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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ecol. Evol.</journal-id>
<journal-title>Frontiers in Ecology and Evolution</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ecol. Evol.</abbrev-journal-title>
<issn pub-type="epub">2296-701X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2023.1096099</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>Influence of common palynological extraction treatments on ultraviolet absorbing compounds (UACs) in sub-fossil pollen and spores observed in FTIR spectra</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Tianyuan</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1698358/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bell</surname>
<given-names>Benjamin A.</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2099829/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Fletcher</surname>
<given-names>William J.</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c002" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/456839/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ryan</surname>
<given-names>Peter A.</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wogelius</surname>
<given-names>Roy A.</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2132439/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Quaternary Environments and Geoarchaeology Research Group, Department of Geography, School of Environment, Education and Development, University of Manchester</institution>, <addr-line>Manchester</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff2"><sup>2</sup><institution>Interdisciplinary Centre for Ancient Life (ICAL), Department of Earth and Environmental Sciences, School of Natural Sciences, University of Manchester</institution>, <addr-line>Manchester</addr-line>, <country>United Kingdom</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Irene Tunno, Lawrence Livermore National Laboratory (DOE), United States</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Michela Mariani, University of Nottingham, United Kingdom; Yannick Miras, UMR7194 Histoire naturelle de l&#x2019;Homme pr&#x00E9;historique (HNHP), France</p></fn>
<corresp id="c001">&#x002A;Correspondence: Tianyuan Wang, <email>tianyuan.wang@manchester.ac.uk</email></corresp>
<corresp id="c002">William J. Fletcher, <email>will.fletcher@manchester.ac.uk</email></corresp>
<fn id="fn0003" fn-type="other"><p>This article was submitted to Paleoecology, a section of the journal Frontiers in Ecology and Evolution</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>03</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1096099</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>02</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Wang, Bell, Fletcher, Ryan and Wogelius.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang, Bell, Fletcher, Ryan and Wogelius</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>
<sec>
<title>Introduction</title>
<p>Biological life, atmospheric circulation and the Earth&#x2019;s climate may be influenced by UV-B radiation. In plants, Ultraviolet Absorbing Compounds (UACs) are an indicator of UV-B exposure, and the abundance of UACs in pollen and spores of embryophytes is measurable using Fourier Transform Infrared (FTIR) micro-Spectroscopy. However, understanding the influence of common chemical pre-treatments on sub-fossil pollen and spores with a view to UV-B reconstruction still requires investigation.</p>
</sec>
<sec>
<title>Methods</title>
<p>Here, peat samples collected from a Late Holocene raised bog were treated with different chemicals (HCl, KOH, and acetolysis) for varying treatment times (up to 210&#x2009;min). Pollen or spores of three common taxa (<italic>Alnus</italic>, <italic>Calluna</italic> and <italic>Sphagnum</italic>) were isolated and FTIR spectra obtained on individual grains. The spectra were compared to modern pollen and spore samples collected nearby.</p>
</sec>
<sec>
<title>Results</title>
<p>Spectra of modern and sub-fossil samples show several visible differences related to lipid and protoplast contents. The results of chemical treatments on sub-fossil pollen and spores reveal that HCl produced limited changes, while KOH and acetolysis altered several peaks, including the UAC-related aromatic peak at 1516&#x2009;cm<sup>&#x2212;1</sup>. We observe that all treatments modify the FTIR spectra to some degree, from weakest (HCl) to strongest (acetolysis). With respect to reduction of UAC peak area and treatment time, we observe in some cases a significant log-decay relationship, notably for KOH treatment on Calluna pollen and acetolysis on <italic>Sphagnum</italic> spores. Compared to untreated control samples, UAC peak area in <italic>Alnus</italic>, <italic>Calluna</italic> and <italic>Sphagnum</italic> reduced by 68%, 69% and 60% respectively, after only 3&#x2009;min of acetolysis treatment. After 60 minutes of acetolysis treatment UAC peaks were reduced by 77%, 84% and 88%.</p>
</sec>
<sec>
<title>Discussion</title>
<p>Due to the potential for taxon-specific effects and significant reductions in UAC peak area even within short treatment times, our recommendation for future applications in palaeoecological studies on palynomorph chemistry is to avoid chemical digestions in the pollen extraction process in favour of separation methods including micro-sieving and density separation.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Fourier transform infrared spectroscopy</kwd>
<kwd>chemical palynology</kwd>
<kwd>ultraviolet absorbing compounds</kwd>
<kwd><italic>Sphagnum</italic></kwd>
<kwd><italic>Calluna</italic></kwd>
<kwd><italic>Alnus</italic></kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="75"/>
<page-count count="15"/>
<word-count count="11267"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<label>1.</label>
<title>Introduction</title>
<p>Sporopollenin is an organic polymer that makes up the outer wall of pollen and spores. It is one of the most resilient and stable natural polymers known, and serves a vital function in protecting the chromosomal content of pollen and spores when they are released into the environment (<xref ref-type="bibr" rid="ref38">Mackenzie et al., 2015</xref>). This resilience allows for palaeoecological investigation using pollen and spores preserved in geological deposits spanning millions of years. Sporopollenin is a highly cross-linked biopolymer comprising multiple organic compounds and functional groups. Previous research has revealed the main constituents of sporopollenin to be carbon, oxygen and hydrogen in the form of straight- and branched-aliphatic chains, oxygenated aromatic rings and phenylpropanoid moieties (<xref ref-type="bibr" rid="ref1">Ahlers et al., 2000</xref>; <xref ref-type="bibr" rid="ref35">Li et al., 2018</xref>). Organic groups of carboxylic acid, phenol, alkane and alkene were found to be relevant to the antioxidant properties of sporopollenin, radiation absorbance and the resilience of the pollen wall to both chemical and physical degradation (<xref ref-type="bibr" rid="ref64">Wiermann and Gubatz, 1992</xref>; <xref ref-type="bibr" rid="ref31">Kim and Douglas, 2013</xref>; <xref ref-type="bibr" rid="ref58">Thomasson et al., 2020</xref>). The chemical composition of sporopollenin is a key focus of chemical palynology, a promising and growing scientific field that bridges biology, ecology and palaeoecology through the investigation of hereditary and environmental signals registered in palynomorph chemistry, employing varied methodological approaches used for their detection and characterisation (<xref ref-type="bibr" rid="ref70">Zimmermann et al., 2015</xref>; <xref ref-type="bibr" rid="ref53">Seddon et al., 2019</xref>).</p>
<p>Ultraviolet Absorbing Compounds (UACs) within sporopollenin including p-coumaric acid and ferulic acid are produced as a direct response to UV-B radiation exposure, where greater exposure results in higher concentrations of these compounds (<xref ref-type="bibr" rid="ref50">Rozema et al., 1997</xref>; <xref ref-type="bibr" rid="ref11">Caldwell et al., 1998</xref>). UACs help the plant to mitigate the damaging effects of UV-B radiation (<xref ref-type="bibr" rid="ref12">Caldwell and Flint, 1994</xref>). There are many analytical methods for UAC detection in sporopollenin including Fourier-Transformed Infrared Spectroscopy (FTIR; <xref ref-type="bibr" rid="ref63">Watson et al., 2007</xref>; <xref ref-type="bibr" rid="ref4">Barry et al., 2008</xref>; <xref ref-type="bibr" rid="ref19">Fraser et al., 2011</xref>), Nuclear Magnetic Resonance (NMR; <xref ref-type="bibr" rid="ref47">Rouge et al., 2013</xref>), Raman Spectroscopy (<xref ref-type="bibr" rid="ref30">Ken&#x0111;el and Zimmermann, 2020</xref>) and Gas Chromatography Mass Spectrometry (GC&#x2013;MS; <xref ref-type="bibr" rid="ref49">Rozema et al., 2001</xref>; <xref ref-type="bibr" rid="ref66">Willis et al., 2011</xref>; <xref ref-type="bibr" rid="ref54">Seddon et al., 2017</xref>). Among these approaches, FTIR microscopy allows for rapid and non-destructive analysis on individual spores and pollen grains providing semi-quantitative results. Investigations into the effect of UV-B on UAC concentrations have been carried out, including greenhouse experiments (<xref ref-type="bibr" rid="ref48">Rozema et al., 2009</xref>), where enhanced UAC concentrations in spores and pollen were observed after exposure to UV-B. In another study, <italic>Lycopodium</italic> spores collected from partially and fully shaded outdoor fields indicated lower levels of UACs in FTIR spectra due to lower UV-B exposure (<xref ref-type="bibr" rid="ref19">Fraser et al., 2011</xref>; <xref ref-type="bibr" rid="ref25">Jardine et al., 2017</xref>). In modern <italic>Cedrus atlantica</italic> pollen collected from the species&#x2019; native habitat across Morocco, UAC concentrations were correlated with summer UV-B levels, where higher UV-B exposure resulted in higher amounts of UACs (<xref ref-type="bibr" rid="ref7">Bell et al., 2018</xref>). These studies indicate a promising avenue to understanding past UV-B flux through building a library of proxy records of UAC peaks from pollen grains and spores (<xref ref-type="bibr" rid="ref53">Seddon et al., 2019</xref>). A small but growing number of studies explore UAC variability in ancient pollen and spores on a range of timescales (<xref ref-type="bibr" rid="ref26">Jardine et al., 2020</xref>) and further studies are required to develop a fuller picture of UAC variability in time and space.</p>
