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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ecol. Evol.</journal-id>
<journal-title>Frontiers in Ecology and Evolution</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ecol. Evol.</abbrev-journal-title>
<issn pub-type="epub">2296-701X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2023.1198085</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ecology and Evolution</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Patterns and consequences of invasion of tropical montane forests by <italic>Cestrum aurantiacum</italic> Lindl. in the Western Ghats</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Das</surname>
<given-names>Arundhati A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2074224"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ratnam</surname>
<given-names>Jayashree</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/336511"/>
<xref ref-type="author-notes" rid="fn004">
<sup>&#x2021;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jathanna</surname>
<given-names>Devcharan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/674892"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Wildlife Biology and Conservation Program, National Centre for Biological Sciences, Tata Institute of Fundamental Research</institution>, <addr-line>Bangalore, Karnataka</addr-line>, <country>India</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Carnivore &amp; Herbivore Ecology &amp; Conservation Programme, Wildlife Conservation Society-India, Kodigehalli</institution>, <addr-line>Bangalore, Karnataka</addr-line>, <country>India</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Xiang Liu, Lanzhou University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Yunquan Wang, Zhejiang Normal University, China; David Gorchov, Miami University, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Arundhati A. Das, <email xlink:href="mailto:arundhatid74@gmail.com">arundhatid74@gmail.com</email>
</p>
</fn>
<fn fn-type="other" id="fn004">
<p>&#x2021;ORCID: Jayashree Ratnam, <uri xlink:href="https://orcid.org/0000-0002-6568-8374">orcid.org/0000-0002-6568-8374</uri>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>08</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1198085</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>03</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Das, Ratnam and Jathanna</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Das, Ratnam and Jathanna</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>In the montane forest-grassland mosaics of the Western Ghats, land cover conversion to silviculture and agriculture over the last five decades has resulted in both loss of natural habitats and widespread invasion of remnant habitat patches. While invasion of the grassland habitats of the mosaic has been relatively well studied, there have been few attempts to understand the extent to which forest habitats (locally known as <italic>sholas</italic>) have been affected by the spread of exotic species. Here we examine the patterns and impacts of invasion of <italic>shola</italic> forest understoreys by <italic>Cestrum aurantiacum</italic> Lindl., an exotic shrub species. At the landscape scale, we demonstrate that the presence and abundance of this invasive in <italic>shola</italic> understories is negatively related to distance from tea plantations. Further, the intensity of invasion is higher in areas with greater seasonality of temperature and lower mean annual precipitation. At the patch scale, invasion is greatest at <italic>shola</italic> edges and away from stream courses. We find that <italic>C. aurantiacum</italic> abundance has negatively affected the regeneration of native <italic>shola</italic> tree species as well as the abundance of native <italic>shola</italic> understorey shrubs. Fifty three percent of invaded plots had no native shrubs present. In plots where both <italic>C. aurantiacum</italic> and native shrubs were present in large enough numbers, we found evidence of negative spatial dependence between stem locations of <italic>C. aurantiacum</italic> and native shrubs. Our findings have important implications for the management and conservation of these mosaics.</p>
</abstract>
<kwd-group>
<kwd>tropical montane forest</kwd>
<kwd>Western Ghats</kwd>
<kwd>
<italic>shola</italic>
</kwd>
<kwd>land cover change</kwd>
<kwd>invasion</kwd>
<kwd>
<italic>Cestrum aurantiacum</italic> Lindl.</kwd>
<kwd>multitype point pattern analysis</kwd>
</kwd-group>
<contract-sponsor id="cn001">Department of Biotechnology, Ministry of Science and Technology, India<named-content content-type="fundref-id">10.13039/501100001407</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="83"/>
<page-count count="10"/>
<word-count count="4715"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Conservation and Restoration Ecology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Tropical montane ecosystems occur on all continents across the globe, and are thought to be especially vulnerable to multiple drivers of global change (<xref ref-type="bibr" rid="B32">Loeffler et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B63">Salinas et&#xa0;al., 2021</xref>). These include climatic changes such as warming and altered precipitation regimes, but also pervasive land-use changes such as the intensification of agriculture, expansion of silviculture and built-up areas for human habitation (<xref ref-type="bibr" rid="B20">He et&#xa0;al., 2023</xref>). With complex topographies that support a diversity of natural vegetation types and multiple interacting change drivers, the responses of these ecosystems to ongoing and future global change are complex and difficult to predict (<xref ref-type="bibr" rid="B32">Loeffler et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B63">Salinas et&#xa0;al., 2021</xref>). For example, rates of invasion of montane ecosystems have been increasing rapidly across the globe, but the reasons for this remain poorly understood (<xref ref-type="bibr" rid="B24">Iseli et&#xa0;al., 2023</xref>), and are likely to vary across regions.</p>
