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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Conserv. Sci.</journal-id>
<journal-title>Frontiers in Conservation Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Conserv. Sci.</abbrev-journal-title>
<issn pub-type="epub">2673-611X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcosc.2022.759046</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Conservation Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Ladybird communities in rural woodlands: Does an invader dominate?</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Farrow</surname>
<given-names>Rachel 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/1301700"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Roy</surname>
<given-names>Helen E.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/173479"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Brown</surname>
<given-names>Peter M. J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Applied Ecology Research Group, School of Life Sciences, Anglia Ruskin University</institution>, <addr-line>Cambridge</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>UK Centre for Ecology and Hydrology</institution>, <addr-line>Wallingford</addr-line>, <country>United Kingdom</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Danny Haelewaters, Ghent University, Belgium</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Junfeng Tang, China West Normal University, China; Old&#x159;ich Nedv&#x11b;d, University of South Bohemia in &#x10c;esk&#xe9; Bud&#x11b;jovice, Czechia</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Rachel A. Farrow, <email xlink:href="mailto:rachelafarrow@gmail.com">rachelafarrow@gmail.com</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Animal Conservation, a section of the journal Frontiers in Conservation Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>08</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>3</volume>
<elocation-id>759046</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>07</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Farrow, Roy and Brown</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Farrow, Roy and Brown</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 invasive alien species <italic>Harmonia axyridis</italic> (Coleoptera: Coccinellidae) was first observed in the UK in 2004. Previous studies have demonstrated the adverse effects on other species of <italic>H. axyridis</italic> during its early stages of establishment. However, habitat factors are important in determining distribution and population trends of ladybirds. Whilst the abundance of <italic>H. axyridis</italic> is well known in the UK within urban and other managed habitats, much less is known about its abundance in the wider countryside. Here we present the results of surveys from rural woodland habitats to assess whether or not <italic>H. axyridis</italic> dominates coccinellid communities in these rural habitats. Additionally, we explored the relationship between coccinellid and aphid abundance within these habitats. All field sites were in Cambridgeshire or Suffolk, East Anglia, UK and were surveyed between May and October 2016 and 2017. Three deciduous sites and three coniferous sites were included in the study. Surveys were conducted using a standardised approach involving sweep-netting within grass margins and tree beating to sample ladybirds from trees. Three distinct vegetation structures or layers were surveyed within both the coniferous and deciduous sites; tree, shrub and herb layer. All captured coccinellids were identified to species-level. Seventeen species of coccinellid and over 1300 individuals were recorded during the study period from two distinct site types (deciduous, coniferous). Species richness was lower at deciduous sites (n = 12) in comparison to coniferous (n = 16) sites. The coccinellid community also did not appear to be dominated by <italic>H. axyridis</italic> at rural sites, in contrast to urban areas. Deciduous woodland appeared to be a lesser preferred habitat of <italic>H. axyridis</italic> than coniferous woodland. Additionally, there was a distinct difference in the coccinellid community in relation to vegetation structure (across the tree, shrub and herb layers) between coniferous and deciduous sites. Our results indicate that there appear to be distinct native coccinellid communities at deciduous and coniferous sites. We discuss the way in which rural woodlands could act as a refuge for some native coccinellids.</p>
</abstract>
<kwd-group>
<kwd>biological invasions</kwd>
<kwd>Coccinellidae</kwd>
<kwd><italic>Harmonia axyridis</italic></kwd>
<kwd>invasive alien species</kwd>
<kwd>ladybirds</kwd>
<kwd>non-native species</kwd>
<kwd>rural habitat</kwd>
<kwd>woodland</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="87"/>
<page-count count="14"/>
<word-count count="6496"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>The natural world is changing rapidly with increased human activity having dramatic consequences for biodiversity and ecosystems (<xref ref-type="bibr" rid="B42">IPBES, 2019</xref>). The last 50 years has seen a rapid escalation in the movement of animals and plants, locally and globally, often resulting in species establishing in habitats where they would not otherwise naturally occur (<xref ref-type="bibr" rid="B6">Blackburn et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B49">Lucy et&#xa0;al., 2016</xref>). The number of species being introduced to regions beyond their natural range has risen steadily over the last two centuries, with increasing trade and travel but also linked to other drivers of environmental change that facilitate biological invasions such as land and sea use change, climate change and pollution (<xref ref-type="bibr" rid="B67">Seebens et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">IPBES, 2019</xref>). Change in invertebrate biodiversity, including the addition of invasive alien species within ecological networks, is a major concern globally (<xref ref-type="bibr" rid="B18">Didham et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B53">Mikanowski, 2017</xref>). When introduced to a new region, generalist alien species are more likely to become invasive than specialist species; this can result in native specialist species being outcompeted and thereby leading to functional homogenisation (<xref ref-type="bibr" rid="B12">Clavel et&#xa0;al., 2011</xref>). It can be difficult to ascertain the effect that the presence of an invasive alien species (IAS) may have on ecosystem function, however in recent years, there has been evidence of the effects on the invaded ecosystem and community (<xref ref-type="bibr" rid="B69">Simberloff et&#xa0;al., 2013</xref>) due to invasive alien plants (<xref ref-type="bibr" rid="B47">Liao et&#xa0;al., 2007</xref>) and invasive alien aquatic invertebrates (<xref ref-type="bibr" rid="B16">Crawford et al., 2006</xref>; <xref ref-type="bibr" rid="B15">Constable and Birkby, 2016</xref>; <xref ref-type="bibr" rid="B52">Mathers et&#xa0;al., 2016</xref>).</p>
