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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">844026</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.844026</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>Correlation Between brGDGTs Distribution and Elevation From the Eastern Qilian Shan</article-title>
<alt-title alt-title-type="left-running-head">Wang et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Qilian Shan Elevation Transfer Equation</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Hansheng</given-names>
</name>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1612265/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Peng</given-names>
</name>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Rui</given-names>
</name>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Nie</surname>
<given-names>Junsheng</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/87715/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cao</surname>
<given-names>Bo</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1573960/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhou</surname>
<given-names>Aifeng</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/933410/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Pan</surname>
<given-names>Baotian</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Lin</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1628581/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Peng</surname>
<given-names>Tingjiang</given-names>
</name>
</contrib>
</contrib-group>
<aff>
<institution>Key Laboratory of Western China&#x2019;s Environmental Systems (Ministry of Education)</institution> , <institution>College of Earth and Environmental Sciences</institution>, <institution>Lanzhou University</institution>, <addr-line>Lanzhou</addr-line>, <country>China</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/1306394/overview">Yongli Wang</ext-link>, Institute of Geology and Geophysics (CAS), China</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/86877/overview">Weiguo Liu</ext-link>, Institute of Earth Environment (CAS), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/978569/overview">Zhifu Wei</ext-link>, Institute of Geology and Geophysics (CAS), China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Junsheng Nie, <email>jnie@lzu.edu.cn</email>; Aifeng Zhou, <email>zhouaf@lzu.edu.cn</email>; Baotian Pan, <email>panbt@lzu.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this&#x20;work</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Quaternary Science, Geomorphology and Paleoenvironment, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>02</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>844026</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>12</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>01</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Wang, Gao, Yang, Nie, Cao, Zhou, Pan, Chen and Peng.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Wang, Gao, Yang, Nie, Cao, Zhou, Pan, Chen and Peng</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>A clear understanding of the uplift history of the Tibetan Plateau is the key for correctly understanding its uplift mechanisms and impacts on the Asian environment. However, consensus has not been reached regarding the uplift history of the Tibetan Plateau, especially because of lack of well-calibrated paleoaltimetry proxies and lack of knowledge of how to correctly apply them to the past. Branched glycerol dialkyl glycerol tetraethers (brGDGTs) are a promising paleoaltimetry proxy because these large molecules tend to get preserved in sediments, and this proxy has a clear relationship with mean annual air temperature (MAAT), circumventing convoluted impact of precipitation or isotope variations on isotope-based paleoaltimetry proxies. As a result, many calibrations have been carried out linking brGDGTs with paleoelevation. Qilian Shan of the northeastern Tibetan Plateau is a key place testing previous models regarding the uplift model of the Tibetan Plateau. However, no modern calibration equation linking brGDGTs with MAAT is available. Here, we presented the first calibration equation between brGDGTs and MAAT from the eastern Qilian Shan with an elevation ranging from 2,055 to 3,300&#xa0;m [MAAT &#x3d; &#x2212;15.50 &#x2b; 49.55 &#xd7; MBT&#x2032;<sub>5ME</sub> (R<sup>2</sup> &#x3d; 0.89, <italic>p</italic>&#x20;&#x3c; 0.001, RMSE &#x3d; 1.07&#xb0;C)]. We further established the calibration between MBT&#x2032;<sub>5ME</sub>-derived MAAT and elevation. This dataset lays the foundation to understand the uplift history and environmental variations of the northeastern Tibetan Plateau&#x20;area.</p>