<p>The &#x201c;sky-islands&#x201d; of the mountain tops of the Western Ghats in southern India, a global biodiversity hotspot, are a tropical montane ecosystem that typifies the above scenario. These forest&#x2013;grassland mosaics consist of distinctive stunted evergreen forests (locally known as <italic>sholas</italic>) set in a matrix of grasslands. They are rich in endemic biodiversity and hold great significance, not only from an evolutionary perspective, but also for their provision of critical ecosystem services including climate and hydrological regulation for the entire southern peninsular region (<xref ref-type="bibr" rid="B1000">Sukumar et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B1001">Bose et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B27">Joshi et&#xa0;al., 2018</xref>). Over the course of the past hundred and fifty years, but accelerating over the past five decades, large sections of these mosaic habitats have been converted to other land uses such as agricultural and silvicultural plantations, mainly at the expense of grasslands (<xref ref-type="bibr" rid="B53">Prabhakar, 1994</xref>; <xref ref-type="bibr" rid="B27">Joshi et&#xa0;al., 2018</xref>). This has resulted in extensive land-cover change across the region, with more than sixty percent of the grassland habitats converted to exotic tree plantations, and also the widespread invasion of remnant patches of natural habitats (<xref ref-type="bibr" rid="B27">Joshi et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B1">Arasumani et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B68">Sriramamurthy et&#xa0;al., 2022</xref>).</p>
<p>One visible and widely acknowledged effect of the conversion of grasslands to exotic tree plantations has been the increase in invasive alien species in the remnant grasslands (<xref ref-type="bibr" rid="B72">Thomas and Palmer, 2007</xref>, <italic>pers. obs.</italic>). While one of main species of exotic plantation trees, <italic>Acacia mearnsii</italic>, itself is a dominant and aggressive invader of the remnant natural grasslands (<xref ref-type="bibr" rid="B72">Thomas and Palmer, 2007</xref>; <xref ref-type="bibr" rid="B1">Arasumani et&#xa0;al., 2019</xref>), other woody invasive shrubs, including scotch broom <italic>Cytisus scoparius</italic> and common gorse <italic>Ulex europaeus</italic> have also invaded the grasslands extensively in recent years (<xref ref-type="bibr" rid="B68">Sriramamurthy et&#xa0;al., 2022</xref>). While these woody invasions of the grasslands have received lot of research attention (<xref ref-type="bibr" rid="B27">Joshi et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B1">Arasumani et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B67">Sriramamurthy et&#xa0;al., 2020</xref>), far less research attention has been paid to the less visible invasions, often in the understoreys, of <italic>shola</italic> forest patches. This is an important knowledge gap, as the patterns and consequences of invasions within <italic>shola</italic> forests are likely to differ from those in grasslands, such that the management of invasives in the <italic>sholas</italic> versus the grasslands, will require different strategies.</p>
<p>Over the past few decades, <italic>shola</italic> forests have witnessed the spread of an exotic woody invader, <italic>Cestrum aurantiacum</italic> Lindl. The genus <italic>Cestrum</italic> is native to Central and South America where it thrives in montane forests (<xref ref-type="bibr" rid="B45">Monro, 2012</xref>). The abundant, attractive and fragrant flowers of this genus are the reason it has been introduced as an ornamental plant in many regions, where it has subsequently become naturalized, and in several cases, turned invasive, including in parts of Africa, Asia, Australia and multiple oceanic islands (<xref ref-type="bibr" rid="B22">Henderson, 2007</xref>; <xref ref-type="bibr" rid="B19">Harvey et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B28">Junaedi, 2012</xref>; <xref ref-type="bibr" rid="B14">Gardener et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B50">Padmanaba et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B36">Makokha, 2018</xref>). In the Indian subcontinent, <italic>C. aurantiacum</italic> has been reported across many montane regions including the Himalaya, the Western Ghats and in Sri Lanka (<xref ref-type="bibr" rid="B30">Kunwar, 2003</xref>; <xref ref-type="bibr" rid="B62">Sajeev et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B76">Wijesundara, 2012</xref>; <xref ref-type="bibr" rid="B44">Moktan and Das, 2013</xref>; <xref ref-type="bibr" rid="B37">Mandal and Joshi, 2015</xref>; <xref ref-type="bibr" rid="B48">Nayak et&#xa0;al., 2020</xref>). In general, <italic>Cestrum</italic> spp. are fast-growing and capable of vegetative reproduction (<xref ref-type="bibr" rid="B71">Symon, 1981</xref>). <italic>C. aurantiacum</italic> tends to form dense mats which can suppress the regeneration of other plant species (<xref ref-type="bibr" rid="B73">USDA, 2013</xref>; <xref ref-type="bibr" rid="B77">Witt and Luke, 2017</xref>). However, few studies have investigated the impacts of invasion by <italic>C. aurantiacum</italic> on native forest communities, and there is little primary data on the ecology and impacts of this particular species.</p>