<p>A particular challenge for the study of pollen and spores by IR spectroscopy is the difficulty in generating reproducible spectra due to light scattering effects. Such Mie scattering may occur when scanning spherical particles with diameter approximately equal to the wavelength of the incident light. For biological materials of 5&#x2013;150&#x2009;&#x03BC;m in size, the corresponding wavenumbers of incident light would be ~60&#x2013;2000&#x2009;cm<sup>&#x2212;1</sup>, overlapping with majority of near and mid infrared range. The tendency of pollen grains to variously fold or crumple as well as to present in different orientations (e.g., polar vs. equatorial) contribute to the complexity of scattering effects (<xref ref-type="bibr" rid="ref69">Zimmermann, 2018</xref>; <xref ref-type="bibr" rid="ref15">Diehn et al., 2020</xref>). Among studies applying FTIR on biological materials, Mie scattering effects were usually considered as &#x201C;artifacts&#x201D; that would distort the spectral baseline (<xref ref-type="bibr" rid="ref2">Baker et al., 2014</xref>), and extra correction was applied through different approaches. One approach is a &#x201C;physical based&#x201D; methodology of embedding pollen samples into a soft paraffin matrix medium to avoid scattering caused by the spherical boundary of palynomorph grains (<xref ref-type="bibr" rid="ref71">Zimmermann et al., 2016</xref>; <xref ref-type="bibr" rid="ref15">Diehn et al., 2020</xref>). Alternatively, multi-grain measurement using a larger FTIR microscopy aperture size could also diminish spectral artifacts caused by spherical shape of individual grain (<xref ref-type="bibr" rid="ref28">Jardine et al., 2021</xref>). In contrast to &#x201C;physical based&#x201D; methodology, <xref ref-type="bibr" rid="ref32">Konevskikh et al. (2018)</xref> applied mathematical models on individual spectra from biological cells to explain all sample effects including Mie scattering. Also, individual spectra treated by extended multiplicative signal correction (EMSC) could also be averaged to minimise scattering effects, serving as another approach to calibrate FTIR spectra without complex mathematical models (<xref ref-type="bibr" rid="ref69">Zimmermann, 2018</xref>). Considering large quantities of spectra for sub-fossil palynomorph analysis, averaged spectra treated by fundamental baseline correction algorithms (e.g., EMSC) could be a practical approach to deal with spectral artifacts from Mie scattering.</p>
<p>With a view to the generation of new records of past UAC variability with FTIR spectroscopy, our main concern is the potential for chemical treatments to influence the sporopollenin chemistry. Standard pollen preparation techniques for the purpose of identification and counting of pollen types require concentration of pollen from peat or sediments and typically involve several chemical treatments, including hydrochloric acid (HCl) for removal of carbonates, potassium hydroxide (KOH) for digestion of humic acids, and acetolysis (strictly, acetylation) for the destruction of cellulose (<xref ref-type="bibr" rid="ref18">Erdtman, 1960</xref>; <xref ref-type="bibr" rid="ref8">Bennett and Willis, 2002</xref>). In this study we focus on these three common pretreatments but recognise that other chemicals may be routinely used, such as hydrofluoric acid (HF) for the digestion of silicates and nitric acid (HNO<sub>3</sub>) for the removal of sulphide minerals (<xref ref-type="bibr" rid="ref46">Riding, 2021</xref>); indeed, pollen preparation treatments typically vary between research laboratories and must be modified to suit different applications. Palynomorphs are generally resistant to HCl, but some studies indicate that it may chlorinate, hydrolyse and oxidise organic matter, including palynomorphs (<xref ref-type="bibr" rid="ref17">Durand and Nicaise, 1980</xref>). Alkali digestion is known to damage palynomorphs, particularly over long treatment times, with differential impacts on different pollen types (<xref ref-type="bibr" rid="ref20">Godwin, 1934</xref>). Acetolysis is also widely recognised to cause significant damage to palynomorphs as well as imparting size and colour changes (<xref ref-type="bibr" rid="ref46">Riding, 2021</xref>). For the extraction of palynomorphs in classical pollen analysis of Quaternary peats or lake sediments, the influence of chemical treatments is of limited consequence as long as the material retains the key morphological features required for identification and selective loss or destruction of delicate palynomorphs does not occur. Most protocols therefore restrict the application of the more aggressive treatments to short durations, such as up to 10&#x2009;min for KOH treatment and up to 5&#x2009;min (rarely up to 30&#x2009;min) for acetolysis (<xref ref-type="bibr" rid="ref13">Charman, 1992</xref>). However, an important question is whether such typical applications of common preparation chemicals may impact on the detection and quantification UAC peaks <italic>via</italic> the FTIR method.</p>
<p>Previously, <xref ref-type="bibr" rid="ref27">Jardine et al. (2015)</xref> examined the impact of acetolysis treatment on UACs measured using FTIR, on fresh (modern) <italic>Lycopodium</italic> spores with cold (room temperature) and hot (90&#x00B0;C) acetolysis. Cold acetolysis treatment had little impact on the FTIR spectra while hot acetolysis showed UAC peak height reductions within 2 to 3&#x2009;min of treatment, followed by further limited changes with longer treatment times. <xref ref-type="bibr" rid="ref27">Jardine et al. (2015)</xref> attributed the observed changes within the first 10&#x2009;min to the removal of the protoplasm, intine and other compounds in the modern grains. Correspondingly, they suggested that acetolysis should make little difference to UAC peaks in ancient (sub-fossil) pollen and spores under normal treatment durations (&#x003C;10&#x2009;min), as sub-fossil palynomorphs retain exine (sporopollenin) only. However, since <xref ref-type="bibr" rid="ref27">Jardine et al. (2015)</xref> only used modern spores which contain non-resilient constituent components including the pollenkitt (outer coating) and protoplasm (internal contents), discrimination of FTIR changes resulting from loss of those components vs. impacts on the sporopollenin itself could only be inferred. It is therefore necessary to use sub-fossil samples to investigate directly the impact of chemical treatment on sporopollenin since this is highly relevant for studies on sub-fossil pollen and spores from bogs, lakes and other deposits. In a later study, <xref ref-type="bibr" rid="ref28">Jardine et al. (2021)</xref> examined the informative &#x201C;fingerprint&#x201D; area (1800&#x2013;1,000&#x2009;cm<sup>&#x2212;1</sup>) of the FTIR spectrum in multiple samples from different case studies that included processing using different chemical treatment protocols (including by HCl, KOH and acetolysis); thus, questions remain about whether any of the noted spectral differences might result from the use of chemical treatments, or simply due to species-specific differences in pollen chemistry, or between modern and sub-fossil samples. <xref ref-type="bibr" rid="ref28">Jardine et al. (2021)</xref> raised several perspectives from this study: (1) the extent of chemical impacts on sub-fossil samples is still unclear; (2) chemical changes over short geological timescales have to be considered when explaining such spectral difference; (3) further experiments were needed to disentangle the impacts of different processing reagents. Accordingly, there is a need for further investigation of the influence of common palynological extraction techniques on sporopollenin chemistry, specifically for Quaternary sub-fossil material. Additionally, it is important to understand the effect of these treatments across different spore and pollen types.</p>
<p>Here, we report a set of experiments designed to investigate the impacts of chemical treatments on the chemistry of sub-fossil spores and pollen grains, as observed in FTIR spectra, with special attention to the UAC related peak. We select three palynomorphs representing different plant lineages, growth forms and sporulation/pollination times: <italic>Sphagnum</italic> (family Sphagnaceae), the typical peat-forming bryophyte that produces trilete microspores in summer; <italic>Calluna</italic> (family Ericaceae), a semi-dwarf evergreen angiosperm shrub that produces pollen in colpate tetrads in late summer; and <italic>Alnus</italic> (family Betulaceae), an angiosperm tree of damp ground that disperses individual, pentazonoporate pollen grains in late winter to early spring. We test the effects of three treatments (HCl, KOH, and acetolysis), which are commonly used in the extraction of palynomorphs from Quaternary deposits for the digestion of carbonates, humic acids and cellulose, respectively. The reasons for these chemical selections are: (1) HCl and KOH should strongly affect on the acid&#x2013;base property (pH), which would have potential impacts for samples, especially if heated; (2) acetolysis is a widely used chemical treatment for pollen analysis and is typically used at high temperatures. Therefore, special attention should be paid as to whether it alters the chemical structure of sporopollenin and UACs, which could include introducing additional functional groups into the sample material.</p>
<p>Based on the FTIR analysis of individual pollen grains and spores, we seek to address three questions in this study: (1) What are the differences in FTIR spectra between modern and sub-fossil palynomorphs? (2) What are the impacts of common palynological pre-treatments (HCL, KOH and acetolysis) on the FTIR spectra of sub-fossil pollen and spores? (3) Are there differences between taxa after chemical treatments?</p>
</sec>
<sec id="sec2" sec-type="methods">
<label>2.</label>
<title>Methods</title>
<sec id="sec3">
<label>2.1.</label>
<title>Sample preparation and chemical treatments</title>
<p>Modern <italic>Alnus</italic> pollen was extracted from catkins of <italic>Alnus</italic> trees growing near the River Mersey in Greater Manchester, NW England in February 2020. Modern <italic>Calluna</italic> pollen and <italic>Sphagnum</italic> spores were collected from fresh <italic>Sphagnum</italic> moss from Rindle Moss, near Manchester during October 2022. Pollen and spores were separated from other plant tissues by sieving and washes with type-1 deionised water. Microscopic inspection confirmed the presence of the protoplasm in the pollen and spores. The modern palynomorphs were washed by pyrophosphate (Na<sub>4</sub>P<sub>2</sub>O<sub>7</sub>) and centrifugated in sodium polytungstate (SPT), and then oven-dried (105&#x00B0;C, 8&#x2009;min), before FTIR analysis; in this way, a consistent pretreatment was ensured between modern and sub-fossil palynomorphs. As described below for sub-fossil samples, we performed checks to ensure that sodium pyrophosphate and SPT were not influential in the results.</p>
<p>The sub-fossil spore and pollen samples were obtained from a 360&#x2009;cm peat core (HM20), which was collected using a Russian corer from an ombrotrophic raised bog at Holcroft Moss, NW England (53&#x00B0;26&#x2032;09.4&#x201D;N, 2&#x00B0;28&#x2032;31.4&#x201D;W, 23&#x2009;m.a.s.l.). Peat samples were taken at seven depth ranges (42&#x2013;47&#x2009;cm, 81&#x2013;89&#x2009;cm, 121&#x2013;129&#x2009;cm, 161&#x2013;169&#x2009;cm, 201&#x2013;209&#x2009;cm, 241&#x2013;249&#x2009;cm, and 281&#x2013;289&#x2009;cm). Sample ages were estimated by Bayesian age-depth modelling in the R package &#x201C;Bchron&#x201D; (<xref ref-type="bibr" rid="ref22">Haslett and Parnell, 2008</xref>) incorporating 11 AMS radiocarbon dates and a core-top date constraint (<xref rid="tab1" ref-type="table">Table 1</xref>); the resulting sample ages span the last <italic>ca.</italic> 2,600&#x2009;years (<xref rid="tab2" ref-type="table">Table 2</xref>). The full age model is shown in <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure 1</xref>. Samples of 21&#x2013;30&#x2009;g were taken from each depth range, and were further divided into 20 subsamples for chemical treatment experiments (~1.5&#x2009;g of peat material was used in each treatment group) including control samples.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Chronological data for HM20 core.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Publication code</th>
