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<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>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2025.1532974</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>Holocene reconstruction of the spruce budworm outbreak-fire interaction in the mixed boreal forest reveals a peculiar oscillation</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Leclerc</surname>
<given-names>Marc-Antoine</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Simard</surname>
<given-names>Martin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Morin</surname>
<given-names>Hubert</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Plant and Animal Ecology Laboratory, Department of Fundamental Sciences, University of Qu&#xe9;bec at Chicoutimi, QC</institution>, <addr-line>Chicoutimi, QC</addr-line>, <country>Canada</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Geography, Laval University</institution>, <addr-line>Qu&#xe9;bec City, QC</addr-line>, <country>Canada</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Anna Maria Mercuri, University of Modena and Reggio Emilia, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Yawen Ge, Hebei Normal University, China</p>
<p>Eleonora Cl&#xf2;, University of Modena and Reggio Emilia, Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Marc-Antoine Leclerc, <email xlink:href="mailto:leclercmarcantoine@gmail.com">leclercmarcantoine@gmail.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>03</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1532974</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>02</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Leclerc, Simard and Morin</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Leclerc, Simard and Morin</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>Characterizing millennial and multi-millennial variability in disturbance regimes will be crucial in improving knowledge within the context of a changing climate and the development of sustainable forest management practices in the eastern Canadian mixed boreal forest. The major biotic and abiotic disturbances in the mixed boreal forest are the spruce budworm, and fire, respectively. The ability to reconstruct the variability of these disturbance agents under different climate conditions over long time periods will help elucidate the interaction between the agents and their dynamics in the mixed boreal forest. The objective of this observational study was to reconstruct the frequency of large spruce budworm population (LSBP) and fire disturbance events, and describe their interaction in the mixed boreal forest over the course of the Holocene within the context of changing vegetation and climatic conditions. Lepidopteran scales and sedimentary charcoal were used to reconstruct the local/extra-local disturbance history from lake sediment along with pollen to reconstruct changes in tree species composition. Spruce budworm and fire disturbance events were determined using the CharAnalysis software. Regime shifts in disturbance event frequencies along with changes in tree composition were detected using Sequential T-test Analysis of Regime Shifts. Spearman&#x2019;s correlation was used to determine the relationship between spruce budworm and fire event frequencies. Over the course of the Holocene, 57 LSBP events and 76 fire events were detected with event frequencies ranging between 0.75-6.30 events*kyr<sup>-1</sup> and 1.71-10.5 events*kyr<sup>-1</sup> respectively. Nine and 7 regime shifts in LSBP and fire event frequencies were detected respectively, along with 2 shifts in vegetation. A significant negative correlation was observed between LSBP and fire event frequencies from 6000-1000 BP suggestive of a linked disturbance interaction. The first local lake sediment multi-millennial disturbance regime reconstruction comprising both spruce budworm and fire in the mixed forest revealed a very peculiar oscillation in disturbance event frequencies. Each disturbance seemingly establishes a positive disturbance-vegetation feedback that favors itself and inhibits the occurrence of the other. Further, rapid climate change events may act as a key trigger in establishing the respective feedback loops resulting in the observed disturbance event frequency oscillation.</p>
</abstract>
<kwd-group>
<kwd>
<italic>Choristoneura fumiferana</italic>
</kwd>
<kwd>spruce budworm</kwd>
<kwd>fire</kwd>
<kwd>disturbance interaction</kwd>
<kwd>mixed boreal forest</kwd>
<kwd>Holocene</kwd>
</kwd-group>
<contract-num rid="cn001">499381-15</contract-num>
<contract-sponsor id="cn001">Natural Sciences and Engineering Research Council of Canada<named-content content-type="fundref-id">10.13039/501100000038</named-content>
</contract-sponsor>
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<fig-count count="6"/>
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<equation-count count="0"/>
<ref-count count="200"/>
<page-count count="16"/>
<word-count count="6704"/>
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<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Paleoecology</meta-value>
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</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Within the context of increasing variability in temperature and precipitation (<xref ref-type="bibr" rid="B57">Easterling et&#xa0;al., 2000</xref>), the effects of forest disturbances are expected to be exacerbated (<xref ref-type="bibr" rid="B56">Dymond et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B122">Millar and Stephenson, 2015</xref>; <xref ref-type="bibr" rid="B118">McDowell et&#xa0;al., 2020</xref>). Greater tree mortality is likely to result from forest disturbances acting synergistically with other drivers (<xref ref-type="bibr" rid="B4">Allen et&#xa0;al., 2010</xref>, <xref ref-type="bibr" rid="B3">2015</xref>; <xref ref-type="bibr" rid="B72">Hart et&#xa0;al., 2014</xref>, <xref ref-type="bibr" rid="B73">2017</xref>; <xref ref-type="bibr" rid="B54">De Grandpr&#xe9; et&#xa0;al., 2019</xref>). Warming temperatures may create conditions favorable to more frequent fire by increasing ignition rates through greater fuel availability which is expected to result in more intense and/or severe fires (see <xref ref-type="bibr" rid="B192">Westerling et&#xa0;al., 2003</xref>, <xref ref-type="bibr" rid="B193">2006</xref>, <xref ref-type="bibr" rid="B194">2011</xref>; <xref ref-type="bibr" rid="B62">Flannigan et&#xa0;al., 2009</xref>, <xref ref-type="bibr" rid="B60">2013</xref>). Similarly, warming temperatures have the potential of favoring insect development and overwintering survival (<xref ref-type="bibr" rid="B7">Ayres and Lombardo, 2000</xref>; <xref ref-type="bibr" rid="B10">Berg et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B9">Bentz et&#xa0;al., 2010</xref>), resulting in larger populations and more severe insect outbreaks (<xref ref-type="bibr" rid="B127">Murdock et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B191">Weed et&#xa0;al., 2013</xref>). However, during diapause, prolonged periods of warm temperatures may negatively affect survival (<xref ref-type="bibr" rid="B149">R&#xe9;gni&#xe8;re et&#xa0;al., 2012</xref>). Moreover, in response to such changes in temperatures, distribution of insect outbreaks may shift into historically novel habitats in response to a changing climate (<xref ref-type="bibr" rid="B85">Jepsen et&#xa0;al., 2008</xref>, <xref ref-type="bibr" rid="B86">2011</xref>; <xref ref-type="bibr" rid="B149">R&#xe9;gni&#xe8;re et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B58">Erbilgin et&#xa0;al., 2014</xref>), and/or result in feeding on host species that were formerly protected due to phenological asynchronies (<xref ref-type="bibr" rid="B143">Pureswaran et&#xa0;al., 2015</xref>, <xref ref-type="bibr" rid="B145">2019</xref>; <xref ref-type="bibr" rid="B66">Fuentealba et&#xa0;al., 2017</xref>). Given the uncertainty surrounding disturbance regime behavior under current climatic variability, potential analogs may be found by looking to past climate shifts and their effects on disturbance regimes.</p>
