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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1383146</article-id>
<article-id pub-id-type="doi">10.3389/feart.2024.1383146</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Distribution of branched glycerol dialkyl glycerol tetraether (brGDGT) lipids from soils and sediments from the same watershed are distinct regionally (central Chile) but not globally</article-title>
<alt-title alt-title-type="left-running-head">O&#x2019;Beirne et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/feart.2024.1383146">10.3389/feart.2024.1383146</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>O&#x2019;Beirne</surname>
<given-names>Molly D.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Scott</surname>
<given-names>Wesley P.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/807543/overview"/>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Contreras</surname>
<given-names>Sergio</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Araneda</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Tejos</surname>
<given-names>E.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Moscoso</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Werne</surname>
<given-names>Josef P.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Geology and Environmental Science</institution>, <institution>University of Pittsburgh</institution>, <addr-line>Pittsburgh</addr-line>, <addr-line>PA</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Departamento de Qu&#x00ED;mica Ambiental</institution>, <institution>Universidad Cat&#xf3;lica de la Sant&#xed;sima Concepci&#xf3;n</institution>, <addr-line>Concepci&#xf3;n</addr-line>, <country>Chile</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Centro de Investigaci&#xf3;n en Biodiversidad y Ambientes Sustentables (CIBAS)</institution>, <addr-line>Concepci&#xf3;n</addr-line>, <country>Chile</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Departamento de Sistemas Acu&#xe1;ticos</institution>, <institution>Facultad de Ciencias Ambientales y Centro EULA-Chile</institution>, <institution>Universidad de Concepci&#xf3;n</institution>, <addr-line>Concepci&#xf3;n</addr-line>, <country>Chile</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Ecogesti&#xf3;n Ambiental Ltda.</institution>, <addr-line>Chiguayante</addr-line>, <country>Chile</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1919457/overview">Julie Lattaud</ext-link>, University of Basel, Switzerland</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2651865/overview">C&#xe9;line Martin</ext-link>, Binghamton University, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2653591/overview">Fatemeh Ajallooeian</ext-link>, ETH Z&#xfc;rich, Switzerland</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Sergio Contreras, <email>scontreras@ucsc.cl</email>; Josef P. Werne, <email>jwerne@pitt.edu</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1383146</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 O&#x2019;Beirne, Scott, Contreras, Araneda, Tejos, Moscoso and Werne.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>O&#x2019;Beirne, Scott, Contreras, Araneda, Tejos, Moscoso and Werne</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Quantitative reconstructions of past continental climates are vital for understanding contemporary and past climate change. Branched glycerol dialkyl glycerol tetraethers (brGDGTs) are unique bacterial lipids that have been proposed as universal paleothermometers due to their correlation with temperature in modern settings. Thus, brGDGTs may serve as a crucial paleotemperature proxy for understanding past climate variations and improving regional climate projections, especially in critical but under constrained regions. That said, complications can arise in their application due to varying source contributions (e.g., soils vs. peats vs. lacustrine). As such, this study investigates brGDGT distributions in Chilean lake surface sediments and corresponding watershed soils to determine the source of brGDGTs to lake sediments. Global datasets of brGDGTs in lake sediments and soils were additionally compiled for comparison. Distinct brGDGT distributions in Chilean lakes and soils indicate minimal bias from soil inputs to the lacustrine sediments as well as <italic>in situ</italic> lacustrine production of brGDGTs, which supports the use of brGDGTs in lake sediments as reliable paleotemperature proxies in the region. The &#x3a3;IIIa/&#x3a3;IIa ratio, initially promising as a brGDGT source indicator in marine settings, shows global complexities in lacustrine settings, challenging the establishment of universal thresholds for source apportionment. That said, we show that the ratio can be successfully applied in Chilean lake surface sediments. Direct comparisons with watershed soils and further research are crucial for discerning brGDGT sources in lake sediments and improving paleotemperature reconstructions on regional and global scales moving forward. Overall, this study contributes valuable insights into brGDGT variability, essential for accurate paleoreconstructions.</p>
</abstract>
<kwd-group>
<kwd>biomarker</kwd>
<kwd>branched GDGTs</kwd>
<kwd>lake</kwd>
<kwd>soil</kwd>
<kwd>Chile</kwd>
</kwd-group>
<contract-num rid="cn001">1160719 1190398 1201277</contract-num>
<contract-sponsor id="cn001">Agencia Nacional de Investigaci&#xf3;n y Desarrollo<named-content content-type="fundref-id">10.13039/501100020884</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Biogeoscience</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Quantitative reconstructions of past continental climates are crucial for understanding climate change and informing climate models. Branched glycerol dialkyl glycerol tetraethers (brGDGTs), cell membrane-spanning lipids unique to bacteria, have been suggested as a universal continental paleothermometer as they exhibit strong correlations with environmental variables, especially temperature (e.g., <xref ref-type="bibr" rid="B44">Sinninghe Damst&#xe9; et al., 2000</xref>; <xref ref-type="bibr" rid="B59">Weijers et al., 2006</xref>; <xref ref-type="bibr" rid="B8">Chen et al., 2018</xref>; <xref ref-type="bibr" rid="B9">2022</xref>; <xref ref-type="bibr" rid="B19">Halamka et al., 2023</xref>). The responsiveness of these lipids to changing conditions suggests they can serve as sensitive indicators of past climate variations, allowing for quantitative reconstructions of temperature changes. In particular, brGDGTs preserved in lake sediments offer high-resolution records of past temperature changes (<xref ref-type="bibr" rid="B7">Casta&#xf1;eda and Schouten, 