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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. For. Glob. Change</journal-id>
<journal-title>Frontiers in Forests and Global Change</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. For. Glob. Change</abbrev-journal-title>
<issn pub-type="epub">2624-893X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/ffgc.2024.1381488</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Forests and Global Change</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Elevation gradients alter vegetation attributes in mountain ecosystems of eastern Himalaya, India</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Negi</surname>
<given-names>Vikram S.</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1854368/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Pandey</surname>
<given-names>Aseesh</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Singh</surname>
<given-names>Ajay</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bahukhandi</surname>
<given-names>Amit</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pharswan</surname>
<given-names>Dalbeer S.</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gaira</surname>
<given-names>K. S.</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wani</surname>
<given-names>Zishan Ahmad</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Bhat</surname>
<given-names>Jahangeer A.</given-names>
</name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1113416/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Siddiqui</surname>
<given-names>Sazada</given-names>
</name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Yassin</surname>
<given-names>Habab M.</given-names>
</name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Graphic Era (Deemed to be University)</institution>, <addr-line>Dehradun</addr-line>, <country>India</country></aff>
<aff id="aff2"><sup>2</sup><institution>G.B. Pant National Institute of Himalayan Environment (GBP-NIHE), Kosi-Katarma</institution>, <addr-line>Almora</addr-line>, <country>India</country></aff>
<aff id="aff3"><sup>3</sup><institution>Wildlife Institute of India</institution>, <addr-line>Dehradun</addr-line>, <country>India</country></aff>
<aff id="aff4"><sup>4</sup><institution>Sikkim Regional Centre, GBP-NIHE</institution>, <addr-line>Gangtok</addr-line>, <country>India</country></aff>
<aff id="aff5"><sup>5</sup><institution>Conservation Ecology Lab, Department of Botany, Baba Ghulam Shah Badshah University</institution>, <addr-line>Rajouri</addr-line>, <country>India</country></aff>
<aff id="aff6"><sup>6</sup><institution>Piramal Foundation for Education Leadership (State Transformation Program)</institution>, <addr-line>Mumbai</addr-line>, <country>India</country></aff>
<aff id="aff7"><sup>7</sup><institution>Department of Biology, College of Science, King Khalid University</institution>, <addr-line>Abha</addr-line>, <country>Saudi Arabia</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Gopal Shukla, Uttar Banga Krishi Viswavidyalaya, India</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Tajamul Islam, University of Kashmir, India</p>
<p>Akash, Gurukul Kangri University, India</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Vikram S. Negi, <email>vikramsnegii@gmail.com</email></corresp>
<corresp id="c002">Zishan Ahmad Wani, <email>zishanwani786@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>7</volume>
<elocation-id>1381488</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>02</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Negi, Pandey, Singh, Bahukhandi, Pharswan, Gaira, Wani, Bhat, Siddiqui and Yassin.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Negi, Pandey, Singh, Bahukhandi, Pharswan, Gaira, Wani, Bhat, Siddiqui and Yassin</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The present study describes how vegetation (the tree layer) is shaped along the elevation gradients in the eastern part of the Indian Himalayan Region. Various vegetation attributes, distribution, population structure, and regeneration patterns of 75 tree species belonging to 31 families were studied. Tree species richness shows a low plateau (peaked between 1,300&#x2013;1,500&#x2009;m) with a linearly decreasing pattern above 1,500&#x2009;m asl. Ericaceae was found as the dominant family, followed by Lauraceae and Rosaceae. The distributional pattern of species-to-genera ratio (S/G) did not follow any particular trends, while &#x03B2;-diversity increased along the elevation gradient. The Margalef index of species richness, the Menheink index of species richness, and the Fisher alpha were found to be highest at lower altitudes (1,000&#x2013;1,500&#x2009;m), while the Simpson index was highest at middle altitudes (2,600&#x2013;3,000&#x2009;m). Random distribution was shown by maximum tree species (47.3%), followed by a contagious distribution (42.9%), and regular distribution (10.8%). The regeneration of tree species was found to be good with a healthier number of seedlings (10.2%), fair (43.5%), poor (30.3%), while 16% were observed not regenerating. <italic>Acer laevigatum</italic> (1,500&#x2009;m), <italic>Prunus nepalensis</italic> (3,300&#x2009;m), <italic>Viburnum sympodiale</italic> (3,400&#x2009;m) were among the new regenerating species at the respective altitudes. The population structure of tree species in terms of proportion of individuals in seedlings, saplings, and the adult class varied in all the elevation transects. Species with better regeneration on upper distribution limits have been recognized as probable for upward movement.</p>
</abstract>
<kwd-group>
<kwd>elevation gradient</kwd>
<kwd>species richness</kwd>
<kwd>population structures</kwd>
<kwd>regeneration</kwd>
<kwd>conservation</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="90"/>
<page-count count="13"/>
<word-count count="9079"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Forest Management</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Mountain ecosystems cover about 27% of the world&#x2019;s land surface and support approximately one-quarter of terrestrial biological diversity (<xref ref-type="bibr" rid="ref36">Korner and Spehn, 2019</xref>). Mountain ecosystems are characterized by steep environmental gradients, including temperature, pressure, and moisture (<xref ref-type="bibr" rid="ref76">Spehn, 2011</xref>; <xref ref-type="bibr" rid="ref3">Antonelli et al., 2018</xref>). Abiotic and biotic factors influence the patterns of diversity and distribution of taxa along altitudinal gradients (<xref ref-type="bibr" rid="ref46">McCain and Grytnes, 2010</xref>). Along an elevation gradient, environmental variables directly affect species composition, growth patterns, and ecosystem functioning, which leads to a change in the vegetation composition (<xref ref-type="bibr" rid="ref26">Guo et al., 2013</xref>; <xref ref-type="bibr" rid="ref37">Kr&#x00F6;mer et al., 2013</xref>; <xref ref-type="bibr" rid="ref44">Malizia et al., 2020</xref>). The elevation regulates several abiotic factors (i.e., soil parameters, atmospheric pressure, humidity, cloudiness, solar radiation, light availability, pH, etc.) that control the composition of vegetation and the ecology of mountain forests (<xref ref-type="bibr" rid="ref13">Cirimwami et al., 2019</xref>). Species from different taxa, families, and life forms respond specifically to these factors according to their eco-physiological properties and sensitivity (<xref ref-type="bibr" rid="ref83">Vetaas and Grytnes, 2002</xref>; <xref ref-type="bibr" rid="ref34">Korner, 2007</xref>; <xref ref-type="bibr" rid="ref46">McCain and Grytnes, 2010</xref>).</p>
<p>Among mountain ecosystems across the globe, Asia has the highest and most populated mountain ecosystem&#x2014;the Himalaya. Besides, it is endowed with an overwhelming richness, representativeness, and uniqueness of biodiversity (<xref ref-type="bibr" rid="ref66">Rawal et al., 2018</xref>). Elevation and abiotic factors are the governing drivers for differences in species richness and composition in the Himalaya (<xref ref-type="bibr" rid="ref40">Lee and Chun, 2016</xref>; <xref ref-type="bibr" rid="ref58">Pandey et al., 2018a</xref>). The species composition depends directly on temperature and air pressure, which decrease along the elevation gradient (<xref ref-type="bibr" rid="ref91">Whittaker et al., 2001</xref>; <xref ref-type="bibr" rid="ref9">Bhattarai and Vetaas, 2006</xref>; <xref ref-type="bibr" rid="ref86">Wani et al., 2023</xref>). It is well established that diversity declines linearly along the elevation gradient (<xref ref-type="bibr" rid="ref41">MacArthur, 1972</xref>; <xref ref-type="bibr" rid="ref33">Korner, 2000</xref>). However, recent studies highlight that plant diversity often peaks at mid-elevations (<xref ref-type="bibr" rid="ref62">Rahbek, 2005</xref>; <xref ref-type="bibr" rid="ref30">Kessler et al., 2011</xref>). This may vary among taxa and mountain ranges (<xref ref-type="bibr" rid="ref11">Cardelus et al., 2006</xref>; <xref ref-type="bibr" rid="ref35">K&#x00F6;rner et al., 2017</xref>).</p>