<p>The Holocene is a geological epoch that spans from roughly 11,700 years ago to the present (just after the preindustrial era) that experienced 3 major climate periods (<xref ref-type="bibr" rid="B185">Walker et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B187">Wanner et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B167">Shuman and Marsicek, 2016</xref>). The Early Holocene (EH 11,700 BP-7000 BP; before present; present refers to the year 1950) was a dry period (<xref ref-type="bibr" rid="B98">Lavoie and Richard, 2000</xref>; <xref ref-type="bibr" rid="B126">Muller et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B167">Shuman and Marsicek, 2016</xref>) with rapidly increasing temperature (<xref ref-type="bibr" rid="B187">Wanner et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B199">Zhang et&#xa0;al., 2016</xref>, <xref ref-type="bibr" rid="B200">2017</xref>; <xref ref-type="bibr" rid="B131">Neil and Gajewski, 2018</xref>). The collapse of the Laurentian Ice Sheet (<xref ref-type="bibr" rid="B153">Renssen et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B112">Marcott et al., 2013</xref>), brought about warm stable temperatures (<xref ref-type="bibr" rid="B181">Viau and Gajewski, 2009</xref>; <xref ref-type="bibr" rid="B167">Shuman and Marsicek, 2016</xref>; <xref ref-type="bibr" rid="B131">Neil and Gajewski, 2018</xref>) during the Holocene Thermal Maximum (HTM; 7000 BP-4200 BP) favoring prompt postglacial vegetation recolonization (<xref ref-type="bibr" rid="B18">Blarquez and Aleman, 2016</xref>) despite moisture variability (<xref ref-type="bibr" rid="B98">Lavoie and Richard, 2000</xref>; <xref ref-type="bibr" rid="B126">Muller et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B181">Viau and Gajewski, 2009</xref>). The Neoglacial (4200 BP-present) was generally humid (<xref ref-type="bibr" rid="B98">Lavoie and Richard, 2000</xref>; <xref ref-type="bibr" rid="B126">Muller et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B167">Shuman and Marsicek, 2016</xref>) and underwent cooling (<xref ref-type="bibr" rid="B186">Wanner et&#xa0;al., 2008</xref>, <xref ref-type="bibr" rid="B188">2011</xref>; <xref ref-type="bibr" rid="B113">Marsicek et&#xa0;al., 2018</xref>) but encompassed a brief dry period of warming (Medieval Climate Anomaly 1000-700 BP; MCA) and cooling (Little Ice Age 550-250 BP; LIA; <xref ref-type="bibr" rid="B111">Mann et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B184">Viau et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B95">Lafontaine-Boyer and Gajewski, 2014</xref>) ending with a rapid rate of warming (<xref ref-type="bibr" rid="B152">Renssen et&#xa0;al., 2012</xref>). Punctual rapid significant climate change events, associated with ice raft debris events (<xref ref-type="bibr" rid="B24">Bond et&#xa0;al., 1997</xref>, <xref ref-type="bibr" rid="B23">2001</xref>; outbursts of freshwater), occurred within these periods (<xref ref-type="bibr" rid="B116">Mayewski et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B188">Wanner et&#xa0;al., 2011</xref>), likely affected oceanic (<xref ref-type="bibr" rid="B29">Broecker, 1997</xref>, <xref ref-type="bibr" rid="B30">2003</xref>; <xref ref-type="bibr" rid="B179">T&#xf6;rnqvist and Hijma, 2012</xref>) and atmospheric circulatory patterns (<xref ref-type="bibr" rid="B172">Smith et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B55">Deininger et&#xa0;al., 2017</xref>) influencing climate, vegetation, and fire in Europe (<xref ref-type="bibr" rid="B136">P&#xe1;l et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B64">Florescu et&#xa0;al., 2019</xref>), and eastern North America (<xref ref-type="bibr" rid="B182">Viau et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B183">Viau et&#xa0;al., 2006</xref>). The Holocene, given its past climate variability, therefore, is an appropriate period to study potential changes in disturbance regime behavior.</p>
<p>Currently, the mixed boreal forest of Qu&#xe9;bec is dominated by 2 major forest disturbances: the spruce budworm and fire. The spruce budworm [<italic>Chorisoneura fumiferana</italic> Clemens] is a native lepidopteran defoliator and is the major biotic disturbance in the mixed boreal forest (<xref ref-type="bibr" rid="B107">MacLean, 2016</xref>; <xref ref-type="bibr" rid="B130">Nealis, 2016</xref>; <xref ref-type="bibr" rid="B144">Pureswaran et&#xa0;al., 2016</xref>). As a larva, the spruce budworm preferentially feeds on current year&#x2019;s needles of mature balsam fir [<italic>Abies balsamea</italic> (L.) Mill], its primary host, also feeding on older needles when necessary (<xref ref-type="bibr" rid="B142">Piene, 1989</xref>; <xref ref-type="bibr" rid="B79">Hennigar et&#xa0;al., 2008</xref>) along with the needles of secondary hosts (<italic>Picea</italic> spp.; <xref ref-type="bibr" rid="B79">Hennigar et&#xa0;al., 2008</xref>). Severe defoliation can result in tree mortality especially in balsam fir (<xref ref-type="bibr" rid="B105">MacLean, 1980</xref>, <xref ref-type="bibr" rid="B106">1984</xref>; <xref ref-type="bibr" rid="B108">MacLean and Ostaff, 1989</xref>), resulting in the formation of canopy gaps favoring the regeneration of balsam fir (<xref ref-type="bibr" rid="B92">Kneeshaw and Bergeron, 1996</xref>, <xref ref-type="bibr" rid="B93">1998</xref>, <xref ref-type="bibr" rid="B94">1999</xref>), along with its establishment in the canopy from pre-established seedlings and/or saplings (<xref ref-type="bibr" rid="B27">Bouchard et&#xa0;al., 2005</xref>, <xref ref-type="bibr" rid="B25">2006</xref>, <xref ref-type="bibr" rid="B26">2007</xref>). Incidentally, a greater proportion of balsam fir in a stand will also engender a greater probability of spruce budworm outbreaks, thereby establishing a positive disturbance-vegetation feedback loop (<xref ref-type="bibr" rid="B8">Baskerville, 1975</xref>; <xref ref-type="bibr" rid="B124">Morin, 1994</xref>) leading to episodic outbreaks (<xref ref-type="bibr" rid="B46">Cooke et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B130">Nealis, 2016</xref>). This feedback loop has likely existed since the postglacial recolonization of the landscape by balsam fir (<xref ref-type="bibr" rid="B170">Simard I. et&#xa0;al., 2002</xref>, <xref ref-type="bibr" rid="B169">2006</xref>; <xref ref-type="bibr" rid="B168">Simard S. et al., 2011</xref>; <xref ref-type="bibr" rid="B128">Navarro et&#xa0;al., 2018b</xref>).</p>
<p>Fire is the major abiotic disturbance in the mixed boreal forest. Climate and fuels play a substantial role in modulating fire disturbance regimes (<xref ref-type="bibr" rid="B104">Macias Fauria et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B1">Ali et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B19">Blarquez et&#xa0;al., 2015</xref>). Climate influences fuel combustibility through temperature and humidity affecting ignition, fire spread, and intensity (<xref ref-type="bibr" rid="B197">Wotton et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B196">Woolford et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B123">Molinari et&#xa0;al., 2018</xref>). Long-term climate will determine vegetation biomass thereby influencing fuel availability and accumulation (<xref ref-type="bibr" rid="B101">Littel et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B74">He and Lamont, 2018</xref>; <xref ref-type="bibr" rid="B119">McLauchlan et&#xa0;al., 2020</xref>). Further, climate will influence the species composition (i.e., proportion of coniferous and deciduous trees) of an area which can in turn affect subsequent burning (<xref ref-type="bibr" rid="B75">H&#xe9;ly et&#xa0;al., 2000</xref>, <xref ref-type="bibr" rid="B76">2020</xref>; <xref ref-type="bibr" rid="B69">Girardin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B19">Blarquez et&#xa0;al., 2015</xref>). Burn frequency and severity can also dictate which plant species will be present due to differential species regeneration strategies and requirements (<xref ref-type="bibr" rid="B36">Burns and Honkala, 1990</xref>; <xref ref-type="bibr" rid="B89">Keeley et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B137">Pausas, 2015</xref>). Therefore, there is the potential for the establishment of a positive feedback loop; fire-tolerant species may facilitate fuel structures that favor fire in the stand (e.g., lodgepole pine or black spruce; <xref ref-type="bibr" rid="B158">Rogers et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B96">Lamont et&#xa0;al., 2020</xref>), and the act of burning at particular frequencies then favors the establishment and propagation of the fire-tolerant species (<xref ref-type="bibr" rid="B50">Dantas et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B71">Harrison et&#xa0;al., 2021</xref>). In the mixed boreal forest, stand composition will generally be dominated by deciduous species following fire (<xref ref-type="bibr" rid="B11">Bergeron, 2000</xref>; <xref ref-type="bibr" rid="B48">Couillard et&#xa0;al., 2021</xref>), however this is dependent on fire event frequency or time since last fire, along with the surrounding composition.</p>