<th align="center" valign="top">Materials</th>
<th align="center" valign="top"><sup>14</sup>C age (yr BP)</th>
<th align="center" valign="top">Error</th>
<th align="center" valign="top">Model</th>
<th align="center" valign="top">Depth (cm)</th>
<th align="center" valign="top">Thickness</th>
<th align="center" valign="top">Calibrated age (Cal yr. BP) 2sigma range</th>
</tr>
</thead>
<tbody>
<tr>
<td/>
<td/>
<td align="char" valign="top" char=".">&#x2212;70</td>
<td align="char" valign="top" char=".">1</td>
<td align="char" valign="top" char=".">normal</td>
<td align="char" valign="top" char=".">0</td>
<td align="char" valign="top" char=".">0</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">SUERC-103535</td>
<td align="center" valign="top"><italic>Sphagnum</italic> leaves</td>
<td align="char" valign="top" char=".">232</td>
<td align="char" valign="top" char=".">37</td>
<td align="char" valign="top" char=".">intcal20</td>
<td align="char" valign="top" char=".">19</td>
<td align="char" valign="top" char=".">1</td>
<td align="char" valign="top" char=".">2&#x2013;416</td>
</tr>
<tr>
<td align="left" valign="top">SUERC-102457</td>
<td align="center" valign="top"><italic>Sphagnum</italic> leaves</td>
<td align="char" valign="top" char=".">895</td>
<td align="char" valign="top" char=".">37</td>
<td align="char" valign="top" char=".">intcal20</td>
<td align="char" valign="top" char=".">59</td>
<td align="char" valign="top" char=".">1</td>
<td align="char" valign="top" char=".">728&#x2013;905</td>
</tr>
<tr>
<td align="left" valign="top">SUERC-102458</td>
<td align="center" valign="top"><italic>Sphagnum</italic> leaves</td>
<td align="char" valign="top" char=".">973</td>
<td align="char" valign="top" char=".">37</td>
<td align="char" valign="top" char=".">intcal20</td>
<td align="char" valign="top" char=".">99</td>
<td align="char" valign="top" char=".">1</td>
<td align="char" valign="top" char=".">787&#x2013;949</td>
</tr>
<tr>
<td align="left" valign="top">SUERC-102462</td>
<td align="center" valign="top"><italic>Sphagnum</italic> leaves</td>
<td align="char" valign="top" char=".">1,169</td>
<td align="char" valign="top" char=".">37</td>
<td align="char" valign="top" char=".">intcal20</td>
<td align="char" valign="top" char=".">131</td>
<td align="char" valign="top" char=".">1</td>
<td align="char" valign="top" char=".">975&#x2013;1,176</td>
</tr>
<tr>
<td align="left" valign="top">SUERC-102463</td>
<td align="center" valign="top"><italic>Sphagnum</italic> leaves</td>
<td align="char" valign="top" char=".">1,578</td>
<td align="char" valign="top" char=".">37</td>
<td align="char" valign="top" char=".">intcal20</td>
<td align="char" valign="top" char=".">167</td>
<td align="char" valign="top" char=".">1</td>
<td align="char" valign="top" char=".">1,381&#x2013;1,529</td>
</tr>
<tr>
<td align="left" valign="top">SUERC-102464</td>
<td align="center" valign="top">Bulk peat</td>
<td align="char" valign="top" char=".">1883</td>
<td align="char" valign="top" char=".">37</td>
<td align="char" valign="top" char=".">intcal20</td>
<td align="char" valign="top" char=".">199</td>
<td align="char" valign="top" char=".">1</td>
<td align="char" valign="top" char=".">1716&#x2013;1889</td>
</tr>
<tr>
<td align="left" valign="top">SUERC-102465</td>
<td align="center" valign="top">Bulk peat</td>
<td align="char" valign="top" char=".">2,198</td>
<td align="char" valign="top" char=".">35</td>
<td align="char" valign="top" char=".">intcal20</td>
<td align="char" valign="top" char=".">239</td>
<td align="char" valign="top" char=".">1</td>
<td align="char" valign="top" char=".">2090&#x2013;2,318</td>
</tr>
<tr>
<td align="left" valign="top">SUERC-102466</td>
<td align="center" valign="top">Bulk peat</td>
<td align="char" valign="top" char=".">2,482</td>
<td align="char" valign="top" char=".">37</td>
<td align="char" valign="top" char=".">intcal20</td>
<td align="char" valign="top" char=".">279</td>
<td align="char" valign="top" char=".">1</td>
<td align="char" valign="top" char=".">2,384&#x2013;2,713</td>
</tr>
<tr>
<td align="left" valign="top">SUERC-102467</td>
<td align="center" valign="top">Bulk peat</td>
<td align="char" valign="top" char=".">2,864</td>
<td align="char" valign="top" char=".">35</td>
<td align="char" valign="top" char=".">intcal20</td>
<td align="char" valign="top" char=".">319</td>
<td align="char" valign="top" char=".">1</td>
<td align="char" valign="top" char=".">2,879&#x2013;3,129</td>
</tr>
<tr>
<td align="left" valign="top">SUERC-103946</td>
<td align="center" valign="top">Bulk peat</td>
<td align="char" valign="top" char=".">3,343</td>
<td align="char" valign="top" char=".">36</td>
<td align="char" valign="top" char=".">intcal20</td>
<td align="char" valign="top" char=".">350</td>
<td align="char" valign="top" char=".">1</td>
<td align="char" valign="top" char=".">3,473&#x2013;3,680</td>
</tr>
<tr>
<td align="left" valign="top">SUERC-102468</td>
<td align="center" valign="top">Bulk peat</td>
<td align="char" valign="top" char=".">4,658</td>
<td align="char" valign="top" char=".">37</td>
<td align="char" valign="top" char=".">intcal20</td>
<td align="char" valign="top" char=".">362</td>
<td align="char" valign="top" char=".">1</td>
<td align="char" valign="top" char=".">5,318&#x2013;5,517</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>Estimated ages of samples based on AMS radiocarbon dating.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Sample</th>
<th align="center" valign="top">Depth range (cm)</th>
<th align="center" valign="top">Cal. year BP (95% confidence interval)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">D01</td>
<td align="char" valign="top" char=".">42&#x2013;47</td>
<td align="char" valign="top" char=".">410&#x2013;690</td>
</tr>
<tr>
<td align="left" valign="top">D02</td>
<td align="char" valign="top" char=".">81&#x2013;89</td>
<td align="char" valign="top" char=".">770&#x2013;910</td>
</tr>
<tr>
<td align="left" valign="top">D03</td>
<td align="char" valign="top" char=".">121&#x2013;129</td>
<td align="char" valign="top" char=".">950&#x2013;1,160</td>
</tr>
<tr>
<td align="left" valign="top">D04</td>
<td align="char" valign="top" char=".">161&#x2013;169</td>
<td align="char" valign="top" char=".">1,310&#x2013;1,550</td>
</tr>
<tr>
<td align="left" valign="top">D05</td>
<td align="char" valign="top" char=".">201&#x2013;209</td>
<td align="char" valign="top" char=".">1750&#x2013;2010</td>
</tr>
<tr>
<td align="left" valign="top">D06</td>
<td align="char" valign="top" char=".">241&#x2013;249</td>
<td align="char" valign="top" char=".">2,140&#x2013;2,410</td>
</tr>
<tr>
<td align="left" valign="top">D07</td>
<td align="char" valign="top" char=".">281&#x2013;289</td>
<td align="char" valign="top" char=".">2,460&#x2013;2,810</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>For acid and alkali treatments, peat samples were placed in 50&#x2009;ml centrifuge tubes with either 10% (v/v) hydrochloric acid (HCl) or 10% (w/v) potassium hydroxide (KOH) and placed in the water bath at 90&#x00B0;C for treatment times of 5, 10, 30, 60, 120, and 210&#x2009;min. For acetolysis, peat samples were firstly dehydrated in glacial acetic acid prior to addition of <xref ref-type="bibr" rid="ref18">Erdtman (1960)</xref> acetolysis mixture (9 parts acetic anhydride and 1 part concentrated 18.4&#x2009;M sulphuric acid). Samples were placed in a hot water bath at 90&#x00B0;C for treatment times of 1, 3, 5,10, 30, 60, and 120&#x2009;min. Immediately on removal from the water bath, the reaction was stopped by topping up the samples with glacial acetic acid. Following all treatments, samples were centrifuged and washed with type-1 deionised water (3&#x2009;cycles). Different treatment times were chosen to cover a range of typical treatment applications, as well as to extend into much longer than typical treatment times. Control samples received only water washes.</p>
</sec>
<sec id="sec4">
<label>2.2.</label>
<title>Isolation of pollen grains</title>
<p>Pollen grains of <italic>Alnus</italic> and <italic>Calluna</italic> and <italic>Sphagnum</italic> spores were subsequently isolated from each sample (control and different treatments). Palynomorphs were first concentrated by micro-sieving (<xref ref-type="bibr" rid="ref23">Heusser and Stock, 1984</xref>) using mesh sizes of 63 and 32 microns (retaining the intermediate fraction &#x003C;63&#x2009;&#x03BC;m and&#x2009;&#x003E;&#x2009;32&#x2009;&#x03BC;m). Then, sodium pyrophosphate (Na<sub>4</sub>P<sub>2</sub>O<sub>7</sub>) washes (<xref ref-type="bibr" rid="ref5">Bates et al., 1978</xref>) were used help disaggregate the samples prior to density separations using sodium polytungstate (SPT; <xref ref-type="bibr" rid="ref41">Nakagawa et al., 1998</xref>) following the method outlined in <xref ref-type="bibr" rid="ref6">Bell et al. (2019)</xref>. In this study, we used density floats at 1.6&#x2009;s.g. and 1.2&#x2009;s.g, retaining the intermediate fraction with density&#x2009;&#x003C;&#x2009;1.6&#x2009;s.g. and&#x2009;&#x003E;&#x2009;1.2&#x2009;s.g. Lastly, the concentrates were given multiple washes with type-1 deionised water to remove any traces of SPT and to clean the residues.</p>
<p>To investigate any potential impacts on FTIR spectra by Na<sub>4</sub>P<sub>2</sub>O<sub>7</sub> and SPT used during procedures above, we also isolated one additional sample for each taxon directly acquired from the peat cores without the use of either Na<sub>4</sub>P<sub>2</sub>O<sub>7</sub> or SPT. These samples were washed in type-1 deionised water only before being sent for FTIR scanning. Spectra of pure Na<sub>4</sub>P<sub>2</sub>O<sub>7</sub> and SPT (<xref rid="SM2" ref-type="supplementary-material">Supplementary Figure 2</xref>) were also analysed. We did not find any impact on pollen spectra of the use of Na<sub>4</sub>P<sub>2</sub>O<sub>7</sub> and SPT in the sample preparation or potential for distortion of the critical UAC peak at ~1,516&#x2009;cm<sup>&#x2212;1</sup> (<xref rid="SM3" ref-type="supplementary-material">Supplementary Figure 3</xref>). In the spectra for sodium pyrophosphate, we identified a peak occurring at ~1,084&#x2009;cm<sup>&#x2212;1</sup> (related to phosphates), and in the SPT, a peak occurring at ~1,616&#x2009;cm<sup>&#x2212;1</sup>, which were within the fingerprint region. There were also additional peaks occurring below ~900&#x2009;cm<sup>&#x2212;1</sup>, outside the fingerprint region. The peak at 1616&#x2009;cm<sup>&#x2212;1</sup> was already present in pollen and spores (i.e., pollen with only water washes), while there were also peaks occurring near to (but not at) ~1,084&#x2009;cm<sup>&#x2212;1</sup> in pollen and spores. Comparing the water washed pollen spectra to the sodium spectra, we could see no observable difference in the spectra, and no impact on the UAC peak at 1516&#x2009;cm<sup>&#x2212;1</sup> (<xref rid="SM3" ref-type="supplementary-material">Supplementary Figure 3</xref>). At the two identified peaks that were present in the sodium (1,616&#x2009;cm<sup>&#x2212;1</sup> and 1,084&#x2009;cm<sup>&#x2212;1</sup>), again, there are no observable influences (e.g., peak height seems unaffected in the treated pollen).</p>