<p>The elevation gradient in the Himalayan region support diverse vegetation types, from tropical forest to alpine meadow, comprised of an unusually extensive elevation and vegetation gradient (<xref ref-type="bibr" rid="ref74">Singh et al., 1994</xref>; <xref ref-type="bibr" rid="ref77">Tang et al., 2014</xref>; <xref ref-type="bibr" rid="ref84">Wani et al., 2022</xref>). Among different life forms, tree species are an essential component of forest composition. Tree diversity is reported to be responsible for structural complexity and environmental heterogeneity in the mountain ecosystem (<xref ref-type="bibr" rid="ref22">Gaston, 2000</xref>; <xref ref-type="bibr" rid="ref56">Oommen and Shanker, 2005</xref>). Tree dynamics, particularly distribution along the elevation gradient, are important to understand in biodiversity conservation studies and ecological processes (<xref ref-type="bibr" rid="ref19">Gaire et al., 2014</xref>). Among various ecological processes, regeneration of tree species is a crucial process for their existence in a community under varied environmental conditions (<xref ref-type="bibr" rid="ref52">Negi et al., 2018b</xref>). The regeneration pattern depicts the current status of forest health and indicates the future composition of a particular community (<xref ref-type="bibr" rid="ref78">Tesfaye et al., 2002</xref>; <xref ref-type="bibr" rid="ref20">Gairola et al., 2014</xref>; <xref ref-type="bibr" rid="ref51">Negi et al., 2018a</xref>). The size-class distribution of forest trees is a prime indicator of forest structure and dynamics and is widely used to examine the forest&#x2019;s health, including regeneration and recruitment of species (<xref ref-type="bibr" rid="ref17">Forrester et al., 2017</xref>; <xref ref-type="bibr" rid="ref10">Bhutia et al., 2019</xref>). The stand density and basal area are excellent indices for estimating forest biomass and carbon sequestration potential.</p>
<p>The eastern part of the Himalayan biodiversity hotspots (<xref ref-type="bibr" rid="ref49">Mittermeier et al., 1999</xref>; <xref ref-type="bibr" rid="ref45">Mayer et al., 2000</xref>) is among the most diverse regions with high endemism (<xref ref-type="bibr" rid="ref6">Behera et al., 2002</xref>). However, basic knowledge on the structure and composition of the Himalayan forests is still limited in many regions, particularly in the remote eastern parts (<xref ref-type="bibr" rid="ref12">Chakraborty et al., 2018</xref>). Arunachal Pradesh and Sikkim are known for having the highest species diversity in the north-eastern Himalayan region (<xref ref-type="bibr" rid="ref85">Wani et al., 2024</xref>). Few studies attempted to assess the floristic diversity pattern in the eastern Himalayan region along the elevation gradient (<xref ref-type="bibr" rid="ref5">Behera and Kushwaha, 2006</xref>; <xref ref-type="bibr" rid="ref1">Acharya et al., 2011</xref>; <xref ref-type="bibr" rid="ref75">Sinha et al., 2018</xref>). However, the range of altitudinal amplitude among these studies was very limited because of the remoteness and difficult terrain. To fill this lacuna, the present study explores the distribution of woody taxa along the elevation gradients in the region. A wide range of elevation gradients (1,000&#x2013;4,000&#x2009;m) from subtropical forests to treeline ecotones (sub-alpine forests) has been covered in the study. The objectives of the present study include: (i) assessment of species richness, distribution pattern and relative dominance of tree species, and (ii) study the population structure and regeneration pattern of tree species, along the elevation gradients.</p>
</sec>
<sec sec-type="methods" id="sec2">
<label>2</label>
<title>Methodology</title>
<sec id="sec3">
<label>2.1</label>
<title>Study area</title>
<p>Indian Himalayan Region (IHR) extends across nine states fully, hilly districts of two states (Assam, and West Bengal) and 02 Union Territories (<xref ref-type="bibr" rid="ref2">Ahirwal et al., 2021</xref>). It is broadly divided into two zones; Western Himalaya and Eastern Himalaya, and represents about 16.2% of the total geographical area, 44% of the total biodiversity, and 100% of the alpine and glacial systems of the country. In present study, the upper Teesta valley of Sikkim state from Singtam (1,000&#x2009;m asl) in East to Yumesamdong (4,000&#x2009;m asl), Lachung North Sikkim considered as a representative site for intensive field studies along a wide elevation gradient (1,000&#x2013;4,000&#x2009;m asl). The dissected topography and significant variations in climatic conditions along the elevation gradient resulted in diverse vegetation types. The major forest types along the studied transect includes tropical moist deciduous forest, tropical semi-evergreen forest, and tropical wet evergreen forest, subtropical forests, temperate forests, subalpine forests and alpine meadow (<xref ref-type="bibr" rid="ref61">Prabha and Jain, 2016</xref>).</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Methods</title>
<p>Standard quadrat method was used for vegetation sampling along the elevation gradient. We established 31 sites between 1,000&#x2013;4,000&#x2009;m in the upper Teesta valley keeping a minimum of 100&#x2009;m elevation difference between two sites (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Random sampling method was used to investigate the vegetation along the elevation gradient and 50&#x2009;m&#x2009;&#x00D7;&#x2009;50&#x2009;m plots were marked randomly at each site. Within each 50&#x2009;m&#x2009;&#x00D7;&#x2009;50&#x2009;m plot, ten random quadrats (10&#x2009;m&#x2009;&#x00D7;&#x2009;10&#x2009;m) were laid for enumerating trees (adult), twenty (5&#x2009;m&#x2009;&#x00D7;&#x2009;5&#x2009;m) for saplings and forty (1&#x2009;m&#x2009;&#x00D7;&#x2009;1&#x2009;m) for seedlings, respectively (<xref ref-type="fig" rid="fig1">Figure 1</xref>), following previous studies from the Himalayan region (<xref ref-type="bibr" rid="ref67">Reshi et al., 2017</xref>; <xref ref-type="bibr" rid="ref59">Pandey et al., 2018b</xref>). Besides, for calculating different diversity indices and data analysis, the whole altitudinal gradient (1,000&#x2013;4,000&#x2009;m asl) was divided into six major Forest Types (FT). These include 1,000&#x2013;1,500 (FT 1-deciduous-broadleaf forest), 1,600&#x2013;2,000 (FT 2-deciduous-broadleaf forest), 2,100&#x2013;2,500 (FT 3-deciduous-broadleaf forest), 2,600&#x2013;3,000 (FT 4-broadleaf-evergreen forest), 3,000&#x2013;3,500 (FT 5-broadleaf-evergreen and coniferous-evergreen forest) and 3,600&#x2013;4,000 (FT 6-coniferous-evergreen forest&#x2014;<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Pictorial diagram of altitude transect sampling method and representation of sample quadrat and plots within the altitude transect.</p>
</caption>
<graphic xlink:href="ffgc-07-1381488-g001.tif"/>
</fig>
<p>The forest structure and composition were determined following <xref ref-type="bibr" rid="ref48">Misra (1968)</xref> and <xref ref-type="bibr" rid="ref50">Mueller Dombois and Ellenberg (1974)</xref>. Tree species diversity was determined using the Shannon-Wiener index [H&#x2032;&#x2009;=&#x2009;&#x2212;&#x03A3;pi &#x002A; ln (pi)] where ln: natural log; pi: proportion of the entire community made up of i<sup>th</sup> species (<xref ref-type="bibr" rid="ref72">Shannon and Weaver, 1963</xref>). Shannon diversity provides information on both species&#x2019; richness and relative abundance among plots and is thus sensitive to the sampling effort or the number of individuals sampled. The ratio of abundance to frequency (A/F) for different species was determined to elicit distribution patterns following <xref ref-type="bibr" rid="ref88">Whitford (1949)</xref>. This ratio has indicated regular (&#x003C;0.025), random (0.025&#x2013;0.05) and contagious (&#x003E;0.05) distribution patterns. Circumference at breast height (cbh&#x2009;=&#x2009;1.37&#x2009;m) was taken to determine tree basal area (<xref ref-type="bibr" rid="ref55">Odum, 1971</xref>). The basal area of all trees within the quadrats was calculated at each elevation band and the values were summed up to obtain the basal area (m<sup>2</sup>/ ha) of the elevation site following <xref ref-type="bibr" rid="ref25">Greig-Smith (1983)</xref>. Basal area was used to determine the relative dominance of a tree species (<xref ref-type="bibr" rid="ref15">Curtis and McIntosh, 1950</xref>). Beta diversity (&#x03B2;) was measured using the <xref ref-type="bibr" rid="ref89">Whittaker (1975)</xref> formula as given in Mena and Vazquez-Dominguez (<xref ref-type="bibr" rid="ref47">Mena and V&#x00E1;zquez-Dom&#x00ED;nguez, 2005</xref>): &#x03B2;&#x2009;=&#x2009;(s/&#x03B1;) &#x2212; 1; where &#x201C;&#x03B1;&#x201D; is the mean number of species per altitude belt and &#x201C;s&#x201D; is the total number of species recorded across the study system (i.e., altitude). We also estimated species richness, genus richness, and family richness for the overall forest community along the altitudinal gradient. We also estimated essential stand structural parameters: the median DBH, basal area (m<sup>2</sup>/ha), and size class distribution of forest trees.</p>