<p>Many coccinellid species provide ecosystem services in the form of pest control (<xref ref-type="bibr" rid="B61">Roy et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B39">Hon&#x11b;k et&#xa0;al., 2017</xref>). While there have been notable successes of introducing coccinellids for biological control (<xref ref-type="bibr" rid="B20">Dixon et&#xa0;al., 1997</xref>; <xref ref-type="bibr" rid="B24">Fowler, 2004</xref>), a number of introduced species (e.g. <italic>Harmonia axyridis, Coccinella septempunctata</italic>) have become established beyond their release sites and have subsequently had negative effects on native coccinellid species (<xref ref-type="bibr" rid="B22">Evans, 2000</xref>; <xref ref-type="bibr" rid="B2">Adriaens et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B8">Brown et&#xa0;al., 2011a</xref>; <xref ref-type="bibr" rid="B62">Roy et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B70">Sloggett, 2017</xref>); hence considered as IAS. These IAS are often studied in urban (<xref ref-type="bibr" rid="B8">Brown et&#xa0;al., 2011a</xref>; <xref ref-type="bibr" rid="B79">Vigl&#xe1;&#x161;ov&#xe1; et&#xa0;al., 2017</xref>) or agricultural habitats (<xref ref-type="bibr" rid="B5">Bianchi et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B28">Grez et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B29">Grez et&#xa0;al., 2014a</xref>), however less is known of the ecology of these species in rural habitats<xref ref-type="fn" rid="fn1">
<sup>1</sup>
</xref>.</p>
<p>In any habitat, a small number of dominant coccinellid species (between two and four) are expected to comprise around 90% of the community (<xref ref-type="bibr" rid="B38">Hon&#x11b;k, 2012</xref>). <xref ref-type="bibr" rid="B68">Selyemov&#xe1; et al. (2007)</xref> reported a diverse coccinellid community in rural coniferous woodland that was dominated by four species, however, <italic>H. axyridis</italic> was not established in the region at the time. When investigating overwintering coccinellids in coniferous woodland, <xref ref-type="bibr" rid="B36">Holecov&#xe1; et&#xa0;al. (2018)</xref> reported that <italic>H. axyridis</italic> was not the most abundant coccinellid. In the UK, just as <italic>H. axyridis</italic> was establishing, <xref ref-type="bibr" rid="B8">Brown et&#xa0;al. (2011a)</xref> reported that <italic>H. axyridis</italic> was largely absent from coniferous woodland. Furthermore, <xref ref-type="bibr" rid="B59">Purse et&#xa0;al. (2014)</xref> predicted coniferous woodland could be a refuge for native coccinellids because climate models suggest these habitats are suboptimal for <italic>H. axyridis</italic>. Vegetation structure of a habitat can also influence coccinellid assemblages. Grassland has been shown to be a refuge for native coccinellid species with very few invasive alien coccinellids recorded in this habitat (<xref ref-type="bibr" rid="B19">Diepenbrock and Finke, 2013</xref>). Rural woodland generally consists of a range of tree species and areas of wild herbs/grassland. In Michigan (USA) coccinellid species richness was higher when the habitat was more complex and contained a range of vegetation structures from deciduous trees to grassland and crops (<xref ref-type="bibr" rid="B13">Colunga-Garcia et&#xa0;al., 1997</xref>). When non-crop vegetation was added to an agricultural habitat, coccinellid abundance increased (<xref ref-type="bibr" rid="B82">Woltz and Landis, 2014</xref>) and intraguild predation between a native coccinellid and <italic>H. axyridis</italic> decreased (<xref ref-type="bibr" rid="B3">Amaral et&#xa0;al., 2015</xref>). Additionally, trees and grassland tend to have a more diverse coccinellid community than crops (<xref ref-type="bibr" rid="B38">Hon&#x11b;k, 2012</xref>). Beginning to understand how and why certain habitats are used by particular coccinellid species would be beneficial to understanding the relationship between <italic>H. axyridis</italic> and native specialist coccinellid species (<xref ref-type="bibr" rid="B71">Sloggett and Majerus, 2000a</xref>). Competition for food resources from <italic>H. axyridis</italic> is one of the reasons why native coccinellids may be negatively affected (<xref ref-type="bibr" rid="B8">Brown et&#xa0;al., 2011a</xref>) and so monitoring aphid abundance adds another dimension to studies of coccinellid community dynamics.</p>
<p>
<italic>Harmonia axyridis</italic> is an intraguild predator; i.e. it preys upon other aphid natural enemies including the eggs and larvae of other coccinellid species (<xref ref-type="bibr" rid="B64">Roy et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B8">Brown et&#xa0;al., 2011a</xref>). It has been suggested that an ongoing increase of <italic>H. axyridis</italic> numbers may lead to the extinction of some coccinellid species locally (<xref ref-type="bibr" rid="B33">Harmon et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B1">Adriaens et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B14">Comont et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B40">Hon&#x11b;k et&#xa0;al., 2016</xref>). <xref ref-type="bibr" rid="B33">Harmon et&#xa0;al. (2007)</xref> highlighted the decline of <italic>A. bipunctata</italic> over a broad geographic range after the invasion of <italic>C. septempunctata</italic> and <italic>H. axyridis</italic> in the North America. The dramatic decline of <italic>Coccinella novemnotata</italic> in North America has also been attributed to a combination of pressures exerted by both <italic>C. septempunctata</italic> and <italic>H. axyridis</italic> (<xref ref-type="bibr" rid="B48">Losey et&#xa0;al., 2012b</xref>; <xref ref-type="bibr" rid="B76">Tumminello et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B21">Ducatti et&#xa0;al., 2017</xref>). In Europe there has been a decline in <italic>A. bipunctata</italic> (Belgium &amp; UK), <italic>Adalia decempunctata</italic> and <italic>Calvia quattuordecimguttata</italic> (Czech Republic) since the arrival and establishment of <italic>H. axyridis</italic> (<xref ref-type="bibr" rid="B8">Brown et&#xa0;al., 2011a</xref>; <xref ref-type="bibr" rid="B61">Roy et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B40">Hon&#x11b;k et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B9">Brown and Roy, 2018</xref>). In the UK, distribution of <italic>H. axyridis</italic> is well known within urban and other anthropogenic habitats and <xref ref-type="bibr" rid="B46">Labrie et&#xa0;al. (2008)</xref> reported <italic>H. axyridis</italic> surviving very cold winters only where people dwell, as this species prefers to over-winter in anthropogenic structures. Additionally, <xref ref-type="bibr" rid="B10">Brown et&#xa0;al. (2011b)</xref> reported that <italic>H. axyridis</italic> tended to oviposit and feed at sites that have human structures nearby. However, much less is known on detailed habitat use of <italic>H. axyridis</italic> in the wider countryside (<xref ref-type="bibr" rid="B8">Brown et&#xa0;al., 2011a</xref>; <xref ref-type="bibr" rid="B9">Brown and Roy, 2018</xref>).</p>
<p>Considering the aforementioned studies together with the documented declines of native coccinellids in urban areas strongly correlated with the presence of <italic>H. axyridis</italic> in the UK (<xref ref-type="bibr" rid="B61">Roy et&#xa0;al., 2012</xref>), it is important to understand how native coccinellids are faring in rural areas (<xref ref-type="bibr" rid="B79">Vigl&#xe1;&#x161;ov&#xe1; et&#xa0;al., 2017</xref>). The aim of this study was to explore the relationship between the invasive alien <italic>H. axyridis</italic> and native coccinellid species in rural habitats.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Field sites</title>