<p>A droplet of pollen concentrate was placed onto a well slide using a plastic Pasteur pipette and viewed using a Leica inverted optical microscope (OM) with built-in digital camera. Individual pollen grains and spores were then hand-picked from these residues using a mouth operated pipette (<xref ref-type="bibr" rid="ref39">Mensing and Southon, 1999</xref>). Pollen and spores were transferred to zinc selenide (ZnSe) microscope slides, with each taxon placed in a separate region of the slide. These slides were then dried in an oven at 105&#x00B0;C for 8&#x2009;min prior to FTIR analysis.</p>
</sec>
<sec id="sec5">
<label>2.3.</label>
<title>FTIR analysis</title>
<p>Samples were analysed using a Perkin Elmer Spotlight 400 Fourier Transform Infrared (FTIR) Imaging System equipped with continuum IR microscope (using a Reflachromat 15&#x2009;&#x00D7;&#x2009;objective) and fitted with MCT-A liquid nitrogen-cooled detector. FTIR analysis was performed on approximately 30 individual pollen grains and spores for each sample. After comparing spectra qualities from our samples under different aperture sizes (available in <xref rid="SM4" ref-type="supplementary-material">Supplementary Figure 4</xref>), we used transmission mode with an aperture size of 30&#x2009;&#x03BC;m&#x2009;&#x00D7;&#x2009;30&#x2009;&#x03BC;m for <italic>Alnus</italic>, and 40&#x2009;&#x03BC;m&#x2009;&#x00D7;&#x2009;40&#x2009;&#x03BC;m for <italic>Calluna</italic> and <italic>Sphagnum</italic>. <xref rid="SM5" ref-type="supplementary-material">Supplementary Figure 5</xref> shows the common palynomorph grain sizes for three taxa in this study, and indicates the aperture sizes we used covered either most or entire grains/spores. Background spectra on a blank region of ZnSe window were generated before each sample run and subtracted from pollen and spore spectra. To investigate an adequate number of scans, we compared spectral noise with different numbers of scans (<xref rid="SM6" ref-type="supplementary-material">Supplementary Figure 6</xref>), and a value of 16 was selected, which had adequate noise removal and clear peak information. Also, the Spotlight 400 system employs bi-directional scanning which means we process more data points per scan reducing the noise. Both background and pollen/spore spectra were measured using 16 scans at a resolution of 4&#x2009;cm<sup>&#x2212;1</sup> in the range between 4,000 and 650&#x2009;cm<sup>&#x2212;1</sup>. In total, we studied 420 samples (20 control or treatment types x 7 depths x 3 taxa). These 420 samples each comprising a mean of 26&#x2009;&#x00B1;&#x2009;6 spores or pollen grains were analysed using FTIR constituting a total body of &#x003E;11,000 FTIR measurements on individual palynomorphs. When results are averaged across the seven depths, results for each treatment type are based on ~190 individual palynomorphs for each taxon. The numbers of spectra analysed for this study in each sample and taxon are provided in <xref rid="SM7" ref-type="supplementary-material">Supplementary Table 1</xref>.</p>
</sec>
<sec id="sec6">
<label>2.4.</label>
<title>Statistical analysis</title>
<p>Data processing was carried out using R v4.1.2 (<xref ref-type="bibr" rid="ref45">R Core Team, 2021</xref>), following a spectral-averaging approach as used in recent FTIR pollen studies by <xref ref-type="bibr" rid="ref69">Zimmermann (2018)</xref> and <xref ref-type="bibr" rid="ref28">Jardine et al. (2021)</xref>. To reduce the effect of noise, individual spectra were first smoothed using a Savitzky&#x2013;Golay filter using a 2<sup>nd</sup> degree polynomial with a window size of 11 using the &#x201C;prospectr&#x201D; package (<xref ref-type="bibr" rid="ref57">Stevens and Ramirez-Lopez, 2020</xref>). All individual smoothed spectra were also checked to remove anomalous spectra, which may result where the FTIR aperture has not been well aligned to the palynomorph or if extraneous matter was adjacent or adherent to the palynomorph. The wavenumber position of six peaks of interest (~2,920&#x2009;cm<sup>&#x2212;1</sup>, ~1700&#x2009;cm<sup>&#x2212;1</sup>, ~1,600&#x2009;cm<sup>&#x2212;1</sup>, ~1,510&#x2009;cm<sup>&#x2212;1</sup>, ~1,160&#x2009;cm<sup>&#x2212;1</sup>, ~1,100&#x2009;cm<sup>&#x2212;1</sup>; see <xref rid="tab3" ref-type="table">Table 3</xref>) was checked manually to ensure peaks occurred at their expected location. Spectra where any three of these peaks were undetectable were deemed not to represent pollen or spores and were excluded from the analysis, resulting in 8% of individual spectra being removed across the entire dataset based on these criteria. As non-negligible impacts from Mie-type scattering effects on FTIR spectra from biological materials were reported by previous studies (<xref ref-type="bibr" rid="ref2">Baker et al., 2014</xref>; <xref ref-type="bibr" rid="ref69">Zimmermann, 2018</xref>; <xref ref-type="bibr" rid="ref15">Diehn et al., 2020</xref>) and can be observed in the raw spectra in our analysis (e.g., <xref rid="fig1" ref-type="fig">Figure 1A</xref>), we applied extended multiplicative signal correction (EMSC) on individual palynomorph spectrum, using &#x2018;EMSC&#x2019; package in R (<xref ref-type="bibr" rid="ref36">Liland, 2021</xref>), incorporating third order polynomial effects. A baseline corrected mean spectrum of each sample for each taxon was used as reference spectrum in this model (e.g., <xref rid="fig1" ref-type="fig">Figure 1B</xref>). A third order polynomial baseline was applied here for the reference spectrum using the &#x2018;baseline&#x2019; package in R (<xref ref-type="bibr" rid="ref37">Liland et al., 2010</xref>). After running the EMSC, mean spectra for each sample (shown in <xref rid="SM7" ref-type="supplementary-material">Supplementary Table 1</xref>) were calculated to minimise noise level and furthermore offset Mie-type scattering effects (e.g., <xref rid="fig1" ref-type="fig">Figures 1C</xref>,<xref rid="fig1" ref-type="fig">D</xref>), resulting in 420 EMSC corrected, averaged spectra (henceforth, simply &#x201C;mean spectrum/a&#x201D;) for further analysis. We experimented with more advanced ME-EMSC (Mie extinction &#x2013; extended multiplicative signal correction) methods (<xref ref-type="bibr" rid="ref55">Solheim et al., 2019</xref>) but did not observe any improvement over the standard EMSC for our samples. A workflow example of the spectral processing described above is presented in <xref rid="fig1" ref-type="fig">Figure 1</xref>. Each mean spectrum was normalised to its mean absorbance to make spectra comparable among samples. The mean spectra were used for Principal Components Analysis (PCA) to illustrate clustering patterns of different groups of spectral information, using the &#x2018;ordr&#x2019; package (<xref ref-type="bibr" rid="ref10">Brunson, 2022</xref>). The mean spectra were also used for subsequent peak area calculations.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption><p>Key peaks of interest in the FTIR spectra.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Peak position (cm<sup>&#x2212;1</sup>)</th>
<th align="left" valign="top">Description</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">3,500&#x2013;3,200</td>
<td align="left" valign="top">O-H</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref63">Watson et al. (2007)</xref> and <xref ref-type="bibr" rid="ref19">Fraser et al. (2011)</xref></td>
</tr>
<tr>
<td align="left" valign="top">2,950&#x2013;2,900</td>
<td align="left" valign="top">C-H</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref63">Watson et al. (2007)</xref> <xref ref-type="bibr" rid="ref19">Fraser et al. (2011)</xref> and <xref ref-type="bibr" rid="ref002">Fraser et al. (2014)</xref></td>
</tr>
<tr>
<td align="left" valign="top">2,880&#x2013;2,840</td>
<td align="left" valign="top">C-H</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref63">Watson et al. (2007)</xref> <xref ref-type="bibr" rid="ref19">Fraser et al. (2011)</xref> and <xref ref-type="bibr" rid="ref002">Fraser et al. (2014)</xref></td>
</tr>
<tr>
<td align="left" valign="top">1705&#x2013;1,690</td>
<td align="left" valign="top">Carbonyl/Carboxylic C=O</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref63">Watson et al. (2007)</xref> and <xref ref-type="bibr" rid="ref002">Fraser et al. (2014)</xref></td>
</tr>
<tr>
<td align="left" valign="top">1,610&#x2013;1,590</td>
<td align="left" valign="top">Aromatic ring C=C, related to UAC, amide bond</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref002">Fraser et al. (2014)</xref></td>
</tr>
<tr>
<td align="left" valign="top">1,525&#x2013;1,505</td>
<td align="left" valign="top">Aromatic ring C=C, related to UAC</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref19">Fraser et al. (2011)</xref></td>
</tr>
<tr>
<td align="left" valign="top">1,175&#x2013;1,150</td>
<td align="left" valign="top">Phenol C-O and O-H, sulfoxide S=O</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref003">Stuart (2004)</xref> and <xref ref-type="bibr" rid="ref25">Jardine et al. (2017)</xref></td>
</tr>
<tr>
<td align="left" valign="top">1,120&#x2013;1,090</td>
<td align="left" valign="top">Ether Phenol C-O</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref001">Fan et al. (2019)</xref></td>
</tr>
<tr>
<td align="left" valign="top">1,040&#x2013;1,020</td>
<td align="left" valign="top">Alkyl/aryl/vinyl/ether C-O</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref004">Zhang et al. (2006)</xref></td>
</tr>
<tr>
<td align="left" valign="top">860&#x2013;840, 825&#x2013;805</td>
<td align="left" valign="top">Out of plane C-H deformation, (1,2,4) aromatic triple substitution, related to UAC</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref25">Jardine et al. (2017)</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Brief interpretations on these peaks are provided, following the literature.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Workflow example of spectral processing. Individual <italic>Sphagnum</italic> spectra from single palynomorphs in control sample at depth D03 (see <xref rid="SM7" ref-type="supplementary-material">Supplementary Table 1</xref>) were shown in sequence: <bold>(A)</bold> smoothed raw spectra; <bold>(B)</bold> mean spectrum calculated from baseline corrected smoothed raw spectra in <bold>(A)</bold>; <bold>(C)</bold> extended multiplicative signal correction (EMSC) of smoothed raw spectra in <bold>(A)</bold>, using the spectrum in <bold>(B)</bold> as the reference spectrum; <bold>(D)</bold> mean of all EMSC-corrected spectra in <bold>(C)</bold>, which was also the mean spectrum in this sample for further data analysis.</p></caption>
<graphic xlink:href="fevo-11-1096099-g001.tif"/>
</fig>