<p>The regeneration status of dominant trees was assessed based on the proportional distribution of individuals in each seedling, sapling, and adult stages (<xref ref-type="bibr" rid="ref69">Saxena and Singh, 1984</xref>; <xref ref-type="bibr" rid="ref31">Khan et al., 1987</xref>): Good regeneration is considered if number of seedlings &#x003E; saplings &#x003E;trees; fair regeneration is considered if number of seedlings &#x003E; or&#x2009;&#x2264;&#x2009;saplings&#x2264; trees, or if the species survives only in sapling stage, but no seedlings (saplings may be &#x003C;, &#x003E; or&#x2009;=&#x2009;trees) following <xref ref-type="bibr" rid="ref8">Bhandari (2020)</xref> and <xref ref-type="bibr" rid="ref87">Wani and Pant (2023)</xref>. If a species is present only in tree form (absent seedling and sapling stages), it is considered not regenerating, while species having no trees but only seedling stages are considered as &#x201C;new&#x201D; species. Individuals of tree species measuring &#x003E;30&#x2009;cm diameter (diameter at breast height&#x2014;130&#x2009;cm above ground level) were considered trees, individuals between &#x003E;11&#x2013;30&#x2009;cm diameter as saplings, and individuals &#x003C;10&#x2009;cm diameter as seedlings. The basic Circumference at Breast Height (CBH) information of individual trees generated from each quadrat was used for the development of population structures. The individuals of each tree species were grouped into seven arbitrary CBH classes (A: &#x003C;10; B: 10&#x2013;30; C: 31&#x2013;60; D: 61&#x2013;90; E: 91&#x2013;120; F: &#x003E;121&#x2013;150; G: &#x003E;150&#x2009;cm) for generating demographic profiles following <xref ref-type="bibr" rid="ref69">Saxena and Singh (1984)</xref>. Class A and B represent seedlings and saplings, respectively, and other classes (C-G) represent trees with different girth size classes.</p>
<p>Regression analysis was used to study the relationship between elevation and species richness using SPSS version 10.0. For Alpha diversity, the total number of species at each transect was calculated and analyzed. Correlations were developed using SPSS_16 software. The Sorenson similarity index was calculated using the Estimate S_9 software. Quadratic models were fitted between altitude and species distributions. The selection of the quadratic model was made based on its performance.</p>
</sec>
</sec>
<sec sec-type="results" id="sec5">
<label>3</label>
<title>Results</title>
<p>The result reveals quantitative detail on the availability, distribution, population density, and abundance of 75 tree species belonging to 31 families (<xref ref-type="fig" rid="fig2">Figure 2</xref>). A total of 3,439 tree individuals were measured in 93 plots along the elevation gradient. Ericaceae was found to be the dominant family (14 spp.), followed by Lauraceae (7 spp.) and Rosaceae (5 spp.).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Floristic diversity pool across altitudinal gradient in Teesta valley, Sikkim.</p>
</caption>
<graphic xlink:href="ffgc-07-1381488-g002.tif"/>
</fig>
<sec id="sec6">
<label>3.1</label>
<title>Species richness and diversity measures</title>
<p>The distribution of tree species at each elevation level is provided in <xref ref-type="table" rid="tab1">Table 1</xref>. The Margalef Index of Species Richness, Menheink Index of Species Richness and Fisher Alpha were found to be maximum at lower altitudes (1,000&#x2013;1,500&#x2009;m), while the Simpson Index was found to be maximum at middle (2,600&#x2013;3,000&#x2009;m) altitudes. Species richness indices in different forest types along the elevation in Teesta Valley are given in <xref ref-type="table" rid="tab2">Table 2</xref>. A significant decreasing trend is observed for most diversity indexes (MeI, MI, FA; <xref ref-type="table" rid="tab3">Table 3</xref>). Species richness was found to be maximum (<xref ref-type="bibr" rid="ref15">Curtis and McIntosh, 1950</xref>) at 1,300&#x2009;m followed by 1,500&#x2009;m (<xref ref-type="bibr" rid="ref13">Cirimwami et al., 2019</xref>) and minimum (<xref ref-type="bibr" rid="ref3">Antonelli et al., 2018</xref>) between 1,200&#x2013;1,500&#x2009;m (<xref ref-type="fig" rid="fig3">Figure 3A</xref>). Species richness with respect to forest type was recorded maximum (39 species) in FT1 and minimum (9 species) in FT 6 (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>). Tree species richness shows a low plateau (peaked between 1,300&#x2013;1,500&#x2009;m) with a linear decreasing pattern above 1,500&#x2009;m (<xref ref-type="fig" rid="fig3">Figure 3A</xref>), while species diversity (H&#x2032;) was observed maximum (2.3) at 1,300&#x2009;m and minimum (0.7) at 4,000&#x2009;m (<xref ref-type="fig" rid="fig3">Figure 3B</xref>). Considering the importance of &#x03B2;-diversity in conservation planning, it is evaluated separately for each study site along the elevation gradient (<xref ref-type="fig" rid="fig3">Figure 3C</xref>). &#x03B2;-diversity has a positive relationship with increasing elevation. It was recorded maximum for high altitude sites; &#x003E; 3,400&#x2009;m (<xref ref-type="fig" rid="fig3">Figure 3C</xref>). Pearson correlation coefficients between various phytosociological parameters are presented in <xref ref-type="table" rid="tab3">Table 3</xref>. Berger Paker Index and &#x03B2;-diversity showed a positive correlation, and SR, D, H, MeI, MI, while FA showed a negative correlation with the elevation.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Distribution of tree species along elevation gradient in Teesta valley (Sikkim).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Elevational transects (m asl)</th>
<th align="center" valign="top">Tree species in a particular 100&#x2009;m transect</th>
<th align="center" valign="top">Total number of individuals (Ind/hectare)</th>
<th align="center" valign="top">TBA</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1,000&#x2013;1,100</td>
<td align="left" valign="top">
<italic>Castanopsis hystrix, Actinodaphne sikkimensis, Holmskioldia sanguinea, Ostodes paniculatus, Schima wallichii, Castanopsis tribuloides, Calophyllum polyanthum, Lyonia ovalifolia, Sapondias axillaris</italic>
</td>
<td align="center" valign="top">866.7</td>
<td align="center" valign="top">36.20</td>
</tr>
<tr>
<td align="left" valign="top">1,101&#x2013;1,200</td>
<td align="left" valign="top">
<italic>Schima wallichii, Syzygium balsameum, Castanopsis hystrix, Sarcosperma arboreum, Barchemia floribunda, Erythrina stricta, Ostodes paniculatus, Macaranga indica, Elaeocarpus lanceaefolius, Brassaiopsis mitis, Morus laevigata, Engelhardtia spicata</italic>
</td>
<td align="center" valign="top">993.3</td>
<td align="center" valign="top">47.48</td>
</tr>
<tr>
<td align="left" valign="top">1,201&#x2013;1,300</td>
<td align="left" valign="top">
<italic>Schima wallichii, Castanopsis hystrix, Mallotus roxburghianus, Alnus nepalensis, Castanopsis tribuloides, Engelhardtia acerifolia, Ficus bengalensis, Saurauia napaulensis, Prunus cerasoides, Phoebe attenuate, Eurya japonica, Castanopsis tribuloides</italic>
</td>
<td align="center" valign="top">900.0</td>
<td align="center" valign="top">24.91</td>
</tr>
<tr>
<td align="left" valign="top">1,301&#x2013;1,400</td>
<td align="left" valign="top">
<italic>Schima wallichii, Mallotus nepalensis, Rhus insignis, Engelhardtia acerifolia (spicata), Syzygium balsameum, Daphnephyllum himalayense, Erythrina arborescens, Alnus nepalensis, Acer oblongum, Terminalia myriocarpa, Machilus edulis, Prunus cerasoides, Castanopsis tribuloides, Juglans regia, Albizia chinensis</italic>
</td>
<td align="center" valign="top">793.3</td>
<td align="center" valign="top">26.98</td>
</tr>
<tr>
<td align="left" valign="top">1,401&#x2013;1,500</td>
<td align="left" valign="top">
<italic>Mallotus philippensis, Schima wallichii, Castanopsis hystrix, Syzygium balsameum, Engelhardtia acerifolia, Prunus cerasoides, Castanopsis tribuloides, Machilus edulis, Rhus insignis, Daphnephyllum himalayense, Litsea cubeba, Eurya japonica</italic>
</td>
<td align="center" valign="top">806.7</td>
<td align="center" valign="top">25.49</td>
</tr>
<tr>
<td align="left" valign="top">1,501&#x2013;1,600</td>
<td align="left" valign="top">