<p>In addition to potentially forming their own disturbance-vegetation feedback loops, these two major forest disturbances are able to interact with one another through forest legacies such as changes in forest composition and structure (<xref ref-type="bibr" rid="B33">Buma and Wessman, 2011</xref>, <xref ref-type="bibr" rid="B34">2012</xref>, <xref ref-type="bibr" rid="B35">2013</xref>; <xref ref-type="bibr" rid="B31">Buma, 2015</xref>). Generally, disturbance interactions can be categorized as being linked or compound (<xref ref-type="bibr" rid="B171">Simard M. et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B91">Kleinman et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B37">Burton et&#xa0;al., 2020</xref>). A linked disturbance interaction implies that the preceding disturbance alters stand structure and/or composition in such a way that the occurrence, extent, frequency and/or severity of the subsequent disturbance is affected (<xref ref-type="bibr" rid="B171">Simard M. et&#xa0;al., 2011</xref>). For example, the fuel structure and ensuing fire severity of a bark beetle infested stand is modulated by the time since the outbreak (<xref ref-type="bibr" rid="B133">Page and Jenkins, 2007a</xref>, <xref ref-type="bibr" rid="B134">b</xref>; <xref ref-type="bibr" rid="B171">Simard M. et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B80">Hicke et&#xa0;al., 2012</xref>). Similarly, insect defoliation occurring in dry coniferous forests limits available fuel and will reduce fire severity (<xref ref-type="bibr" rid="B102">Lynch and Moorcroft, 2008</xref>; <xref ref-type="bibr" rid="B45">Cohn et&#xa0;al., 2014</xref>). Alternatively, a compound disturbance interaction generally involves two disturbances occurring simultaneously or in quick succession having a greater effect together than each disturbance acting on its own (<xref ref-type="bibr" rid="B135">Paine et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B171">Simard M. et&#xa0;al., 2011</xref>). A clear example is the tree mortality resulting from a drought shortly followed by an insect outbreak (<xref ref-type="bibr" rid="B72">Hart et&#xa0;al., 2014</xref>, <xref ref-type="bibr" rid="B73">2017</xref>; <xref ref-type="bibr" rid="B54">De Grandpr&#xe9; et&#xa0;al., 2019</xref>), or the severity of a fire preceded by a drought (<xref ref-type="bibr" rid="B60">Flannigan et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B87">Jolly et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B122">Millar and Stephenson, 2015</xref>). In the mixed boreal forest, the spruce budworm and fire appear to exhibit a linked disturbance interaction. Over short time-scales, defoliation alters fuel structure in a manner increasing fire hazard (<xref ref-type="bibr" rid="B175">Stocks, 1987</xref>; <xref ref-type="bibr" rid="B189">Watt et&#xa0;al., 2018</xref>, <xref ref-type="bibr" rid="B190">2020</xref>), fire occurrence (<xref ref-type="bibr" rid="B63">Fleming et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B38">Candau et&#xa0;al., 2018</xref>), and fire risk (<xref ref-type="bibr" rid="B84">James et&#xa0;al., 2017</xref>), meanwhile over decades to centuries, the relationship appears to be antagonistic by decreasing the availability of live ladders fuels (<xref ref-type="bibr" rid="B176">Sturtevant et&#xa0;al., 2012</xref>). Similarly, over millennia, the interaction also appears to be negative, where one disturbance would inhibit the other (<xref ref-type="bibr" rid="B128">Navarro et&#xa0;al., 2018b</xref>), although the mechanisms behind the interaction has not yet been investigated.</p>
<p>Understanding past variability in disturbance regimes and their interactions given different climate phases and events during the Holocene will be key in elucidating the past disturbance dynamics of the mixed boreal forest ecosystem. For example, fire or spruce budworm events may predominately affect the mixed boreal forest under certain climate and/or vegetation conditions revealing information about possible system thresholds (<xref ref-type="bibr" rid="B163">Scheffer et&#xa0;al., 2001</xref>, <xref ref-type="bibr" rid="B164">2012</xref>). Identifying such thresholds help characterize the forest&#x2019;s ecosystem state landscape (<xref ref-type="bibr" rid="B162">Scheffer and Carpenter, 2003</xref>) and potentially reveal factors that may move the ecosystem within this landscape and/or shape this state landscape (<xref ref-type="bibr" rid="B165">Scheffer et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B180">van Nes et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B166">Scheffer and van Nes, 2007</xref>). Furthermore, rapid significant climate change events (<xref ref-type="bibr" rid="B24">Bond et&#xa0;al., 1997</xref>, <xref ref-type="bibr" rid="B23">2001</xref>; <xref ref-type="bibr" rid="B116">Mayewski et&#xa0;al., 2004</xref>) may modulate disturbance regimes as observed in changes in sedimentary charcoal accumulations and fire frequency in Europe (<xref ref-type="bibr" rid="B64">Florescu et&#xa0;al., 2019</xref>), or alter vegetation (<xref ref-type="bibr" rid="B136">P&#xe1;l et&#xa0;al., 2018</xref>) with the potential of changing the interaction between disturbances. Therefore, the long-term reconstruction of past disturbance regime variability may provide insights and reveal conditions that could serve as potential analogs helping guide current and future forest management decisions and practices (<xref ref-type="bibr" rid="B177">Swetnam et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B97">Landres et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B78">Hennebelle et&#xa0;al., 2018</xref>).</p>
<p>The purpose of this observational study is to reconstruct the variability in fire and large spruce budworm population (LSBP) disturbance event frequencies in the mixed boreal forest over the course of the Holocene, and to characterize the long-term interaction between the two agents within the context of potentially changing vegetation and incursions of rapid significant climate change events. In the mixed boreal forest, following postglacial recolonization and the arrival of balsam fir, it is expected that the spruce budworm will be the dominant disturbance due to the near constant availability of host-trees, and the subsequent implementation of a positive feedback between the insect and its host; presence of host-trees favor spruce budworm outbreaks, and spruce budworm outbreaks create favorable conditions for host-tree regeneration and establishment in the canopy. However, prior to the arrival of balsam fir, fire is expected to be the dominant disturbance in the mixed boreal forest; tree species composition prior to the establishment of balsam fir is expected to be more fire-tolerant (<xref ref-type="bibr" rid="B19">Blarquez et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B18">Blarquez and Aleman, 2016</xref>), and therefore promote more fire-prone conditions (<xref ref-type="bibr" rid="B75">H&#xe9;ly et&#xa0;al., 2000</xref>, <xref ref-type="bibr" rid="B77">2010</xref>, <xref ref-type="bibr" rid="B76">2020</xref>; <xref ref-type="bibr" rid="B69">Girardin et&#xa0;al., 2013</xref>). Further, cooler and drier conditions are expected to favor to the implementation of the fire disturbance-vegetation feedback loop as such conditions have led to greater fire frequency during the Holocene (<xref ref-type="bibr" rid="B40">Carcaillet et&#xa0;al., 2001a</xref>) while likely negatively affecting insect development and survival (<xref ref-type="bibr" rid="B7">Ayres and Lombardo, 2000</xref>; <xref ref-type="bibr" rid="B9">Bentz et&#xa0;al., 2010</xref>) reducing LSBP events. Finally, an inverse relationship, or negative correlation between the two disturbance agents at millennial and multi-millennial time-scales is expected (e.g., <xref ref-type="bibr" rid="B128">Navarro et&#xa0;al., 2018b</xref>) due to &#x2018;competition&#x2019; for a limited and changing resource i.e., tree species biomass will vary through time.