2011</xref>; <xref ref-type="bibr" rid="B43">Schouten et al., 2013</xref>). Initially, it was thought that these compounds were derived from watershed soils and transported to lakes via erosion and runoff but <italic>in situ</italic> production in lakes is now evident (<xref ref-type="bibr" rid="B47">Tierney and Russell, 2009</xref>; <xref ref-type="bibr" rid="B49">Tierney et al., 2012</xref>; <xref ref-type="bibr" rid="B56">Wang et al., 2012</xref>; <xref ref-type="bibr" rid="B4">Buckles et al., 2014a</xref>; <xref ref-type="bibr" rid="B5">Buckles et al., 2014b</xref>; <xref ref-type="bibr" rid="B27">Loomis et al., 2014</xref>; <xref ref-type="bibr" rid="B36">Peterse et al., 2014</xref>; <xref ref-type="bibr" rid="B57">Weber et al., 2015</xref>; <xref ref-type="bibr" rid="B21">Hu et al., 2016</xref>; <xref ref-type="bibr" rid="B38">Qian et al., 2019</xref>; <xref ref-type="bibr" rid="B65">Yao et al., 2020</xref>; <xref ref-type="bibr" rid="B60">Wu et al., 2021</xref>; <xref ref-type="bibr" rid="B66">Zhang et al., 2021</xref>; <xref ref-type="bibr" rid="B67">Zhao et al., 2021</xref>; <xref ref-type="bibr" rid="B39">Raberg et al., 2022</xref>).</p>
<p>Differences in how brGDGTs respond to temperature in lakes, compared to soils and peats, have led to the development of lake-specific temperature calibration models (<xref ref-type="bibr" rid="B48">Tierney et al., 2010</xref>; <xref ref-type="bibr" rid="B69">Zink et al., 2010</xref>; <xref ref-type="bibr" rid="B35">Pearson et al., 2011</xref>; <xref ref-type="bibr" rid="B46">Sun et al., 2011</xref>; <xref ref-type="bibr" rid="B28">Loomis et al., 2012</xref>; <xref ref-type="bibr" rid="B55">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B54">2021</xref>; <xref ref-type="bibr" rid="B11">Dang et al., 2018</xref>; <xref ref-type="bibr" rid="B41">Russell et al., 2018</xref>; <xref ref-type="bibr" rid="B30">Mart&#xed;nez-Sosa et al., 2021</xref>; <xref ref-type="bibr" rid="B40">Raberg et al., 2021</xref>; <xref ref-type="bibr" rid="B24">Lei et al., 2023</xref>; <xref ref-type="bibr" rid="B33">O&#x2019;Beirne et al., 2023</xref>; <xref ref-type="bibr" rid="B68">Zhao et al., 2023</xref>). These calibrations aim to account for the unique responses of brGDGTs within lacustrine environments. That said, the lack of a robust lacustrine end-member brGDGT signal means that the relative contributions of lake and soil sources to lacustrine sedimentary lipid pools remain uncertain (e.g., <xref ref-type="bibr" rid="B49">Tierney et al., 2012</xref>; <xref ref-type="bibr" rid="B4">Buckles et al., 2014a</xref>; <xref ref-type="bibr" rid="B53">Wang et al., 2023</xref>). Consequently, the potential for calibration biases due to different sources of brGDGTs poses a significant challenge for the application of brGDGT-based paleothermometry. Indeed, it has long been known that soil-based calibrations do not accurately reconstruct temperature from lake sediments (<xref ref-type="bibr" rid="B2">Blaga et al., 2010</xref>; <xref ref-type="bibr" rid="B48">Tierney et al., 2010</xref>; <xref ref-type="bibr" rid="B46">Sun et al., 2011</xref>; <xref ref-type="bibr" rid="B28">Loomis et al., 2012</xref>). Thus, there is a need to understand the relative contributions of <italic>in situ</italic> lacustrine production and soil input, as well as how varying source contributions may impact the use of brGDGTs as temperature proxies in lakes.</p>
<p>The &#x3a3;IIIa/&#x3a3;IIa ratio was initially proposed to distinguish the origins of brGDGTs in marine sediments. In a global analysis, 90% of soils had a &#x3a3;IIIa/&#x3a3;IIa ratio below 0.59, while 90% of marine sediments had a ratio exceeding 0.92 (<xref ref-type="bibr" rid="B61">Xiao et al., 2016</xref>). This contrast highlights the potential for identifying the origins of brGDGTs in aquatic environments. The &#x3a3;IIIa/&#x3a3;IIa ratio was first applied to Lake St. Front sediments and watershed soils (<xref ref-type="bibr" rid="B29">Martin et al., 2019</xref>) where it was found to be a reliable indicator for tracking the varying abundances of soil-sourced brGDGTs using the ratio cutoff values established for marine sediments (<xref ref-type="bibr" rid="B61">Xiao et al., 2016</xref>). The ratio has since been applied in Lake H&#xf6;glw&#xf6;rth, Southern Germany, although without additional comparison of surrounding watershed soils (<xref ref-type="bibr" rid="B1">Acharya et al., 2023</xref>). This ratio clearly offers promise but needs to be further tested to assess its reliability before it is widely applied to lake sediments as a brGDGT source indicator.</p>
<p>In this regard, we analyzed the distributions of brGDGTs in 15 lake surface sediments and corresponding watershed soils from central-south Chile&#x2014;a region with limited availability of historical climate observations where proxies and paleoclimate records thus become crucial in understanding past climate variability. We also compare the validity of the established marine thresholds of the &#x3a3;IIIa/&#x3a3;IIa ratio when applied to 1) the Chilean samples; 2) samples from four previously published studies from China and the Eastern Canadian Arctic and 3) samples in a global compilation of 692 lake surface sediment samples and 773 soil samples.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Study location and sample collection</title>
<p>Fifteen paired (30 total) lake surface sediment (0&#x2013;1 cm) and corresponding watershed soil (0&#x2013;5 cm) samples were collected in January 2017, 2018, and 2019 from central-south Chile, spanning a latitudinal range from 38&#xb0; to 44&#xb0;S (<xref ref-type="fig" rid="F1">Figure 1</xref>). Coordinates for sampling sites are available in <xref ref-type="sec" rid="s9">Supplementary Table S1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Map of sample locations in Chile. <bold>(A)</bold> West coast of South America with the country of Chile highlighted in black. <bold>(B)</bold> Zoom in on sample locations. The letters A&#x2013;O correspond to panels in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
</caption>
<graphic xlink:href="feart-12-1383146-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Sample preparation and instrumental analysis</title>
<p>Lake surface sediments and soils (with prior sieving, 2 mm mesh, of soils) were freeze-dried, homogenized, and extracted to obtain extractable lipids. To obtain the Total Lipid Extract (TLE) samples were extracted either via Automated Solvent Extractor (Dionex ASE 350) at the University of Pittsburgh or via Microwave Assisted Extractor (Milestone Ethos Easy) at the Universidad Cat&#xf3;lica de la Sant&#xed;sima Concepci&#xf3;n. The TLE were then separated by Solid Phase Extraction using aminopropyl columns as described in <xref ref-type="bibr" rid="B42">Russell and Werne (2007)</xref>, and the neutral fraction further separated by alumina column chromatography, following the procedures outlined in <xref ref-type="bibr" rid="B37">Powers et al. (2004)</xref>. Polar fractions were filtered via 0.45 mm PTFE filters prior to instrumental analysis.</p>