<italic>Alnus nepalensis, Mallotus nepalensis, Engelhardtia acerifolia, Terminalia myriocarpa, Betula alnoides, Andromeda elliptica, Machilus duthiei, Albizia chinensis, Magnolia pterocarpa, Ficus nemoralis, Terminalia myriocarpa, Glochidion triandrum, Acer laevigatum</italic>
</td>
<td align="center" valign="top">653.3</td>
<td align="center" valign="top">36.89</td>
</tr>
<tr>
<td align="left" valign="top">1,601&#x2013;1700</td>
<td align="left" valign="top">
<italic>Mallotus nepalensis, Alnus nepalensis, Rhus insignis, Cedrela toona, Ficus nemoralis, Pentapanax leschenaultia, Acer laevigatum, Erythrina arborescens, Angiopteris evecta, Cryptomeria japonica, Prunus cerasoides</italic>
</td>
<td align="center" valign="top">773.3</td>
<td align="center" valign="top">33.04</td>
</tr>
<tr>
<td align="left" valign="top">1,701&#x2013;1,800</td>
<td align="left" valign="top">
<italic>Alnus nepalensis, Mallotus nepalensis, Engelhardtia acerifolia, Acer laevigatum, Betula alnoides, Leucosceptrum canum, Rhus insignis, Prunus cerasoides</italic>
</td>
<td align="center" valign="top">620.0</td>
<td align="center" valign="top">13.18</td>
</tr>
<tr>
<td align="left" valign="top">1,801&#x2013;1,900</td>
<td align="left" valign="top">
<italic>Alnus nepalensis, Engelhardtia acerifolia, Erythrina arborescens, Rhus insignis, Eurya japonica, Acer laevigatum, Mallotus nepalensis, Sarcosperma arboreum, Rhus chinensis, Ficus nemoralis</italic>
</td>
<td align="center" valign="top">653.3</td>
<td align="center" valign="top">11.41</td>
</tr>
<tr>
<td align="left" valign="top">1,901&#x2013;2,000</td>
<td align="left" valign="top">
<italic>Cryptomeria japonica, Prunus cerasoides, Alnus nepalensis, Acer laevigatum, Engelhardtia acerifolia, Rhus insignis, Barchemia floribunda, Saurauia grimthii, Betula alnoides, Leucosceptrum canum</italic>
</td>
<td align="center" valign="top">620.0</td>
<td align="center" valign="top">25.24</td>
</tr>
<tr>
<td align="left" valign="top">2,001&#x2013;2,100</td>
<td align="left" valign="top">
<italic>Alnus nepalensis, Rhus insignis, Mallotus nepalensis, Leucosceptrum canum, Prunus nepalensis, Engelhardtia acerifolia, Cryptomeria japonica, Erythrina arborescens, Andromeda elliptica, Cedrela toona, Glochidion triandrum, Ficus hookeri</italic>
</td>
<td align="center" valign="top">680.0</td>
<td align="center" valign="top">14.34</td>
</tr>
<tr>
<td align="left" valign="top">2,101&#x2013;2,200</td>
<td align="left" valign="top">
<italic>Alnus nepalensis, Rhododendron arboreum, Cryptomeria japonica, Debrigeasia longifolia, Litsea cubeba/ Actinodaphne citrate, Erythrina arborescens, Acer laevigatum, Juglans regia, Betula utilis</italic>
</td>
<td align="center" valign="top">473.3</td>
<td align="center" valign="top">12.07</td>
</tr>
<tr>
<td align="left" valign="top">2,201&#x2013;2,300</td>
<td align="left" valign="top">
<italic>Rhododendron arboreum, Alnus nepalesis, Salix daltoniana, Acer laevigatum, Picea smeathiana, Populus ciliate, Lyonia villosa</italic>
</td>
<td align="center" valign="top">573.3</td>
<td align="center" valign="top">14.86</td>
</tr>
<tr>
<td align="left" valign="top">2,301&#x2013;2,400</td>
<td align="left" valign="top">
<italic>Rhododendron arboreum, Salix babylonica, Cryptomeria japonica, Betula alnoides, Alnus nepalensis, Erythrina arborescens, Acer cambelli, Evodia fraxinifolia, Litsae citrate, Viburnum cordifolium, Zanthoxylum acanthopodium</italic>
</td>
<td align="center" valign="top">493.3</td>
<td align="center" valign="top">10.88</td>
</tr>
<tr>
<td align="left" valign="top">2,401&#x2013;2,500</td>
<td align="left" valign="top">
<italic>R. arboreum, Populus ciliate, Salix babylonica, Alnus nepalensis, Acer cambelli, Betula alnoides, Zanthoxylum acanthopodium, Acer cambelli, Lyonia ovalifolia</italic>
</td>
<td align="center" valign="top">720.0</td>
<td align="center" valign="top">14.65</td>
</tr>
<tr>
<td align="left" valign="top">2,501&#x2013;2,600</td>
<td align="left" valign="top">
<italic>Tsuga dumosa, Acer cambelli, Salix babylonica, Alnus nepalensis, R. arboreum, Litsae citrate, Evodia fraxinifolia, Betula alnoides, Lyonia ovalifolia</italic>
</td>
<td align="center" valign="top">673.3</td>
<td align="center" valign="top">19.52</td>
</tr>
<tr>
<td align="left" valign="top">2,601&#x2013;2,700</td>
<td align="left" valign="top"><italic>Tsuga dumosa, Salix babylonica, Alnus nepalensis, Cupress</italic> sp.<italic>, Prunus nepalensis, Evodia fraxinifolia, Lyonia ovalifolia, R. arboreum, Betula alnoides</italic></td>
<td align="center" valign="top">700.0</td>
<td align="center" valign="top">19.55</td>
</tr>
<tr>
<td align="left" valign="top">2,701&#x2013;2,800</td>
<td align="left" valign="top">
<italic>Tsuga dumosa, Salix babylonica, Daphnephyllum himalayense, Viburnum cordifolium, Larix griffithii, R. arboreum, Abies densa, Juniperus recurva</italic>
</td>
<td align="center" valign="top">620.0</td>
<td align="center" valign="top">13.23</td>
</tr>
<tr>
<td align="left" valign="top">2,801&#x2013;2,900</td>
<td align="left" valign="top">
<italic>Daphnephyllum himalayense, Salix babylonica, Larix griffithii, R. arboreum, Viburnum cordifolium, Juniperus recurva, Abies densa, Tsuga dumosa</italic>
</td>
<td align="center" valign="top">580.0</td>
<td align="center" valign="top">12.41</td>
</tr>
<tr>
<td align="left" valign="top">2,901&#x2013;3,000</td>
<td align="left" valign="top">
<italic>Daphnephyllum himalayense, Salix babylonica, Larix griffithii, R. arboreum, Tsuga dumosa, Viburnum cordifolium, Abies densa, Juniperus recurva</italic>
</td>
<td align="center" valign="top">593.3</td>
<td align="center" valign="top">15.57</td>
</tr>
<tr>
<td align="left" valign="top">3,001&#x2013;3,100</td>
<td align="left" valign="top">
<italic>Tsuga demosa, Larix griffithii, R.arboreum, Abies densa, Daphnephyllum himalayense, Rhododendron niveum, R. grefianum, Salix babylonica, Viburnum cordifolium, Juniperus recurva, Viburnum sympodiale</italic>
</td>
<td align="center" valign="top">606.7</td>
<td align="center" valign="top">40.52</td>
</tr>
<tr>
<td align="left" valign="top">3,101&#x2013;3,200</td>
<td align="left" valign="top">
<italic>Abies densa, Rhododendron niveum, Viburnum cordifolium, Betula utilis, Lyonia villosa, viburnum sympodiale, Prunus nepalensis</italic>
</td>
<td align="center" valign="top">1253.3</td>
<td align="center" valign="top">41.13</td>
</tr>
<tr>
<td align="left" valign="top">3,201&#x2013;3,300</td>
<td align="left" valign="top">
<italic>Abies densa, Rhododendron hodsonii, Lyonia villosa, Betula utilis, Rhododendron nevium, Acer pectinatum, Acer campbellii, Prunus nepalensis, Rhododendron arborium, R. grandii</italic>
</td>
<td align="center" valign="top">820.0</td>
<td align="center" valign="top">20.17</td>
</tr>
<tr>
<td align="left" valign="top">3,301&#x2013;3,400</td>
<td align="left" valign="top">
<italic>Abies densa, Lyonia ovalifolia, Larix griffithii, Rhododendron falconery, Salix babylonica, Rhododndron hodgsonii, Prunus nepalensis, Betula alnoides</italic>
</td>
<td align="center" valign="top">760.0</td>
<td align="center" valign="top">26.75</td>
</tr>
<tr>
<td align="left" valign="top">3,401&#x2013;3,500</td>
<td align="left" valign="top">
<italic>Abies densa, Larix griffithii, Lyonia ovalifolia, Prunus rufa, Betula utilis, Viburnum sympodiale, Betula alnoides</italic>
</td>
<td align="center" valign="top">660.0</td>
<td align="center" valign="top">16.73</td>
</tr>
<tr>
<td align="left" valign="top">3,501&#x2013;3,600</td>
<td align="left" valign="top">
<italic>Abies densa, Viburnum sympodiale, Sorbus microphylla, Prunus rufa, Betula alnoides, Acer campbellii, Lyonia ovalifolia</italic>
</td>
<td align="center" valign="top">993.3</td>
<td align="center" valign="top">30.24</td>
</tr>
<tr>
<td align="left" valign="top">3,601&#x2013;3,700</td>
<td align="left" valign="top">
<italic>Abies densa, Rhododenderon hodgsonii, Betula alnoides, Acer campbellii, Salix babylonica, Betula utilis</italic>
</td>
<td align="center" valign="top">793.3</td>
<td align="center" valign="top">13.76</td>
</tr>
<tr>
<td align="left" valign="top">3,701&#x2013;3,800</td>
<td align="left" valign="top">
<italic>Salix babylonica, Abies densa, Betula utilis, Rhododendron fulgens, Rhododendron lanatum, Acer cambelli, Betula alnoides, Sorbus macrophylla</italic>
</td>
<td align="center" valign="top">960.0</td>
<td align="center" valign="top">28.42</td>
</tr>
<tr>
<td align="left" valign="top">3,801&#x2013;3,900</td>
<td align="left" valign="top">
<italic>Abies densa, Rhododendron lanatum, Betula utilis, Sorbus microphylla,</italic>
</td>
<td align="center" valign="top">940.0</td>
<td align="center" valign="top">21.31</td>
</tr>
<tr>
<td align="left" valign="top">3,901&#x2013;4,000</td>
<td align="left" valign="top">
<italic>Abies densa, Salix babylonica, Rhododendron lanatum, Betula utilis</italic>
</td>
<td align="center" valign="top">693.3</td>
<td align="center" valign="top">12.19</td>