<p>For the detailed analysis of UAC peaks (~1,516&#x2009;cm<sup>&#x2212;1</sup>), peak areas were calculated using a shoelace formula, with a fixed peak range between 1,540 and 1,492&#x2009;cm<sup>&#x2212;1</sup>, similar to <xref ref-type="bibr" rid="ref44">Prosr et al. (2016)</xref>. Peak area offers several advantages over peak height as the unit of measurement, specifically for broadened or overlapped peaks (<xref ref-type="bibr" rid="ref44">Prosr et al., 2016</xref>). To understand changes in the UAC peak area with treatments, ordinary least squares linear regression was performed on UAC peak area vs. log<sub>10</sub> transformed treatment time, due to the mathematically skewed distributions of treatment times. Regression analysis was performed by averaging each treatment type across all core depths, thus minimising any potential influence of variability in humification (decomposition) of the peat material on pollen and spore resilience. Since the control sample had an effective treatment time of 0, we added 1 to all treatment times for the log regression analysis (since log of 0 results in infinity). Mean UAC peak area difference (&#x0394;UAC) between the control sample (no treatment) and the treated samples was calculated. We extracted the slope value of the regression as an indicator of the magnitude of UAC peak reduction across the entire range of treatment times. We also calculated the percentage change in UAC peak area between the control sample and treated sample for each time step to measure the magnitude of peak area change relative to the control (no treatment) sample.</p>
</sec>
</sec>
<sec id="sec7" sec-type="results">
<label>3.</label>
<title>Results</title>
<sec id="sec8">
<label>3.1.</label>
<title>Comparison of modern and sub-fossil spectra by taxon</title>
<p><xref rid="fig2" ref-type="fig">Figure 2</xref> shows mean spectra of the three taxa investigated from modern (fresh) and control (sub-fossil palynomorphs, no chemical treatment) samples. Overall, there are strong similarities between the modern and sub-fossil material, especially for <italic>Calluna</italic> and <italic>Sphagnum</italic>, while the modern and sub-fossil <italic>Alnus</italic> samples show greater differences, associated with noisier modern spectra for this taxon. In <italic>Sphagnum</italic>, there is a notable peak occurring at ~3,008&#x2009;cm<sup>&#x2212;1</sup> (<xref rid="fig2" ref-type="fig">Figure 2</xref>, grey shaded bar &#x201C;i&#x201D;) in modern spores that is not present in the sub-fossil spores. Additionally, a peak occurring at ~1740&#x2009;cm<sup>&#x2212;1</sup> (grey shaded bar &#x201C;ii&#x201D;) that is evident in all three taxa in modern spores and pollen (albeit weakly so for <italic>Calluna</italic>), is not evident in the sub-fossil material. Several differences are observed in peaks near 1,600&#x2009;cm<sup>&#x2212;1</sup> (grey shaded bars &#x201C;iii-a,b,c&#x201D;). The UAC peak at ~1,516&#x2009;cm<sup>&#x2212;1</sup> (grey shaded bar &#x201C;iv&#x201D;) is more evident in the sub-fossil samples, consistent with an origin in sporopollenin. Finally, the broad O-H peak (grey shaded bar &#x201C;v&#x201D;) is generally reduced in the sub-fossil material relative to the modern.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption><p>Comparison between FTIR spectra of modern <bold>(A,C,E)</bold> and sub-fossil <bold>(B,D,F)</bold> palynomorphs for <italic>Alnus</italic> (red), <italic>Calluna</italic> (green) and <italic>Sphagnum</italic> (blue). Bold lines show the mean spectra and colour-shaded area indicates one standard deviation. Grey bars (i&#x2013;iii) highlight main regions of difference between modern and sub-fossil spectra, (iv) indicates the UAC peak region at 1516&#x2009;cm<sup>&#x2212;1</sup>, and (v) the O-H peaks around 3,300&#x2009;cm<sup>&#x2212;1</sup>.</p></caption>
<graphic xlink:href="fevo-11-1096099-g002.tif"/>
</fig>
</sec>
<sec id="sec9">
<label>3.2.</label>
<title>Impacts of chemical treatments on sub-fossil palynomorphs</title>
<p><xref rid="fig3" ref-type="fig">Figure 3</xref> shows spectral differences between the control (untreated sample) and treated samples for different chemical treatments and treatment durations. HCl treatment does not substantially change the spectra for any of the taxa even at long treatment times, particularly in the fingerprint region (1800&#x2013;1,000&#x2009;cm<sup>&#x2212;1</sup>). Nevertheless, spectra from the HCl-treated samples for all taxa do show some reduction of the hydroxyl OH peak at ~3,300&#x2009;cm<sup>&#x2212;1</sup>, and we also observe increases in peak height at ~2,850 and&#x2009;~&#x2009;2,930&#x2009;cm<sup>&#x2212;1</sup> for <italic>Alnus</italic> at all treatment times, and <italic>Calluna</italic> and <italic>Sphagnum</italic> at 210&#x2009;min treatment.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption><p>Spectral differences between mean chemical-treated samples and mean control group samples. Grey bar shows the position of the UAC peak related to C=C aromatic bonds at 1516&#x2009;cm<sup>&#x2212;1</sup>. Red dashed boxes outlined the finger-print area.</p></caption>
<graphic xlink:href="fevo-11-1096099-g003.tif"/>
</fig>
<p>KOH treatment results in modest changes to the spectra, with spectral changes for all taxa in the fingerprint region. As with HCl, there were reductions to the hydroxyl OH peaks in all taxa, and similarly, increases in peak height for ~2,850 and&#x2009;~&#x2009;2,930&#x2009;cm<sup>&#x2212;1</sup>. The UAC peak at ~1,516&#x2009;cm<sup>&#x2212;1</sup> is reduced for all treatment times for <italic>Alnus</italic> and <italic>Calluna</italic>, but is largely unaffected in <italic>Sphagnum</italic> for treatment times under 60&#x2009;min, which is reduced by longer treatment.</p>
<p>Acetolysis treatment shows the most significant spectral changes across all three taxa and all treatment times, even after 1&#x2009;min of treatment. As with HCl and KOH, the hydroxyl OH peak at ~3,300&#x2009;cm<sup>&#x2212;1</sup> is reduced for all treatment times for <italic>Alnus</italic> and <italic>Calluna</italic>, whereas for <italic>Sphagnum</italic>, significant reduction occurs after 3&#x2009;min. In contrast, the peaks at ~2,850 and&#x2009;~&#x2009;2,930&#x2009;cm<sup>&#x2212;1</sup> are reduced across all three taxa and all treatment times for acetolysis. The UAC peak ~1,516&#x2009;cm<sup>&#x2212;1</sup> is reduced at all treatment times for <italic>Alnus</italic> and <italic>Calluna</italic>, and for treatment times greater than 3&#x2009;mins for <italic>Sphagnum</italic>. A strong peak appeared at ~1,140&#x2009;cm<sup>&#x2212;1</sup> in <italic>Alnus</italic> and <italic>Calluna</italic>, and at ~1,200&#x2009;cm<sup>&#x2212;1</sup> in <italic>Sphagnum</italic> after being treated for more than 1&#x2009;min, which was not present in the untreated (control) samples. The ether phenol C-O peak at ~1,100&#x2009;cm<sup>&#x2212;1</sup> was reduced in all taxa for all treatment times.</p>
<p>The PCA biplot (<xref rid="fig4" ref-type="fig">Figure 4</xref>) shows spectral differences among samples between taxa chemical treatments and treatment times. Samples treated with HCl were most similar to the control samples for all taxa and PC scores on both axes are close to the control groups. Similarly, there was a relatively small distance between KOH-treated and control samples. Acetolysed samples plot farther from the control samples and show considerably greater dispersion. PC1 explains 39.5% of the variance and primarily reflects impacts from different treatment chemicals (negative PC1 scores for HCl and KOH treated samples, positive scores for acetolysed samples). PC2 explains 22.3% of the variance and mainly reflects inter-taxon differences, discriminating between all <italic>Calluna</italic> samples (negative PC2 scores) and the other taxa (positive PC2 scores), and also explaining some variance resulting from treatment time, with generally higher PC2 scores for longer treatment times. The analysis also shows the strongest influence of treatment time for acetolysis treated samples, especially notable for <italic>Sphagnum</italic>, while there is less effect for HCl and KOH (samples more strongly clustered).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption><p>PCA biplot on whole FTIR spectra. Each coloured element represents the average for that chemical treatment, treatment time, and taxon. Distribution ellipses showed the 95% confidence level according to different chemical treatments. Loading vectors of peaks in <xref rid="tab3" ref-type="table">Table 3</xref> were indicated, with labels representing their wavenumbers, respectively.</p></caption>
<graphic xlink:href="fevo-11-1096099-g004.tif"/>
</fig>
</sec>
<sec id="sec10">
<label>3.3.</label>
<title>Influence of chemical treatments on UAC peak area</title>
<p><xref rid="tab4" ref-type="table">Table 4</xref> reports the average change in UAC peak area as a percentage of the control sample values (&#x2206;UAC) for the three taxa. &#x2206;UAC values are visualised in <xref rid="fig5" ref-type="fig">Figure 5</xref>, showing the standard deviation across samples from the seven depths (error bars) accompanied by the regression line with 95% confidence interval for the regression of &#x2206;UAC onto log-transformed treatment time. Regression statistics are reported in <xref rid="tab5" ref-type="table">Table 5</xref>. In general, we observe that chemical pretreatments tend to reduce the UAC peak area, although the pattern is not entirely consistent across all treatments and taxa. Regression models for reduction in UAC peak area with time are significant for KOH treatment on <italic>Calluna</italic> and acetolysis on <italic>Sphagnum</italic> at the 95% confidence level (<italic>p</italic> &#x2264;&#x2009;0.05) and for acetolysis on <italic>Alnus</italic>, acetolysis on <italic>Calluna</italic>, and KOH treatment on <italic>Sphagnum</italic> at the 90% confidence level (<italic>p</italic>&#x2009;&#x2264;&#x2009;0.1; <xref rid="tab5" ref-type="table">Table 5</xref>). In contrast, a significant increase in UAC peak area is modelled for HCl treatment on Sphagnum (<italic>p</italic> &#x2264;&#x2009;0.05). Broadly, the magnitude of UAC changes is greater for KOH than HCl, and for acetolysis than KOH, reflected in the slope of the regression models (<xref rid="fig5" ref-type="fig">Figure 5</xref>; <xref rid="tab5" ref-type="table">Table 5</xref>).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption><p>UAC difference (&#x0394;UAC) changes (in percentages) again treatment time.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Chemical</th>
<th align="center" valign="top">Taxon</th>
<th align="center" valign="top" colspan="9">Treatment time (minute)</th>
</tr>
<tr>
<th/>
<th/>
<th align="center" valign="top">0 (Control group)</th>
<th align="center" valign="top">1</th>
<th align="center" valign="top">3</th>
<th align="center" valign="top">5</th>
<th align="center" valign="top">10</th>
<th align="center" valign="top">30</th>
<th align="center" valign="top">60</th>
<th align="center" valign="top">120</th>
<th align="center" valign="top">210</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="3">HCl</td>
<td align="center" valign="top"><italic>Alnus</italic></td>
<td align="char" valign="top" char=".">0.0%</td>
<td align="char" valign="top" char=".">(No Data)</td>
<td align="char" valign="top" char=".">(No Data)</td>
<td align="char" valign="top" char=".">29.0%</td>
<td align="char" valign="top" char=".">5.1%</td>
<td align="char" valign="top" char=".">&#x2212;23.1%</td>
<td align="char" valign="top" char=".">&#x2212;28.0%</td>
<td align="char" valign="top" char=".">&#x2212;28.7%</td>
<td align="char" valign="top" char=".">&#x2212;9.6%</td>
</tr>
<tr>
<td align="center" valign="top"><italic>Calluna</italic></td>
<td align="char" valign="top" char=".">0.0%</td>
<td align="char" valign="top" char=".">(No Data)</td>
<td align="char" valign="top" char=".">(No Data)</td>