<p>All sites were in Cambridgeshire or Suffolk and were identified based on the presence of native tree species. During the 2016 field season, four deciduous sites (Brampton Wood, Monk&#x2019;s Wood, Raveley Wood and Wistow Wood) and two coniferous sites (two sites at King&#x2019;s Forest, a much larger woodland at approximately 23km<sup>2</sup>) were sampled. Wistow Wood was removed as a site for 2017 as there were not sufficient tree numbers or grassland habitat to complete full surveys. An additional coniferous site at King&#x2019;s Forest was added for surveying in 2017. Thus, during the 2017 field season three deciduous woodlands (Brampton Wood, Monk&#x2019;s Wood and Raveley Wood) and three coniferous woodlands (three sites at King&#x2019;s Forest) were surveyed (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). Site locations can be found in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material Figure&#xa0;S1</bold></xref>. Grid references were recorded using a Garmin GPSmap 60CSx. Surveys took place from the beginning of May to the end of October incorporating two seasons: summer (May, June, July) and autumn (August, September, October). In order to standardise data collection sampling took place between 10:00 and 16:00 when weather conditions were favourable, i.e. when the temperature was greater than 14&#xb0;C, conditions were dry and wind speeds were below 5 on the Beaufort scale (<xref ref-type="bibr" rid="B44">Jones et&#xa0;al., 2006</xref>). Some surveys were carried out when the temperature was below 14&#xb0;C, however in such instances there was at least 60% sun. Humidity and ambient temperature were recorded using an EasyLog EL-21CFR-2-LCD.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Locations with woodland type and year surveyed for each field site.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Site</th>
<th valign="top" align="center">Woodland Type</th>
<th valign="top" align="center">Grid References</th>
<th valign="top" align="center">County</th>
<th valign="top" align="center">2016 Surveys</th>
<th valign="top" align="center">2017 Surveys</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Brampton Wood</td>
<td valign="top" align="left">Deciduous</td>
<td valign="top" align="left">TL1787 7018</td>
<td valign="top" align="left">Cambridgeshire</td>
<td valign="top" align="center">&#x221a;</td>
<td valign="top" align="center">&#x221a;</td>
</tr>
<tr>
<td valign="top" align="left">Monk&#x2019;s Wood</td>
<td valign="top" align="left">Deciduous</td>
<td valign="top" align="left">TL1976 8011</td>
<td valign="top" align="left">Cambridgeshire</td>
<td valign="top" align="center">&#x221a;</td>
<td valign="top" align="center">&#x221a;</td>
</tr>
<tr>
<td valign="top" align="left">Raveley Wood</td>
<td valign="top" align="left">Deciduous</td>
<td valign="top" align="left">TL2444 8184</td>
<td valign="top" align="left">Cambridgeshire</td>
<td valign="top" align="center">&#x221a;</td>
<td valign="top" align="center">&#x221a;</td>
</tr>
<tr>
<td valign="top" align="left">Wistow Wood</td>
<td valign="top" align="left">Deciduous</td>
<td valign="top" align="left">TL2963 8214</td>
<td valign="top" align="left">Cambridgeshire</td>
<td valign="top" align="center">&#x221a;</td>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">King&#x2019;s Forest 01</td>
<td valign="top" align="left">Coniferous</td>
<td valign="top" align="left">TL8223 7374</td>
<td valign="top" align="left">Suffolk</td>
<td valign="top" align="center">&#x221a;</td>
<td valign="top" align="center">&#x221a;</td>
</tr>
<tr>
<td valign="top" align="left">King&#x2019;s Forest 02</td>
<td valign="top" align="left">Coniferous</td>
<td valign="top" align="left">TL8201 7417</td>
<td valign="top" align="left">Suffolk</td>
<td valign="top" align="center">&#x221a;</td>
<td valign="top" align="center">&#x221a;</td>
</tr>
<tr>
<td valign="top" align="left">King&#x2019;s Forest 03</td>
<td valign="top" align="left">Coniferous</td>
<td valign="top" align="left">TL8088 7153</td>
<td valign="top" align="left">Suffolk</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">&#x221a;</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_2">
<title>Vegetation layers/structure</title>
<p>Three vegetation layers were selected for data collection; tree, shrub and herb layer. These layers encompass the key vegetation types found within a woodland and collectively contain the majority of UK ladybird species (<xref ref-type="bibr" rid="B63">Roy et&#xa0;al., 2013</xref>). The tree and shrub species selected for surveying were all native to the UK. Additionally, the number of individuals of each tree/shrub species was sufficient to allow regular visits during the sampling season at the respective woodland sites and avoid over-sampling. The herb layer (grassland/grass layer) comprised low vegetation including grasses, wildflowers, thistle, bramble, saplings etc. Vegetation height in the grass margins did not exceed one metre in height. The shrub layer (intermediate layer) comprised shrubs (<xref ref-type="bibr" rid="B31">Hall et al., 2004</xref>) and immature trees, with the sampled plants being no higher than three metres. The species selected for data collection were hazel (<italic>Corylus avellana</italic>) and hawthorn (<italic>Crataegus monogyna</italic>) in deciduous woodland and immature Scots Pine (<italic>Pinus sylvestris</italic>) and birch (<italic>Betula pendula</italic>) in coniferous woodland. The tree layer (mature layer) consisted of trees that were over three metres high with the target species being oak (<italic>Quercus robur</italic>) and field maple (<italic>Acer campestre</italic>) in deciduous woodland and mature Scots pine (<italic>Pinus sylvestris</italic>) and silver birch (<italic>Betula pendula</italic>) in coniferous woodland. The tree and shrub layer are on occasion referred to collectively as woodland and the herb layer referred to as grassland.</p>
</sec>
<sec id="s2_3">
<title>Survey methods</title>
<p>Sweep-netting was used to sample coccinellids in the herb layer. This method involved the use of a sweep net which comprised of a white canvas bag (46cm in diameter) attached to a metal ring on a large pole. One sweep was carried out for one metre of distance walked with 100 metres of grassland being surveyed at deciduous and coniferous woodland sites only. Sweeping this area took approximately 25 minutes. An estimate of the percentage plant cover of the grass margin was determined by eye at each sampling point. Tree beating was used to collect ladybirds from the tree and shrub layers. This method involved using a stick (approximately 1.5 metres in length) to sharply tap tree branches whereby insects fell onto a large white beating tray (110cm x 86cm) (<xref ref-type="bibr" rid="B63">Roy et&#xa0;al., 2013</xref>). Three individual branches on each tree were sampled by tapping each branch three times in quick succession. Depending on accessibility, each survey was carried out around the full circumference of the tree. Ten trees of each species in both the intermediate and mature layers were surveyed in deciduous and coniferous woodland. Surveying ten trees within one gradient took approximately 25 minutes. All captured coccinellids were identified to species level in the field. Larvae in the early stages of development, especially first and second instar, are very difficult to identify to species level in the field and so where there was uncertainty the term &#x2018;Early Stage Larva&#x2019; (ESL) was used. Additionally, third instar <italic>Harmonia</italic> spp. larvae are included in the ESL group due to the similarity between <italic>H. axyridis</italic> and <italic>H. quadripunctata</italic> at this life stage. Just over six percent of larval records were not identifiable due to their early stage (ESL) (<xref ref-type="supplementary-material" rid="SM1"><bold>Table S1</bold></xref>) and were excluded from analyses. The number of aphids (adult and immature) captured during sweeping/tree beating were also recorded. Due to potentially very large numbers being present these numbers were estimated in increments of 5 (for example, 1, 5, 10, 15, 20, 25, etc.). Aphids (Aphidoidea) were identified to superfamily.</p>
</sec>
<sec id="s2_4">
<title>Data analysis</title>