</tr>
<tr>
<td align="left" valign="top">4,001&#x2013;4,100</td>
<td align="left" valign="top">
<italic>Abies densa, Sorbus microphylla, Salix babylonica</italic>
</td>
<td align="center" valign="top">660.0</td>
<td align="center" valign="top">18.63</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Species richness indices in different forest types in Teesta valley, Sikkim, eastern Himalaya.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Altitude</th>
<th align="center" valign="top">SR</th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top">TBA</th>
<th align="center" valign="top">D</th>
<th align="center" valign="top">H&#x2032;</th>
<th align="center" valign="top">MeI</th>
<th align="center" valign="top">MI</th>
<th align="center" valign="top">FA</th>
<th align="center" valign="top">BP</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">FT 1 (1,000&#x2013;1,500)</td>
<td align="center" valign="top">39</td>
<td align="center" valign="top">802</td>
<td align="center" valign="top">31.13</td>
<td align="center" valign="top">0.86</td>
<td align="center" valign="top">2.62</td>
<td align="center" valign="top">1.74</td>
<td align="center" valign="top">6.11</td>
<td align="center" valign="top">9.89</td>
<td align="center" valign="top">0.32</td>
</tr>
<tr>
<td align="left" valign="top">FT 2 (1,600&#x2013;2,000)</td>
<td align="center" valign="top">22</td>
<td align="center" valign="top">668</td>
<td align="center" valign="top">17.70</td>
<td align="center" valign="top">0.83</td>
<td align="center" valign="top">2.27</td>
<td align="center" valign="top">1.20</td>
<td align="center" valign="top">3.61</td>
<td align="center" valign="top">5.29</td>
<td align="center" valign="top">0.34</td>
</tr>
<tr>
<td align="left" valign="top">FT 3 (2,100&#x2013;2,500)</td>
<td align="center" valign="top">21</td>
<td align="center" valign="top">582</td>
<td align="center" valign="top">13.20</td>
<td align="center" valign="top">0.86</td>
<td align="center" valign="top">2.38</td>
<td align="center" valign="top">1.23</td>
<td align="center" valign="top">3.53</td>
<td align="center" valign="top">5.19</td>
<td align="center" valign="top">0.30</td>
</tr>
<tr>
<td align="left" valign="top">FT 4 (2,600&#x2013;3,000)</td>
<td align="center" valign="top">16</td>
<td align="center" valign="top">620</td>
<td align="center" valign="top">15.46</td>
<td align="center" valign="top">0.89</td>
<td align="center" valign="top">2.39</td>
<td align="center" valign="top">0.91</td>
<td align="center" valign="top">2.62</td>
<td align="center" valign="top">3.58</td>
<td align="center" valign="top">0.17</td>
</tr>
<tr>
<td align="left" valign="top">FT 5 (3,000&#x2013;3,500)</td>
<td align="center" valign="top">18</td>
<td align="center" valign="top">896</td>
<td align="center" valign="top">24.63</td>
<td align="center" valign="top">0.67</td>
<td align="center" valign="top">1.82</td>
<td align="center" valign="top">0.85</td>
<td align="center" valign="top">2.79</td>
<td align="center" valign="top">3.76</td>
<td align="center" valign="top">0.56</td>
</tr>
<tr>
<td align="left" valign="top">FT 6 (3,600&#x2013;4,000)</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">808</td>
<td align="center" valign="top">17.28</td>
<td align="center" valign="top">0.63</td>
<td align="center" valign="top">1.49</td>
<td align="center" valign="top">0.45</td>
<td align="center" valign="top">1.33</td>
<td align="center" valign="top">1.63</td>
<td align="center" valign="top">0.59</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>SR, Species Richness; SD, Stem Density; TBA, Total Basal Area; H, Shannon&#x2013;Wiener diversity index; D, Simpson Index; MI, Margalef Index of Species Richness; MeI, Menheink Index of Species Richness; FA, Fisher Alpha; BP, Berger Paker Index.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Correlation among various parameter in the Teesta valley, Sikkim, eastern Himalaya.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Altitude</th>
<th align="center" valign="top">SR</th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top">TBA</th>
<th align="center" valign="top">D</th>
<th align="center" valign="top">H&#x2032;</th>
<th align="center" valign="top">MeI</th>
<th align="center" valign="top">MI</th>
<th align="center" valign="top">FA</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Altitude</td>
<td align="center" valign="top">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">SR</td>
<td align="center" valign="top">&#x2212;0.890&#x002A;</td>
<td align="center" valign="top">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">TBA</td>
<td align="center" valign="top">&#x2212;0.369</td>
<td align="center" valign="top">0.712</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">D</td>
<td align="center" valign="top">&#x2212;0.780</td>
<td align="center" valign="top">0.561</td>
<td align="center" valign="top">0.724</td>
<td align="center" valign="top">&#x2212;0.089</td>
<td align="center" valign="top">1</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">H</td>
<td align="center" valign="top">&#x2212;0.886&#x002A;</td>
<td align="center" valign="top">0.771</td>
<td align="center" valign="top">&#x2212;0.740</td>
<td align="center" valign="top">0.183</td>
<td align="center" valign="top">0.956&#x002A;&#x002A;</td>
<td align="center" valign="top">1</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">MeI</td>
<td align="center" valign="top">&#x2212;0.960&#x002A;&#x002A;</td>
<td align="center" valign="top">0.965&#x002A;&#x002A;</td>
<td align="center" valign="top">&#x2212;0.721</td>
<td align="center" valign="top">0.510</td>
<td align="center" valign="top">0.721</td>
<td align="center" valign="top">0.882&#x002A;</td>
<td align="center" valign="top">1</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">MI</td>
<td align="center" valign="top">&#x2212;0.917&#x002A;</td>
<td align="center" valign="top">0.997&#x002A;&#x002A;</td>
<td align="center" valign="top">&#x2212;0.188</td>
<td align="center" valign="top">0.659</td>
<td align="center" valign="top">0.611</td>
<td align="center" valign="top">0.809</td>
<td align="center" valign="top">0.982&#x002A;&#x002A;</td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">FA</td>
<td align="center" valign="top">&#x2212;0.910&#x002A;</td>
<td align="center" valign="top">0.998&#x002A;&#x002A;</td>
<td align="center" valign="top">&#x2212;0.877&#x002A;</td>
<td align="center" valign="top">0.666</td>
<td align="center" valign="top">0.597</td>
<td align="center" valign="top">0.795</td>
<td align="center" valign="top">0.976&#x002A;&#x002A;</td>
<td align="center" valign="top">0.998&#x002A;</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">BP</td>
<td align="center" valign="top">0.615</td>
<td align="center" valign="top">&#x2212;0.378</td>
<td align="center" valign="top">&#x2212;0.004</td>
<td align="center" valign="top">0.230</td>
<td align="center" valign="top">&#x2212;0.971&#x002A;&#x002A;</td>
<td align="center" valign="top">&#x2212;0.873&#x002A;</td>
<td align="center" valign="top">&#x2212;0.545</td>
<td align="center" valign="top">&#x2212;0.429</td>
<td align="center" valign="top">&#x2212;0.415</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Significant at the 0.05 level; &#x002A;&#x002A;Significant at the 0.01 level. SR, Species Richness; SD, Stem Density; TBA, Total Basal Area; H, Shannon&#x2013;Wiener diversity index; D, Simpson Index; MI, Margalef Index of Species Richness; MeI, Menheink Index of Species Richness; FA, Fisher Alpha; BP, Berger Paker Index.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Polynomial regression analysis <bold>(A)</bold> between elevation and tree species richness; <bold>(B)</bold> tree species diversity and elevation; <bold>(C)</bold> between altitude and Beta diversity; and <bold>(D)</bold> between altitude and TBA.</p>
</caption>
<graphic xlink:href="ffgc-07-1381488-g003.tif"/>
</fig>
</sec>
<sec id="sec7">
<label>3.2</label>
<title>Species distribution pattern, stand basal area and density</title>