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<p>Lake Buire (48.16540&#xb0;N, 70.57077&#xb0;W) is a small lake 1.3 ha in size, ca. 3.4m deep with limited inflow and outflow (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). It is found in the <italic>Abies balsamea-Betula papyrifera</italic> bioclimatic zone (<xref ref-type="bibr" rid="B159">Rowe, 1972</xref>; <xref ref-type="bibr" rid="B160">Saucier et&#xa0;al., 1998</xref>, <xref ref-type="bibr" rid="B161">2009</xref>) at 244 masl, surrounded by rolling terrain, and is in an area that has sustained heavy spruce budworm defoliation (&#x2265;75%) from 1974&#x2013;1984 and from 2016 to the time of sediment sampling (fall 2018; <xref ref-type="bibr" rid="B120">MFFP (Minist&#xe8;re des for&#xea;ts, de la faune et des parcs), 2021a</xref>). The stand composition around the lake at the time of sampling, in decreasing order of relative abundance, consisted of: trembling aspen [<italic>Populus tremuloides</italic> Michx.], paper birch [<italic>Betula papyrifera</italic> Marshall], balsam fir [<italic>Abies balsamea</italic> (L.) Mill], black spruce [<italic>Picea mariana</italic> (Mill.) Britton, Sterns &amp; Poggenburg], white spruce [<italic>Picea glauca</italic> (Moench) Voss], and yellow birch [<italic>Betula alleghaniensis</italic> Britt.] (<xref ref-type="bibr" rid="B121">MFFP (Minist&#xe8;re des for&#xea;ts, de la faune et des parcs), 2021b</xref>). The sediment column of lake Buire was sampled using a gravity corer (<xref ref-type="bibr" rid="B150">Renberg, 1991</xref>; <xref ref-type="bibr" rid="B151">Renberg and Hansson, 2008</xref>), and a modified Livingstone corer (<xref ref-type="bibr" rid="B198">Wright et&#xa0;al., 1984</xref>) to obtain, respectively, the lake-sediment interface, and the remainder of the column as overlapping 1 m segments. The latter were wrapped in polyethylene plastic and placed in ABS plumbing tubes for transport and storage. Sediment from both core types were sampled at a 1 cm resolution. This was done in the field for the gravity corer segments while the Livingstone segments were divided in the laboratory. All samples were stored at 4&#xb0;C until they were ready for processing.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Location of the sampled lake in central Qu&#xe9;bec, Canada.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-13-1532974-g001.tif"/>
</fig>
<sec id="s2_1">
<label>2.1</label>
<title>Sediment core chronology and composition, and forest composition</title>
<p>The chronological framework of the sediment core was determined using <sup>210</sup>Pb and radiocarbon (<sup>14</sup>C) dates to most accurately reconstruct the recent (last 150 years or so) and deep site history (thousands of years), respectively. <sup>210</sup>Pb activity measurements at 6 depths (0-1, 2-3, 5-6, 9-10, 14-15, and 24-25 cm) in the top 25 cm of the gravity core was obtained by Flett Research Ltd (Winnepeg, MN, Canada) from which an age-depth model was derived using the Constant Rate Supply model (<xref ref-type="bibr" rid="B6">Appleby and Oldfield, 1983</xref>; <xref ref-type="bibr" rid="B13">Binford, 1990</xref>). Macrofossils (leaves, needles, and seeds of terrestrial vegetation) were extracted at 50 cm intervals along the entire sediment profile and sent to the Radiocarbon Laboratory of the Andr&#xe9; E. Lalonde AMS Laboratory at the University of Ottawa (Ottawa, ON, Canada) to obtain <sup>14</sup>C dates. Radiocarbon dates and <sup>210</sup>Pb dates were combined in the rbacon package (<xref ref-type="bibr" rid="B14">Blaauw and Christen, 2011</xref>; <xref ref-type="bibr" rid="B15">Blaauw et&#xa0;al., 2021</xref>) in the R environment (<xref ref-type="bibr" rid="B147">R Core Team, 2021</xref>) to derive an age-depth model for the core.</p>
<p>In addition to establishing a chronological framework, core composition along with the successional context of the forest surrounding the lake was determined. Magnetic susceptibility of the sediment along the entire core profile was conducted using the Bartington MS2 System (<xref ref-type="bibr" rid="B52">Dearing, 1999</xref>). Magnetic susceptibility helps distinguish organic matter from inorganic matter, where the presence of the latter is suggestive of run-off, erosion, flooding or sediment mixing events (<xref ref-type="bibr" rid="B178">Thompson et&#xa0;al., 1975</xref>; <xref ref-type="bibr" rid="B53">Dearing and Flower, 1982</xref>; <xref ref-type="bibr" rid="B51">Da Silva et&#xa0;al., 2015</xref>). Values will typically fluctuate between 1 and -1 (SI units) where higher positive values indicate a higher proportion of inorganic material present in the sediment while slightly negative values or those occurring around 0 suggests that the core is composed of organic matter (<xref ref-type="bibr" rid="B52">Dearing, 1999</xref>). In this case, magnetic susceptibility was used to assess the integrity of the sediment core to identify the point beyond which the sediment core could not be confidently interpreted.</p>
<p>The successional context of the forest was determined by extracting and identifying pollen found in 1 cm<sup>3</sup> from the 1 cm core slices corresponding to an approximately 100-year sampling interval for the following species: black spruce, paper birch, balsam fir, eastern white pine [<italic>Pinus strobus</italic> L.]. These arboreal species were selected as they were most susceptible to show any change in disturbance. Greater abundance of black spruce and paper birch would suggest greater fire influence, whereas greater abundance of balsam fir, and eastern white pine would suggest less fire. Pollen extraction and identification was done using standard procedures (<xref ref-type="bibr" rid="B59">Faegri and Iversen, 1989</xref>) at l&#x2019;Universit&#xe9; de Montr&#xe9;al Palynology service laboratory. Pollen count of each species was converted to a percent of the total species sum and visualized using the rioja R package (<xref ref-type="bibr" rid="B88">Juggens, 2020</xref>), from which the ratio between the percent of <italic>A. balsamea</italic> pollen and <italic>P. mariana</italic> pollen was derived (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>) and calculated at each corresponding 100-year interval. An increase in the ratio suggests a larger proportion of balsam fir present relative to black spruce meanwhile a decrease in the ratio suggests either an increase in black spruce or a decrease in balsam fir. Pollen extraction and identification were done in an effort to better interpret the potential changes in disturbance regimes and their interactions through time.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Charcoal and lepidopteran scale sample preparation and processing</title>
<p>Lepidopteran scale count and charcoal surface area were used as proxies for the occurrence of LSBP events and the occurrence of fire (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>), respectively, where two 1 cm<sup>3</sup> punches (&#x2018;subsamples&#x2019; from herein) were extracted from each 1-cm slice along the core profile for lepidopteran scale, and charcoal analysis. Lepidopteran scale sample preparation followed a modified protocol from <xref ref-type="bibr" rid="B129">Navarro et&#xa0;al. (2018a)</xref> as described in <xref ref-type="bibr" rid="B99">Leclerc et&#xa0;al. (2024)</xref>. Briefly, subsamples were deflocculated, wet sieved, and the retained sediment was centrifuged in a sucrose solution. Finally, the pellet was ready for scale identification and count under a microscope once the supernatant was removed. Charcoal subsamples were placed in bleach (10% NaOCl) for a period of at least 24 hours to deflocculate the sediment and to facilitate charcoal particle identification relative to organic matter (<xref ref-type="bibr" rid="B20">Blarquez et&#xa0;al., 2010</xref>). The subsamples were sieved using a 150 &#xb5;m mesh, attempting to retain charcoal remains from local fires (<xref ref-type="bibr" rid="B43">Clark and Royall, 1995</xref>; <xref ref-type="bibr" rid="B44">Clark et&#xa0;al., 1996</xref>, <xref ref-type="bibr" rid="B42">1998</xref>; <xref ref-type="bibr" rid="B41">Carcaillet et&#xa0;al., 2001b</xref>; <xref ref-type="bibr" rid="B83">Higuera et&#xa0;al., 2007</xref>). The retained charcoal remains were identified under a dissecting microscope coupled to a camera. The charcoal surface area (mm<sup>2</sup>) in each subsample was quantified in the WinSEEDLE software (<xref ref-type="bibr" rid="B148">Regent Instruments Inc, 2019</xref>). Charcoal surface area, as opposed to charcoal count, was used to reconstruct fire occurrence in an effort to limit the potential of fragmentation that could lead to an erroneous count (<xref ref-type="bibr" rid="B2">Ali et&#xa0;al., 2009</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Charcoal and lepidopteran scale event identification</title>