<p>The analysis of brGDGTs involved high-performance liquid chromatography-atmospheric pressure chemical ionization-mass spectrometry (HPLC-APCI-MS), as detailed in <xref ref-type="bibr" rid="B20">Hopmans et al. (2016)</xref>. In brief, a Thermo Ultimate 3000 series LC with a silica pre-column and two HILIC silica columns (BEH HILIC, 2.1 &#xd7; 150 mm x 1.7 &#xb5;m; Waters) in series, maintained at 30&#xb0;C, was coupled to a Thermo TSQ triple quadrupole MS with an APCI source. The positive ion APCI settings included sheath gas (N2) at 20 AU, auxiliary gas (N2) at 2 AU, ion transfer tube temperature at 275&#xb0;C, and vaporizer temperature at 375&#xb0;C. Mass scanning ranged from 700 to 1300 m/z at a scan rate of 500 Da/s, with a Q1 resolution of 0.7 full width at half maximum.</p>
<p>BrGDGTs were identified by comparing their relative retention times and mass spectra with published reference values (e.g., <xref ref-type="bibr" rid="B13">De Jonge et al., 2013</xref>; <xref ref-type="bibr" rid="B20">Hopmans et al., 2016</xref>). The areas corresponding to individual brGDGTs were integrated from the total ion chromatogram (TIC) using Xcalibur software with Genesis integration. Peak areas were integrated with a minimum signal-to-noise ratio (S/N) cutoff of 3:1 to ensure data integrity.</p>
<p>Analysis of n-alkanes was described in <xref ref-type="bibr" rid="B10">Contreras et al. (2023)</xref>.</p>
</sec>
<sec id="s2-3">
<title>2.3 Ratio calculations</title>
<p>The fractional abundance (fA) of each of the brGDGTs was calculated according to Eq. <xref ref-type="disp-formula" rid="e1">1</xref> and are available in <xref ref-type="sec" rid="s9">Supplementary Table S1</xref>.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi mathvariant="normal">f</mml:mi>
<mml:msub>
<mml:mi mathvariant="normal">A</mml:mi>
<mml:mi mathvariant="normal">x</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="normal">x</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mtext>&#x2009;</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mtext>brGDGTs</mml:mtext>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where x &#x3d; the integrated peak area of an individual brGDGT.</p>
<p>The &#x3a3;IIIa/&#x3a3;IIa (<xref ref-type="bibr" rid="B61">Xiao et al., 2016</xref>) was calculated using the fAs of brGDGT IIIa and IIa isomers (Eq. <xref ref-type="disp-formula" rid="e2">2</xref>).<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mtext>IIIa</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mtext>IIa</mml:mtext>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mtext>IIIa</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mtext>IIIa</mml:mtext>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mtext>&#x2009;</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mtext>IIa</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mtext>IIa</mml:mtext>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>The Methylation of 5-Methyl Branched Tetraethers (MBT&#x2019;<sub>5ME</sub>) ratio was calculated (Eq. <xref ref-type="disp-formula" rid="e3">3</xref>) using the fAs of the corresponding brGDGTs (<xref ref-type="bibr" rid="B14">De Jonge et al., 2014</xref>).<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>MB</mml:mtext>
<mml:msup>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>5</mml:mn>
<mml:mtext>ME</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mtext>Ia</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:mtext>Ib</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:mtext>Ic</mml:mtext>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mtext>&#x2009;</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mtext>Ia</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:mtext>Ib</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:mtext>Ic</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:mtext>IIa</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:mtext>IIb</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:mtext>IIc</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:mtext>IIIa</mml:mtext>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
</sec>
<sec id="s2-4">
<title>2.4 Published datasets of brGDGTs in lake surface sediments and soils</title>
<p>Data from four studies (<xref ref-type="bibr" rid="B65">Yao et al., 2020</xref>; <xref ref-type="bibr" rid="B60">Wu et al., 2021</xref>; <xref ref-type="bibr" rid="B39">Raberg et al., 2022</xref>; <xref ref-type="bibr" rid="B53">Wang et al., 2023</xref>) was compiled, focusing on paired lake surface sediment and corresponding watershed soil samples. In all four studies, it was observed that brGDGTs in lake surface sediments predominantly originated from lacustrine sources. <xref ref-type="bibr" rid="B65">Yao et al. (2020)</xref> studied lake surface sediments and soils in northeastern China. <xref ref-type="bibr" rid="B60">Wu et al. (2021)</xref> focused on Lake Yangzonghai and its surrounding watershed soils in southwestern China and found that the distribution of lacustrine brGDGTs correlated significantly with bottom water dissolved oxygen (DO) concentration, which is in turn linked to water depth. <xref ref-type="bibr" rid="B39">Raberg et al. (2022)</xref> examined lakes in the Eastern Canadian Arctic. <xref ref-type="bibr" rid="B53">Wang et al. (2023)</xref> investigated paired lake surface sediments and soils across China.</p>
<p>Global lake surface sediment brGDGT data was compiled from several previously published studies and includes 65 samples from <xref ref-type="bibr" rid="B41">Russell et al. (2018)</xref>, 35 samples from <xref ref-type="bibr" rid="B11">Dang et al. (2018)</xref>, 36 samples from <xref ref-type="bibr" rid="B58">Weber et al. (2018)</xref>, one sample from <xref ref-type="bibr" rid="B31">Miller et al. (2018)</xref>, one sample from <xref ref-type="bibr" rid="B38">Qian et al. (2019)</xref>, one sample from <xref ref-type="bibr" rid="B32">Ning et al. (2019)</xref>, one sample from <xref ref-type="bibr" rid="B6">Cao et al. (2020)</xref>, two samples from <xref ref-type="bibr" rid="B17">Dugerdil et al. (2021)</xref>, 43 samples from <xref ref-type="bibr" rid="B40">Raberg et al. (2021)</xref>, 157 samples from <xref ref-type="bibr" rid="B30">Mart&#xed;nez-Sosa et al. (2021)</xref>, 107 samples from <xref ref-type="bibr" rid="B23">Kou et al. (2022)</xref>, 102 samples from <xref ref-type="bibr" rid="B24">Lei et al. (2023)</xref>, 91 samples from <xref ref-type="bibr" rid="B68">Zhao et al. (2023)</xref>, and 50 samples from <xref ref-type="bibr" rid="B33">O&#x2019;Beirne et al. (2023)</xref>.</p>