<p>Here, we investigated the correlates and consequences of the invasion of <italic>shola</italic> forest communities by <italic>C. aurantiacum</italic>. Because <italic>C. aurantiacum</italic> was introduced as an ornamental plant in tea plantations, we hypothesized that <italic>sholas</italic> near tea plantations would be more heavily invaded by <italic>C. aurantiacum</italic> than <italic>sholas</italic> further away. We also expected that <italic>C. aurantiacum</italic> abundance within <italic>sholas</italic> would be related to other climatic and habitat factors such as rainfall and local topography, which influence stand structure and soil moisture, and thereby the optimal conditions for this species. Finally, we expected that <italic>C. aurantiacum</italic> invasion has led to reduced native <italic>shola</italic> tree regeneration, as well as reduced abundances of native <italic>shola</italic> understorey shrubs, possibly through negative competitive interactions.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study area</title>
<p>The study was conducted across 60 km<sup>2</sup> in the western and southern parts of the Upper Nilgiris Plateau (11.17&#xb0;N,76.77&#xb0;E and 11.50&#xb0;N, 76.43&#xb0;E), that still hold large areas of natural <italic>shola</italic>&#x2013;grassland mosaics, dating to at least 40,000 years ago (<xref ref-type="bibr" rid="B9">Caner et&#xa0;al., 2007</xref>). Please see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref> for a map of the study area. Other dominant land cover types in the region, such as non-native tree plantations and commercial tea plantations, were established relatively recently (<xref ref-type="bibr" rid="B53">Prabhakar, 1994</xref>), predominantly through the conversion of natural grasslands (<xref ref-type="bibr" rid="B27">Joshi et&#xa0;al., 2018</xref>). The region is rich in endemic plants (<xref ref-type="bibr" rid="B6">Blasco, 1971</xref>) and has extraordinary vertical and horizontal physiographic differentiation. Mean annual rainfall ranges from above 2500 mm on the Western side to 1200 mm towards the east (<xref ref-type="bibr" rid="B75">Von Lengerke, 1977</xref>; <xref ref-type="bibr" rid="B9">Caner et&#xa0;al., 2007</xref>). The dry season lasts for 3&#x2013;4 months mainly between December and March. Temperature ranges from a mean maximum of 24 &#xb0;C in April to a mean minimum of 5 &#xb0;C in December. Frost occurs between November and March and mainly in the valleys rather than the higher hill slopes (<xref ref-type="bibr" rid="B75">Von Lengerke, 1977</xref>; <xref ref-type="bibr" rid="B9">Caner et&#xa0;al., 2007</xref>). The elevation range covered in this study extends from 1750&#x2013;2400 m ASL.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>
<italic>Cestrum</italic>: a montane forest invasive in the Upper Nilgiris</title>
<p>The genus <italic>Cestrum</italic> in the family Solanaceae has 175 known species of shrubs, vines and small trees (<xref ref-type="bibr" rid="B61">de Rojas and D&#x2019;Arcy, 1998</xref>; <xref ref-type="bibr" rid="B45">Monro, 2012</xref>). The native range for this genus is Central and South America (<xref ref-type="bibr" rid="B45">Monro, 2012</xref>). Here most <italic>Cestrum</italic> species occur in montane areas, above 800 m elevation, in cloud forests and conifer and oak forests (<xref ref-type="bibr" rid="B61">de Rojas and D&#x2019;Arcy, 1998</xref>; <xref ref-type="bibr" rid="B45">Monro, 2012</xref>). Introduced as ornamentals in various parts of the world, many species of this genus have now become invasive. Most <italic>Cestrum</italic> spp. bear berries with small seeds that remain viable in the seed bank and are bird-dispersed (<xref ref-type="bibr" rid="B39">Marambe et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B15">Geldenhuys, 2004</xref>; <xref ref-type="bibr" rid="B14">Gardener et&#xa0;al., 2013</xref>). They are also shade-tolerant (<xref ref-type="bibr" rid="B15">Geldenhuys, 2004</xref>), drought-tolerant, capable of growing on poor soils and have invaded a range of habitats from coastal dunes to savannahs, grasslands, plantations and closed forest (<xref ref-type="bibr" rid="B22">Henderson, 2007</xref>). Most are quite toxic to livestock, native mammals and humans (<xref ref-type="bibr" rid="B61">de Rojas and D&#x2019;Arcy, 1998</xref>; <xref ref-type="bibr" rid="B36">Makokha, 2018</xref>). For these reasons, they are labelled as noxious weeds with moderate to high invasive potential (<xref ref-type="bibr" rid="B49">Nel et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B22">Henderson, 2007</xref>). In South Africa and Australia, extensive programs have been undertaken to clear areas of <italic>Cestrum</italic> species (<xref ref-type="bibr" rid="B34">Macdonald and Jarman, 1985</xref>; <xref ref-type="bibr" rid="B69">Stockard, 1996</xref>; <xref ref-type="bibr" rid="B38">Marais and Wannenburgh, 2008</xref>).</p>
<p>
<italic>C. aurantiacum</italic> is an evergreen climbing shrub 1&#x2013;6 m tall, with thin, unpleasant smelling leaves that are toxic to livestock. It is native to central America (Costa Rica, Guatemala, Honduras, Mexico and Nicaragua; <xref ref-type="bibr" rid="B7">CABI, 2023</xref>). In many parts of its invaded range, <italic>C. aurantiacum</italic> occurs in montane forests, between 1500 to above 2000m (<xref ref-type="bibr" rid="B28">Junaedi, 2012</xref>; <xref ref-type="bibr" rid="B62">Sajeev et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B76">Wijesundara, 2012</xref>; <xref ref-type="bibr" rid="B44">Moktan and Das, 2013</xref>; <xref ref-type="bibr" rid="B36">Makokha, 2018</xref>; <xref ref-type="bibr" rid="B78">Witt et&#xa0;al., 2018</xref>). In the Nilgiris, it has successfully invaded native forest fragments and the understorey of tree plantations above 2000 m (<xref ref-type="bibr" rid="B64">Saravanan et&#xa0;al., 2014</xref>, <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). It appears to have spread from settled areas and tea plantations, where its abundance is highest (AAD <italic>pers. obs</italic>) and was likely imported as an ornamental plant for the estate managers&#x2019; bungalows. In its native range, it appears to be well adapted to the cloud forest environment (<xref ref-type="bibr" rid="B61">de Rojas and D&#x2019;Arcy, 1998</xref>; <xref ref-type="bibr" rid="B45">Monro, 2012</xref>), which would allow it to thrive in the dense shade of <italic>sholas</italic>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(A)</bold> <italic>Shola</italic> understorey with native shrubs (<italic>Psychotria</italic> spp.) present. <bold>(B)</bold> <italic>Shola</italic> understorey invaded by <italic>Cestrum aurantiacum</italic> with no native shrubs visible.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1198085-g001.tif"/>