<p><italic>Rhododendron arboreum, Alnus nepalensis, Syzygium balsameum, Cryptomeria japonica, Viburnum cordifolium, Salix babylonica, Daphnephyllum himalayense,</italic> and <italic>Populus ciliata</italic> showed regular distribution along the Teesta valley. Random distribution was shown by the maximum species (47.31%), followed by a contagious distribution (42.92%), and minimum (10.77%) by regular distribution. <italic>Abies densa, Alnus nepalensis, Betula alnoides, Rhododendron arboretum, Mallotus nepalensis</italic> and <italic>Schima wallichii</italic> have a wider distribution, with appearances at eleven, ten, nine, six, and five sites, respectively. Total basal area (TBA) was found to be maximum (47.48&#x2009;m<sup>2</sup>/ha) at 1,101&#x2013;1,200&#x2009;m followed by 41.30&#x2009;m<sup>2</sup>/ha (3,100&#x2013;3,201&#x2009;m) and 40.52&#x2009;m<sup>2</sup>/ha (3,000&#x2013;3,101&#x2009;m), and minimum (10.88m<sup>2</sup>/ha) at 2,300&#x2013;2,401&#x2009;m (<xref ref-type="table" rid="tab1">Table 1</xref>). The average range of TBA was found to be between 10.88 and 47.48&#x2009;m<sup>2</sup>/ha along the elevation gradient in the valley (<xref ref-type="fig" rid="fig3">Figure 3D</xref>); it was found to be maximum for <italic>Abies densa</italic> at higher altitudes. There was no specific pattern observed for tree density; it was found to be maximum (1,253 Ind/ha) at 3,100&#x2009;m and minimum (473 Ind/ha) at 2,100&#x2009;m (<xref ref-type="fig" rid="fig4">Figure 4A</xref>); maximum density was observed for <italic>Abies densa</italic> (693 Ind/ha) at 3,500&#x2009;m.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Polynomial regression analysis between altitude and density <bold>(A)</bold> tree; <bold>(B)</bold> saplings; and <bold>(C)</bold> seedlings.</p>
</caption>
<graphic xlink:href="ffgc-07-1381488-g004.tif"/>
</fig>
</sec>
<sec id="sec8">
<label>3.3</label>
<title>Regeneration pattern</title>
<p>The overall seedling density with relation to altitude ranged between 473&#x2013;3,060 Ind/ha, while the sapling density ranged from 260&#x2013;1,760 Ind/ha (<xref ref-type="fig" rid="fig4">Figures 4A</xref>,<xref ref-type="fig" rid="fig4">B</xref>). Maximum seedlings (3,060 Ind/ha) were observed at 1,100&#x2009;m, and minimum (473 Ind/ha) at 2,900&#x2009;m (<xref ref-type="fig" rid="fig4">Figure 4C</xref>). The regeneration of tree species was found to be fair (43.5%) at most of the attitudes (i.e., 1,100&#x2013;1,200, 1,400&#x2013;1,500), followed by poor (30.3%) at 1,000&#x2013;1,100, 1,200&#x2013;1,300, and not regenerating (14%) at 1,100&#x2013;1,200, 1,300&#x2013;1,400, while it was found to be good (10.2%) at higher altitudes (3,200&#x2009;m, 3,700&#x2009;m and 3,800&#x2009;m; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>). The results further reveal that 14.2% of tree species are not regenerating at their respective elevations. Regeneration of <italic>Abies densa</italic> was found to be good at higher altitudes (&#x003E;3,400&#x2009;m), and of <italic>Salix babylonica</italic> at middle altitude (2,300&#x2013;2,800&#x2009;m). <italic>Acer laevigatum</italic> (1,500&#x2009;m), <italic>Terminalia myriocarpa</italic> (1,500&#x2009;m) <italic>Prunus nepalensis</italic> (3,300&#x2009;m), <italic>Viburnum sympodiale</italic> (3,400&#x2009;m) are among the new regenerating species in the respective elevation, as they were found only in the seedling stage.</p>
</sec>
<sec id="sec9">
<label>3.4</label>
<title>Population structure</title>
<p>The population structure of the tree community and the distribution of seedlings, saplings, and adults in the forest varied along the elevation gradient (<xref ref-type="fig" rid="fig5">Figure 5</xref>). The high accumulation of saplings of dominant species (<italic>Schima wallichii, Castanopsis hystrix,</italic> and <italic>Engelhardtia acerifolia</italic>) between 1,000&#x2013;1,500&#x2009;m, the sharp decline in seedlings, and high tree-size class were characteristic of this altitudinal transect (<xref ref-type="fig" rid="fig5">Figure 5A</xref>). However, the overall composition of tree species forms a reverse j-shaped structure, which is reported as a progressive population structure. <italic>Alnus nepalensis</italic> showed a reverse hill-shaped structure with high seedlings, a sudden decline in saplings, and a further increase in the higher girth size class between 1,600&#x2013;2,000&#x2009;m. <italic>Mallotus nepalensis</italic> showed a very low number of seedlings and a sudden increase in saplings and higher girth class, while <italic>Engelhardtia acerifolia</italic> showed a hill-shaped structure with an accumulation of individuals at saplings stage, and decline in seedling and higher girth classes (<xref ref-type="fig" rid="fig5">Figure 5B</xref>). Population structure showed a greater proportion of individuals (<italic>Rhododendron arboreum, Alnus nepalensis</italic>) in the seedling and sapling stages between 2,100&#x2013;2,500&#x2009;m, and a decline in tree-size classes formed a reverse j-shaped structure (<xref ref-type="fig" rid="fig5">Figure 5C</xref>). <italic>Salix babylonica</italic> showed a hill-shaped structure with an accumulation of saplings, and a decline in seedlings and higher girth classes. The higher proportion of individuals <italic>(Salix babylonica, Larix griffithii)</italic> in the sapling stage was evident between 2,600&#x2013;3,000&#x2009;m (<xref ref-type="fig" rid="fig5">Figure 5D</xref>). At the temperate zone (3,100&#x2013;3,500&#x2009;m), the dominant species (<italic>Abies densa, Betula utilis</italic>) showed a higher number of individuals in sapling stages and adult classes, and decreasing numbers in higher tree-size classes form a bell-shaped structure (<xref ref-type="fig" rid="fig5">Figure 5E</xref>). Population structure at treeline ecotone (3,500&#x2013;4,000&#x2009;m) shows a greater proportion of individuals in the sapling stage (<italic>Betula utilis, Rhododendron nevium</italic>) and a decline in seedlings and higher tree-size classes form a hill-shape structure (<xref ref-type="fig" rid="fig5">Figure 5F</xref>). <italic>Abies densa</italic> showed a progressive population structure with sufficient seedlings, saplings, and individuals in higher girth size classes.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Population structure of forests [<bold>(A)</bold> 1,000&#x2013;1,500, <bold>(B)</bold> 1,600&#x2013;2,000, <bold>(C)</bold> 2,100&#x2013;2,500, <bold>(D)</bold> 2,600&#x2013;3,000, <bold>(E)</bold> 3,100&#x2013;3,500, <bold>(F)</bold> 3,600&#x2013;4,000&#x2009;m] across altitudinal strata.</p>
</caption>
<graphic xlink:href="ffgc-07-1381488-g005.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec10">
<label>4</label>
<title>Discussion</title>
<p>The patterns of species-genus ratio (S/G) at the local scale in light of the hypothesis were described as part of evolutionary dynamics, wherein these ratios are related to speciation or diversification rates (<xref ref-type="bibr" rid="ref38">Krug et al., 2008</xref>). The altitudinal decrease in the S/G ratio of trees in the Teesta valley would imply their phylogenetic over-dispersion towards the highest altitudes. Species diversity is the most crucial indices, which not only captures information on species richness but also indicates the relative abundance of species in a forest (<xref ref-type="bibr" rid="ref71">Shaheen et al., 2012</xref>). Higher species richness between 1,300&#x2013;1,500&#x2009;m may be because of the presence of a slightly warmer temperature, and hence these species are localized only to specific habitats (<xref ref-type="bibr" rid="ref28">Jetz and Rahbek, 2002</xref>; <xref ref-type="bibr" rid="ref75">Sinha et al., 2018</xref>). In a study, <xref ref-type="bibr" rid="ref74">Singh et al. (1994)</xref> observed an increase in tree species richness with elevations up to 1,500&#x2009;m in mixed <italic>Pinus roxburghii</italic> broadleaved forests in central Himalaya. In the mountains, this trend is well reported due to various environmental factors, including decreasing temperature and air pressure along an elevation gradient (<xref ref-type="bibr" rid="ref46">McCain and Grytnes, 2010</xref>).</p>
<p>It is well established that elevation itself is not causing any changes in the distribution of species but is influenced by climate and environmental factors (<xref ref-type="bibr" rid="ref9">Bhattarai and Vetaas, 2006</xref>; <xref ref-type="bibr" rid="ref37">Kr&#x00F6;mer et al., 2013</xref>). In a review, <xref ref-type="bibr" rid="ref62">Rahbek (2005)</xref> showed that a decrease in species richness along the elevation gradient is not the rule, as the result of the review indicates that approximately half of the studies had a mid-elevation peak in species richness. Tree species diversity decreases with increasing elevation due to the fact that ecosystems at higher elevations have been mainly colonized by species that are tolerant of extreme weather conditions (<xref ref-type="bibr" rid="ref22">Gaston, 2000</xref>; <xref ref-type="bibr" rid="ref79">Trigas et al., 2013</xref>). The range of diversity (0.7&#x2013;2.3) is consistent with the value reported in previous studies from the region (<xref ref-type="bibr" rid="ref74">Singh et al., 1994</xref>; <xref ref-type="bibr" rid="ref5">Behera and Kushwaha, 2006</xref>; <xref ref-type="bibr" rid="ref1">Acharya et al., 2011</xref>; <xref ref-type="bibr" rid="ref58">Pandey et al., 2018a</xref>). The average value of species diversity was analysed between 1.5 and 3.5 in the present study, which is comparable with the previous studies from the region [<xref ref-type="bibr" rid="ref24">Ghildiyal et al., 1998</xref> (1.86&#x2013;2.73); <xref ref-type="bibr" rid="ref80">Uniyal et al., 2010</xref> (0.70&#x2013;3.08); <xref ref-type="bibr" rid="ref64">Raturi, 2012</xref> (0.78&#x2013;3.45); <xref ref-type="bibr" rid="ref60">Pant and Sammant, 2012</xref> (0.74&#x2013;2.66)].</p>