<p>Global soil brGDGT data was downloaded as <xref ref-type="sec" rid="s9">Supplementary Material</xref> from <xref ref-type="bibr" rid="B52">V&#xe9;quaud et al. (2022)</xref>. The dataset includes 128 samples from <xref ref-type="bibr" rid="B14">De Jonge et al. (2014)</xref>, 76 samples from <xref ref-type="bibr" rid="B12">Dearing et al. (2020)</xref>, 27 samples from <xref ref-type="bibr" rid="B62">Xiao et al. (2015)</xref>, 26 samples from <xref ref-type="bibr" rid="B64">Yang et al. (2015)</xref>, 44 samples from <xref ref-type="bibr" rid="B25">Lei et al. (2016)</xref>, 148 samples from <xref ref-type="bibr" rid="B55">Wang et al. (2016)</xref>, 27 samples from <xref ref-type="bibr" rid="B16">Ding et al. (2015)</xref>, 11 samples from <xref ref-type="bibr" rid="B22">Huguet et al. (2019)</xref>, 52 samples from <xref ref-type="bibr" rid="B50">V&#xe9;quaud et al. (2021a)</xref>, and 49 samples from <xref ref-type="bibr" rid="B51">V&#xe9;quaud et al. (2021b)</xref>.</p>
</sec>
<sec id="s2-5">
<title>2.5 Data analysis</title>
<p>Data analysis was completed using the free and open-source software <bold>R</bold> (v. 4.3.1; R Core Team, 2023) and <bold>RStudio</bold> (v. 2023.9.1.494; Posit team, 2023). Principal Component Analysis (PCA) was applied to the fAs of brGDGTs to uncover any underlying structure or patterns in how brGDGTs were distributed between lake surface sediments and watershed soils. PCA was completed using the <bold>stats</bold> package (v. 4.3.1; R Core Team, 2023) and plotted using <bold>ggplot2</bold> (v. 3.4.3; <xref ref-type="bibr" rid="B70">Wickham, 2016</xref>). Data was scaled and centered before running the PCA. Additional statistical analyses were completed using the <bold>ggstatsplot</bold> package (v. 0.12.0: <xref ref-type="bibr" rid="B34">Patil, 2021</xref>).</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Contrasting brGDGT distributions in lake surface sediments and watershed soils</title>
<p>In both lake surface sediments and watershed soils five of the fifteen commonly reported brGDGTs (IIc&#x2019;, IIIb, IIIb&#x2019;, IIIc, and IIIc&#x2019;) were below detection (<xref ref-type="fig" rid="F2">Figure 2</xref>), which is not uncommon in lake systems (<xref ref-type="bibr" rid="B24">Lei et al., 2023</xref>; <xref ref-type="bibr" rid="B33">O&#x2019;Beirne et al., 2023</xref>). The distributions of the ten detected brGDGTs in lake surface sediments and corresponding watershed soils display distinctly different distributions (<xref ref-type="fig" rid="F2">Figure 2</xref>). The most striking difference among the distributions of brGDGTs between lake surface sediments and their watershed soils is the predominance of brGDGTs IIIa and IIIa&#x2019; in lake surface sediments and brGDGT Ia in soils. This distinction is further emphasized in the PCA on combined lake and soil samples, where soils cluster predominantly in quadrant I, aligned with brGDGT Ia, while lake surface sediments cluster in quadrant III, associated with brGDGTs IIIa and IIIa&#x2019; (<xref ref-type="fig" rid="F3">Figure 3A</xref>). The contrasting distributions of brGDGTs between lake surface sediments and their corresponding watershed soils shows that there is <italic>in situ</italic> production of brGDGTs in lakes (<xref ref-type="fig" rid="F2">Figures 2</xref>, <xref ref-type="fig" rid="F3">3A</xref>). Even though lake sediments comprise both soil and lacustrine sourced brGDGTs, the prevalence of brGDGTs IIIa and IIIa&#x2019; in lake surface sediments, juxtaposed with the dominance of brGDGT Ia in soils, signifies that lakes and soils in Chile have distinctly different brGDGT distributions. We hypothesize that this observation is likely due to distinct roles and processes governing brGDGT production and preservation in these two environments, especially because this pattern is consistent with observations from diverse locations (e.g., <xref ref-type="bibr" rid="B48">Tierney et al., 2010</xref>; <xref ref-type="bibr" rid="B4">Buckles et al., 2014a</xref>; <xref ref-type="bibr" rid="B5">Buckles et al., 2014b</xref>; <xref ref-type="bibr" rid="B27">Loomis et al., 2014</xref>; <xref ref-type="bibr" rid="B57">Weber et al., 2015</xref>; <xref ref-type="bibr" rid="B21">Hu et al., 2016</xref>; <xref ref-type="bibr" rid="B26">Li et al., 2017</xref>; <xref ref-type="bibr" rid="B65">Yao et al., 2020</xref>; <xref ref-type="bibr" rid="B54">Wang et al., 2021</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Fractional abundances of brGDGTs from lake surface sediments and their respective watershed soils. <bold>(A&#x2013;O)</bold> Sampling sites from north to south in Chile.</p>
</caption>
<graphic xlink:href="feart-12-1383146-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Principal component analysis (PCA) bi-plots of principal component 1 (PC1) and principal component 2 (PC2) showing the scores of each sample (lakes - blue circles and soils - orange triangles) and the loadings of each brGDGT for each sample set. Vertical and horizontal dashed reference lines indicate where the x- and <italic>y</italic>-intercept are 0. <bold>(A)</bold> Chilean samples. <bold>(B)</bold> Samples from northeastern China (<xref ref-type="bibr" rid="B65">Yao et al., 2020</xref>). <bold>(C)</bold> Samples from Lake Yangzonghai in southwestern China (<xref ref-type="bibr" rid="B60">Wu et al., 2021</xref>). <bold>(D)</bold> Samples from the Eastern Canadian Arctic (<xref ref-type="bibr" rid="B39">Raberg et al., 2022</xref>). <bold>(E)</bold> Samples from across China (<xref ref-type="bibr" rid="B53">Wang et al., 2023</xref>). <bold>(F)</bold> Global compilation of lake surface sediment and soil samples.</p>
</caption>
<graphic xlink:href="feart-12-1383146-g003.tif"/>
</fig>
<p>The clear differences in brGDGT distributions between Chilean lake surface sediments and soils indicate that we can potentially distinguish between these two sources in lake sediment records. This capability would enable us to track the changing contributions of each source over time and, if needed, adjust for minor inputs from one source if we can establish appropriate proxies.</p>
</sec>
<sec id="s3-2">
<title>3.2 Comparison of the &#x3a3;IIIa/&#x3a3;IIa ratio in lakes and soils</title>