<td align="char" valign="top" char=".">&#x2212;2.0%</td>
<td align="char" valign="top" char=".">&#x2212;10.9%</td>
<td align="char" valign="top" char=".">27.0%</td>
<td align="char" valign="top" char=".">30.9%</td>
<td align="char" valign="top" char=".">6.8%</td>
<td align="char" valign="top" char=".">14.2%</td>
</tr>
<tr>
<td align="center" valign="top"><italic>Sphagnum</italic></td>
<td align="char" valign="top" char=".">0.0%</td>
<td align="char" valign="top" char=".">(No Data)</td>
<td align="char" valign="top" char=".">(No Data)</td>
<td align="char" valign="top" char=".">9.9%</td>
<td align="char" valign="top" char=".">23.6%</td>
<td align="char" valign="top" char=".">21.7%</td>
<td align="char" valign="top" char=".">18.1%</td>
<td align="char" valign="top" char=".">21.8%</td>
<td align="char" valign="top" char=".">18.9%</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">KOH</td>
<td align="center" valign="top"><italic>Alnus</italic></td>
<td align="char" valign="top" char=".">0.0%</td>
<td align="char" valign="top" char=".">(No Data)</td>
<td align="char" valign="top" char=".">(No Data)</td>
<td align="char" valign="top" char=".">&#x2212;8.7%</td>
<td align="char" valign="top" char=".">&#x2212;47.8%</td>
<td align="char" valign="top" char=".">&#x2212;58.3%</td>
<td align="char" valign="top" char=".">&#x2212;28.1%</td>
<td align="char" valign="top" char=".">&#x2212;53.5%</td>
<td align="char" valign="top" char=".">&#x2212;29.7%</td>
</tr>
<tr>
<td align="center" valign="top"><italic>Calluna</italic></td>
<td align="char" valign="top" char=".">0.0%</td>
<td align="char" valign="top" char=".">(No Data)</td>
<td align="char" valign="top" char=".">(No Data)</td>
<td align="char" valign="top" char=".">&#x2212;11.7%</td>
<td align="char" valign="top" char=".">&#x2212;26.0%</td>
<td align="char" valign="top" char=".">&#x2212;9.0%</td>
<td align="char" valign="top" char=".">&#x2212;61.4%</td>
<td align="char" valign="top" char=".">&#x2212;51.4%</td>
<td align="char" valign="top" char=".">&#x2212;43.0%</td>
</tr>
<tr>
<td align="center" valign="top"><italic>Sphagnum</italic></td>
<td align="char" valign="top" char=".">0.0%</td>
<td align="char" valign="top" char=".">(No Data)</td>
<td align="char" valign="top" char=".">(No Data)</td>
<td align="char" valign="top" char=".">1.0%</td>
<td align="char" valign="top" char=".">15.2%</td>
<td align="char" valign="top" char=".">9.6%</td>
<td align="char" valign="top" char=".">&#x2212;22.3%</td>
<td align="char" valign="top" char=".">&#x2212;16.5%</td>
<td align="char" valign="top" char=".">&#x2212;60.1%</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Acetolysis</td>
<td align="center" valign="top"><italic>Alnus</italic></td>
<td align="char" valign="top" char=".">0.0%</td>
<td align="char" valign="top" char=".">&#x2212;67.3%</td>
<td align="char" valign="top" char=".">&#x2212;67.5%</td>
<td align="char" valign="top" char=".">&#x2212;78.5%</td>
<td align="char" valign="top" char=".">&#x2212;48.8%</td>
<td align="char" valign="top" char=".">&#x2212;72.3%</td>
<td align="char" valign="top" char=".">&#x2212;77.1%</td>
<td align="char" valign="top" char=".">&#x2212;76.9%</td>
<td align="char" valign="top" char=".">(No Data)</td>
</tr>
<tr>
<td align="center" valign="top"><italic>Calluna</italic></td>
<td align="char" valign="top" char=".">0.0%</td>
<td align="char" valign="top" char=".">&#x2212;72.1%</td>
<td align="char" valign="top" char=".">&#x2212;68.6%</td>
<td align="char" valign="top" char=".">&#x2212;57.1%</td>
<td align="char" valign="top" char=".">&#x2212;59.0%</td>
<td align="char" valign="top" char=".">&#x2212;84.8%</td>
<td align="char" valign="top" char=".">&#x2212;83.8%</td>
<td align="char" valign="top" char=".">&#x2212;69.4%</td>
<td align="char" valign="top" char=".">(No Data)</td>
</tr>
<tr>
<td align="center" valign="top"><italic>Sphagnum</italic></td>
<td align="char" valign="top" char=".">0.0%</td>
<td align="char" valign="top" char=".">6.7%</td>
<td align="char" valign="top" char=".">&#x2212;60.2%</td>
<td align="char" valign="top" char=".">&#x2212;57.6%</td>
<td align="char" valign="top" char=".">&#x2212;54.0%</td>
<td align="char" valign="top" char=".">&#x2212;89.4%</td>
<td align="char" valign="top" char=".">&#x2212;88.2%</td>
<td align="char" valign="top" char=".">&#x2212;88.6%</td>
<td align="char" valign="top" char=".">(No Data)</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption><p>Averaged &#x2206;UAC changes against treatment time (logarithmic horizontal axis). Each point represents the average &#x2206;UAC. Error bars indicate standard variations. Shaded area indicates 95% confidence area of regression analysis.</p></caption>
<graphic xlink:href="fevo-11-1096099-g005.tif"/>
</fig>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption><p>Results of regression of averaged &#x2206;UAC against log-transformed treatment time, with significance of independent variable (treatment time).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Slope</th>
<th align="center" valign="top">R<sup>2</sup></th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="4">HCl</td>
</tr>
<tr>
<td align="left" valign="top"><italic>Alnus</italic></td>
<td align="char" valign="top" char=".">&#x2212;0.16</td>
<td align="char" valign="top" char=".">0.38</td>
<td align="char" valign="top" char=".">0.14</td>
</tr>
<tr>
<td align="left" valign="top"><italic>Calluna</italic></td>
<td align="char" valign="top" char=".">0.10</td>
<td align="char" valign="top" char=".">0.28</td>
<td align="char" valign="top" char=".">0.22</td>
</tr>
<tr>
<td align="left" valign="top"><italic>Sphagnum</italic></td>
<td align="char" valign="top" char=".">0.08</td>
<td align="char" valign="top" char=".">0.59</td>
<td align="char" valign="top" char=".">0.04</td>
</tr>
<tr>
<td align="left" valign="top" char="." colspan="4">KOH</td>
</tr>
<tr>
<td align="left" valign="top"><italic>Alnus</italic></td>
<td align="char" valign="top" char=".">&#x2212;0.17</td>
<td align="char" valign="top" char=".">0.38</td>
<td align="char" valign="top" char=".">0.14</td>
</tr>
<tr>
<td align="left" valign="top"><italic>Calluna</italic></td>
<td align="char" valign="top" char=".">&#x2212;0.23</td>
<td align="char" valign="top" char=".">0.64</td>
<td align="char" valign="top" char=".">0.03</td>
</tr>
<tr>
<td align="left" valign="top"><italic>Sphagnum</italic></td>
<td align="char" valign="top" char=".">&#x2212;0.21</td>
<td align="char" valign="top" char=".">0.45</td>
<td align="char" valign="top" char=".">0.10</td>
</tr>
<tr>
<td align="left" valign="top" char="." colspan="4">Acetolysis</td>
</tr>
<tr>
<td align="left" valign="top"><italic>Alnus</italic></td>
<td align="char" valign="top" char=".">&#x2212;0.23</td>
<td align="char" valign="top" char=".">0.40</td>
<td align="char" valign="top" char=".">0.09</td>
</tr>
<tr>
<td align="left" valign="top"><italic>Calluna</italic></td>
<td align="char" valign="top" char=".">&#x2212;0.24</td>
<td align="char" valign="top" char=".">0.42</td>
<td align="char" valign="top" char=".">0.08</td>
</tr>
<tr>
<td align="left" valign="top"><italic>Sphagnum</italic></td>
<td align="char" valign="top" char=".">&#x2212;0.47</td>
<td align="char" valign="top" char=".">0.80</td>
<td align="char" valign="top" char=".">0.00</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In detail, HCl treatments yielded variable impacts on UAC peak areas, with positive relationships (across the entire treatment period) for <italic>Calluna</italic> and <italic>Sphagnum</italic>, and a negative relationship for <italic>Alnus</italic>. <italic>Sphagnum</italic> yielded a significant regression result (p &#x2264; 0.05) but weak slope coefficient, while the relationships of the other two taxa were insignificant (<xref rid="tab5" ref-type="table">Table 5</xref>). Overall, the total impact of HCl treatment, even after very long treatment times, was modest; &#x2206;UAC values after 210&#x2009;min were&#x2009;&#x2212;&#x2009;9.6%, +14.2%, +18.9% for <italic>Alnus</italic>, <italic>Calluna</italic> and <italic>Sphagnum</italic>, respectively (<xref rid="tab4" ref-type="table">Table 4</xref>).</p>
<p>For KOH, there were negative relationships for all three taxa. The relationships for <italic>Calluna</italic> and <italic>Sphagnum</italic> were significant at <italic>p</italic> &#x2264;&#x2009;0.05 and <italic>p</italic> &#x2264; 0.1, respectively, but insignificant for <italic>Alnus</italic>. The detailed pattern of change over time is specific to each taxon: <italic>Alnus</italic> displays a marked step-like reduction in &#x0394;UAC after 10&#x2009;min (&#x2212;47.8%); <italic>Calluna</italic>, a similar marked reduction is noted after 60&#x2009;min (&#x2212;61.4%); and a progressive strong reduction for <italic>Sphagnum</italic> between 60 (&#x2212;22.3%) and 120&#x2009;min (&#x2212;60.1%; <xref rid="tab4" ref-type="table">Table 4</xref>). Thus a limited impact is detected from KOH on UAC peak areas in pollen and spores within short treatment time (e.g., &#x2264;10&#x2009;min for <italic>Alnus</italic>, and&#x2009;&#x003C;&#x2009;30&#x2009;min for <italic>Calluna</italic> and <italic>Sphagnum</italic>), and increasing impact of KOH between 10 and 120&#x2009;min for <italic>Alnus</italic>, and 60 and 120&#x2009;min for <italic>Calluna</italic> and <italic>Sphagnum</italic>. Extended treatment (210&#x2009;min) resulted in a strong reduction in UAC peak areas for all taxa: &#x2212;29.7, &#x2212;43.0% and&#x2009;&#x2212;&#x2009;60.1% for <italic>Alnus</italic>, <italic>Calluna</italic> and <italic>Sphagnum</italic>, respectively (<xref rid="tab4" ref-type="table">Table 4</xref>).</p>
<p>Acetolysis treatments resulted in the strongest negative relationships between &#x2206;UAC and treatment time, significant for <italic>Alnus</italic> (<italic>p</italic> &#x2264; 0.1), Calluna (<italic>p</italic> &#x2264; 0.1) and <italic>Sphagnum</italic> (<italic>p</italic> &#x2264;&#x2009;0.05). Slope values for <italic>Sphagnum</italic> samples treated by acetolysis had higher negative values than the other two taxa, indicating the greatest degree of UAC reduction during the whole treatment period. For <italic>Alnus</italic> and <italic>Calluna</italic>, acetolysis impacts on UAC peak area were notable after 1&#x2009;min (&#x2212;67.3% and&#x2009;&#x2212;&#x2009;72.1%, respectively), while <italic>Sphagnum</italic> showed some resilience after 1&#x2009;min followed by stronger changes from 3&#x2009;mins onward. Extended treatment (120&#x2009;min) resulted in a very strong reduction in UAC peak areas for all taxa: &#x2212;76.9, &#x2212;69.4% and&#x2009;&#x2212;&#x2009;88.6% for <italic>Alnus</italic>, <italic>Calluna</italic> and <italic>Sphagnum</italic>, respectively (<xref rid="tab4" ref-type="table">Table 4</xref>).</p>
</sec>
</sec>
<sec id="sec11" sec-type="discussions">
<label>4.</label>
<title>Discussion</title>
<sec id="sec12">
<label>4.1.</label>
<title>Spectral differences between modern and sub-fossil palynomorphs</title>