</abstract>
<kwd-group>
<kwd>Qilian Shan</kwd>
<kwd>brGDGTs</kwd>
<kwd>MBT&#x2032;<sub>5ME</sub>
</kwd>
<kwd>elevation</kwd>
<kwd>paleo-altimeter</kwd>
<kwd>calibration equation</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The Tibetan Plateau is the largest orogenic belt, known as &#x201c;the Roof of the World&#x201d; (<xref ref-type="bibr" rid="B14">Fielding, 1996</xref>; <xref ref-type="bibr" rid="B61">Yin and Harrison, 2000</xref>; <xref ref-type="bibr" rid="B42">Royden et&#x20;al., 2008</xref>). The uplift of the Tibetan Plateau over the Cenozoic is considered a key forcing for regional and global climate (<xref ref-type="bibr" rid="B65">An et&#x20;al., 2001</xref>; <xref ref-type="bibr" rid="B33">Molnar et&#x20;al., 2010</xref>), but its uplift history is hotly debated (<xref ref-type="bibr" rid="B19">Harrison et&#x20;al., 1992</xref>; <xref ref-type="bibr" rid="B41">Raymo and Ruddiman, 1992</xref>; <xref ref-type="bibr" rid="B34">Molnar et&#x20;al., 1993</xref>; <xref ref-type="bibr" rid="B27">Liu and Yin, 2002</xref>; <xref ref-type="bibr" rid="B7">Chung et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B29">Lu et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B26">Liu et&#x20;al., 2016</xref>). Different models have been proposed regarding the uplift of the Tibetan Plateau, and the northeastern Tibetan Plateau is a key location to test these models because they predicted different uplift timing of this part of the plateau (<xref ref-type="bibr" rid="B19">Harrison et&#x20;al., 1992</xref>; <xref ref-type="bibr" rid="B21">Kristen Clark and Handy Royden, 2000</xref>; <xref ref-type="bibr" rid="B45">Tapponnier et&#x20;al., 2001</xref>). For example, stepwise uplift models emphasizing large-scale strike-slipping faulting in establishing the plateau predicted Pliocene&#x2013;Pleistocene uplift of the Qilian Shan (<xref ref-type="bibr" rid="B44">Tapponnier et&#x20;al., 1982</xref>, <xref ref-type="bibr" rid="B45">2001</xref>). By contrast, models emphasizing asthenosphere detachment predicted a synchronous Late Miocene uplift across the plateau (<xref ref-type="bibr" rid="B13">England and Houseman, 1988</xref>; <xref ref-type="bibr" rid="B19">Harrison et&#x20;al., 1992</xref>; <xref ref-type="bibr" rid="B34">Molnar et&#x20;al., 1993</xref>).</p>
<p>Progress has been made regarding the timing of the northeastern Tibetan Plateau, but direct evidence restoring paleoaltimetry of this part of the plateau is scarce. This is mainly because commonly used stable isotope-based paleoaltimetry proxies suffer from the water recycling issue in this region, which prevents a straightforward application of the calibration equation (<xref ref-type="bibr" rid="B46">Tian et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B4">Bershaw et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B22">Li and Garzione, 2017</xref>). In order to get a clear understanding of the uplift history of the northeastern Tibetan Plateau, other approaches are needed (<xref ref-type="bibr" rid="B11">Deng and Ding, 2015</xref>; <xref ref-type="bibr" rid="B20">Jiang et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B22">Li and Garzione, 2017</xref>; <xref ref-type="bibr" rid="B49">Wang and Liu, 2021</xref>).</p>
<p>Bacterial-branched glycerol dialkyl glycerol tetraethers (brGDGTs) hold great promise in deriving paleoelevation in this part of the Tibetan Plateau because it links elevation with mean annual air temperature (MAAT) (<xref ref-type="bibr" rid="B43">Sinninghe Damst&#xe9; et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B40">Peterse et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B25">Liu et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B2">Bai et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B17">Guo et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B66">Zhuang et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B49">Wang and Liu, 2021</xref>). However, there is no MAAT&#x2013;brGDGTs transfer function available for the Qilian Shan area, the major highland of the northeastern Tibetan Plateau, hindering quantitative reconstruction of the elevation history. Here, we report the first MAAT&#x2013;brGDGTs transfer equation using soils from an elevation transect of the eastern Qilian&#x20;Shan.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Study Site and Sampling</title>