<p>The &#x3a3;IIIa/&#x3a3;IIa ratio in Chilean soils follows the thresholds established in marine sediments for soil- and marine-sourced brGDGTs (<xref ref-type="fig" rid="F4">Figure 4A</xref>). Notably, all the soil samples fall below the &#x3a3;IIIa/&#x3a3;IIa threshold of 0.59, a criterion typically used to identify soil-derived brGDGTs (<xref ref-type="bibr" rid="B61">Xiao et al., 2016</xref>). Further, all but two lake surface sediment samples have &#x3a3;IIIa/&#x3a3;IIa values above the 0.59 threshold of soils. Even so, the &#x3a3;IIIa/&#x3a3;IIa values of the lake surface sediments and soils of these two samples (Cipreces and Cajunco) are distinctly different (<xref ref-type="table" rid="T1">Table 1</xref>). Further, a within subjects robust <italic>t</italic>-test reveals that the &#x3a3;IIIa/&#x3a3;IIa ratios between each of the paired lake surface sediment and soil samples are significantly different (<italic>t</italic>
<sub>Yuen</sub> (8) &#x3d; 9.13, <italic>p</italic> &#x3d; 1.66e-05, <inline-formula id="inf1">
<mml:math id="m4">
<mml:mrow>
<mml:msubsup>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3b4;</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi mathvariant="normal">R</mml:mi>
<mml:mo>&#x2010;</mml:mo>
<mml:mtext>avg</mml:mtext>
</mml:mrow>
<mml:mtext>AKP</mml:mtext>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 2.40, CI<sub>95%</sub> [1.89, 5.43], n<sub>pairs</sub> &#x3d; 15). Given that soils adhere to the established &#x3a3;IIIa/&#x3a3;IIa soil threshold, using it as a criterion to evaluate the influence of soil-sourced brGDGTs on lacustrine paleorecords in Chilean lakes and, consequently, the effects on paleotemperature reconstruction may be beneficial for the majority of Chilean lakes.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>The &#x3a3;IIIa/&#x3a3;IIa ratio applied to each sample set. The horizontal dashed line denotes the upper limit of soil-sourced brGDGTs and the solid line denotes the lower limit of marine/aquatic-sourced brGDGTs as established for marine sediments by <xref ref-type="bibr" rid="B61">Xiao et al. (2016)</xref>. <bold>(A)</bold> Chilean samples. <bold>(B)</bold> Samples from northeastern China (<xref ref-type="bibr" rid="B65">Yao et al., 2020</xref>). <bold>(C)</bold> Samples from Lake Yangzonghai in southwestern China (<xref ref-type="bibr" rid="B60">Wu et al., 2021</xref>). <bold>(D)</bold> Samples from the Eastern Canadian Arctic (<xref ref-type="bibr" rid="B39">Raberg et al., 2022</xref>). <bold>(E)</bold> Samples from across China (<xref ref-type="bibr" rid="B53">Wang et al., 2023</xref>). <bold>(F)</bold> Global compilation of lake surface sediment and soil samples.</p>
</caption>
<graphic xlink:href="feart-12-1383146-g004.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>&#x3a3;IIIa/&#x3a3;IIa ratio for Chilean lake surface sediments and watershed soils.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Map ID</th>
<th align="left">Identifier</th>
<th align="left">Lake</th>
<th align="left">Soil</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">A</td>
<td align="left">Malleco</td>
<td align="left">0.96</td>
<td align="left">0.24</td>
</tr>
<tr>
<td align="left">B</td>
<td align="left">Verde Tolhuaca</td>
<td align="left">1.08</td>
<td align="left">0.32</td>
</tr>
<tr>
<td align="left">C</td>
<td align="left">Quepe</td>
<td align="left">1.08</td>
<td align="left">0.26</td>
</tr>
<tr>
<td align="left">D</td>
<td align="left">Captren</td>
<td align="left">0.88</td>
<td align="left">0.29</td>
</tr>
<tr>
<td align="left">E</td>
<td align="left">Verde Conguillo</td>
<td align="left">0.84</td>
<td align="left">0.24</td>
</tr>
<tr>
<td align="left">F</td>
<td align="left">El Toro</td>
<td align="left">1.21</td>
<td align="left">0.39</td>
</tr>
<tr>
<td align="left">G</td>
<td align="left">Galletu&#xe9;</td>
<td align="left">0.76</td>
<td align="left">0.40</td>
</tr>
<tr>
<td align="left">H</td>
<td align="left">Cajunco</td>
<td align="left">0.53</td>
<td align="left">0.08</td>
</tr>
<tr>
<td align="left">I</td>
<td align="left">Rinihue</td>
<td align="left">0.66</td>
<td align="left">0.19</td>
</tr>
<tr>
<td align="left">J</td>
<td align="left">NN Tantauco</td>
<td align="left">0.59</td>
<td align="left">0.22</td>
</tr>
<tr>
<td align="left">K</td>
<td align="left">Cipreces</td>
<td align="left">0.35</td>
<td align="left">0.14</td>
</tr>
<tr>
<td align="left">L</td>
<td align="left">Negra</td>
<td align="left">0.96</td>
<td align="left">0.43</td>
</tr>
<tr>
<td align="left">M</td>
<td align="left">Claro del Solar</td>
<td align="left">1.62</td>
<td align="left">0.29</td>
</tr>
<tr>
<td align="left">N</td>
<td align="left">Negro</td>
<td align="left">0.90</td>
<td align="left">0.49</td>
</tr>
<tr>
<td align="left">O</td>
<td align="left">Berger</td>
<td align="left">0.73</td>
<td align="left">0.24</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>When we extend our analysis to previously published paired local and regional datasets as well as the global datasets of lake surface sediments and soils, the distinction between the two sources, as indicated by the established marine thresholds of &#x3a3;IIIa/&#x3a3;IIa ratio, becomes less clear (<xref ref-type="fig" rid="F4">Figures 4B&#x2013;F</xref>). Although four prior studies (<xref ref-type="bibr" rid="B65">Yao et al., 2020</xref>; <xref ref-type="bibr" rid="B60">Wu et al., 2021</xref>; <xref ref-type="bibr" rid="B39">Raberg et al., 2022</xref>; <xref ref-type="bibr" rid="B53">Wang et al., 2023</xref>) investigated paired lake surface sediments and soils and concluded that brGDGTs in lake sediments primarily originated from lacustrine sources, the effectiveness of using the &#x3a3;IIIa/&#x3a3;IIa ratio to differentiate between sources varies. Specifically, while the samples from <xref ref-type="bibr" rid="B65">Yao et al. (2020)</xref> adhere to the established threshold for soil-derived brGDGTs, the other three studies do not (<xref ref-type="fig" rid="F4">Figures 4B&#x2013;E</xref>). Furthermore, there is significant overlap between lake surface sediments and soils in the PCA bi-plots for the studies where the &#x3a3;IIIa/&#x3a3;IIa ratio fails, i.e., <xref ref-type="bibr" rid="B60">Wu et al. (2021)</xref>, <xref ref-type="bibr" rid="B39">Raberg et al. (2022)</xref> and <xref ref-type="bibr" rid="B53">Wang et al. (2023)</xref> (<xref ref-type="fig" rid="F3">Figures 3B&#x2013;E</xref>). These observations provide strong evidence that the established marine thresholds for aquatic and soil origins are not universally applicable to lake sediments and relying on this ratio alone may not be enough to correctly characterize source contributions.</p>