</fig>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Data collection</title>
<p>
<italic>Shola</italic> woody communities were sampled using 0.04 ha plots (<italic>n</italic> = 87), that were located using a stratified random sampling design based on topography and surrounding land cover. Field data were collected between 2010&#x2013;2012 (<xref ref-type="bibr" rid="B11">Das et&#xa0;al., 2017</xref>). We sampled a total of 52 <italic>shola</italic> forest patches in varying landscape contexts (i.e., natural grassland, tea plantation and non-native tree plantations). Within forest patches, plots were spaced at least 50 m apart. Species identity, height and diameter at breast height (dbh) were recorded for individuals &gt;1 cm dbh. We also recorded the position of individual trees and shrubs within the plot by dividing it into 5m blocks and mapping the location of each stem within each block. Two transects of four 1 &#xd7; 1 m seedling plots each were laid across each vegetation plot. Seedlings (individuals &lt;50 cm height) of all woody species within these plots were censused. Distance to the nearest forest edge, GPS location of the plot corner, elevation, slope and aspect were also recorded in the field. We confirmed species identities using published flora (<xref ref-type="bibr" rid="B13">Gamble, 1923</xref>; <xref ref-type="bibr" rid="B59">Ramesh et&#xa0;al., 2008</xref>) and the help of an experienced taxonomist.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Data analysis</title>
<p>We modelled <italic>C. aurantiacum</italic> presence as a function of distance to the closest tea plantation edge using a GLM with binomial error and a logit link function (<xref ref-type="bibr" rid="B41">McCullach and Nelder, 1989</xref>). The results were used to find a threshold distance from tea plantations beyond which the probability of <italic>C. aurantiacum</italic> occurrence approached zero. We used this threshold to identify a subset of study plots within which <italic>C. aurantiacum</italic> presence was likely based on their distance from a tea plantation edge (n = 54). This was done to ensure that subsequent analysis of the correlates of <italic>C. aurantiacum</italic> abundance was free from the issue of zero-inflation (<xref ref-type="bibr" rid="B40">Martin et&#xa0;al., 2005</xref>). We used data from these plots to model <italic>C. aurantiacum</italic> abundance as a function of bio-climatic and habitat variables listed as follows: temperature seasonality (standard deviation of monthly temperature averages), mean annual precipitation, CV of precipitation (i.e., variation in monthly precipitation within a year), distance to tea plantation, distance to nearest <italic>shola</italic> edge, distance to stream. Bioclimatic predictors were sourced from <xref ref-type="bibr" rid="B23">Hijmans et&#xa0;al. (2005)</xref>. This data is derived from interpolations of existing weather station data at a 1 km<sup>2</sup> spatial resolution. The values represent long term averages between 1950 and 2000. Distance from tea plantation was measured using high resolution imagery in Google Earth (<xref ref-type="bibr" rid="B16">Google Earth, 2013</xref>). Distance from nearest forest edge was recorded in the field and distance to stream was calculated in QGIS after deriving a stream network from a DEM with 30m resolution (<xref ref-type="bibr" rid="B42">METI and NASA, 2011</xref>). All predictors were checked for collinearity and standardized prior to running the models. A set of competing models using these predictors were compared using Akaike Information Criteria to identify the model that best predicted <italic>C. aurantiacum</italic> abundance.</p>
<p>To assess impacts of <italic>C. aurantiacum</italic> invasion on native woody plants, we tested whether the number of <italic>shola</italic> tree seedlings and native shrubs in the plot were related to <italic>C. aurantiacum</italic> abundance using GLMs with a Poisson error term and a log link function. Analysis of spatial point patterns has been used to assess the presence of competitive interactions between plants (<xref ref-type="bibr" rid="B18">Gray and He, 2009</xref>; <xref ref-type="bibr" rid="B52">Pescador et&#xa0;al., 2020</xref>). Here, we assessed evidence for competitive interactions between <italic>C. aurantiacum</italic> and native shrub species by testing whether native shrubs (individuals belonging to three genera: <italic>Psychotria</italic>, <italic>Lasianthus</italic> and <italic>Tarenna</italic>) were located farther from <italic>C. aurantiacum</italic> individuals than what would be expected if their distributions were independent at the plot level. As most of the plots invaded by <italic>C. aurantiacum</italic> had no native shrubs present in the understorey, this test was run on only three plots which had sufficient sample size for both <italic>C. aurantiacum</italic> as well as native shrubs. We first tested whether the point pattern of <italic>C. aurantiacum</italic> and native shrubs within the plot conformed to a homogenous Poisson point process by dividing each of the three plots into nine sub plots and conducting a <italic>x</italic>