<p>The eastern part of the Qilian Shan is located in the confluence zone of the high cold region of the Tibetan Plateau, the northwest inland arid region and the eastern monsoon region (<xref ref-type="bibr" rid="B1">Li and Feng, 1988</xref>). The characteristics of the vertical climate zone are obvious. In this region, precipitation increases with altitude, and temperature decreases with altitude (<xref ref-type="bibr" rid="B58">Yang and Liu, 2012</xref>; <xref ref-type="bibr" rid="B67">Wu et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Wang et&#x20;al., 2017</xref>). Precipitation is mainly concentrated in summer. According to previous studies (<xref ref-type="bibr" rid="B67">Wu et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Wang et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B31">Ma, 2020</xref>), the basins below 2,200&#xa0;m above the sea level have typical climatic characteristics of the semiarid steppe, with the annual average temperature of 7.4&#x2013;9.6&#xb0;C and the annual average precipitation of 230&#x2013;260&#xa0;mm; in the foothills, at an altitude of 2,400&#x2013;2,600&#xa0;m, the annual average temperature is between 3.4 and 5&#xb0;C, and the annual average precipitation is between 250 and 500&#xa0;mm; the region with an altitude of 2,800&#x2013;3,000&#xa0;m has a semi-humid forest-steppe climate, with the annual average temperature of 0&#x2013;3&#xb0;C and the annual average precipitation of 500&#x2013;600&#xa0;mm. The subalpine and alpine regions above 3,000&#xa0;m above the sea level have an alpine climate, with the annual average temperature below -5&#xb0;C and the annual average precipitation of &#x223c;800&#xa0;mm. Due to the complex topography and geomorphology, the vegetation also shows the characteristics of diversity and vertical variation (Wu et&#x20;al., 2014; <xref ref-type="bibr" rid="B31">Ma, 2020</xref>).</p>
<p>A total of nine soil samples ranging from 2,055 to 3,300&#xa0;m of the eastern Qilian Shan were collected. The study area has a small horizontal span and a large elevation gradient, so it is a good area to study the relationship between brGDGTs and altitude. The collected area is covered by natural vegetation. To make sure fresh soils were collected, we removed the top 10&#xa0;cm soils before taking the samples. Immediately after the samples were collected, we packed them in sealed&#x20;bags.</p>
<p>A total of three instruments were set up to monitor temperature and precipitation variations from 2,060 to 3,070&#xa0;m over the year 2005&#x2013;2020, and one instrument was set up at 3,600&#xa0;m over the year 2016&#x2013;2020 (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>). The temperature decreases and precipitation increases while moving up to higher elevation in the Qilian Shan (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>). We obtained the temperature and precipitation data from each sampling location based on interpolation of data from these. The results showed that as the altitude rises from 2,055 to 3,300&#xa0;m, the MAAT drops from 7.7 to &#x2212;0.8&#xb0;C, and the mean annual precipitation (MAP) rises from 241.4 to 549.8&#xa0;mm.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Topographic map of the Qilian Shan and sampling sites (green dots). The red triangles indicate the locations of the four meteorological meters. Revised from <xref ref-type="bibr" rid="B16">Gao et&#x20;al. (2021)</xref>. The base map is from Google Image.</p>
</caption>
<graphic xlink:href="feart-10-844026-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>GDGTs Pretreatment and Analysis</title>
<p>Plant roots and gravels were picked out from the nine samples, and then we screened them using a 60-mesh sieve. Freeze-dried samples weighing 10&#x2013;15&#xa0;g were ultrasonically agitated in dichloromethane:methanol (9:1, v/v) four times, and the total lipid extract was concentrated under N<sub>2</sub> gas and then saponified for 12&#xa0;h with 6% KOH/methanol solution. The total lipid extract was separated over a silica gel using hexane, dichloromethane, and methanol as eluents to isolate the apolar and polar fractions (containing GDGTs). The polar fractions of these samples were redissolved and filtered through a 0.22&#xa0;&#x3bc;m PTFE filter prior to analysis.</p>