<p>The compilation of globally distributed 692 lake surface sediments and 773 soils shows that approximately 85% of soil samples and 49% of lake samples display &#x3a3;IIIa/&#x3a3;IIa ratios below the 0.59 threshold of soils (<xref ref-type="fig" rid="F4">Figure 4F</xref>). In contrast, only 35% of lake samples have &#x3a3;IIIa/&#x3a3;IIa values exceeding the upper threshold used to identify marine-derived brGDGTs (i.e., &#x3a3;IIIa/&#x3a3;IIa &#x3e;0.92; <xref ref-type="bibr" rid="B61">Xiao et al., 2016</xref>). Not only does this contrast with the findings for marine sediments where 90% of marine sediments had &#x3a3;IIIa/&#x3a3;IIa values &#x3e;0.92, but also shows considerable overlap between soil and lake surface sediment samples. This overlap complicates the use of the &#x3a3;IIIa/&#x3a3;IIa ratio in lake sediments overall. This presents two potential scenarios: either 1) almost half of global lakes are significantly influenced by soil-derived brGDGTs, or 2) the &#x3a3;IIIa/&#x3a3;IIa ratio does not offer as distinct a differentiation for lakes as it does for marine sediments.</p>
<p>The first scenario contradicts a prior study which suggested that only ca. 10% of global lakes are significantly affected by soil-sourced brGDGTs, as extrapolated from a calculation based on 26 Chinese lakes that assumes that crenarchaeol, its isomer crenarchaeol&#x2019;, and C<sub>33</sub> <italic>n</italic>-alkane can be used as tracers for soil input of brGDGTs (<xref ref-type="bibr" rid="B53">Wang et al., 2023</xref>). This calculation may be an oversimplification in certain contexts. Specifically, in our Chilean samples, we did not observe a significant difference in C<sub>33</sub> n-alkane concentrations between lakes and soils (within subjects robust <italic>t</italic>-test; <italic>t</italic>
<sub>Yuen</sub> (8) &#x3d; &#x2212;1.62, <italic>p</italic> &#x3d; 0.14, <inline-formula id="inf2">
<mml:math id="m5">
<mml:mrow>
<mml:msubsup>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3b4;</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi mathvariant="normal">R</mml:mi>
<mml:mo>&#x2010;</mml:mo>
<mml:mtext>avg</mml:mtext>
</mml:mrow>
<mml:mtext>AKP</mml:mtext>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; &#x2212;0.51, CI<sub>95%</sub> [&#x2212;1.20, &#x2212;5.68e-03], <italic>n</italic>
<sub>pairs</sub> &#x3d; 15). This suggests that lake sediments may be dominated by lipids originating from soil sources. However, the distribution of brGDGTs between the two archives shows significant differences, contradicting the data on C<sub>33</sub> n-alkanes. Consequently, accounting for the C<sub>33</sub> <italic>n</italic>-alkane in the equation may lead to an overestimation of soil-sourced brGDGTs and skew paleotemperature reconstructions that attempt to account for their influence if applied to Chilean lakes.</p>
<p>A probable explanation for this discrepancy and something to consider in future attempts at calculating source contributions are the delivery mechanisms of the two lipid classes. Specifically, leaf waxes are delivered to lake sediments via three primary mechanisms: attached to deposited leaves, wind-driven abrasion and deposition, and the erosion and deposition of soil-derived waxes (<xref ref-type="bibr" rid="B15">Diefendorf and Freimuth, 2017</xref>). In contrast, soil-sourced brGDGTs are mainly transported to lakes through erosion and runoff (<xref ref-type="bibr" rid="B2">Blaga et al., 2010</xref> and references therein) and to a lesser extent wind (<xref ref-type="bibr" rid="B18">Fietz et al., 2013</xref>; <xref ref-type="bibr" rid="B63">Yamamoto et al., 2016</xref>). Changes in the primary delivery mechanisms of each lipid class would clearly affect the proportions of each that are measured in lake sediments, as the mechanisms of each may not be directly comparable to one another in both contemporary and historical contexts.</p>
<p>Taken altogether, the second scenario offers the most parsimonious explanation&#x2014;the &#x3a3;IIIa/&#x3a3;IIa ratio does not provide as clear a distinction for lake sediments as it does for marine sediments. This inference is supported not only by the substantial overlap observed in the global datasets of lake surface sediments and soils but is also underscored by the local and regional paired studies. These studies demonstrated that brGDGTs in lake sediments originated primarily from lacustrine sources, despite there being significant overlap between soils and lake surface sediments when the &#x3a3;IIIa/&#x3a3;IIa ratio is applied (<xref ref-type="fig" rid="F4">Figures 4B&#x2013;D</xref>).</p>
</sec>
<sec id="s3-3">
<title>3.3 Influences on the &#x3a3;IIIa/&#x3a3;IIa ratio in lake sediments</title>
<p>Complications in utilizing the &#x3a3;IIIa/&#x3a3;IIa ratio to distinguish between lake surface sediments and soils also arise due to the influence of water depth on the abundance of brGDGT IIIa relative to IIa. Previous research (<xref ref-type="bibr" rid="B65">Yao et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Stefanescu et al., 2021</xref>) indicates that the abundance of brGDGT IIIa increases with greater water depth in lakes. However, in the Chilean lakes studied, ranging from 6.5 to 41.2 m in depth (mean &#x3d; 21.02 m; <xref ref-type="sec" rid="s9">Supplementary Table S1</xref>), we found no correlation between water depth and the fA of brGDGT IIIa (<italic>t</italic>
<sub>Student</sub> (13) &#x3d; 1.52, <italic>p</italic> &#x3d; 0.15, <inline-formula id="inf3">
<mml:math id="m6">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> <sub>Winzorized</sub> &#x3d; 0.39, CI<sub>95%</sub> [&#x2212;0.15, 0.75], <italic>n</italic>
<sub>pairs</sub> &#x3d; 15), nor between water depth and the &#x3a3;IIIa/&#x3a3;IIa ratio (<italic>t</italic>
<sub>Student</sub> (13) &#x3d; 0.97, <italic>p</italic> &#x3d; 0.35, <inline-formula id="inf4">
<mml:math id="m7">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> <sub>Winzorized</sub> &#x3d; 0.26, CI<sub>95%</sub> [&#x2212;0.29, 0.68], <italic>n</italic>
<sub>pairs</sub> &#x3d; 15).</p>
<p>Further, when analyzing data from published studies, we found no consistent trend. For instance, <xref ref-type="bibr" rid="B65">Yao et al. (2020)</xref> observed a significant positive correlation between water depth and the fA of brGDGT IIIa (<italic>t</italic>
<sub>Student</sub> (11) &#x3d; 3.75, <italic>p</italic> &#x3d; 3.23e-03, <inline-formula id="inf5">
<mml:math id="m8">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> <sub>Winzorized</sub> &#x3d; 0.75, CI<sub>95%</sub> [0.34, 0.92], <italic>n</italic>
<sub>pairs</sub> &#x3d; 13), as well as the &#x3a3;IIIa/&#x3a3;IIa ratio (<italic>t</italic>
<sub>Student</sub> (11) &#x3d; 5.27, <italic>p</italic> &#x3d; 2.63e-04, <inline-formula id="inf6">