<p>Analyses was carried out using R Studio (<xref ref-type="bibr" rid="B60">R Core Team, 2019</xref>) except for canonical correspondence analysis which was carried out in PAleontological Statistics (PAST) Version 3.23 (<xref ref-type="bibr" rid="B32">Hammer et&#xa0;al., 2001</xref>). The following R packages were used for basic analyses and visualisation of data: dplyr (<xref ref-type="bibr" rid="B81">Wickham et&#xa0;al., 2019</xref>), ggfortify (<xref ref-type="bibr" rid="B41">Horikoshi and Tang, 2016</xref>; <xref ref-type="bibr" rid="B74">Tang et&#xa0;al., 2016</xref>), ggplot2 (<xref ref-type="bibr" rid="B80">Wickham, 2016</xref>), ggpubr (<xref ref-type="bibr" rid="B45">Kassambara, 2018</xref>). For multivariate analyses three packages were used: Hotelling (<xref ref-type="bibr" rid="B17">Curran, 2018</xref>), lattice (<xref ref-type="bibr" rid="B66">Sarkar, 2008</xref>) and vegan (<xref ref-type="bibr" rid="B56">Oksanen et&#xa0;al., 2019</xref>). The remaining packages used for regression analyses were: fmsb (<xref ref-type="bibr" rid="B55">Nakazawa, 2018</xref>), lmtest (<xref ref-type="bibr" rid="B85">Zeileis and Hothorn, 2002</xref>), pscl (<xref ref-type="bibr" rid="B86">Zeileis et&#xa0;al., 2008</xref>), sandwich, (<xref ref-type="bibr" rid="B83">Zeileis, 2004</xref>; <xref ref-type="bibr" rid="B84">Zeileis, 2006</xref>), lattice and MASS (<xref ref-type="bibr" rid="B78">Venables and Ripley, 2002</xref>). Wilcoxon paired tests were used to compare abundances of native coccinellids and <italic>H. axyridis</italic> at the same locations, e.g. deciduous woodland. Spearman&#x2019;s correlation was utilised to investigate any association between both <italic>H. axyridis</italic> and native coccinellid abundance and that of aphids.</p>
<sec id="s2_4_1">
<title>Regression models</title>
<p>Generalised linear models (GLM) were utilised to investigate the effects of site type (deciduous, coniferous), vegetation structure (tree, shrub, herb) and season (summer, autumn) on coccinellid and aphid abundance. Data from tree and shrub layer were analysed together under the collective term &#x2018;woodlands&#x2019; when investigating site type while the grassland data was analysed separately due to differences in sampling method. Environmental variables (temperature, humidity) were included in the models. We assessed overdispersion commonly associated with count data and accordingly used log Likelihood, Akaike Information Criterion (AIC) and weighted AIC, with the weighted AIC being the deciding factor as to which model was the best fit. In the majority of cases, either a zero-inflated negative binomial (ZINB) model or negative binomial regression (NB) model were the best fit for the data, and on occasion the null model was the better fit. Temperature and humidity were checked for collinearity with a variance inflation factor (VIF). Neither variables were of concern with a VIF of &lt; 1.2 each, and both were incorporated into the regression models. <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref> presents which model was the best fit for explaining the effects of the variables on <italic>H. axyridis</italic>, native coccinellid and aphid abundance in rural woodlands and rural grasslands. Model comparisons can be found in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material, Tables S3&#x2013;S19</bold></xref>.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Final model that was best fit when variables applied under the following conditions.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Location</th>
<th valign="top" align="center">Rural woodland</th>
<th valign="top" align="center">Deciduous woodland</th>
<th valign="top" align="center">Coniferous woodland</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" colspan="4" align="left">Dependent variable</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>H. axyridis</italic>
</td>
<td valign="top" align="left">Full ZINB</td>
<td valign="top" align="left">Full ZINB</td>
<td valign="top" align="left">Reduced NB</td>
</tr>
<tr>
<td valign="top" align="left">Native coccinellids</td>
<td valign="top" align="left">Reduced NB</td>
<td valign="top" align="left">Full ZINB</td>
<td valign="top" align="left">Reduced NB</td>
</tr>
<tr>
<td valign="top" align="left">Aphidoidea</td>
<td valign="top" align="left">Full ZINB</td>
<td valign="top" align="left">Full ZINB</td>
<td valign="top" align="left">Reduced NB</td>
</tr>
<tr>
<td valign="top" align="left">Location</td>
<td valign="top" align="left">Rural grassland</td>
<td valign="top" align="left">Deciduous grassland</td>
<td valign="top" align="left">Coniferous grassland</td>
</tr>
<tr>
<td valign="top" colspan="4" align="left">Dependent variable</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>H. axyridis</italic>
</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">N/A</td>
<td valign="top" align="left">N/A</td>
</tr>
<tr>
<td valign="top" align="left">Native coccinellids</td>
<td valign="top" align="left">Reduced NB</td>
<td valign="top" align="left">Null model</td>
<td valign="top" align="left">Full ZINB</td>
</tr>
<tr>
<td valign="top" align="left">Aphidoidea</td>
<td valign="top" align="left">Full ZINB</td>
<td valign="top" align="left">Full ZINB</td>
<td valign="top" align="left">Full NB</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT2_1"><p>ZINB, Zero-inflated negative binomial; NB, Negative binomial; N/A, not applicable due not enough data available for analysis.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2_4_2">
<title>Diversity</title>
<p>Shannon Diversity was calculated for rural sites only and for native coccinellid species only. Simpson&#x2019;s diversity was not carried out as rare species or those recorded in low numbers are not given the same consideration by the index as more abundant species by this measure (<xref ref-type="bibr" rid="B50">Magurran, 2004</xref>; <xref ref-type="bibr" rid="B54">Morris et&#xa0;al., 2014</xref>). Differences in diversity across site types and season were calculated using t-tests while ANOVA was used to assess any differences in diversity within the vegetation structure followed by a <italic>post-hoc</italic> Tukey if any significances were apparent. Regression models were run to determine if native coccinellid diversity had any effect on the abundance of <italic>H. axyridis</italic> and native coccinellids.</p>
</sec>
<sec id="s2_4_3">
<title>Ordination</title>
<p>Canonical Correspondence Analysis (CCA) detects patterns of variation in a given community that can be explained by environmental data. The analysis focuses on beta-diversity (how dissimilar sites are) instead of alpha diversity (diversity of a site) (<xref ref-type="bibr" rid="B87">Zuur et&#xa0;al., 2007</xref>). This method of multivariate analysis generates an ordination diagram where a given species point is at the weighted average or centroid of the sites where it was recorded (<xref ref-type="bibr" rid="B75">ter Braak and Verdonschot, 1995</xref>). The qualitative environmental variables (site type and vegetation layer) are illustrated by a point that is the centroid of site points belonging to that group, for example the weighted average of the tree layer where the weight is the total abundance of the tree layer (<xref ref-type="bibr" rid="B75">ter Braak and Verdonschot, 1995</xref>). This analysis was used to investigate the relationship that two variables had on the coccinellid assemblage; site type (deciduous or coniferous) and vegetation layer (tree, shrub or herb). The coccinellid data were fourth root transformed to remove any effect of highly abundant species (<xref ref-type="bibr" rid="B11">Chessman, 2003</xref>; <xref ref-type="bibr" rid="B58">Pickwell, 2012</xref>). Interpretation of the resulting ordination is based on the eigenvalues, statistical significance determined by Monte Carlo permutation test and ecological interpretability (<xref ref-type="bibr" rid="B75">ter Braak and Verdonschot, 1995</xref>). In