<p>The range of the Simpson index (1-D) was found between 0 and 1 according to <xref ref-type="bibr" rid="ref73">Simpson (1949)</xref>, where zero represents no diversity and 1 represents maximum diversity. Among other diversity indices, <xref ref-type="bibr" rid="ref90">Whittaker (1977)</xref> and <xref ref-type="bibr" rid="ref14">Clifford and Stephenson (1975)</xref> demonstrated Margalef&#x2019;s diversity index (D<sub>Mg</sub>) and Menhinick&#x2019;s index (D<sub>Mn</sub>) as two of the best known of species richness indices. The results of D<sub>Mg</sub> and D<sub>Mn</sub> are consistent with the earlier studies. The result of &#x03B2; diversity in our study is consistent with <xref ref-type="bibr" rid="ref42">Magurran (2004)</xref>, according to which &#x03B2; diversity increases in heterogeneous landscapes and declines in homogenous ones. The patterns of &#x03B2; diversity differ considerably across the sites, and the recorded maximum is for high-altitude ones. &#x0392;-diversity patterns revealed that the species replacement rate was lower in the mid-altitude compared to lower and higher altitudes. Adjacent transects along the altitudinal zone showed low differences in the values of &#x03B2; diversity, which indicates species composition does not vary significantly across adjacent forest types. The range of Concentration of dominance (Cd) in the study region (i.e., 0.1&#x2013;0.6) is more or less similar to the values (0.19&#x2013;0.99) reported by <xref ref-type="bibr" rid="ref90">Whittaker (1977)</xref>, however higher as compared to previous studies from western Himalaya [<xref ref-type="bibr" rid="ref21">Gairola et al., 2011</xref> (0.12&#x2013;0.25); <xref ref-type="bibr" rid="ref64">Raturi, 2012</xref> (0.09&#x2013;0.63); <xref ref-type="bibr" rid="ref43">Malik and Bhatt, 2015</xref> (0.06&#x2013;0.37)].</p>
<p>The distribution pattern of tree species in any forest ecosystem indicates its adaptability to various environmental drivers. In our study, random distribution was shown by the maximum number of species in the temperate zone, followed by contagious distribution, and the minimum by regular distribution. The species in temperate zones have been reported (<xref ref-type="bibr" rid="ref32">K&#x00F6;rner, 1998</xref>) to have larger environmental tolerances and may follow a random distribution, as also found in the present study. The contagious distribution pattern was more evident in the tropical zone, may be due to narrower tolerances to environmental variation and being likely to be affected by a steep temperature gradient (<xref ref-type="bibr" rid="ref56">Oommen and Shanker, 2005</xref>). According to <xref ref-type="bibr" rid="ref55">Odum (1971)</xref>, contagious distribution has been accepted as a characteristic pattern of plant occurrence in nature. It may be due to an insufficient mode of seed dispersal or when the death of trees creates a large gap, encouraging the recruitment and growth of numerous saplings (<xref ref-type="bibr" rid="ref68">Richards, 1996</xref>; <xref ref-type="bibr" rid="ref27">Hubbell et al., 1999</xref>). Among species having a wider distribution, <italic>Abies densa</italic> forms the dominant forest &#x003E;3,000&#x2009;m to 4,100&#x2009;m, and <italic>Schima wallichii</italic> between 1,000&#x2013;1,400&#x2009;m. Many species such as <italic>Actinodaphne sikkimensis</italic>, <italic>Barchemia floribunda</italic>, and <italic>Brassaiopsis mitis</italic> are unable to extend their ranges beyond certain elevation bands probably due to their narrow tolerance to climatic variations (<xref ref-type="bibr" rid="ref71">Shaheen et al., 2012</xref>).</p>
<p>The regeneration of <italic>Rhododendron</italic> species and <italic>Abies densa</italic> was seen to be good, with a relatively greater number of seedlings, saplings, and individuals in higher girth classes above 3,000&#x2009;m. The overall increase in the density of dominant species (i.e., <italic>Abies densa</italic>) at higher elevation compensates for the reduction in the number of rare species, thereby increasing overall density, as also reported by <xref ref-type="bibr" rid="ref70">Scott (1976)</xref>. The variation in tree density along the elevation transect is attributed to forest community type, age, and site characteristics (<xref ref-type="bibr" rid="ref18">Gaire et al., 2010</xref>; <xref ref-type="bibr" rid="ref59">Pandey et al., 2018b</xref>). According to <xref ref-type="bibr" rid="ref1">Acharya et al. (2011)</xref>, high density at higher elevations is an adaptation of species to withstand cold climatic conditions and strong wind currents, thus opting for alpine refugia (<xref ref-type="bibr" rid="ref23">Gentili et al., 2015</xref>). Tree density in temperate coniferous forests (&#x003E;3,000&#x2009;m) was significantly higher as compared to sub-tropical or broad-leaved forests, which may be due to the better regeneration potential of Pinaceae (<xref ref-type="bibr" rid="ref4">Begon et al., 2006</xref>). <italic>Abies densa</italic> showed greater recruitment on the upper distribution limit (&#x003E;3,900&#x2009;m) in EH, and <italic>Betula utilis</italic> in WH indicated shifting of the species towards higher altitude.</p>
<p>The range of Total Basal Area (TBA) in our study is similar to those reported in previous studies: <xref ref-type="bibr" rid="ref21">Gairola et al. (2011)</xref> (35.08&#x2013;84.25&#x2009;m<sup>2</sup>/ha); <xref ref-type="bibr" rid="ref64">Raturi (2012)</xref> (3.18&#x2013;43.62&#x2009;m<sup>2</sup>/ha); <xref ref-type="bibr" rid="ref57">Pandey et al. (2016)</xref> (10.43&#x2013;248.41&#x2009;m<sup>2</sup>/ha); <xref ref-type="bibr" rid="ref43">Malik and Bhatt (2015)</xref> (10.49&#x2013;42.92&#x2009;m<sup>2</sup>/ha) from various parts of IHR. The maximum number of individuals of any species in a particular forest, if represented by higher diameter classes, is considered the population of that species on the verge of population decline (<xref ref-type="bibr" rid="ref7">Benton and Werner, 1976</xref>). The dominance of tree individuals in medium to lower diameter classes suggests that the forest is still in an evolving stage. TBA of tree species was found to be comparatively low compared to previous studies, which may be due to (i) the sparsely distribution of tree species with low girth classes (<xref ref-type="bibr" rid="ref18">Gaire et al., 2010</xref>; <xref ref-type="bibr" rid="ref63">Rai et al., 2012</xref>), (ii) human disturbance (<xref ref-type="bibr" rid="ref7">Benton and Werner, 1976</xref>; <xref ref-type="bibr" rid="ref66">Rawal et al., 2018</xref>), and (iii) higher rates of mortality relative to tree growth (<xref ref-type="bibr" rid="ref1">Acharya et al., 2011</xref>). The relatively lower basal cover of the trees &#x003E;3,500&#x2009;m may be the result of the higher density of young individuals and the effect of cold and harsh climatic conditions.</p>
<p>Size class distribution of trees provides the population structure of forests (<xref ref-type="bibr" rid="ref69">Saxena and Singh, 1984</xref>), and is extensively used to understand regeneration status (<xref ref-type="bibr" rid="ref81">Veblen, 1997</xref>). The health of any forest depends on the regeneration potential of tree species and their proportional distribution among different age classes (seedlings, saplings, juveniles, and trees) in space and time (<xref ref-type="bibr" rid="ref16">Enright and Watson, 1991</xref>; <xref ref-type="bibr" rid="ref53">Negi and Maikhuri, 2017</xref>; <xref ref-type="bibr" rid="ref65">Rawal et al., 2023</xref>). The proportion of different life stages of tree species facilitates possible future forest composition and also indicates their stability (<xref ref-type="bibr" rid="ref21">Gairola et al., 2011</xref>; <xref ref-type="bibr" rid="ref51">Negi et al., 2018a</xref>). In our study, a fair regeneration pattern was exhibited at most sites, but was also found to be poor for many species, particularly in sub-tropical zone. The poor regeneration at lower altitudes near settlements can be attributed to various environmental factors, including anthropogenic activities. Heavy browsing by animals at seedling and sapling stages is also responsible for poor recruitment of seedlings (<xref ref-type="bibr" rid="ref52">Negi et al., 2018b</xref>). The presence of a higher density of seedlings and saplings signifies a healthy, growing forest. Good regeneration of a few species, such as <italic>Abies densa, Betula utilis, Rhododendron lanatum, Rhododendron arboreum,</italic> and <italic>Betula alnoides</italic> at higher altitudes (&#x003E; 3,200&#x2009;m), is attributed to low competition among the species and the complete absenence of anthropogenic disturbances. Another reason is the fact that Pinaceae have better regeneration potential compared to other tree species and are less likely to be affected by herbivores, according to <xref ref-type="bibr" rid="ref4">Begon et al. (2006)</xref>. <italic>Acer laevigatum</italic>, <italic>Prunus nepalensis</italic>, and <italic>Viburnum sympodiale</italic> were among the new regenerating species at 2,100, 3,300, and 3,400&#x2009;m, respectively, indicating a shift of these species towards higher altitudes. Among these, <italic>Viburnum sympodiale</italic> was present at 3,100&#x2009;m, and the appearance of the seedlings of this species at 3,400&#x2009;m indicates upward movement of the species. The climatic variables prevailing above 3,500&#x2009;m and up to 4,000&#x2009;m are favorable for the growth of <italic>Abies densa</italic>. The species shifting towards higher elevations, coping with the changing climate, can be a factor in the accumulation of a higher number of young individuals in these elevations.</p>