<p>The CharAnalysis software and procedure (<xref ref-type="bibr" rid="B81">Higuera, 2009</xref>; <xref ref-type="bibr" rid="B82">Higuera et&#xa0;al., 2010</xref>) was used to reconstruct periods of LSBP and fire event history over the course of the Holocene. The raw accumulation rates were interpolated to a constant time-step using the median sampling resolution (C<sub>int</sub>). From the interpolated accumulation rates (C<sub>int</sub>) the background accumulation rates (C<sub>back</sub>) were determined using a LOWESS robust to outliers with a 500-year smoothing window to differentiate between the low and high frequency signals. The high frequency signal (C<sub>peak</sub>) was isolated by subtracting the background accumulation rates (C<sub>back</sub>) from the interpolated accumulation rates (C<sub>int</sub>). Noise (C<sub>noise</sub>) found within the high frequency signal was estimated using a Gaussian mixture model (<xref ref-type="bibr" rid="B68">Gavin et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B82">Higuera et&#xa0;al., 2010</xref>), and in an effort to remove this leftover noise that could result from sediment mixing (C<sub>noise</sub>), a local threshold, within a 500-year window and using the 99<sup>th</sup> percentile, was applied to identify lepidopteran scale and charcoal peak events (C<sub>fire</sub>). The peak events (C<sub>fire</sub>) were subjected to a &#x2018;minimum count criterion&#x2019; (<xref ref-type="bibr" rid="B82">Higuera et&#xa0;al., 2010</xref>), which determined whether two peaks were in fact two individual events, or if the two peaks originated from the same event. Finally, spruce budworm and fire peak event frequencies (number of events/1000 years) were calculated and then smoothed using a LOWESS with a 500-year window.</p>
<p>The 500-year smoothing window used to determine background accumulation rates, local thresholds, and smoothing of peak frequency was applied to both disturbances for comparability between disturbances and among studies. Background accumulation rates have typically been estimated using roughly 3 times the disturbance&#x2019;s return interval (<xref ref-type="bibr" rid="B39">Carcaillet et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B20">Blarquez et&#xa0;al., 2010</xref>). The spruce budworm outbreak return interval in recent history has been 30-40 years in the mixed boreal forest (<xref ref-type="bibr" rid="B16">Blais, 1983</xref>, <xref ref-type="bibr" rid="B17">1985</xref>; <xref ref-type="bibr" rid="B125">Morin and Laprise, 1990</xref>; <xref ref-type="bibr" rid="B28">Boulanger and Arseneault, 2004</xref>) which would result in an approximately 100-year smoothing window, while the fire return interval in <italic>Abies balsamea-Betula papyrifera</italic> type ecosystems appears to be around 300 years based on the estimates of <xref ref-type="bibr" rid="B65">Fr&#xe9;geau et&#xa0;al. (2015)</xref>, and <xref ref-type="bibr" rid="B47">Couillard et&#xa0;al. (2013</xref>, <xref ref-type="bibr" rid="B48">2021)</xref>, which would yield a smoothing window of about 900 years. However, to apply a robust local threshold to estimate spruce budworm events, a window of around 400 years would have been required to include at least 30 samples (<xref ref-type="bibr" rid="B82">Higuera et&#xa0;al., 2010</xref>). Finally, preliminary analyses revealed that the 500-year window-width yielded the highest Signal-to-Noise Ratio and Goodness of Fit values where shorter or longer widths yielded less or more conservative event estimates respectively. Therefore, the 500-year smoothing window-width used in this study is a trade-off between biological and statistical considerations, and allows for a comparison with the results obtained by <xref ref-type="bibr" rid="B128">Navarro et&#xa0;al. (2018b)</xref>.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Charcoal and lepidopteran scale regime shift analysis and interaction</title>
<p>Sequential T-test Analysis of Regime Shifts (STARS; <xref ref-type="bibr" rid="B155">Rodionov, 2004</xref>; <xref ref-type="bibr" rid="B157">Rodionov and Overland, 2005</xref>; <xref ref-type="bibr" rid="B156">Rodionov, 2006</xref>) was used to detect any changes in the observed disturbance event frequencies and vegetation composition over the course of the Holocene in the R environment (<xref ref-type="bibr" rid="B147">R Core Team, 2021</xref>). Prior to this analysis, peak spruce budworm and fire event frequencies were estimated using a Gaussian kernel density function with 200-year window width that was bootstrapped with 1000 replicates while applying a correction for edge bias (<xref ref-type="bibr" rid="B109">Mann, 2004</xref>; also see <xref ref-type="bibr" rid="B110">Mann, 2008</xref>) with the kdffreq function in the paleofire package (<xref ref-type="bibr" rid="B21">Blarquez et&#xa0;al., 2014</xref>), based on the median sampling resolution and events identified in CharAnalysis. The 200-year window was selected as preliminary analysis revealed that it was the best compromise between retention of variance and number of samples used to calculate the frequencies within the window (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S3</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>S4</bold>
</xref>). A 200-year cut-off was applied at the beginning and the end of the chronology in order to remove any edge effects that could affect subsequent analysis. The interaction between spruce budworm and fire event frequencies at the core of the chronology (6000-1000 BP) was quantified using Spearman&#x2019;s correlation with a significance level of 0.05.</p>
<p>The STARS method was used to identify change points in the respective disturbance event frequency and pollen accumulation time series over the course of the Holocene by comparing each observation to the previous observations and determining whether a regime shift has occurred (<xref ref-type="bibr" rid="B155">Rodionov, 2004</xref>; <xref ref-type="bibr" rid="B174">Stirnimann et&#xa0;al., 2019</xref>). This analysis was done using a running window of specified width within which a Student&#x2019;s t-test was performed determining whether the new observation was part of a new regime or not (<xref ref-type="bibr" rid="B155">Rodionov, 2004</xref>; <xref ref-type="bibr" rid="B174">Stirnimann et&#xa0;al., 2019</xref>). A potential change point was identified when the mean value of the new regime exceeded the range established by the old regime (<xref ref-type="bibr" rid="B155">Rodionov, 2004</xref>; <xref ref-type="bibr" rid="B157">Rodionov and Overland, 2005</xref>). If the cumulative sum of the normalized deviations, the Regime Shift Index (RSI), at each potential change point remained positive then a regime shift was detected, and the opposite was true if the RSI became negative (<xref ref-type="bibr" rid="B155">Rodionov, 2004</xref>; <xref ref-type="bibr" rid="B157">Rodionov and Overland, 2005</xref>).</p>
<p>The rstars function (<xref ref-type="bibr" rid="B174">Stirnimann et&#xa0;al., 2019</xref>) was applied to each disturbance regime peak frequency along with the ratio between balsam fir and black spruce (Abies: Picea ratio) with a window-width representing 1001 and 1000 years respectively, and a Huber&#x2019;s weight parameter of 1. The window-width was selected to be large enough to encompass successional turnover based on the lifespan of the trees found in the mixed boreal forest, typically living no longer than approximately 300 years in the case of balsam fir and black spruce (<xref ref-type="bibr" rid="B36">Burns and Honkala, 1990</xref>; <xref ref-type="bibr" rid="B11">Bergeron, 2000</xref>), while also remaining short enough to fit within the main known climate periods of the Holocene i.e., the EH, HTM, and Neoglacial which encompassed the MCA, and the LIA and pre-industrial era (<xref ref-type="bibr" rid="B185">Walker et&#xa0;al., 2012</xref>). The Huber&#x2019;s weight parameter weighed observations that fell beyond 1 standard deviation based on their distance from the new regime&#x2019;s mean, with a further distance resulting in a lower weight (<xref ref-type="bibr" rid="B174">Stirnimann et&#xa0;al., 2019</xref>). Neither of the disturbance event peak frequencies nor the Abies: Picea ratio time series were prewhitened. The disturbance series were obtained from the rigorous procedure applied in CharAnalysis, while for the pollen series, using the Inverse Proportionality with 4 corrections (IP4 method) yielded exactly the same result as an analysis without prewhitening (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5</bold>
</xref>). The significance level (&#x3b1;) used to test the RSI was 0.05, Huber&#x2019;s weight parameter was set to 1.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>General core characteristics and CharAnalysis output</title>