this case, the biplot rule (described below) was applied as the eigenvalues were less than 0.4 and this rule is more informative than the centroid rule when eigenvalues are low (<xref ref-type="bibr" rid="B75">ter Braak and Verdonschot, 1995</xref>). Firstly, the direction of maximum change in the relative abundance of a species (e.g. species X or Y) was determined by drawing a line from Species X to the origin. Subsequently the sites were then projected onto the arrow for Species X, illustrating the share each site (site A or B) has in the total abundance of each species (<xref ref-type="bibr" rid="B75">ter Braak and Verdonschot, 1995</xref>; <xref ref-type="bibr" rid="B87">Zuur et&#xa0;al., 2007</xref>). To interpret how a species relates to an environmental variable, imagine the variable line (e.g. &#x2018;Type&#x2019;) is extended in the opposite direction for the same distance, forming an axis of its own. Each species can be projected perpendicular to the axis, indicating the species relationship with that variable (<xref ref-type="bibr" rid="B87">Zuur et&#xa0;al., 2007</xref>). The combination of regression models, the Shannon diversity index and the ordination analysis yielded a detailed representation of coccinellid assemblages.</p>
</sec>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>Seventeen species of coccinellid totalling 1,330 individuals were recorded during the study period across three different vegetation gradients (tree, shrub &amp; herb layer) from deciduous and coniferous woodland. Just eight of these coccinellid species were recorded in the herb layer in comparison to 16 species on trees &amp; shrubs in woodland (see <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material  Tables S1, S2</bold></xref>). Five species (<italic>Myzia oblongoguttata, Myrrha octodecimguttata</italic>, <italic>Scymnus suturalis</italic>, <italic>Subcoccinella vigintiquattuorpunctata</italic> and <italic>Tytthaspis sedecimpunctata</italic>) were recorded in coniferous woodland only, while one species (<italic>Psyllobora vigintiduopunctata</italic>) was recorded in deciduous woodland only. In grassland, four coccinellid species (<italic>Exochomus quadripustulatus</italic>, <italic>S. suturalis</italic>, <italic>S. vigintiquattuorpunctata</italic> and <italic>T. sedecimpunctata</italic>) were recorded at coniferous sites only. Inclusive of all three vegetation layers, species richness was lower at deciduous (n = 12) than coniferous (n = 16) sites.</p>
<sec id="s3_1">
<title>Coccinellids in tree &amp; shrub layer</title>
<p>Rural woodland site type (deciduous and coniferous) was analysed separately. Native coccinellid abundance was significantly greater than that of <italic>H. axyridis</italic> in deciduous woodland (median = 2 and 0 respectively, Z = -5.43, p &lt; 0.001, r = 0.60) and coniferous woodland (median = 3.5 and 1 respectively, Z = -4.15, p &lt; 0.001, r = 0.50) (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). The binary model of the ZINB revealed that the likelihood of recording <italic>H. axyridis</italic> was higher in the summer rather than autumn across rural woodlands combined (z = -3.011, p = 0.003). The only variable that affected <italic>H. axyridis</italic> abundance was vegetation layer in both deciduous only and coniferous only woodland, with a greater number recorded in the tree layer (z = 2.65, p = 0.008 and z = 2.82, p = 0.005 respectively) (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). The abundance of <italic>H. axyridis</italic> was higher during the summer (z = 4.78, p &lt; 0.001) in deciduous woodland with no effect of season apparent in coniferous woodland. In addition to the results from the logistic model, the binary model explained in greater detail what the zeros represented in these data, with the likelihood of recording <italic>H. axyridis</italic> being significantly higher in coniferous woodland in comparison to deciduous woodland (z = 3.67, p = 0.0002). In rural woodland, deciduous sites had a significantly lower number of native coccinellids than did coniferous sites (z&#xa0;=&#xa0;-3.16, p = 0.002) (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). In deciduous woodland, vegetation layer had no effect on native coccinellid abundance, however, abundance was significantly higher in the tree layer of coniferous woodland as opposed to the shrub layer (z = 2.67, p = 0.008) (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). Season did not influence the abundance of native coccinellids in deciduous only or coniferous only woodland.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Mean number (+SE) per site visit of coccinellids recorded in woodland at deciduous-only and coniferous-only sites in Cambridgeshire and Suffolk. Native = all native coccinellids recorded; Dec. = Deciduous; Con. = Coniferous; Tree = Tree layer; Shrub = Shrub layer. Square brackets indicate the grouping of the Tree and Shrub layer for the respective deciduous and coniferous sites. Consecutive letters indicate where significant differences occur.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcosc-03-759046-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Coccinellids in herb layer</title>
<p>Eight coccinellid species totalling 405 individuals were recorded in the grassland habitat. Two of the species, <italic>S. vigintiquattuorpunctata</italic> and <italic>T. sedecimpunctata</italic> were predominantly confined to grassland (with only two occurrences of <italic>S. vigintiquattuorpunctata</italic> on trees). Very few <italic>H. axyridis</italic> were recorded in the herb layer (n = 12) and as a result it was not possible to apply any statistical analysis. Significantly fewer native coccinellids were recorded in grassland within deciduous habitat (z = -3.08, p = 0.002) as indicated by the reduced negative binomial model (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>) than within grassland in coniferous habitats. In coniferous woodland, native coccinellids were significantly more abundant during summer rather than autumn (z = 3.23, p = 0.001). The null model was the best fit to investigate coccinellid abundance in grassland at deciduous sites revealing no effect of season on native coccinellid abundance.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Mean number (+SE) per site visit of coccinellids recorded in the grass layer at deciduous and coniferous sites in Cambridgeshire and Suffolk. Native = all native coccinellids recorded. Consecutive letters indicate where significant differences occur.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcosc-03-759046-g002.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Coccinellid diversity</title>
<p>When considered as an entire habitat, coniferous sites hosted a significantly higher native coccinellid diversity (t = 5.83, p &lt; 0.001) than deciduous woodlands (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>). In deciduous woodland sites, native coccinellid diversity varied significantly (one-way ANOVA: F = 4.35, p = 0.015) with the tree layer having greater diversity than the grass layer (p = 0.01) as revealed by a <italic>post-hoc</italic> Tukey test. Coniferous sites also exhibited differences between the different vegetation structures (F = 9.24, p &lt;0.0002) with a significantly lower diversity in both the shrub layer and grass layer (p = 0.0005 &amp; p = 0.001 respectively; <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>) in comparison to tree layer. There was no effect of seasonality on native coccinellid diversity in deciduous woodland, however native coccinellid diversity in coniferous woodlands was higher during the summer (t = -2.23, p = 0.02). The count part of the ZINB model revealed that native coccinellid diversity did not affect <italic>H. axyridis</italic> abundance, however, the binary model indicated that the probability of recording <italic>H. axyridis</italic> was significantly lower when native coccinellid diversity was higher (z = -2.37, p = 0.01). As expected, native coccinellid abundance was higher when native coccinellid diversity was higher (z = 5.6, p &lt; 0.001).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Mean Shannon diversity (+SE) of native coccinellid species at deciduous and coniferous sites and at different vegetation layers across all sites in Cambridgeshire and Suffolk. Consecutive letters indicate where significant differences occur. Letters on brackets represent differences between deciduous and coniferous sites collectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcosc-03-759046-g003.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>Coccinellid assemblage</title>