<sup>2</sup> test to assess whether the point pattern departed from complete spatial randomness. After confirming homogeneity of the observed point pattern, we used the cross-type L-function (Lcross), a linearized version of Ripley&#x2019;s <italic>K</italic> function for multitype point patterns (<xref ref-type="bibr" rid="B2">Baddeley et&#xa0;al., 2016</xref>), to assess whether the point locations of native shrubs showed evidence of competitive inhibition relative to a null hypothesis in which their locations were independent of those of <italic>C. aurantiacum</italic> within each plot. The Ripley&#x2019;s <italic>K</italic> function for multitype points quantifies spatial aggregation between points of different types within a circle of radius <italic>r</italic> around a given focal point (<xref ref-type="bibr" rid="B2">Baddeley et&#xa0;al., 2016</xref>). The null hypothesis was modelled by splitting the data into the sub-patterns of points of each type and randomly shifting each of these sub-patterns, independently of the other using a toroidal shift and then calculating Lcross for the plot (<xref ref-type="bibr" rid="B2">Baddeley et&#xa0;al., 2016</xref>). As we had a square plot (20 &#xd7; 20 m), we also used a toroidal shift to correct for edge effects while estimating Lcross (<xref ref-type="bibr" rid="B2">Baddeley et&#xa0;al., 2016</xref>). We used Monte Carlo simulations to test the significance of Lcross at the &#x3b1; = 0.05 level (<xref ref-type="bibr" rid="B2">Baddeley et&#xa0;al., 2016</xref>). All analyses were conducted in QGIS v.3.22 (<xref ref-type="bibr" rid="B1050">QGIS Development Team, 2022</xref>) and statistical software R v.4.2.1 (<xref ref-type="bibr" rid="B56">R Core Team, 2022</xref>) using the packages: &#x2018;spatstat&#x2019; (<xref ref-type="bibr" rid="B2">Baddeley et&#xa0;al., 2016</xref>), &#x2018;maptools&#x2019; (<xref ref-type="bibr" rid="B5">Bivand and Lewin-Koh 2022</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Correlates of <italic>C. aurantiacum</italic> abundance</title>
<p>
<italic>C. aurantiacum</italic> was present in 17 of the 87 (19.5%) study plots. In these plots, the number of mature individual <italic>C. aurantiacum</italic> stems ranged from 1&#x2013;54 (mean of 17.6). The probability of <italic>C. aurantiacum</italic> presence was greatest between 0&#x2013;2 km from a tea plantation edge and fell to near zero beyond 4 km from a tea plantation edge (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Within plots &#x2264; 4 km from a tea plantation edge (<italic>n</italic> = 54), <italic>C. aurantiacum</italic> abundance was influenced by both bio-climatic (temperature seasonality and annual precipitation) and habitat factors (i.e., distance to tea edge, distance to <italic>shola</italic> fragment edge, distance to stream; <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The <italic>&#x3b2;</italic> for seasonality of temperature (0.015 [0.0009]) indicates that <italic>C. aurantiacum</italic> abundance is higher in areas with greater seasonality of temperature. <italic>Cestrum</italic> abundance decreases with mean annual precipitation (&#x2212;0.004 [0.0005]). Abundance decreases with distance from the <italic>shola</italic> edge (&#x2212;0.014 [0.002]) and tea plantations (&#x2212;0.0001 [0.0001]) and increases with distance from stream (0.0003 [0.0007]) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Probability of <italic>Cestrum aurantiacum</italic> presence in <italic>shola</italic> forest patches in the Upper Nilgiris modelled as a function of distance from tea plantation edge in meters. Modelled as a GLM with binomial error.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1198085-g002.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Results of model selection using GLMs with Poisson error to model <italic>Cestrum aurantiacum</italic> abundance in sholas as a function of bio-climatic and distance variables.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">S.no</th>
<th valign="top" align="center">Model*</th>
<th valign="top" align="left">AIC</th>
<th valign="top" align="left">&#x394;AIC</th>
<th valign="top" align="left">Mod lik</th>
<th valign="top" align="left">AIC_Weight</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">tmp.seas+ann.prec+d.tea+d.edge+d.stream</td>
<td valign="top" align="left">668.69</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">~1</td>
<td valign="top" align="left">~1</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">tmp.seas+prec.cv+d.tea+d.edge+d.stream</td>
<td valign="top" align="left">707.52</td>
<td valign="top" align="left">38.83</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">tmp.seas+d.tea+d.edge+ d.stream</td>
<td valign="top" align="left">729.67</td>
<td valign="top" align="left">60.98</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">tmp.seas+ann.prec</td>
<td valign="top" align="left">918.93</td>
<td valign="top" align="left">250.24</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">tmp.seas</td>
<td valign="top" align="left">936.54</td>
<td valign="top" align="left">267.85</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">prec.cv+d.tea+d.edge+d.stream</td>
<td valign="top" align="left">952.71</td>
<td valign="top" align="left">284.02</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">ann.prec+d.tea+d.edge+ d.stream</td>
<td valign="top" align="left">1105.4</td>
<td valign="top" align="left">436.71</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">d.tea+d.edge+ d.stream</td>
<td valign="top" align="left">1107.7</td>
<td valign="top" align="left">439.01</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">prec.cv</td>
<td valign="top" align="left">1140</td>
<td valign="top" align="left">471.31</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">d.stream</td>
<td valign="top" align="left">1178.2</td>
<td valign="top" align="left">509.51</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="left">d.tea+ d.edge</td>
<td valign="top" align="left">1332.1</td>
<td valign="top" align="left">663.41</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="left">d.tea</td>
<td valign="top" align="left">1345</td>