<p>Population structure studies of any forest are keys to understanding the mechanisms of species coexistence, development within the community, and long-term ecological processes (<xref ref-type="bibr" rid="ref16">Enright and Watson, 1991</xref>; <xref ref-type="bibr" rid="ref63">Rai et al., 2012</xref>). Further, the size class distribution of trees provides the population structure of forests and is extensively used to understand regeneration status (<xref ref-type="bibr" rid="ref10">Bhutia et al., 2019</xref>). Tree species that are represented by all girth classes constitute continuous regeneration, while reverse trends constitute discontinuous regeneration (<xref ref-type="bibr" rid="ref7">Benton and Werner, 1976</xref>). The reverse J-shaped population structure in the present study shows these species are in the most dominant form in the stand and indicate a good regeneration pattern, as indicated in earlier studies (<xref ref-type="bibr" rid="ref69">Saxena and Singh, 1984</xref>; <xref ref-type="bibr" rid="ref78">Tesfaye et al., 2002</xref>). The reverse J-shaped distribution of species indicates uneven-aged forests (<xref ref-type="bibr" rid="ref82">Vetaas, 2000</xref>), with a sufficient number of young individuals to replace the old mature stands. A hill-shaped curve was observed between 2,100&#x2013;3,500&#x2009;m due to the accumulation of individuals in the sapling stage and their decline towards both higher tree classes and seedling; this is a scenario undesirable for a sustainable forest. This type of structure indicates replacement in tree size classes, and if the current state of seedling recruitment does not improve, the population may face problems in the long-term (<xref ref-type="bibr" rid="ref53">Negi and Maikhuri, 2017</xref>; <xref ref-type="bibr" rid="ref51">Negi et al., 2018a</xref>). One potential factor for the absence of large trees could be the practice of cardamom (<italic>Amomum subulatum</italic> Roxb.) cultivation mainly in the low-altitude forest of Sikkim (<xref ref-type="bibr" rid="ref10">Bhutia et al., 2019</xref>), as forests are partially cleared for its cultivation (<xref ref-type="bibr" rid="ref29">Kanade and John, 2018</xref>). Furthermore, the drying of cardamom demands a substantial supply of fuelwood, often generated from the nearby forests in lower elevations.</p>
<p>A large number of juveniles relative to adults indicates that a population is in a stable or growing stage, while a few juveniles suggest a decline trend in the population. The forest structure above &#x003E;3,500&#x2009;m is expanding in nature, with more individuals in the seedling and sapling stages, followed by a decline in the tree size classes, indicating the movement of dominant tree species towards higher altitudes. This could be due to the convergence point of two different forest types or ecotones. However, long-term ecological monitoring is required to documents the spatial changes in the forest dynamics and to suggest better management and conservation strategies (<xref ref-type="bibr" rid="ref54">Negi et al., 2023</xref>). <xref ref-type="bibr" rid="ref7">Benton and Werner (1976)</xref> reported that the higher number of individuals of any species in higher girth classes represents a declining population of the dominant species in a particular forest stand. Many tree species in the study area showed &#x2018;poor&#x2019; regeneration; even some species were not regenerating at their respective transects, which is a matter of concern.</p>
</sec>
<sec sec-type="conclusions" id="sec11">
<label>5</label>
<title>Conclusion</title>
<p>Tree species diversity, size class distribution, and basal area are the essential attributes that describe a forest&#x2019;s ecosystem, and measuring these attributes is fundamental to designing conservation strategies. Our study is able to provide an understanding of the forest composition, diversity, structure, and regeneration of forest trees along the altitudinal gradient. The study concludes the following: (i) patterns of vegetation vary considerably across sites and along elevations, thereby suggesting a stronger influence of micro-level factors and climatic conditions, (ii) tree species richness and diversity shows a low plateau with a linear decreasing pattern above 1,500&#x2009;m along the elevation gradient, (iii) density did not follow a uniform pattern; however, it was found to be highest at higher altitudes due to the minimum level of anthropogenic pressure and uniform climatic conditions, (iv) tree species exhibits fair regeneration at many sites in the sub-tropical zone, and good regeneration in the temperate zone. Many species were not regenerating, which indicated need for special conservation measures, (iv) disparity in the size class distribution was observed among forests along the altitudinal gradient, (v) &#x03B2;-diversity patterns revealed that the species replacement rate was less in the mid-altitude compared to the lower and higher altitudes, and (vi) a reverse J-shape distribution of tree diameter, signifying the unevenness of age, particularly at lower altitudes. Our study highlights conservation concerns for the low-altitude forests that record high species diversity, although they lack large-diameter trees. Population structure above &#x003E;3,500&#x2009;m is expanding in nature, with more individuals in seedling and sapling stages, followed by a decline in tree size classes. This indicates an upward movement of tree species towards higher altitudes. However, long-term monitoring of seedling dynamics would help to predict potential changes in tree species distribution and the stability of the forest ecosystem under climate change regimes.</p>
</sec>
<sec sec-type="data-availability" id="sec12">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec sec-type="author-contributions" id="sec13">
<title>Author contributions</title>
<p>VN: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AP: Writing &#x2013; review &#x0026; editing. AS: Writing &#x2013; review &#x0026; editing, Formal analysis, Methodology. AB: Writing &#x2013; review &#x0026; editing, Data curation. DP: Writing &#x2013; review &#x0026; editing, Data curation. KG: Software, Writing &#x2013; review &#x0026; editing. ZW: Writing &#x2013; review &#x0026; editing. JB: Writing &#x2013; review &#x0026; editing. SS: Funding acquisition, Writing &#x2013; review &#x0026; editing. HY: Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec14">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. The authors extend their appreciation to the Deanship of Scientific Research at King Khalid University for funding this work through a Large Group Research Project under grant number (RGP2/90/44).</p>
</sec>
<ack>
<p>We are thankful to the Director G.B. Pant National Institute of Himalayan Environment (NIHE), Kosi-Katarmal, Almora for facilities. The authors are extremely thankful to late Dr. R.S. Rawal (former Director, GBP-NIHE) for conceptualisation of the study, guidance and encouragement. The authors acknowledge NMSHE Task force 3 &#x2018;Forest Resource and Plant Biodiversity &#x2013; Phase II, DST, New Delhi, Govt. of India. We thanks to Ms. Sandhya Rai, Dr. Devendra Kumar (Scientist), Ms. Prashanti Pradhan and Mr. Bhim Pandey for assisting during field work (Sikkim Regional Center, GBP-NIHE). We are extremely thankful to Sikkim Forest Department for providing permission to conduct the study.</p>
</ack>
<sec sec-type="COI-statement" id="sec15">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec16">
<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/ffgc.2024.1381488/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/ffgc.2024.1381488/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"/>
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