<p>The coccinellid assemblage is represented by an ordination plot (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>) which is interpreted below by starting with the environmental variables, Type and Layer. Focusing firstly on the &#x2018;Type&#x2019; axis, there is a clear difference in the coccinellid communities that are associated with coniferous only and deciduous only sites. Some species are positively associated with coniferous (<italic>M. oblongoguttata, M. octodecimguttata, Scymnus suturalis., H. quadripunctata</italic>) and deciduous (<italic>Halyzia sedecimguttata, A. decempunctata, P. quattuordecimpunctata</italic>) sites while other species are more generalist and are associated with both sites in varying abundances (<italic>H. axyridis, E. quadripustulatus, C. septempunctata</italic>) (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). The &#x2018;Layer&#x2019; axis also reveals that certain species are associated with particular vegetation layers and others are quite generalist in their habitat preferences. Habitat generalist species appear to aggregate along the centre of the &#x2018;Layer&#x2019; axis (<italic>H. axyridis, E. quadripustulatus, Scymnus suturalis, P. quattuordecimpunctata</italic>) while the herb layer has a distinct coccinellid assemblage (<italic>P. vigintiduopunctata, S. vigintiquattuorpunctata, T. sedecimpunctata</italic>) (<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>Species-conditional CCA triplot based on a canonical correspondence analysis of the coccinellid and environmental data recorded at rural sites in Cambridgeshire and Suffolk. Environmental vectors are amplified by a factor of two. Axis 1 explained 99.3% of the variation in the taxon-environmental structure and axis 2 explained 0.7% of the variation (Eigenvalues were 0.3505 and 0.0024 respectively); Type = coniferous sites (KF01, KF02, KF03 = Kings Forest site 1, 2 and 3) and deciduous sites (BW = Brampton Wood, MW = Monk&#x2019;s Wood, RW = Raveley Wood); Layer = tree, shrub and herb layer (coloured in red, black and gold respectively); coniferous sites are indicated by filled squares, deciduous sites by filled dots and coccinellid species by blue dots; coccinellid species = (A2, <italic>Adalia bipunctata</italic>; A10, <italic>Adalia decempunctata</italic>; AnO, <italic>Anatis ocellata</italic>; C7, <italic>Coccinella septempunctata</italic>; C14, <italic>Calvia quattuordecimguttata</italic>; ChRe, <italic>Chilocorus renipustulatus</italic>; ExQ, <italic>Exochomus quadripustulatus</italic>; H4, <italic>Harmonia quadripunctata</italic>; H16, <italic>Halyzia sedecimguttata</italic>; Hax, <italic>Harmonia axyridis</italic>; M18, <italic>Myrrha octodecimguttata</italic>; MyO, <italic>Myzia oblongoguttata</italic>; P14, <italic>Propylea quatuordecimpunctata</italic>; P22, <italic>Psyllobora vigintiduopunctata</italic>; S24, <italic>Subcoccinella vigintiquatuorpunctata</italic>; Scy, <italic>Scymnus suturalis</italic>; T16, <italic>Tytthaspis sedecimpunctata</italic>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcosc-03-759046-g004.tif"/>
</fig>
<p>Several species show a preference for the tree layer over the shrub layer in both coniferous (<italic>A. bipunctata, M. oblongoguttata</italic>, <italic>M. octodecimguttata</italic>, <italic>H. quadripunctata</italic>, <italic>Anatis ocellata</italic>) and deciduous sites (<italic>Chilocorus renipustulatus</italic>, <italic>Calvia quattuordecimguttata</italic>, <italic>H. sedecimguttata</italic>, <italic>A. decempunctata</italic>) (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). The herb layer at coniferous sites is distinct from the other coniferous vegetation layers and as expected is more similar to the deciduous herb layer (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). There was no difference in species diversity between the shrub and tree layer at deciduous sites and from the CCA plot (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>) it becomes apparent that coccinellids use both vegetation structures with little variation between them, particularly when comparing the herb layer. For example, <italic>C. septempunctata</italic> (C7) is associated with both the herb and shrub layer, but with a greater abundance associated with the herb layer and a lower abundance associated with the tree layer. The tree and shrub layer at coniferous sites host similar coccinellid assemblages to each other. For example, <italic>E. quadripustulatus</italic> (ExQ) was associated across all coniferous sites for both the tree and shrub layer yet has a greater association with the tree layer. Two coccinellid species (<italic>T. sedecimpunctata</italic> &amp; <italic>S. vigintiquattuorpunctata</italic>) dominated the herb layer at coniferous sites that were not associated with any other site type or vegetation layer.</p>
<p>
<italic>Harmonia axyridis</italic> appears as a generalist in the ordination diagram, being situated close to the origin and almost halfway on both variable axes. This species, however, was more positively associated with coniferous sites and with the shrub layer (KF01, KF03, KF02 &amp; BW), while <italic>H. axyridis</italic> was negatively associated with the herb layer at both site types. Associations with certain native coccinellid species were evident, however these species were not as abundant as <italic>H. axyridis</italic>. Both <italic>E. quadripustulatus</italic> (ExQ) and <italic>A. bipunctata</italic> (A2) have a similar association with coniferous sites as <italic>H. axyridis</italic>, however <italic>A. bipunctata</italic> is positively associated with the tree layer, unlike <italic>E. quadripustulatus</italic> which seemed to utilise both the tree and shrub layer (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>).</p>
</sec>
<sec id="s3_5">
<title>Aphids</title>
<p>Across all site types (deciduous, coniferous) and vegetation structures (tree, shrub and herb layers) a total of 10,683 aphids (prey) were recorded. Woodland type had an effect on aphid abundance with significantly lower abundance at deciduous sites (z = -3.34, p = 0.0008; <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>). Vegetation structure had no effect on aphid abundance at either deciduous or coniferous woodland sites. <italic>Harmonia axyridis</italic> abundance was positively associated with aphid abundance at coniferous-only woodland while native coccinellid abundance was negatively associated with aphid abundance at deciduous-only woodland (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>). There was a negative association between aphid and native coccinellid abundance in deciduous grassland (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Mean number (log<sub>10+1</sub> transformed) (+SE) per site visit of <italic>H. axyridis</italic> and native coccinellids recorded in relation to records of Aphids in East Anglia. Native = native coccinellids recorded. Consecutive letters indicate where significant differences occur.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcosc-03-759046-g005.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Significance of Spearman correlations for coccinellid abundance with aphids recorded from trees at different site types.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Associated Insects</th>