<p>The Buire sediment core was 741 cm in length dating to just over 8600 cal yr BP (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Analysis was restrained to the top 731 cm (339-1069cm) due to the inversion at the bottom of the core (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Sediment accumulation rate was relatively constant at approximately 10 yr*cm<sup>-1</sup>, and consisted of homogeneous gyttja (organic sediment); magnetic susceptibility values oscillated around 0 except at around 1005 cm (approximately 8000 BP) with the presence of a gradual gyttja-clay transition beyond which values were greater than 1 revealing an increasing inorganic component. The gradual transition to more clay at the bottom of the core is suggestive of an inorganic input event, likely resulting in the observed inversion in the age-depth model, where the final <sup>14</sup>C date was younger than the previous one (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The optimal age-depth model (red line) with 95% confidence interval (grey shading) and associated characteristics for lake Buire. The estimated age-depth model (<italic>main panel</italic>) with sampling locations (<sup>210</sup>Pb and radiocarbon dates in green and blue respectively) with their associated estimated errors. Markov Chain Monte Carlo (MCMC) simulations (upper left panel). Modelled accumulation of the core (top center panel) relative to a gamma distribution (green line). Variability in sediment accumulation over time (top right panel; Memory) compared to a beta distribution (green line).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-13-1532974-g002.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>The sampling interval and associated dates (cal. year BP &#xb1; standard deviation) used to construct the age-depth model for lake Buire.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Lab ID</th>
<th valign="middle" align="center">Depths (cm)</th>
<th valign="middle" align="center">Dated material</th>
<th valign="middle" align="center">
<sup>210</sup>Pb cal. year BP/ <sup>14</sup>C yr BP</th>
<th valign="middle" align="center">&#xb1;</th>
<th valign="middle" align="center">cal. BP (associated probability)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">
<sup>210</sup>Pb</td>
<td valign="middle" align="center">340-341</td>
<td valign="middle" align="center">Bulk sediment</td>
<td valign="middle" align="center">-68</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">
<sup>210</sup>Pb</td>
<td valign="middle" align="center">359-360</td>
<td valign="middle" align="center">Bulk sediment</td>
<td valign="middle" align="center">151</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="center">UOC-8707</td>
<td valign="middle" align="center">407-413</td>
<td valign="middle" align="center">Organic macrofossils</td>
<td valign="middle" align="center">528</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">610-621 (5.4%)<break/>515-555 (90.0%)</td>
</tr>
<tr>
<td valign="middle" align="center">UOC-8708</td>
<td valign="middle" align="center">498-502</td>
<td valign="middle" align="center">Organic macrofossils</td>
<td valign="middle" align="center">998</td>
<td valign="middle" align="center">21</td>
<td valign="middle" align="center">905-961 (85.1%)<break/>830-855 (9.1%)<break/>804-809 (1.2%)</td>
</tr>
<tr>
<td valign="middle" align="center">UOC-8709</td>
<td valign="middle" align="center">585-595</td>
<td valign="middle" align="center">Organic macrofossils</td>
<td valign="middle" align="center">2519</td>
<td valign="middle" align="center">28</td>
<td valign="middle" align="center">2679-2742 (29.3%)<break/>2608-2641-(15.0%)<break/>2492-2600 (51.1%)</td>
</tr>
<tr>
<td valign="middle" align="center">UOC-8710</td>
<td valign="middle" align="center">678-682</td>
<td valign="middle" align="center">Organic macrofossils</td>
<td valign="middle" align="center">3126</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">3324-3397 (72.4%)<break/>3252-3295 (23.0%)</td>
</tr>
<tr>
<td valign="middle" align="center">UOC-8711</td>
<td valign="middle" align="center">766-774</td>
<td valign="middle" align="center">Organic macrofossils</td>
<td valign="middle" align="center">3794</td>
<td valign="middle" align="center">25</td>
<td valign="middle" align="center">4117-4146 (8.0%)<break/>3975-4097 (87.4%)</td>
</tr>
<tr>
<td valign="middle" align="center">UOC-8712</td>
<td valign="middle" align="center">858-862</td>
<td valign="middle" align="center">Organic macrofossils</td>
<td valign="middle" align="center">4590</td>
<td valign="middle" align="center">27</td>
<td valign="middle" align="center">5401-5448 (28.1%<break/>5389-5392 (0.2%)<break/>5282-5328 (57.0%)<break/>5137-5162 (5.7%)</td>
</tr>
<tr>
<td valign="middle" align="center">UOC-8713</td>
<td valign="middle" align="center">948-952</td>
<td valign="middle" align="center">Organic macrofossils</td>
<td valign="middle" align="center">5685</td>
<td valign="middle" align="center">27</td>
<td valign="middle" align="center">6405-6535 (95.4%)</td>
</tr>
<tr>
<td valign="middle" align="center">UOC-8714</td>
<td valign="middle" align="center">1036-1044</td>
<td valign="middle" align="center">Organic macrofossils</td>
<td valign="middle" align="center">7467</td>
<td valign="middle" align="center">44</td>
<td valign="middle" align="center">8191-8375 (95.4%)</td>
</tr>
<tr>
<td valign="middle" align="center">UOC-8715</td>
<td valign="middle" align="center">1095-1102</td>
<td valign="middle" align="center">Organic macrofossils</td>
<td valign="middle" align="center">4978</td>
<td valign="middle" align="center">28</td>
<td valign="middle" align="center">5829-5856 (4.6%)<break/>5642-5750 (88.6%)<break/>5614-5630 (2.2%)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The CharAnalysis procedure detected 57 lepidopteran scale events over the course of the study period (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), however one outlying observation in this time series was removed prior to the analysis as it was an abnormally high accumulation (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). The frequency of lepidopteran scale events varied between 0.75 events*kyr<sup>-1</sup> and 6.30 events*kyr<sup>-1</sup> occurring at 7225 BP and 4706 BP, respectively. A total of 76 fire events were detected using the CharAnalysis procedure (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The frequency of charcoal peaks varied between 10.5 events*kyr<sup>-1</sup> and 1.71 events*kyr<sup>-1</sup> occurring at 8655 BP and 7841 BP, respectively. Prior to approximately 6000 BP fire event frequency was generally greater than lepidopteran scale event frequency, however, after this date an oscillation between the disturbance event frequencies is observed (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Disturbance event magnitude and frequency as obtained from CharAnalysis using a 500-year smoothing window. Each identified peak (+; diamonds above the respective accumulations) exceeded the low frequency signal (C<sub>back</sub>) and the 99<sup>th</sup> percentile local threshold applied to the high frequency signal (C<sub>peak</sub>). <bold>(A)</bold> Spruce budworm event peak magnitude; <bold>(B)</bold> Fire event peak magnitude; <bold>(C)</bold> disturbance event frequencies.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-13-1532974-g003.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Detected regime shifts and the interaction between the spruce budworm and fire</title>
