; <xref ref-type="bibr" rid="ref70">Xing et al., 2016</xref>). Studies on the correlation and homeostasis between different plant organs, soil and microbial stoichiometry can facilitate study of plant nutrient allocation and utilization strategies (<xref ref-type="bibr" rid="ref3">Bardgett and Wardle, 2010</xref>) and plant responses and adaptation mechanisms to the environment. In our research, ancient <italic>T. grandis</italic> has formed a stable homeostasis mechanism during its long-term growth (<xref ref-type="table" rid="tab4">Table 4</xref>; <xref rid="SM1" ref-type="supplementary-material">Supplementary Table S7</xref>). Our results showed that roots and soil microorganisms are more sensitive to changes in soil environments than leaves and twigs. Studies on eucalyptus (<xref ref-type="bibr" rid="ref46">Olsen and Bell, 1990</xref>), figs (<xref ref-type="bibr" rid="ref23">Garrish et al., 2010</xref>), and lowland tropical forests in the Republic of Panama (<xref ref-type="bibr" rid="ref54">Schreeg et al., 2014</xref>) have indicated that the N:P ratios of stems and roots are stronger indicators of soil nutrient availability than leaves. However, these studies were limited to seedlings, and the extent to which the stems, old leaves, and roots of mature trees can follow similar patterns remains to be determined. Our study showed that even 900-year-old mature trees also follow this hypothesis. There is evidence that metabolically active elements in tissues with higher metabolic activity (such as leaves) are less sensitive to environmental gradients than that with lower activity (<xref ref-type="bibr" rid="ref57">Tang et al., 2018</xref>). Although microbial biomass comprises only a small proportion of soil organic matter, it is sensitive to environmental change and can thus be used as an indicator to some degree (<xref ref-type="bibr" rid="ref35">Liu and Wang, 2021</xref>; <xref ref-type="bibr" rid="ref55">Shi et al., 2021</xref>). The N:P ratio of soil microorganisms responds more strongly to nutrient availability than the N:P ratio of leaves, and is a better indicator of soil nutrient availability than that of leaves in our study.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec20">
<label>5</label>
<title>Conclusion</title>
<p>The plant&#x2013;microbe&#x2013;soil C:N:P stoichiometry characteristics of ancient <italic>T. grandis</italic> forests were affected by the tree ages. Our research revealed the nutrient utilization efficiency varied with <italic>T. grandis</italic> tree ages, and the dynamics of N and P concentrations in <italic>T. grandis</italic> were mostly influenced by soil P contents. Moreover, roots and microbes were more sensitive indicators of soil nutrient availability than leaves, even in the 900-year-old trees. With the increase of tree age, the soil C content in <italic>T. grandis</italic> increased, indicating that the time range of soil organic matter accumulation in subtropical area was longer. It is worth noting that the N:P ratio of ancient <italic>T. grandis</italic> forest in this study was consistently lower than 10, indicating that the N supply of the plant was limited. Reasonable application of nitrogen fertilizer is needed to promote the growth of <italic>T. grandis</italic>. In order to reduce the use of fertilizer and raise the soil nitrogen content, it is adviced to properly restore the planting of nitrogen fixing plants beneath <italic>T. grandis</italic> trees in this area.</p>
</sec>
<sec sec-type="data-availability" id="sec21">
<title>Data availability statement</title>
<p>The datasets presented in this article are not readily available because NO. Requests to access the datasets should be directed to <email>ylwangbin@sina.com</email>.</p>
</sec>
<sec sec-type="author-contributions" id="sec22">
<title>Author contributions</title>
<p>SiH: Writing &#x2013; original draft. JH: Formal analysis, Writing &#x2013; review &#x0026; editing. XN: Writing &#x2013; review &#x0026; editing. ShH: Investigation, Writing &#x2013; review &#x0026; editing. ZF: Data curation, Writing &#x2013; original draft. SZ: Writing &#x2013; review &#x0026; editing. ZZ: Writing &#x2013; review &#x0026; editing. BW: Funding acquisition, Investigation, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec23">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This research was supported by grants from the Key Scientific and Technological Grant of Zhejiang for Breeding New Agricultural Varieties (No. 2021C02070-9).</p>
</sec>
<sec sec-type="COI-statement" id="sec24">
<title>Conflict of interest</title>
<p>The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.</p>
</sec>
<sec sec-type="disclaimer" id="sec25">
<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 sec-type="supplementary-material" id="sec26">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fsufs.2024.1397393/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fsufs.2024.1397393/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
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