<mml:math id="m9">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> <sub>Winzorized</sub> &#x3d; 0.85, CI<sub>95%</sub> [0.55, 0.95], <italic>n</italic>
<sub>pairs</sub> &#x3d; 13), in lakes from eastern China. However, in Lake Yangzonghai (<xref ref-type="bibr" rid="B60">Wu et al., 2021</xref>) southwestern China, while there was a significant positive correlation between water depth and the fA of brGDGT IIIa (<italic>t</italic>
<sub>Student</sub> (33) &#x3d; 4.90, <italic>p</italic> &#x3d; 2.50e-05, <inline-formula id="inf7">
<mml:math id="m10">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> <sub>Winzorized</sub> &#x3d; 0.65, CI<sub>95%</sub> [0.40, 0.81], <italic>n</italic>
<sub>pairs</sub> &#x3d; 35), there was a significant negative correlation between water depth and the &#x3a3;IIIa/&#x3a3;IIa ratio (<italic>t</italic>
<sub>Student</sub> (33) &#x3d; &#x2212;3.16, <italic>p</italic> &#x3d; 3.36e-03, <inline-formula id="inf8">
<mml:math id="m11">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> <sub>Winzorized</sub> &#x3d; &#x2212;0.48, CI<sub>95%</sub> [-0.70, &#x2212;0.18], <italic>n</italic>
<sub>pairs</sub> &#x3d; 35), contrary to findings from lakes in eastern China. In a broader study across China (<xref ref-type="bibr" rid="B53">Wang et al., 2023</xref>), only weak correlations were found between water depth and the fA of brGDGT IIIa (<italic>t</italic>
<sub>Student</sub> (73) &#x3d; 2.43, <italic>p</italic> &#x3d; 0.02, <inline-formula id="inf9">
<mml:math id="m12">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> <sub>Winzorized</sub> &#x3d; 0.27, CI<sub>95%</sub> [0.05, 0.47], <italic>n</italic>
<sub>pairs</sub> &#x3d; 75], npairs &#x3d; 75) and the &#x3a3;IIIa/&#x3a3;IIa ratio (<italic>t</italic>
<sub>Student</sub> (73) &#x3d; 0.75, <italic>p</italic> &#x3d; 0.46, <inline-formula id="inf10">
<mml:math id="m13">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> <sub>Winzorized</sub> &#x3d; 0.09, CI<sub>95%</sub> [-0.14, 0.31], <italic>n</italic>
<sub>pairs</sub> &#x3d; 75). These findings suggest that the relationship between brGDGT IIIa abundance and water depth may be site-specific and not universal.</p>
<p>Additionally, two of the studies provided dissolved oxygen (DO) concentrations (<xref ref-type="bibr" rid="B60">Wu et al., 2021</xref>; <xref ref-type="bibr" rid="B53">Wang et al., 2023</xref>). Correlation analysis showed a weak positive correlation between DO and the &#x3a3;IIIa/&#x3a3;IIa ratio in Lake Yangzonghai (<italic>t</italic>
<sub>Student</sub> (33) &#x3d; 2.28, <italic>p</italic> &#x3d; 0.03, <inline-formula id="inf11">
<mml:math id="m14">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> <sub>Winzorized</sub> &#x3d; 0.37, CI<sub>95%</sub> [0.04, 0.62], <italic>n</italic>
<sub>pairs</sub> &#x3d; 35), but no significant correlation was found in lakes from across China (<italic>t</italic>
<sub>Student</sub> (73) &#x3d; 0.89, <italic>p</italic> &#x3d; 0.38, <inline-formula id="inf12">
<mml:math id="m15">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> <sub>Winzorized</sub> &#x3d; 0.10, CI<sub>95%</sub> [&#x2212;0.13, 0.32], <italic>n</italic>
<sub>pairs</sub> &#x3d; 75). Thus, it appears that DO concentrations do not significantly influence the &#x3a3;IIIa/&#x3a3;IIa ratio.</p>
</sec>
<sec id="s3-4">
<title>3.4 The &#x3a3;IIIa/&#x3a3;Ia ratio as a source indicator</title>
<p>We also explored the potential use of the &#x3a3;IIIa/&#x3a3;Ia ratio (the sum of the fractional abundances of brGDGTs IIIa and IIIa&#x2019; divided by the fractional abundance of brGDGT Ia) as a source indicator. This exploration was prompted by the dominance and alignment of brGDGTs IIIa and IIIa&#x2019; in Chilean lake surface sediments and in other paired studies, contrasting with the prevalent alignment of watershed soils with brGDGT Ia in the PCA bi-plot (<xref ref-type="fig" rid="F3">Figure 3A</xref>). The &#x3a3;IIIa/&#x3a3;Ia ratio yields similar outcomes to the &#x3a3;IIIa/&#x3a3;IIa ratio in Chilean lake surface sediments and soils, maintaining a distinct separation between them (<xref ref-type="fig" rid="F5">Figure 5A</xref>). However, when applied to the other paired studies as well as the global lake surface sediments and soils, this ratio fails to provide a clearer distinction than the &#x3a3;IIIa/&#x3a3;IIa ratio (<xref ref-type="fig" rid="F5">Figures 5B&#x2013;F</xref>). This lack of clarity, for both ratios, can be attributed to the greater overlap in brGDGT distributions between the two archives, as evidenced in the respective lake surface sediment and soils PCA bi-plot (<xref ref-type="fig" rid="F3">Figures 3B&#x2013;F</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>The &#x3a3;IIIa/&#x3a3;Ia ratio applied to each sample set. <bold>(A)</bold> Chilean samples. <bold>(B)</bold> Samples from northeastern China (<xref ref-type="bibr" rid="B65">Yao et al., 2020</xref>). <bold>(C)</bold> Samples from Lake Yangzonghai in southwestern China (<xref ref-type="bibr" rid="B60">Wu et al., 2021</xref>). <bold>(D)</bold> Samples from the Eastern Canadian Arctic (<xref ref-type="bibr" rid="B39">Raberg et al., 2022</xref>). <bold>(E)</bold> Samples from across China (<xref ref-type="bibr" rid="B53">Wang et al., 2023</xref>). <bold>(F)</bold> Global compilation of lake surface sediment and soil samples.</p>
</caption>
<graphic xlink:href="feart-12-1383146-g005.tif"/>
</fig>
</sec>
<sec id="s3-5">
<title>3.5 Implications</title>
<p>The findings of this study provide valuable insights into the distribution of brGDGTs in Chilean lake surface sediments and their corresponding watershed soils. Understanding these distributions is essential for interpreting paleoclimatological conditions accurately.</p>