<td valign="top" align="left">676.31</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="left">d.edge</td>
<td valign="top" align="left">1444</td>
<td valign="top" align="left">775.31</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
<tr>
<td valign="top" align="left">14</td>
<td valign="top" align="left">ann.prec</td>
<td valign="top" align="left">1509.2</td>
<td valign="top" align="left">840.51</td>
<td valign="top" align="left">~0</td>
<td valign="top" align="left">~0</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Predictor codes: tmp.seas = temperature seasonality, ann.prec = mean annual precipitation, prec.cv = cv of precipitation, d.tea = distance to tea edge, d.stream = distance to nearest stream, d.edge = distance to nearest shola edge.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>
<italic>Cestrum aurantiacum</italic> abundance in <italic>sholas</italic> modelled as a function of distance to tea plantation edge, distance to nearest <italic>shola</italic> fragment edge and distance to stream, modelled using GLMs with Poisson errors.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1198085-g003.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Relationship between <italic>C. aurantiacum</italic> abundance and native shrubs and regeneration of native trees</title>
<p>Most of the plots (53%) where <italic>C. aurantiacum</italic> was present did not have any individuals belonging to native shrub genera. The number of individuals of native shrub species in the plot was significantly negatively related to <italic>Cestrum</italic> abundance (<italic>&#x3b2;</italic> = &#x2212;0.07 [0.005], <italic>P</italic> &lt; 0.001). <italic>Cestrum</italic> abundance had a significant but weak negative relationship with the number of native <italic>shola</italic> tree seedlings in a plot (&#x2212;0.009 [0.002], <italic>P</italic> &lt; 0.001; <xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>). However, the number of <italic>shola</italic> tree saplings in a plot did not show a significant relationship to <italic>C. aurantiacum</italic> abundance (0.00006 [0.0007], <italic>P</italic> &gt; 0.1).</p>
<p>The results of the point pattern analysis indicate support for competitive inhibition of native shrubs by <italic>C. aurantiacum</italic>. The Lcross metric indicates greater separation between native shrub locations and <italic>C. aurantiacum</italic> locations than expected under spatial independence, at scales of approximately 1&#x2013;5 meters in two of the three plots, and some evidence in support of spatial dependence at the 0.5&#x2013;1.5 m scale in the third plot (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Lcross function for point locations of <italic>Cestrum aurantiacum</italic> (CA) and native shrub species (NS) in three plots in the Upper Nilgiris <italic>shola</italic> forests. In each case, the black solid line shows observed value while the red dashed line represents the expectation under complete spatial independence between the locations of CA and NS. Values of L <sub>(CA, NS)</sub> r &gt; r indicate spatial aggregation, while L <sub>(CA, NS)</sub> r &lt; r indicates spatial regularity. The grey shaded area represents the 95% confidence envelope of the Lcross function under the null expectation of spatial independence, calculated using Monte Carlo simulations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1198085-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>More than half (53%) of the woody species encountered in this study are endemic to the Western Ghats (<xref ref-type="bibr" rid="B1002">Ramesh and Pascal, 1997</xref>). Woody invasive shrubs such as <italic>Lantana camara</italic> (&lt; 2000 m; <xref ref-type="bibr" rid="B47">Najar et&#xa0;al., 2019</xref>) and <italic>C. aurantiacum</italic> (&gt; 2000m) threaten this unique biodiversity. Here we show that the invasive spread of <italic>C. aurantiacum</italic> in the Upper Nilgiris is associated with the presence of tea plantations, as native <italic>shola</italic> forests embedded within a matrix of tea estates or within 4 km from a tea plantation edge, were more likely to have this species in the understorey, with its abundance increasing in <italic>sholas</italic> closer to tea plantations. Further, we found that increasing <italic>C. aurantiacum</italic> abundance appeared to negatively impact the presence and abundance of dominant native shrub genera <italic>Psychotria</italic>, <italic>Lasianthus</italic> and <italic>Tarenna</italic> as well as <italic>shola</italic> seedling regeneration. A number of studies including <xref ref-type="bibr" rid="B3">Bartuszevige et&#xa0;al. (2006)</xref>; <xref ref-type="bibr" rid="B17">Gonz&#xe1;lez-Moreno et&#xa0;al. (2013)</xref>; <xref ref-type="bibr" rid="B10">Chen et&#xa0;al. (2017)</xref>; <xref ref-type="bibr" rid="B65">Shiferaw et&#xa0;al. (2019)</xref>, and the synthetic review by <xref ref-type="bibr" rid="B74">Vil&#xe0; and Ib&#xe1;&#xf1;ez (2011)</xref> have similarly found that landscape attributes play an important role (or a more important role than local site factors) in driving the presence of invasive species or the variation in invasion risk across space, while <xref ref-type="bibr" rid="B46">Milbau et&#xa0;al. (2009)</xref> outline a hierarchical framework where &#x201c;&#x2026;factors operating at a smaller scale are subordinate to factors operating at a larger scale, but if conditions at higher levels are satisfied, the small-scale factors may become indispensable for making accurate predictions&#x201d;.</p>
<sec id="s6_1">
<label>4.1</label>
<title>Bioclimatic and site-level factors influencing the spread of <italic>C. arurantiacum</italic> and their links to land cover change</title>
<p>