<p>The determination of GDGTs compounds was carried out at the Key Laboratory of Western China&#x2019;s Environmental Systems (Ministry of Education), Lanzhou University. The GDGTs analyses were performed using an Agilent 1290 series ultra-performance liquid chromatography&#x2013;atmospheric pressure chemical ionization&#x2013;6465B triple quadrupole mass spectrometry (UPLC-APCI-MS) system. When the flow rate was 0.2&#xa0;ml/min, an aliquot of 15&#xa0;&#x3bc;L was injected and separated on three Hypersil GOLD Silica columns in sequence (each 100&#xa0;mm &#xd7; 2.1&#xa0;mm, 1.9&#xa0;&#x3bc;m, Thermo Fisher Scientific; United&#x20;States), maintained at 40&#xb0;C. GDGTs were eluted isocratically with 84% A and 16% B for first 5&#xa0;min, where A &#x3d; n-hexane and B &#x3d; EtOA, followed by a linear gradient change to 82% A and 18% B from 5 to 65&#xa0;min and then changed to 100% B for 15&#xa0;min, and then back to 84% A and 16% B to equilibrate the pressure. Analyses were performed using the selective ion monitoring (SIM) mode to track <italic>m</italic>/<italic>z</italic> 1302, 1300, 1298, 1296, 1292, 1050, 1048, 1046, 1036, 1034, 1032, 1022, 1020, and 1018, and the GDGTs compounds were identified as GDGT-0, GDGT-1, GDGT-2, GDGT-3, Cren (Cren&#x27;), &#x2162;a (&#x2162;a&#x27;), &#x2162;b (&#x2162;b&#x27;), &#x2162;c (&#x2162;c&#x27;), &#x2161;a (&#x2161;a&#x27;), &#x2161;b (&#x2161;b&#x27;), &#x2161;c (&#x2161;c&#x27;), &#x2160;a, &#x2160;b, and &#x2160;c.</p>
<p>We measured the pH values of soils according to the method described by <xref ref-type="bibr" rid="B54">Weijers et&#x20;al. (2007a)</xref>. First, samples were ground to powder and then mixed with ultrapure water, using the ratio of soil to water of 1:2.5&#xa0;mg/L. Then, samples were centrifuged for 5&#xa0;min at 3,000 revolutions, followed by measuring the pH value of the upper supernatant using a pH meter. Each sample was measured three times, and the average values were reported.</p>
</sec>
<sec id="s2-3">
<title>BrGDGTs-Based Temperature Indices</title>
<p>Using brGDGTs to derive temperature relies on the following indices: methylation of branched tetraethers (MBT), MBT&#x2032;<sub>5ME (5-methyl)</sub>, MBT&#x2032;<sub>6ME (6-methyl)</sub>, Index 1, and MBT<sub>5/6</sub> (<xref ref-type="bibr" rid="B56">Weijers et&#x20;al., 2007b</xref>; <xref ref-type="bibr" rid="B9">De Jonge et&#x20;al., 2014a</xref>; <xref ref-type="bibr" rid="B12">Ding et&#x20;al., 2015</xref>), where<disp-formula id="e1">
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<p>In the aforementioned formulas, the Roman numbers and letters with the sign [] represent the relative abundance of a single brGDGT compound.</p>
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<p>
<xref ref-type="disp-formula" rid="e7">Equations 7</xref>, <xref ref-type="disp-formula" rid="e8">8</xref> are based on soils of a widely distributed area, <xref ref-type="disp-formula" rid="e9">Eq. 9</xref> is based on Tibetan Plateau soils, and <xref ref-type="disp-formula" rid="e10">Eq. 10</xref> is also based on global&#x20;soils.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>BrGDGTs were detected in all samples (<xref ref-type="sec" rid="s11">Supplementary Table S2</xref>). <xref ref-type="fig" rid="F2">Figure&#x20;2</xref> shows that the relative abundance of pentamethylation, hexamethylation, and tetramethylation is the highest (50.2&#x20;&#xb1; 7.6%) with the former and the lowest (12.1&#x20;&#xb1; 5.9%) with the latter. The relative abundance of &#x2162;c and &#x2162;c&#x27; detected in each sample is low. In comparison with previous results (<xref ref-type="bibr" rid="B10">De Jonge et&#x20;al., 2014b</xref>; <xref ref-type="bibr" rid="B5">Chen et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B49">Wang and Liu, 2021</xref>), the Qilian Shan surface soils are located at the end of low tetramethylation.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Relative abundance of tetramethylene, pentamethylene, and hexamethylene in branched glycerol dialkyl glycerol tetraethers (brGDGTs). The green circles correspond to soils used in this article. The purple triangles correspond to soils from the northeastern Tibetan Plateau reported by <xref ref-type="bibr" rid="B49">Wang and Liu, 2021</xref>, and the pink solid diamonds correspond to soils from the northeastern Tibetan Plateau reported by <xref ref-type="bibr" rid="B5">Chen et&#x20;al. (2019)</xref>. The solid white circles correspond to global soils reported by <xref ref-type="bibr" rid="B9">De Jonge et&#x20;al. (2014a)</xref>.</p>
</caption>