<th valign="top" align="center">
<italic>Harmonia axyridis</italic>
</th>
<th valign="top" align="center">Native coccinellids</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" colspan="3" align="left">Aphids</td>
</tr>
<tr>
<td valign="top" align="left">Deciduous Woodland</td>
<td valign="top" align="center">0.086</td>
<td valign="top" align="center">-0.35</td>
</tr>
<tr>
<td valign="top" align="left">Coniferous Woodland</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">-0.13</td>
</tr>
<tr>
<td valign="top" align="left">Deciduous Grassland</td>
<td valign="top" align="center">n/a</td>
<td valign="top" align="center">-0.48</td>
</tr>
<tr>
<td valign="top" align="left">Coniferous Grassland</td>
<td valign="top" align="center">n/a</td>
<td valign="top" align="center">0.10</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT3_1"><p>Significant r<sup>2</sup> values are shown in bold.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>In this study, native coccinellids were more abundant than <italic>H. axyridis</italic> in both coniferous and deciduous woodland. This contrasts with studies on coccinellid assemblages in urban habitats which are dominated by <italic>H. axyridis</italic> (<xref ref-type="bibr" rid="B8">Brown et&#xa0;al., 2011a</xref>; <xref ref-type="bibr" rid="B79">Vigl&#xe1;&#x161;ov&#xe1; et&#xa0;al., 2017</xref>). When comparing deciduous and coniferous woodland habitats, the coniferous sites hosted a higher number of native coccinellids than did deciduous sites. Previous studies have suggested that coniferous habitat may act as a barrier to the continuing establishment of <italic>H. axyridis</italic>, thereby providing a refuge for native coccinellids from <italic>H. axyridis</italic> (<xref ref-type="bibr" rid="B8">Brown et&#xa0;al., 2011a</xref>; <xref ref-type="bibr" rid="B59">Purse et&#xa0;al., 2014</xref>), but our results do not support this. It is possible that <italic>H. axyridis</italic> has adapted to conditions found at coniferous sites in the UK and can overwinter successfully within them. <italic>Harmonia axyridis</italic> is highly phenotypically plastic and can adapt to available habitats, prey efficiently (<xref ref-type="bibr" rid="B51">Majerus et&#xa0;al., 2006</xref>) and climatic extremes (<xref ref-type="bibr" rid="B72">Sloggett and Majerus, 2000b</xref>).</p>
<p>When investigating overwintering coccinellid assemblages, <xref ref-type="bibr" rid="B36">Holecov&#xe1; et&#xa0;al. (2018)</xref> found that even though <italic>H. axyridis</italic> was one of the most abundant species on Scots Pine, the majority of the time, either <italic>E. quadripustulatus</italic> or <italic>C. septempunctata</italic> made up a larger proportion of overwintering coccinellids, being similar to that observed in this study. Coniferous woodlands experience less extreme temperature variation than deciduous woodlands (<xref ref-type="bibr" rid="B23">Ferrez et&#xa0;al., 2011</xref>) and greater overwintering success as a result could explain the increased abundance of native coccinellids at these sites. Additionally, considering the preference <italic>H. axyridis</italic> has for more sheltered overwintering sites, it is possible that the large area of coniferous plantation in this study provided sufficient shelter to enable this species to overwinter successfully. With a shortage of knowledge on coccinellid assemblages at overwintering sites (<xref ref-type="bibr" rid="B57">Pendleton and Pendleton, 1997-2019</xref>; <xref ref-type="bibr" rid="B35">Hodek, 2012</xref>; <xref ref-type="bibr" rid="B36">Holecov&#xe1; et&#xa0;al., 2018</xref>) investigating the overwintering coccinellid assemblages in coniferous woodland would provide further knowledge of coccinellid behaviour and importantly how climate change may influence coccinellid assemblages in the future. Another feature of the coccinellid life cycle that may be impacted by climate change is diapause. As the onset of diapause varies among coccinellid species (<xref ref-type="bibr" rid="B35">Hodek, 2012</xref>) the coccinellid community can vary. Studies on coccinellid diapause tend to focus on one of a small number of species and very little is known in relation to how diapause may impact coccinellid assemblages. Exploring the influence of diapause would lead to a greater understanding of the coccinellid community.</p>
<p>There was a distinct difference in the coccinellid community in relation to vegetation structure (tree, shrub and herb layer) between coniferous and deciduous sites. Within these individual site types, vegetation structure affected both the abundance and distribution of different species. The tree layer in both deciduous and coniferous woodland supported the greatest coccinellid diversity and in both cases differed to the herb layer. At urban sites, <xref ref-type="bibr" rid="B79">Vigl&#xe1;&#x161;ov&#xe1; et&#xa0;al. (2017)</xref> found that coccinellid diversity also differed across the different vegetation types that were surveyed, with higher species diversity in trees in comparison to nettle stands. The herb layer in this current study also hosted a different coccinellid community to that of the tree and shrub layer, likely due to the very different food sources available in the herb layer (mildew, plant material, different aphids). Similar findings were reported by <xref ref-type="bibr" rid="B79">Vigl&#xe1;&#x161;ov&#xe1; et&#xa0;al. (2017)</xref> for the coccinellid species observed on nettle stands. The differences reported in this current research relate to both site types with a unique coccinellid assemblage at both coniferous and deciduous sites. Grassland specialists dominated the herb layer at coniferous sites (e.g. <italic>T. sedecimpunctata</italic> &amp; <italic>S. vigintiquattuorpunctata</italic>), while generalist coccinellids, such <italic>C. septempunctata</italic> dominated at deciduous sites. Interestingly, <xref ref-type="bibr" rid="B79">Vigl&#xe1;&#x161;ov&#xe1; et&#xa0;al. (2017)</xref> reported seasonal differences in how <italic>C. septempunctata</italic> used different vegetation structures, with greater numbers in nettles in the summer, and higher abundance on trees later in the year. No such seasonal effect was evident within our study, however, <italic>C. septempunctata</italic> did make use of the different vegetation layers as previously illustrated.</p>
<p>The abundance of <italic>H. axyridis</italic>, when present, was not influenced by native coccinellid diversity, however, when native coccinellid diversity was higher, the probability of occurrence of <italic>H. axyridis</italic> was lower. In an agricultural habitat, <xref ref-type="bibr" rid="B27">Grez et&#xa0;al. (2021)</xref> reported native coccinellid diversity to be negatively associated with non-native coccinellid abundance. It is widely documented that <italic>H. axyridis</italic> is often the most abundant coccinellid at urban sites, however this was not the case for rural woodland and grassland habitats in this study. <italic>Adalia bipunctata</italic> is reported to have high niche overlap with <italic>H. axyridis</italic> (<xref ref-type="bibr" rid="B73">Sloggett, 2008</xref>), however, the extent of co-occurrence between <italic>H. axyridis</italic> and <italic>A. bipunctata</italic> is likely to vary between habitats (urban/rural, tree/grass). Recently, <xref ref-type="bibr" rid="B26">Gardiner et&#xa0;al. (2021)</xref> reported native coccinellid diversity to be positively associated with forested habitat, while being negatively associated with urbanised habitats.</p>