<italic>C. aurantiacum</italic> abundance was positively related to annual temperature seasonality &#x2013; which in turn is highly negatively correlated to the elevation gradient in this study, indicating lower bio-climatic suitability at the highest part of the elevation gradient in this study (2200&#x2013;2400 m). This species is susceptible to frost damage (AAD <italic>pers. obs.</italic>), which could explain why it does not occur in open grasslands (where frost occurs; <xref ref-type="bibr" rid="B26">Joshi et&#xa0;al., 2020</xref>) but rather along roads (<xref ref-type="bibr" rid="B48">Nayak et&#xa0;al., 2020</xref>) and other edges where some shrub or tree cover is present (<xref ref-type="bibr" rid="B25">Jobin et&#xa0;al., 2023</xref>). The conversion of large expanses of native grasslands to timber plantations, tea and other landuses (<xref ref-type="bibr" rid="B53">Prabhakar, 1994</xref>; <xref ref-type="bibr" rid="B27">Joshi et&#xa0;al., 2018</xref>) may thus have facilitated the spread of this species, by creating connected edge habitats with suitable microclimatic conditions (reduced extent and intensity of frost; <xref ref-type="bibr" rid="B75">Von Lengerke, 1977</xref>) across the landscape.</p>
<p>Land cover changes and associated changes in anthropogenic disturbances may also favour the spread of this invasive species through the opening of canopies that increase light availability in the understory (<xref ref-type="bibr" rid="B33">Lozano and MacIsaac, 1997</xref>; <xref ref-type="bibr" rid="B24">Iseli et&#xa0;al., 2023</xref>). <xref ref-type="bibr" rid="B28">Junaedi (2012)</xref> found that <italic>C. aurantiacum</italic> presence was positively related to light intensity. <xref ref-type="bibr" rid="B76">Wijesundara (2012)</xref> reports it spreading in montane forest die-back gaps in Sri Lanka. Here we found the species to be more abundant in plots close to <italic>shola</italic>&#x2013;tea plantation edges, which are more likely to have greater light penetration due to human disturbance. Finally, land cover changes are often associated with changes in the composition of pollinator and disperser communities (<xref ref-type="bibr" rid="B57">Raman, 2006</xref>), which in turn can facilitate invasive spread. In the Nilgiris, <italic>C. aurantiacum</italic> seeds are dispersed by common bird species that thrive in anthropogenic habitats, like the red-whiskered bulbul (AAD <italic>pers. obs.</italic>). In Sri Lanka, its seeds are dispersed by the yellow-eared bulbul (<xref ref-type="bibr" rid="B76">Wijesundara, 2012</xref>), while flowers are reported to be pollinated by the Sri Lankan white-eye (<italic>Zosterops ceylonensis;</italic> <xref ref-type="bibr" rid="B76">Wijesundara, 2012</xref>).</p>
</sec>
<sec id="s6_2">
<label>4.2</label>
<title>Impacts of <italic>C. aurantiacum</italic> on native <italic>shola</italic> woody plant communities</title>
<p>
<italic>Shola</italic> seedling regeneration was found to be lower in <italic>C. aurantiacum</italic> invaded sites. A similar finding has been reported for <italic>Lantana</italic> invaded sites in the Upper Nilgiris (<xref ref-type="bibr" rid="B47">Najar et&#xa0;al., 2019</xref>). The negative relationship between <italic>C. aurantiacum</italic> and native seedling regeneration could be due to either direct competitive effects or allelopathic interactions (<xref ref-type="bibr" rid="B8">Callaway and Ridenour, 2004</xref>). <italic>Cestrum</italic> spp. are reported to have anti-microbial properties (<xref ref-type="bibr" rid="B54">Prasad et&#xa0;al., 2013</xref>), which may lead to altered soil microbial communities in invaded sites (<xref ref-type="bibr" rid="B12">Elgersma and Ehrenfeld, 2011</xref>), thereby affecting native seedling regeneration. Alternatively, this association could also arise due to greater human disturbance in <italic>sholas</italic> near tea plantations, leading to lower levels of native species regeneration, while also allowing <italic>C. aurantiacum</italic> to spread faster (<xref ref-type="bibr" rid="B33">Lozano and MacIsaac, 1997</xref>). Further research is needed to elucidate the mechanisms behind this observation.</p>
<p>We found a strong negative relationship between <italic>C. aurantiacum</italic> abundance and the dominant native shrubs of the <italic>shola</italic> understorey, with some evidence in support of negative spatial interactions within the plot. There are several factors that could contribute to the impact of <italic>C. aurantiacum</italic> on native shrub populations. For instance, <italic>C. aurantiacum</italic> is native to cloud forest understoreys of central America and may therefore be well adapted to the microclimatic conditions of <italic>shola</italic> forest understoreys. This could enhance its impact within the context of this habitat (<xref ref-type="bibr" rid="B29">Kestrup and Ricciardi, 2009</xref>). It also grows in denser stands than native species, which has been associated with stronger impacts (<xref ref-type="bibr" rid="B21">Hejda et&#xa0;al., 2009</xref>). The combination of such environmental matching and greater fecundity (discussed below), could lead to large increases in abundance of <italic>C. aurantiacum</italic> in <italic>shola</italic> understories, sufficient to exclude native shrubs in parts of their range (<xref ref-type="bibr" rid="B35">MacDougall et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B60">Ricciardi et&#xa0;al., 2013</xref>).</p>
<p>While <italic>C. aurantiacum</italic> and native shrubs share common abiotic habitat requirements, they differ phylogenetically and also in key traits linked to growth and resource acquisition (trait divergence or phylogenetic distinctiveness; <xref ref-type="bibr" rid="B1003">Ricciardi and Atkinson, 2004</xref>). Native <italic>shola</italic> understorey dominants all belong to the family Rubiaceae, while <italic>C. aurantiacum</italic> is a member of Solanaceae. Further, it displays traits associated with fast growth and rapid resource capture in comparison to native shrubs (high specific leaf area (SLA) &#x2013; thinner, larger, more easily bruised leaves, low stem specific density; AAD <italic>pers. obsv.</italic>). Therefore, <italic>C. aurantiacum</italic> may avoid the effects of competitive interactions with native shrub species (<xref ref-type="bibr" rid="B31">Levine et&#xa0;al., 2003</xref>) by being sufficiently different from them in terms of phylogeny and key traits (<xref ref-type="bibr" rid="B66">Sofaer et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B51">Pearse et&#xa0;al., 2019</xref>).</p>