<p>In the comparison between modern and sub-fossil spectra (<xref rid="fig2" ref-type="fig">Figure 2</xref>), visible peaks of C=O at ~1740&#x2009;cm<sup>&#x2212;1</sup> (corresponding to lipids or ester in palynomorphs; <xref ref-type="bibr" rid="ref63">Watson et al., 2007</xref>), and amide I and amide II at ~1,650&#x2009;cm<sup>&#x2212;1</sup> (iii-a) and&#x2009;~&#x2009;1,550&#x2009;cm<sup>&#x2212;1</sup> (iii-c; contributed by protein; <xref ref-type="bibr" rid="ref56">Sowa et al., 1991</xref>; <xref ref-type="bibr" rid="ref34">Lahlali et al., 2014</xref>) are observed in modern spectra of three taxa, while not for sub-fossil ones. These differences are likely the result of palynomorph degradation and oxidation from fresh (modern) samples to sub-fossil products in the environment. Also, protoplast contents in nuclei of fresh palynomorphs are important sources of proteins (<xref ref-type="bibr" rid="ref60">Ueda and Tanaka, 1994</xref>), but they could be rapidly destroyed by bacteria, fungi, oxidation and hydrolysis, all probable impacts suffered by sub-fossil materials (<xref ref-type="bibr" rid="ref59">Traverse, 2007</xref>). Similarly, a study on <italic>Ambrosia</italic> pollen showed that the cellulosic intine layer of the pollen wall contains antigenic proteins which are lost on contact with a humid surface (<xref ref-type="bibr" rid="ref24">Howlett et al., 1973</xref>). For the peak at ~3,008&#x2009;cm<sup>&#x2212;1</sup> in modern palynomorph spectra, interpretations in other studies on this peak signal attributed it to C=C bonds (<xref ref-type="bibr" rid="ref14">Depciuch et al., 2018</xref>; <xref ref-type="bibr" rid="ref33">Kyselka et al., 2018</xref>), and disappearance of this peak in sub-fossil <italic>Sphagnum</italic> spores may represent losses in degree of carbon unsaturation for this taxon. <xref ref-type="bibr" rid="ref61">Van Bilsen et al. (1994)</xref> found loss of lipids in pollen grains after storage, resulting in loss of unsaturation of grain chemistry, reinforcing the disappeared peak of both C=C (~3,008&#x2009;cm<sup>&#x2212;1</sup>) and C=O (~1740&#x2009;cm<sup>&#x2212;1</sup>) in modern spectra (<xref rid="fig2" ref-type="fig">Figure 2</xref> &#x201C;i&#x201D; and &#x201C;ii&#x201D;). These features may explain the insignificant amide peaks we observe in sub-fossil spectra. Since up to 60% of the N content of fresh pollen may be water soluble (<xref ref-type="bibr" rid="ref21">Greenfield, 1999</xref>), changes in pollen chemistry may be very rapid (hours to days) on deposition in the environment. This may explain the stronger amide peaks detected in the modern <italic>Alnus</italic> sample, for which pollen was collected directly from catkins, as compared to the modern <italic>Calluna</italic> and <italic>Sphagnum</italic> samples, where palynomorphs were scavenged following flowering/sporulation from the surface of living sphagna. Overall, the absence of peaks at 3008&#x2009;cm<sup>&#x2212;1</sup> and&#x2009;~&#x2009;1740&#x2009;cm<sup>&#x2212;1</sup> in sub-fossil spectra represents a clear discriminator between modern and sub-fossil pollen and spores, likely related to the loss of pollenkitt, intine and protoplasm in the aerobic peatbog surface layers. The absence of these spectral features is also evident in the untreated control samples from the core, thus confirming that their absence is not due to chemical treatment. This is true for the sub-fossil samples at all depths, including the youngest samples at 44.5&#x2009;cm (approximately 600&#x2009;cal&#x2009;years BP), consistent with complete &#x201C;transformation&#x201D; to sub-fossil status.</p>
</sec>
<sec id="sec13">
<label>4.2.</label>
<title>Influence of HCl, KOH and acetolysis treatments on sporopollenin</title>
<p>Spectra treated by HCl have few observable changes, but peaks attributed to O-H bonds at ~3,300&#x2009;cm<sup>&#x2212;1</sup> decrease with longer treatment time for all taxa (<xref rid="fig3" ref-type="fig">Figure 3</xref>), and peaks at ~2,930 and&#x2009;~&#x2009;2,850&#x2009;cm<sup>&#x2212;1</sup> (both attributed to C-H bonds) increase after being treated by HCl. They could be the result of hydrophobicity increases on the palynomorph surface. <xref ref-type="bibr" rid="ref42">Noma et al. (2018)</xref> found increased hydrophobicity for spores treated with HCl, by negatively charging the spore coat. Meanwhile, <xref ref-type="bibr" rid="ref67">Yang et al. (2009)</xref> compared FTIR spectra for methyl-modified silica films with different levels of hydrophobicity, and found weaker O-H bond peaks and stronger C-H bond peaks adjacent to the wavenumbers in our results.</p>
<p>For KOH, both the decreased O-H&#x2009;~&#x2009;3,300&#x2009;cm<sup>&#x2212;1</sup> peaks and increased C-H 2930/2850&#x2009;cm<sup>&#x2212;1</sup> peaks are also observed (<xref rid="fig3" ref-type="fig">Figure 3</xref>), but with different reasons. The decreases of O-H peaks could be from decomposition of humic acid. <xref ref-type="bibr" rid="ref40">M&#x00FC;ller et al. (2021)</xref> found negative mean depletion of carbon isotope values (&#x03B4;<sup>13</sup>C) for <italic>Alnus</italic> pollen grains treated by KOH, and attributed this to decreases of more derivatives of humic acids. Considering that strong peaks at around 3,300&#x2009;cm<sup>&#x2212;1</sup> are observed in humid acid infrared spectra (<xref ref-type="bibr" rid="ref68">Yonebayashi and Hattori, 1989</xref>), decreases in humic acid could explain the weakened O-H peak. The increases of C-H peaks at ~2930/2850&#x2009;cm<sup>&#x2212;1</sup> could come from hydrolytic degradation of carbon chains and branching in sporopollenin. <xref ref-type="bibr" rid="ref52">Sammon et al. (2000)</xref> found increased C-H peaks at ~2930/2850&#x2009;cm<sup>&#x2212;1</sup> for FTIR spectra of KOH-treated polyethylene, and attribute these changes to change in chemical (electronic) environment occurring during hydrolytic degradation. Sporopollenin also has substantial ester groups (<xref ref-type="bibr" rid="ref35">Li et al., 2018</xref>), enabling similar hydrolytic degradation processes when treated with KOH. Also, sporopollenin treated by KOH had been found to be similar to IR spectra with K salt glucuronic acid, indicating an oxidised aromatic ring (<xref ref-type="bibr" rid="ref59">Traverse, 2007</xref>), and this may support the weakened UAC-related signal at ~1,516&#x2009;cm<sup>&#x2212;1</sup>. To deal with this issues, spectral deconvolution with Voigt profiles is usually applied to isolate single peak signals from overlapped peaks (<xref ref-type="bibr" rid="ref3">Bandosz et al., 1994</xref>; <xref ref-type="bibr" rid="ref51">Sadat and Joye, 2020</xref>), while an alternative method on peak area calculation of &#x201C;Tangential integration&#x201D; has been also been tested to be comparable with the Voigt profile deconvolution (<xref ref-type="bibr" rid="ref65">Wieser et al., 2022</xref>). We ran both methodologies to isolate UAC 1516&#x2009;cm<sup>&#x2212;1</sup> peak area, and get comparable results as well.</p>
<p>Samples treated by acetolysis showed several significant changes in spectral peaks (<xref rid="fig3" ref-type="fig">Figure 3</xref>). Peaks representing O-H bonds (3,300&#x2009;cm<sup>&#x2212;1</sup>), C-H bonds (2,925 and 2,850&#x2009;cm<sup>&#x2212;1</sup>), aromatic C=C bonds (1,516&#x2009;cm<sup>&#x2212;1</sup>) and ether phenol C-O bonds (1,100&#x2009;cm<sup>&#x2212;1</sup>) were weaker, while peaks belonging to aryl ether C-O bonds (1,040&#x2009;cm<sup>&#x2212;1</sup>) and phenol C-O/C-H bonds (1,150&#x2009;cm<sup>&#x2212;1</sup>) became stronger. Generally speaking, these variations in bond peaks suggest fundamental element gain and loss tendencies for acetolysis treatment on sporopollenin: losses for carbon functional groups and enrichment for oxygen ones (<xref ref-type="bibr" rid="ref1">Ahlers et al., 2000</xref>). Moreover, weakening of peaks at ~1,516&#x2009;cm<sup>&#x2212;1</sup> and&#x2009;~&#x2009;1,100&#x2009;cm<sup>&#x2212;1</sup> was also identified by <xref ref-type="bibr" rid="ref16">Dominguez et al. (1999)</xref> who observed that unsaturation and ether bonds were oxidised into carboxylic acids. Meanwhile, strengthening of two bonds correlated with phenol and aryl ether is also supported by evidence from <xref ref-type="bibr" rid="ref62">Watson et al. (2012)</xref> for substitutions of aromatic rings by hydroxyl group, resulting in increased intensity of phenol O-H and C-O bonds. Meanwhile, considering that the peak around 1,150&#x2009;cm<sup>&#x2212;1</sup> was also correlated with S=O stretch vibrations (<xref ref-type="bibr" rid="ref43">Oh and Baiz, 2019</xref>), the elevated intensities here could also be the results of newly-formed sulfoxide bond from acetolysis treatment. <xref ref-type="bibr" rid="ref59">Traverse (2007)</xref> notes the uptake of S by palynomorphs during acetolysis. Overall, the spectral changes point to quite profound impacts of acetolysis on sub-fossil palynomorph chemistry, associated with size and colour (thermal maturation) changes (<xref rid="SM5" ref-type="supplementary-material">Supplementary Figure 5</xref>).</p>
<p>Considering Euclidean distances in the PCA biplot as an approximation of total spectral changes (<xref rid="fig4" ref-type="fig">Figure 4</xref>), all three taxa were fairly resilient to chemical treatment with HCl, moderately resilient to KOH treatment, and least resilient to acetolysis treatment (reflected in PC1). We also observe that taxon-specific differences in the FTIR spectra are retained after chemical treatment (reflected in PC2), for all treatment types and treatment times. This indicates that it should be possible to discriminate between taxa on sub-fossil material following chemical treatment subject to careful application of a systematic set of protocols, which is essential for chemotaxonomic applications of FTIR on pollen (<xref ref-type="bibr" rid="ref29">Julier et al., 2016</xref>; <xref ref-type="bibr" rid="ref15">Diehn et al., 2020</xref>). Nevertheless, the evident displacement of samples in the PCA following any of the treatments emphasises the need for careful attention to the impacts of processing methods, especially where these may not be parallel between reference and ancient specimens.</p>
</sec>
<sec id="sec14">
<label>4.3.</label>
<title>Impacts of chemical treatments on UACs</title>
<p>Our findings reveal that UAC peak areas are impacted by chemical treatments. Despite variability between treatments and taxa, and fairly high dispersion of results across samples drawn from different depths in the core, a generally consistent pattern of loss of UAC peak area is observed for KOH and acetolysis treatments. Furthermore, in several cases &#x2014;KOH treatment on <italic>Calluna</italic> and acetolysis treatments on all taxa&#x2014; the results conform to a log-decay model (i.e., regression models significant at 95% or 90% confidence level), highlighting a distinctive pattern of rapid loss of UAC peak area during the first minutes of treatment time followed by progressive reduction over longer treatment times. This model has been selected empirically and could be further refined through the development of physico-chemical models for different treatments.</p>