<p>A negative relationship was observed between native coccinellid and aphid abundance at deciduous sites but at coniferous sites <italic>H. axyridis</italic> and aphid abundance were positively correlated. The majority of coccinellids recorded at deciduous sites were <italic>C. septempunctata</italic>, which is a species that is known to tolerate areas with low aphid density (<xref ref-type="bibr" rid="B37">Hon&#x11b;k, 1985</xref>). The third and fourth most frequently observed coccinellids at deciduous sites were <italic>P. quattuordecimpunctata</italic> and <italic>A. decempunctata</italic>, both of which are also tolerant of low aphid abundance (<xref ref-type="bibr" rid="B37">Hon&#x11b;k, 1985</xref>). The relationship between coccinellid abundance and that of aphids, however, is not an easy one to tease apart, in part due to the dynamic nature of both aphid and coccinellid populations. <xref ref-type="bibr" rid="B77">Vandereycken et&#xa0;al. (2013)</xref> reported a positive relationship between aphids and coccinellids in a range of crop habitats. Conversely, when investigating coccinellids in urban areas, <xref ref-type="bibr" rid="B79">Vigl&#xe1;&#x161;ov&#xe1; et&#xa0;al. (2017)</xref> found the relationship between common coccinellid species and aphid abundance to be non-linear with coccinellid abundance increasing with that of aphids, however when aphid abundance became very high, coccinellid abundance decreased. Furthermore, <xref ref-type="bibr" rid="B8">Brown et&#xa0;al. (2011a)</xref> and <xref ref-type="bibr" rid="B9">Brown and Roy (2018)</xref> did not find any correlation between <italic>H. axyridis</italic> or aphidophagous coccinellids and aphid abundance. A network ecology approach may reveal more about the complex relationship between coccinellids and aphids.</p>
</sec>
<sec id="s5">
<title>Conclusion and future work</title>
<p>The decline of native coccinellids is not solely a consequence of the arrival of <italic>H. axyridis</italic> and indeed some studies show that native species were in decline prior to its arrival (e.g. <italic>A</italic>. <italic>bipunctata</italic> &amp; <italic>C. quinquepunctata</italic> in Czech Republic, <xref ref-type="bibr" rid="B40">Hon&#x11b;k et&#xa0;al., 2016</xref>). Climate change, land use change, intensification of agricultural practices (<xref ref-type="bibr" rid="B40">Hon&#x11b;k et&#xa0;al., 2016</xref>) and increased anthropogenic disturbance (<xref ref-type="bibr" rid="B9">Brown and Roy, 2018</xref>) may all have contributed to the decline of these species alongside the arrival of <italic>H. axyridis</italic>. There are suggestions that the initial decline of native species will reverse and that the invasive alien and native populations may stabilise and co-exist (<xref ref-type="bibr" rid="B34">Hentley et&#xa0;al., 2016</xref>). Research by <xref ref-type="bibr" rid="B40">Hon&#x11b;k et&#xa0;al. (2016)</xref> illustrates just how important long-term population studies are in having baseline data prior to the establishment of an IAS but also in determining how native coccinellid abundance can fluctuate over several years. Long-term studies in a range of habitats are needed to reveal a more complete picture on native coccinellid communities and how they change in the presence of IAS and other drivers of environmental change. Other process may be influencing the differences we observed between coniferous and deciduous sites, perhaps connectivity or adjacent land use or a combination of the two. Including these aspects in future work would enhance our knowledge of coccinellid communities and contribute to informing conservation action.</p>
<p>Coccinellid communities are not often the sole focus of studies and information on their structure tends to come as an add-on to other works (<xref ref-type="bibr" rid="B38">Hon&#x11b;k, 2012</xref>). More research needs to be initiated to investigate the coccinellid community as a whole and not just focus on individual species. In this study <italic>H. axyridis</italic> was less abundant than native coccinellids as a group within both rural woodland and rural grassland. A distinct native coccinellid assemblage was present within all three vegetation layers (tree, shrub and herb layer) sampled. Moving this research further forward, it would be interesting to explore how the coccinellid community varies with seasonality.</p>
<p>With increasing pressures from multiple drivers acting at varying temporal and spatial scales (<xref ref-type="bibr" rid="B7">Bonebrake et&#xa0;al., 2019</xref>), it is important to continue research into the dynamics of native coccinellid communities to inform appropriate conservation action. There is increasing evidence that the composition of landscapes can determine community composition (<xref ref-type="bibr" rid="B25">Gardiner et&#xa0;al., 2009</xref>), indeed <xref ref-type="bibr" rid="B30">Grez et&#xa0;al., 2014b</xref> demonstrated the importance of heterogeneous landscapes for increasing coccinellid diversity and abundance within agricultural systems. Indeed, conserving insect diversity, particularly as the pressure from global environmental change increases, will depend on improving spatial and temporal heterogeneity, including maintaining unique habitats and ensuring functional connectivity, to create landscape mosaics (<xref ref-type="bibr" rid="B65">Samways et&#xa0;al., 2020</xref>) that benefits insects including coccinellids. We have demonstrated the importance of different woodland habitats in supporting diverse coccinellid communities. Considering the complex relationship between aphids and generalist coccinellids it is important to further understand the importance of coccinellid diversity, how the communities exist in different landscape contexts and their role in ecosystem functioning.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<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"><bold>Supplementary Material</bold></xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>RAF, HER, PMJB contributed to conception and design of the study. RAF carried out field work and performed statistical analysis. RAF wrote the first draft of the manuscript. All authors contributed to revision of the manuscript, read and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>RAF received a studentship from Anglia Ruskin University to complete this research. HER was supported by the Natural Environment Research Council award number NE/R016429/1 as part of the UK-SCAPE programme Delivering National Capability.</p>
</sec>
<sec id="s9" sec-type="acknowledgement">
<title>Acknowledgments</title>
<p>Thank you to the following who granted land access for RAF to undertake surveys: Bedfordshire Cambridgeshire Northamptonshire Wildlife Trust; Forestry Commission; Natural England. Thank you to A. Pickwell, I. Bradley &amp; M. Farrow for assistance during survey work.</p>
</sec>
<sec id="s10" 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="s11" 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>
</body>
<back>
<sec id="s12" 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/fcosc.2022.759046/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcosc.2022.759046/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
<fn-group>
<fn id="fn1">
<label>
<sup>1</sup>
</label>
<p>In this study the term rural is used to describe the habitats surveyed that were based in woodland areas that were not within a town or city.</p>
</fn>
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