<p>Finally, <italic>C. aurantiacum</italic> exhibits characteristics associated with greater fecundity compared to native shrubs, i.e., more frequent and profuse flowering and fruiting (AAD <italic>pers. obs.</italic>). A South African study found it had comparable levels of fruit set to <italic>Lantana</italic> (<xref ref-type="bibr" rid="B58">Rambuda, 2001</xref>). Further research is required to assess the presence and relative contribution of each of the factors discussed above to the magnitude of <italic>C. aurantiacum</italic> impact on native shrubs.</p>
</sec>
<sec id="s6_3">
<label>4.3</label>
<title>Implications for conservation and management of <italic>shola</italic> habitats</title>
<p>Upper montane forests in the tropics and subtropics, like the <italic>sholas</italic>, often occur as relatively small patches (&lt;10 ha), that are separated by native grasslands, tea plantations or non-native timber stands (<xref ref-type="bibr" rid="B76">Wijesundara, 2012</xref>; <xref ref-type="bibr" rid="B11">Das et&#xa0;al., 2017</xref>). Hence, these habitats may be more vulnerable to impacts of invasion in the same way that islands are, due to their restricted area and isolation (<xref ref-type="bibr" rid="B55">Py&#x161;ek et&#xa0;al., 2012</xref>). In particular, they may exhibit a different form of the relationship between invader abundance and per capita impact compared to continuous forest ecosystems, with associated implications for the timing and nature of management interventions (<xref ref-type="bibr" rid="B66">Sofaer et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B70">Strayer, 2020</xref>).</p>
<p>Tea estates constitute approximately 26% of the Upper Nilgiris Plateau above 1400 m ASL (<xref ref-type="bibr" rid="B1">Arasumani et&#xa0;al., 2019</xref>) and therefore potentially pose a serious threat to native forests through propagule rain from invasive plants. We observed wide variation in the quality of tea estate (holdings &gt;100 ha) management across the landscape, ranging from abandonment of large areas planted with tea to intensely managed tea plantations. <italic>Shola</italic> patches in Korakundah tea estate, which has numerous certifications for ecological sustainability and fair trade, did not have <italic>C. aurantiacum</italic> in the understorey, indicating that estate management based on best practices could be effective in controlling the spread of this species. The COVID pandemic and related restrictions have probably hampered estate upkeep and management through shortages of tea estate labour and management personnel in areas important for conservation (<xref ref-type="bibr" rid="B4">Bates et&#xa0;al., 2021</xref>).</p>
<p>More recent work (<xref ref-type="bibr" rid="B25">Jobin et&#xa0;al., 2023</xref>) indicates that <italic>C. aurantiacum</italic> is also growing in the understorey of non-native timber plantations. It is also common in settlements and along road margins (AAD <italic>pers obs</italic>),. Together these landcover types probably contribute massive amounts of seed rain from <italic>C. aurantiacum</italic> across the Upper Nilgiris. Therefore, urgent attention to control of this species (particularly along road margins) in production and forestry landscapes surrounding natural <italic>shola</italic> forests &#x2013; specifically targeting the interface between <italic>sholas</italic> and the surrounding land cover &#x2013; is critical to mitigate the impacts of invasion. Experimental studies comparing the relative effectiveness of control methods for this species at different levels of invasion should be prioritized along with the restoration of native <italic>shola</italic> species (<xref ref-type="bibr" rid="B43">Mohandass et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B47">Najar et&#xa0;al., 2019</xref>).</p>
</sec>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>AAD conceptualized the research, collected the primary field data, ran the analysis and wrote and edited the manuscript. JR helped with conceptualization of the manuscript, and wrote and edited the manuscript. DJ helped with collection and analysis of field data, visualized the results, and edited the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>Funding for field data collection was provided by the ATREE-NORAGRIC grant. Further financial support for AAD from the DBT-RA programme in Biotechnology &amp; Life Sciences is gratefully acknowledged.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank Tamil Nadu Forest Department for granting fieldwork permits, and the management of Korakundah, Royal Valley, Thia Shola and Prospect Tea Estates for field assistance. We thank Uma Ramakrishnan for supporting AAD during her postdoctoral work. We are grateful to K.S. Bawa and T. Ganesh for guidance and support. We also thank Kartik Shanker and Siddharth Krishnan for their assistance with logistics during field data collection and R. Ganesan for taxonomic assistance. Paul Dorai, V. Rathish, Kishore and Thorthai Gooden assisted with field data collection. We are grateful to Mandira Banerji for her support. Finally, we thank the reviewers for their comments on the manuscript.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fevo.2023.1198085/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fevo.2023.1198085/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
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