<p>Multiple regime shifts (i.e., changes in mean) were detected in spruce budworm and fire event frequencies along with the Abies: Picea ratio over the course of the Holocene. Nine shifts in mean spruce budworm event frequency were detected, while 7 shifts in mean fire event frequency were detected (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Finally, two regime shifts were detected in the Abies: Picea ratio (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). One occurred at approximately 6000 BP where there was an increase in the mean ratio, and another shift occurred at around 3500 BP with a decrease in the mean ratio. Further, the regime shift in the Abies: Picea ratio at 6000 BP roughly coincides with a particularly large shift in spruce budworm event frequency (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). A significant negative correlation (r (452): -0.33, p-value&lt;0.001) was identified between spruce budworm and fire event frequencies from 6000-1000 BP (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>The Sequential T-test Analysis Regime Shift (STARS) output for lake Buire&#x2019;s spruce budworm and fire event frequencies, and Abies : Picea ratio over the course of the Holocene. The reconstructed disturbance event frequency (black line) and mean (red line) with corresponding Regime Shift Index (bars) for <bold>(A)</bold> spruce budworm event frequency, <bold>(B)</bold> fire event frequency, and <bold>(C)</bold> the Abies : Picea ratio. Known climatic phases identified: the Holocene Thermal Maximum (HTM), Medieval Climate Anomaly (MCA), and the Little Ice Age (LIA).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-13-1532974-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Variability in disturbance event frequencies over the course of the Holocene. Known climatic phases identified: the Holocene Thermal Maximum (HTM), Medieval Climate Anomaly (MCA), and the Little Ice Age (LIA). The approximate timing of the postglacial recolonization arrival of <italic>Abies balsamea</italic> is identified along with approximate periods of inferred rapid significant climate change events.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-13-1532974-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>To the authors&#x2019; knowledge, this is the first local multi-millennial spruce budworm and fire event reconstruction observing their long-term interaction in the mixed boreal forest of central Qu&#xe9;bec, Canada spanning the different climate phases of the Holocene using lepidopteran scales and sedimentary charcoal. The mixed boreal forest around lake Buire appears to exhibit two distinct regimes: a fire or spruce budworm dominated regime. These can be visually represented by an ecosystem state landscape (see <xref ref-type="bibr" rid="B162">Scheffer and Carpenter, 2003</xref>) where the ecosystem, lake Buire depicted as a ball, sits in one of two valleys or basins of attraction corresponding to an ecosystem dominated by a fire disturbance regime or as an ecosystem dominated by a spruce budworm disturbance regime (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The hypothesis that the mixed boreal forest shifted from being fire dominated to dominated by the spruce budworm following the increase in abundance of balsam fir on the landscape around 6000 BP was not supported (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Instead, following the increased balsam fir abundance, the ecosystem around lake Buire oscillated between the two aforementioned basins, a phenomenon that has not been previously observed in other ecosystems such as the boreal black spruce forest (<xref ref-type="bibr" rid="B128">Navarro et&#xa0;al., 2018b</xref>). The oscillatory behavior is best illustrated by the change in disturbance frequencies throughout the Holocene and the many detected regime shifts (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4</bold>
</xref>-<xref ref-type="fig" rid="f6">
<bold>6</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Summary of the mixed boreal forest ecosystem&#x2019;s position (ball) and ecosystem state landscape (cup) prior and after the postglacial recolonization by balsam fir around lake Buire and the effect of cool, dry conditions on the ecosystem in eastern North America.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-13-1532974-g006.tif"/>
</fig>
<p>The postglacial recolonization by balsam fir appears to be the primary underlying event that allowed for the oscillation between the abiotic and biotic disturbance frequencies by creating basins of attraction of similar size and depth (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Pre-8000 BP, fire tends to dominate which also coincides with a low mean Abies: Picea ratio suggesting a greater abundance of black spruce around the lake relative to fir resulting in an ecosystem state landscape favorable to fire. The mean ratio then increases as the warm conditions during the Holocene Thermal Maximum (HTM) allows for postglacial recolonization and increased abundance of balsam fir around the lake at roughly 6000 BP (<xref ref-type="bibr" rid="B18">Blarquez and Aleman, 2016</xref>) setting the stage for more frequent LSBP events (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>) due to basins probably becoming of equal depth and size (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Following the arrival of balsam fir, there is a decrease in the mean Abies: Picea ratio around 3500 BP due to an increased proportion of black spruce around the lake. This drop in the ratio also coincides with the establishment of an oscillation between the spruce budworm and fire event frequencies as quantified by multiple regime shifts (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4</bold>
</xref>, <xref ref-type="fig" rid="f5">
<bold>5</bold>
</xref>), suggesting movement of the ecosystem between the disturbance basins contrary to our initial hypothesis (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Therefore, the changes in relative arboreal species abundance, as measured by the Abies: Picea ratio, likely altered the basin shapes of the ecosystem state landscape facilitating the movement of the ecosystem from one basin to the other given an appropriate trigger.</p>
<p>The oscillating disturbance frequencies revealed an inverse relationship or negative interaction between the two disturbance agents in the mixed boreal forest from 6000-1000 BP at lake Buire and could be interpreted as competition for a limited resource. A negative correlation between disturbance frequencies was observed, confirming the relationship described by <xref ref-type="bibr" rid="B128">Navarro et&#xa0;al. (2018b)</xref> in the boreal black spruce forest, and is suggestive of a linked disturbance interaction (<xref ref-type="bibr" rid="B171">Simard M. et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B91">Kleinman et&#xa0;al., 2019</xref>), at local or extra-local (roughly 1km-10km area around a lake), and at multi-millennial scales. This interaction could be viewed as a trophic interaction where disturbances are &#x2018;organisms&#x2019; competing for a food resource (vegetation) while also creating conditions that favor their own survival (<xref ref-type="bibr" rid="B139">Pausas and Bond, 2020a</xref>, <xref ref-type="bibr" rid="B140">b</xref>, <xref ref-type="bibr" rid="B141">Pausas and Bond, 2022</xref>). Fire is an ancient process (<xref ref-type="bibr" rid="B74">He and Lamont, 2018</xref>), that is part of the ecosystem (<xref ref-type="bibr" rid="B138">Pausas and Bond, 2019</xref>; <xref ref-type="bibr" rid="B119">McLauchlan et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B71">Harrison et&#xa0;al., 2021</xref>), and as an &#x2018;organism&#x2019; is an herbivore generalist (<xref ref-type="bibr" rid="B117">McCullough et&#xa0;al., 1998</xref>), with the ability of consuming all available fuel (<xref ref-type="bibr" rid="B22">Bond and Keeley, 2005</xref>; <xref ref-type="bibr" rid="B138">Pausas and Bond, 2019</xref>, <xref ref-type="bibr" rid="B139">2020</xref>) competing with the spruce budworm, an herbivore specialist (<xref ref-type="bibr" rid="B79">Hennigar et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B130">Nealis, 2016</xref>). Fire would negatively affect spruce budworm host-tree abundance by consuming the budworm&#x2019;s preferred food source along with all other vegetation (<xref ref-type="bibr" rid="B117">McCullough et&#xa0;al., 1998</xref>) resulting in food scarcity limiting LSBPs. Further, over long time periods fire may create more fire-prone conditions by favoring growth of fire-tolerant species (<xref ref-type="bibr" rid="B158">Rogers et&#xa0;al., 2015</xref>) that more easily re-establish post-fire via semi-serotinous cones, or sprouting (see <xref ref-type="bibr" rid="B36">Burns and Honkala, 1990</xref>; <xref ref-type="bibr" rid="B11">Bergeron, 2000</xref>). Conversely, through differential canopy host-tree mortality (<xref ref-type="bibr" rid="B115">Martin et&#xa0;al., 2019</xref>, <xref ref-type="bibr" rid="B114">2020</xref>) creating variable canopy gap sizes resulting in complex regeneration patterns (<xref ref-type="bibr" rid="B93">Kneeshaw and Bergeron, 1998</xref>, <xref ref-type="bibr" rid="B94">1999</xref>; <xref ref-type="bibr" rid="B49">D&#x2019;Aoust et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B48">Couillard et&#xa0;al., 2021</xref>), LSBP events appear to favor the regeneration and establishment of balsam fir in the canopy subsequently predisposing the forest to further spruce budworm events (<xref ref-type="bibr" rid="B8">Baskerville, 1975</xref>; <xref ref-type="bibr" rid="B124">Morin, 1994</xref>; <xref ref-type="bibr" rid="B27">Bouchard et&#xa0;al., 2005</xref>, <xref ref-type="bibr" rid="B25">2006</xref>, <xref ref-type="bibr" rid="B26">2007</xref>). As such, transitioning from a spruce budworm or fire disturbance-vegetation feedback loop would likely require some sort of external forcing, such as a rapid climate change event.</p>