<p>To assess the impact of soil-sourced brGDGTs on lacustrine temperature reconstruction in Chile, we employed both lake surface sediment brGDGTs and soil brGDGTs in five recent lacustrine-based temperature calibration models (<xref ref-type="bibr" rid="B30">Mart&#xed;nez-Sosa et al., 2021</xref>; <xref ref-type="bibr" rid="B40">Raberg et al., 2021</xref>; <xref ref-type="bibr" rid="B33">O&#x2019;Beirne et al., 2023</xref>; <xref ref-type="bibr" rid="B68">Zhao et al., 2023</xref>). The results revealed a significant discrepancy: using soil brGDGTs in the models led to a substantial overestimation (by &#x3e; 10&#xb0;C) of mean annual air temperature (MAAT) compared to using lake surface sediment brGDGTs (<xref ref-type="fig" rid="F6">Figure 6</xref>). This finding underscores the necessity of employing environment-specific calibration models, as advocated in previous studies (<xref ref-type="bibr" rid="B48">Tierney et al., 2010</xref>; <xref ref-type="bibr" rid="B69">Zink et al., 2010</xref>; <xref ref-type="bibr" rid="B35">Pearson et al., 2011</xref>; <xref ref-type="bibr" rid="B46">Sun et al., 2011</xref>; <xref ref-type="bibr" rid="B28">Loomis et al., 2012</xref>; <xref ref-type="bibr" rid="B55">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B54">2021</xref>; <xref ref-type="bibr" rid="B11">Dang et al., 2018</xref>; <xref ref-type="bibr" rid="B41">Russell et al., 2018</xref>; <xref ref-type="bibr" rid="B30">Mart&#xed;nez-Sosa et al., 2021</xref>; <xref ref-type="bibr" rid="B40">Raberg et al., 2021</xref>; <xref ref-type="bibr" rid="B24">Lei et al., 2023</xref>; <xref ref-type="bibr" rid="B33">O&#x2019;Beirne et al., 2023</xref>; <xref ref-type="bibr" rid="B68">Zhao et al., 2023</xref>). Additionally, these results highlight the necessity of assessing the origin of brGDGTs in lake sediments and applying the most appropriate environment-specific calibration model, as overestimating soil-sourced brGDGTs in lake sediments could skew temperature reconstructions towards much warmer temperatures which would lead to incorrect interpretations&#x2014;this may be especially important during periods of significant environmental change, such as glacial-interglacial transitions, or other periods of vegetation change or human impacts as noted by <xref ref-type="bibr" rid="B29">Martin et al. (2019)</xref>. Therefore, it is crucial to carefully account for source changes in paleorecords and consider contemporary distribution differences between sources, along with other proxy data like carbon-to-nitrogen ratios, trace metals, and sediment grain size to substantiate source change interpretations.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Boxplot distributions of air temperature (in Celsius) sourced from the CR2MET database (<ext-link ext-link-type="uri" xlink:href="https://www.cr2.cl/datos-productos-grillados">https://www.cr2.cl/datos-productos-grillados</ext-link>) for mean annual air temperature (MAAT) along with temperature reconstructions derived from five recent lacustrine-based temperature calibration models (<xref ref-type="bibr" rid="B40">Raberg et al., 2021</xref> [Full set]; <xref ref-type="bibr" rid="B30">Mart&#xed;nez-Sosa et al., 2021</xref> [MBT&#x2019;<sub>5ME</sub>]; <xref ref-type="bibr" rid="B68">Zhao et al., 2023</xref> [mid-high latitude (MHL) MBT&#x2019;<sub>5ME</sub> and MHL multiple linear regression (MLR); <xref ref-type="bibr" rid="B33">O&#x2019;Beirne et al., 2023</xref> [cluster-specific random forest (RF)]). In the plot, &#x2018;lakes&#x2019; depict the temperature range when brGDGTs from lake sediments were utilized in the calibration models, while &#x2018;soils&#x2019; represent the reconstructed temperature range when corresponding watershed soils were employed in the calibration models. For the sample locations in Chile, there are no months where air temperature is below freezing, therefore MAAT is equal to months above freezing (MAF) temperature.</p>
</caption>
<graphic xlink:href="feart-12-1383146-g006.tif"/>
</fig>
<p>In our Chilean samples, the adherence of soils to established threshold for the &#x3a3;IIIa/&#x3a3;IIa ratio supports its use in evaluating the impact of soil-sourced brGDGTs on lacustrine sediment core records and brGDGT-based paleotemperature reconstructions. However, applying these marine thresholds globally presents challenges, as there is significant overlap between soil and lake samples, suggesting a potentially significant influence of soil-derived brGDGTs in almost half of the world&#x2019;s lakes. The limitations of established marine thresholds are further highlighted by several studies showing considerable overlap between paired lake sediments and soils, despite brGDGTs in lake sediments originating primarily from lacustrine sources (<xref ref-type="bibr" rid="B65">Yao et al., 2020</xref>; <xref ref-type="bibr" rid="B60">Wu et al., 2021</xref>; <xref ref-type="bibr" rid="B39">Raberg et al., 2022</xref>; <xref ref-type="bibr" rid="B53">Wang et al., 2023</xref>). Hence, caution is warranted when relying solely on established marine thresholds for discerning brGDGT sources using the &#x3a3;IIIa/&#x3a3;IIa ratio. Instead, establishing local or regional thresholds through direct comparisons between brGDGT distributions in lakes and corresponding watershed soils is more advisable.</p>
</sec>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s4">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s9">Supplementary Material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s5">
<title>Author contributions</title>
<p>MB: Conceptualization, Data curation, Formal Analysis, Investigation, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. WS: Data curation, Formal Analysis, Investigation, Validation, Writing&#x2013;review and editing. SC: Funding acquisition, Investigation, Project administration, Resources, Supervision, Writing&#x2013;review and editing. AA: Investigation, Writing&#x2013;review and editing. ET: Investigation, Writing&#x2013;review and editing. JM: Investigation, Writing&#x2013;review and editing. JW: Conceptualization, Funding acquisition, Investigation, Project administration, Resources, Supervision, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s6">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. Funding for this project was provided by the Agencia Nacional de Investigaci&#xf3;n y Desarrollo de Chile (ANID) Fondecyt 1160719, 1190398, and 1201277 to SC and AA The University of Pittsburgh provided additional support through a Central Research Development Fund grant to JW. An Andrew Mellon Predoctoral Fellowship through the University of Pittsburgh provided research support to WS.</p>
</sec>
<ack>
<p>We thank the Corporaci&#xf3;n Nacional Forestal (CONAF) for providing access to National Parks. We would also like to thank the editor and reviewers for their constructive comments. SC acknowledges the &#x201c;Fondo Interno para la Adquisici&#xf3;n de Equipamiento Cient&#xed;fico de la Universidad Cat&#xf3;lica de la Sant&#xed;sima Concepci&#xf3;n&#x2014;FIAEC 2019,&#x201d; and the FAA (2/2019) received from UCSC to complete this work.</p>
</ack>
<sec sec-type="COI-statement" id="s7">
<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 sec-type="disclaimer" id="s8">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s9">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/feart.2024.1383146/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/feart.2024.1383146/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.CSV" id="SM1" mimetype="application/CSV" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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