<p>For changes to the UAC peak area, different reactions to acetolysis treatment were observed among three taxa investigated (<xref rid="fig5" ref-type="fig">Figure 5</xref>; <xref rid="tab4" ref-type="table">Tables 4</xref>, <xref rid="tab5" ref-type="table">5</xref>). <italic>Sphagnum</italic> showed strong resilience to treatment after one minute, but eventually demonstrated the strongest change in UAC peak areas after prolonged treatment. The thicker wall (exine) of <italic>Sphagnum</italic> spores (<xref ref-type="bibr" rid="ref9">Brown et al., 2015</xref>), may give them increased initial protection against chemical treatment compared to <italic>Alnus</italic> and <italic>Calluna</italic> pollen grains. However, the eventual magnitude of the UAC changes in <italic>Sphagnum</italic> spores, greater than for <italic>Alnus</italic> or <italic>Calluna</italic>, are consistent with a previously reported vulnerability of <italic>Sphagnum</italic> spores to degradation by acetolysis of 10&#x2009;min duration (<xref ref-type="bibr" rid="ref13">Charman, 1992</xref>).</p>
</sec>
<sec id="sec15">
<label>4.4.</label>
<title>Implications and recommendations for future research</title>
<p>Our study reveals that chemical treatment can have a significant impact on the chemistry of pollen and spores even under short duration treatment times. This result has important implications for UV-B reconstructions based on UACs in ancient pollen and spores (<xref ref-type="bibr" rid="ref53">Seddon et al., 2019</xref>). Importantly, our findings have been obtained on sub-fossil palynomorphs, so chemical impacts of the selected treatments cannot be not solely related to the loss of pollenkitt, intine or protoplasm, which are not preserved in sub-fossil grains and spores. Therefore, the progressive reduction in peak area of the aromatic C=C UAC peak at ~1,516&#x2009;cm<sup>&#x2212;1</sup> with treatment time can only be explained by loss of UACs from within the sporopollenin itself as a result of damage caused to the palynomorphs from the chemical treatment. Not only were strong changes observed with short acetolysis times, KOH treatment also resulted in the reduction of the UAC peak areas albeit at longer treatment times and to a slightly lower overall magnitude (<xref rid="tab5" ref-type="table">Table 5</xref>). In contrast, HCl treatment does not yield a consistent direction of change in the UAC peak areas and only modest proportional changes in UAC peak area. Thus cautious application of HCl, or even KOH for short treatment times (up to 5&#x2009;min), may not overly impact the UAC peak. We would suggest that for chemical analysis of palynomorphs, researchers should make cautious selection of the pre-treatment protocols and that careful control and consistency when using HCl and KOH treatments are needed, while further investigation of the specific effects of chemical treatments on different taxa are required. This could include, for example, investigation of other chemical treatments that are frequently used in standard pollen preparation techniques, such as hydrofluoric acid.</p>
<p>Due to significant reductions in the UAC peak areas as well as taxon-specific effects (different magnitude and pace of spectral changes), we recommend that acetolysis is avoided for all palynomorph chemistry analysis in palaeoecological studies on pollen and spore chemistry. Since UAC peak areas can be strongly reduced after just 1&#x2009;min of treatment, even efforts to implement a systematic protocol could risk introducing differential changes to UAC peak areas down core as a result of small changes in exposure time between samples to the acetolysis treatment. In addition, long treatments may introduce additional features to the spectra making peak detection more difficult.</p>
<p>Overall, as we demonstrate in this study, the use of physical separation methods including micro-sieving and density separation is preferable for FTIR analysis of pollen and spores, since it does not impact on UAC peak detection or quantification. However, we recognise this method may not be suitable for all sediment types, and further research is required for pollen extraction from non-peat or non-lake sediments. We recognise that researchers may wish to carry out standard pollen analysis (identification and counting) in addition to chemical analysis of pollen on the same samples. We suggest a practical approach would involve taking two sub-samples from the sample, so that one can be prepared in the standard way (applying chemical digestions as required to maximise the quality of the residues for counting), while the other is prepared using physical separation methods and minimising the use of harsh reagents.</p>
</sec>
</sec>
<sec id="sec16" sec-type="conclusions">
<label>5.</label>
<title>Conclusion</title>
<p>Based on experimental treatments of sub-fossil pollen and spores of <italic>Alnus</italic>, <italic>Calluna</italic> and <italic>Sphagnum</italic> isolated from a Late Holocene peat core with commonly used palynological pretreatments (HCL, KOH, acetolysis), we found that:</p>
<list list-type="bullet">
<list-item><p>All chemical treatments, even for short treatment times, modified the FTIR spectra to some degree; HCl had the weakest impact, KOH had an intermediate impact, and acetolysis had the strongest impact on the FTIR spectra.</p></list-item>
<list-item><p>Concerning the critical peak area at ~1,516&#x2009;cm<sup>&#x2212;1</sup> used for detection of ultraviolet-absorbing compounds (UACs), we found variable, weak impacts of HCl, strong reductions with longer KOH treatment, and powerful impacts of acetolysis. Generally, the pattern of UAC reduction conforms to a log-decay pattern, although considerable variability is observed between treatments and taxa.</p></list-item>
<list-item><p>Since loss of peak area was evident in all three taxa after even very short acetolysis times (1&#x2013;3&#x2009;min), we strongly recommend against the use of acetolysis treatment in the preparation of pollen and spore samples for UAC detection and UV-B reconstruction.</p></list-item>
<list-item><p>While the use of HCl, and of KOH for very short treatment times up to 5&#x2009;min do not appear likely to influence the results of UAC peak detection by FTIR, the evidence we present for taxon-dependent impacts of the chemical treatments suggests that researchers must check carefully for potential impacts of chemical pretreatments on their chosen target taxon / taxa.</p></list-item>
<list-item><p>Overall, we recommend avoiding the use of chemical digestions for chemical palynology in favour of separation methods including micro-sieving and dense media separation.</p></list-item>
</list>
</sec>
<sec id="sec17" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article are available at the University of Manchester Research Repository at <ext-link xlink:href="https://doi.org/10.48420/21931257" ext-link-type="uri">https://doi.org/10.48420/21931257</ext-link>.</p>
</sec>
<sec id="sec18">
<title>Author contributions</title>
<p>TW performed the laboratory analysis and statistical analysis. All authors contributed to the interpretation and writing of the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="conf1" 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="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<p>We thank the technical team of the Geography Laboratories of the University of Manchester (J. Moore, T. Bishop, J. Yarwood, R. Self) for their support. We gratefully acknowledge capital support of the University of Manchester in establishing the FTIR facility in the Geography Laboratories. We thank the reviewers for constructive comments that helped to improve the manuscript. We acknowledge NEIF grant NE/S011587/1 (allocation number 2352.0321) on constraining the radiocarbon dates. We thank SUERC AMS Laboratory staff for <sup>14</sup>C analysis and technical support from NRCF staff (Mark H. Garnett and Pauline Gulliver).</p>
</ack>
<sec id="sec20" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fevo.2023.1096099/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fevo.2023.1096099/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image_1.JPEG" id="SM1" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"><label>Supplementary Figure S1</label><caption><p>Bayesian age model for HM20 core, showing posteriors for 14C data, and 95% probability density.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image_2.jpg" id="SM2" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"><label>Supplementary Figure S2</label><caption><p>FTIR spectra of sodium pyrophosphate (Na4P2O7) and sodium polytungstate (SPT). Red dashed box indicates the fingerprint zones for palynomorph spectra, and grey bars (i and ii) highlight major peaks observed in this range.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image_3.jpg" id="SM3" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"><label>Supplementary Figure S3</label><caption><p>Mean FTIR spectra of water washed (<bold>a</bold>, <bold>c</bold>, <bold>e</bold>), and sodium pyrophosphate and SPT washed (<bold>b</bold>, <bold>d</bold>, <bold>f</bold>) palynomorphs. Subfossil palynomorphs were extracted from control sample at depth D01. Colour-shaded areas indicates the standard deviation, and grey bars (i and ii) correspond to wavenumber positions labelled in <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure 1</xref>. Each mean spectrum is based on averaging of 28&#x00B1;4 individual grains or spores.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image_4.jpg" id="SM4" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"><label>Supplementary Figure S4</label><caption><p>FTIR spectra derived by using different aperture sizes. Spectra were collected from control samples at depth D01. (<bold>a</bold>)&#x2013;(<bold>c</bold>): spectra were acquired from the same palynomorph grain, using different aperture sizes. (<bold>d</bold>)&#x2013;(<bold>f</bold>): mean spectra (black lines) and standard variance (blue shaded areas) from ~50 single grain spectra. Labels beside the spectra indicate the aperture size (&#x00B5;m) used, and those filled in red represent the selected aperture sizes used in the manuscript for corresponding taxon. Red dashed boxes show the fingerprint areas, and grey bars show the position of the UAC 1516 cm<sup>-1</sup> peak.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image_5.JPEG" id="SM5" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"><label>Supplementary Figure S5</label><caption><p>Optical Microscope (OM) photography of palynomorphs treated by acetolysis. Photographs were taken under transmitted light microscopy using an inverted OM with built-in digital camera (Leica DMil). We note a progressive darkening (thermal maturation) of the pollen and spores, accompanied by size changes (initial increase followed by subsequent decrease).</p></caption></supplementary-material>
<supplementary-material xlink:href="Image_6.jpg" id="SM6" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink"><label>Supplementary Figure S6</label><caption><p>FTIR spectra using different numbers of scans, acquired from the same palynomorph. Spectra were collected from control samples at depth D01. The label beside each spectrum indicates the number of scans, and those filled in red show settings used in this study. Red dashed boxes show the fingerprint area, and grey bars show the position of the UAC 1516 cm<sup>-1</sup> peak.</p></caption></supplementary-material>
<supplementary-material xlink:href="Table_1.docx" id="SM7" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"><label>Supplementary Table S1</label><caption><p>Number of palynomorphs analysed in each sample with information on chemical treatment and depth range for every sample.</p></caption></supplementary-material>
</sec>
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