<p>Given the postglacial recolonization by balsam fir creating basins of attraction of similar dimensions, appropriate climate conditions could then influence the initiation and establishment of the above mentioned positive disturbance-vegetation feedback loops by moving the ecosystem into the different basins of attraction at lake Buire. It is possible that the alternating disturbance frequencies may be influenced by the periodic occurrence of punctual rapid climate change events (<xref ref-type="bibr" rid="B24">Bond et&#xa0;al., 1997</xref>, <xref ref-type="bibr" rid="B23">2001</xref>; <xref ref-type="bibr" rid="B116">Mayewski et&#xa0;al., 2004</xref>) that appear to coincide with the switch in the dominant disturbance (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4</bold>
</xref>, <xref ref-type="fig" rid="f5">
<bold>5</bold>
</xref>). Such rapid climate change events have been associated with ice-raft debris events that altered oceanic thermohaline (<xref ref-type="bibr" rid="B29">Broecker, 1997</xref>, <xref ref-type="bibr" rid="B30">2003</xref>; <xref ref-type="bibr" rid="B5">Alley and &#xc1;g&#xfa;stsd&#xf3;ttir, 2005</xref>; <xref ref-type="bibr" rid="B179">T&#xf6;rnqvist and Hijma, 2012</xref>) and atmospheric circulatory patterns (<xref ref-type="bibr" rid="B172">Smith et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B55">Deininger et&#xa0;al., 2017</xref>) resulting in particularly dry, cool conditions (<xref ref-type="bibr" rid="B195">Willard et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B100">Li et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B173">Springer et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B132">Orme et&#xa0;al., 2020</xref>), which during the Holocene have been correlated with changes in sedimentary charcoal accumulations in Europe (<xref ref-type="bibr" rid="B64">Florescu et&#xa0;al., 2019</xref>), and have resulted in higher fire frequencies in eastern North America (<xref ref-type="bibr" rid="B40">Carcaillet et&#xa0;al., 2001a</xref>). It is these arid conditions that have likely favored the observed increases in fire frequencies (<xref ref-type="bibr" rid="B123">Molinari et&#xa0;al., 2018</xref>) by facilitating ignitions via drying of fuels (<xref ref-type="bibr" rid="B61">Flannigan and Harrington, 1988</xref>; <xref ref-type="bibr" rid="B103">Macias Fauria and Johnson, 2008</xref>; <xref ref-type="bibr" rid="B104">Macias Fauria et&#xa0;al., 2010</xref>). Simultaneously, cooler conditions are likely to have had a negative effect on insect development and survival (<xref ref-type="bibr" rid="B7">Ayres and Lombardo, 2000</xref>; <xref ref-type="bibr" rid="B9">Bentz et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B146">Pureswaran et&#xa0;al., 2018</xref>) resulting in fewer LSBP events. It is possible that the presence/absence of such rapid climate change events may: primarily influence the presence/absence of fire events, or primarily influence the presence/absence of the spruce budworm or a more complex interaction (see <xref ref-type="bibr" rid="B90">Kefi et&#xa0;al., 2016</xref>) may result where both event types are simultaneously affected by these climate events. It is possible then, that rapid climate change events may mediate the interaction between the two disturbance agents potentially explaining the observed oscillation, however this requires further investigation.</p>
<p>Around lake Buire the spruce budworm and fire have been key ecosystem processes in the mixed boreal forest of central Qu&#xe9;bec over the past roughly 8000 years. Over the course of the Holocene, the two disturbances appear to exhibit an inverse relationship and have varied in frequency. Similar to the black spruce forest, an inverse relationship between disturbance frequencies was observed, however, the recurring oscillation between disturbance frequencies at lake Buire was not (<xref ref-type="bibr" rid="B128">Navarro et&#xa0;al., 2018b</xref>). At lake Buire, host-tree availability and abundance appears to be the primary determinant of spruce budworm population fluctuations, while climate effects may play a more secondary role, although it is difficult to pinpoint the more influential factor since they are not mutually exclusive (<xref ref-type="bibr" rid="B32">Buma et&#xa0;al., 2019</xref>). Conversely, fire as an herbivore generalist and a more stochastic physical process appears to be primarily driven by climate (<xref ref-type="bibr" rid="B12">Bessie and Johnson, 1995</xref>; <xref ref-type="bibr" rid="B154">Riley et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B70">Halofsky et&#xa0;al., 2020</xref>), and subsequently modulated by the vegetation present on the landscape (<xref ref-type="bibr" rid="B75">H&#xe9;ly et&#xa0;al., 2000</xref>, <xref ref-type="bibr" rid="B77">2010</xref>, <xref ref-type="bibr" rid="B76">2020</xref>; <xref ref-type="bibr" rid="B69">Girardin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B19">Blarquez et&#xa0;al., 2015</xref>). Therefore, the peculiar oscillatory pattern between disturbance event frequencies may be the result of the presence of balsam fir around lake Buire and the subsequent effect of the punctual rapid significant climate change events.</p>
<p>Since this is the first reconstruction of its kind using lepidopteran scales and charcoal to reconstruct local Holocene disturbance frequencies and their interaction in the mixed boreal forest, the observed interaction needs to be confirmed to determine whether the observed pattern is due to site-level effects or may reflect a more general long-term regional behavior (for an example in the Mediterranean region see <xref ref-type="bibr" rid="B67">Furia et&#xa0;al., 2024</xref>). With a greater number of sediment profiles analyzing both spruce budworm population fluctuations and fire during the Holocene in the mixed boreal forest, a more accurate and precise picture of site-level variability of these disturbances can be attained which may elucidate the role of local and extra-local species composition on disturbance event frequency. Additionally, as more and more sediment profiles are analyzed there is also the opportunity to disentangle the effects of climate and/or vegetation composition on disturbance regimes. Finally, by combining multiple sediment profiles, a regional composite may be created to gain a broader and more general picture of spruce budworm and fire variability through time along with potential changes in their interactions.</p>
</sec>
</body>
<back>
<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>M-AL: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. HM: Conceptualization, Funding acquisition, Methodology, Supervision, Validation, Writing &#x2013; review &amp; editing. MS: Conceptualization, Methodology, Supervision, Validation, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. The authors received funding from the &#x2018;NSERC Industrial Research Chair on black spruce growth and the effect of the spruce budworm on landscape heterogeneity in the boreal forest&#x2019; grant number 499381-15.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to thank the 2 reviewers for their constructive feedback in ameliorating the original manuscript. Major thanks go out to Dr. Olivier Blarquez for providing invaluable advice pertaining to methodology, analysis, and interpretation prior to an abrupt career change. Thank you to Marika Tremblay and Guillaume Vigneault for help in the laboratory, and Hugues Terreaux de F&#xe9;lice and Cassy Berguet for help in the field. A big thank you to Claire Fournier and Mireille Boulianne for lending equipment and preparing sucrose solution.</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="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
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<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
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<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fevo.2025.1532974/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fevo.2025.1532974/full#supplementary-material</ext-link>
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<supplementary-material xlink:href="SupplementaryFile1.pdf" id="SM1" mimetype="application/pdf"/>
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