<graphic xlink:href="feart-10-844026-g002.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F3">Figure&#x20;3</xref> shows a significant positive correlation between pH and CBT (R<sup>2</sup> &#x3d; 0.74, RMSE &#x3d; 0.005). <xref ref-type="fig" rid="F4">Figure&#x20;4</xref> shows the correlation between the temperature and MBT&#x2032;<sub>5ME</sub>, MBT<sub>5/6</sub>, MBT, or MBT&#x2032;<sub>6ME</sub>, with the strongest correlation with MBT&#x2032;<sub>5ME</sub> and lack of correlation with the latter two. We thus estimate the MAAT based on the equation between MBT&#x2032;<sub>5ME</sub> and temperature (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). <xref ref-type="fig" rid="F6">Figure&#x20;6</xref> shows the correlation between observed and estimated MAAT based on <xref ref-type="disp-formula" rid="e7">Equations 7</xref>&#x2013;<xref ref-type="disp-formula" rid="e10">10</xref>. It is clear that the results based on <xref ref-type="disp-formula" rid="e7">Eq. 7</xref> and our own equation have high correlation, but the results based on our own calibration have smaller intercept than that of <xref ref-type="disp-formula" rid="e7">Eq.&#x20;7</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Correlation between CBT and pH.</p>
</caption>
<graphic xlink:href="feart-10-844026-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Correlation diagrams between brGDGTs index and temperature. <bold>(A)</bold> Correlation between MBT&#x2032;<sub>5ME</sub> and temperature; <bold>(B)</bold> correlation between MBT&#x2032;<sub>6ME</sub> and temperature; <bold>(C)</bold> correlation between MBT<sub>5/6</sub> and temperature; and <bold>(D)</bold> correlation between MBT and temperature.</p>
</caption>
<graphic xlink:href="feart-10-844026-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Reconstructed Qilian Shan soil temperatures based on MBT&#x2032;<sub>5ME</sub>.</p>
</caption>
<graphic xlink:href="feart-10-844026-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Correlation between reconstructed temperature and observed temperature.</p>
</caption>
<graphic xlink:href="feart-10-844026-g006.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F7">Figure&#x20;7</xref> shows the correlation between the estimated MAAT based on our own calibration equation and elevation. A significant linear negative correlation is observed between them (R<sup>2</sup> &#x3d; 0.85, <italic>p</italic>&#x20;&#x3c; 0.001, RMSE &#x3d; 1.29&#xb0;C).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Correlation between brGDGTs-derived temperature estimation and altitude of the Qilian Shan samples.</p>
</caption>
<graphic xlink:href="feart-10-844026-g007.tif"/>
</fig>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>
<xref ref-type="bibr" rid="B56">Weijers et&#x20;al. (2007b)</xref> found a negative correlation between CBT and pH based on soils from 90 globally distributed locations, and this pattern has been confirmed by many groups using soils from Lake Qinghai of the northeastern Tibetan Plateau and global soils (<xref ref-type="bibr" rid="B39">Peterse et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B51">Wang et&#x20;al., 2012</xref>). Similarly, our work found a significant correlation between CBT and pH (R<sup>2</sup> &#x3d; 0.74, RMSE &#x3d; 0.005). But unlike the previous results of others, there is a positive correlation between CBT and pH rather than a negative correlation (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). After repeated experiments, we found that the results of many experiments were highly consistent. Through the study of modern Chinese soils, some scholars have found that when pH &#x3e; 7.5 and MAP &#x3c;600&#xa0;mm, there is a positive correlation between CBT and pH (<xref ref-type="bibr" rid="B57">Xie et&#x20;al., 2012</xref>). Our results fully support this claim because the pH values of our samples are greater than 7.5, and the precipitation varies from 241.4 to 549.8&#xa0;mm. Our work reveals that the traditional CBT-derived pH correction equation may not be suitable for alkaline soils in arid climate, and it is important to evaluate these two factors before applying established pH calibration equations based on&#x20;CBT.</p>
<p>We found a significant correlation between MBT&#x2032;<sub>5ME</sub> index excluding 6-methyl brGDGTs and MAAT (R<sup>2</sup> &#x3d; 0.89, <italic>p</italic>&#x20;&#x3c; 0.001, RMSE &#x3d; 1.07&#xb0;C) for the Qilian Shan transect samples (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). This pattern is consistent with the results based on a much broader soil database by <xref ref-type="bibr" rid="B9">De Jonge et&#x20;al., 2014a</xref>, <xref ref-type="bibr" rid="B10">De Jonge et&#x20;al., 2014b</xref> (<italic>n</italic>&#x20;&#x3d; 222, R<sup>2</sup> &#x3d; 0.66, RMSE &#x3d; 4.8&#xb0;C). Therefore, this proxy is a more promising one for paleotemperature and paleoaltimetry reconstruction than MBT and MBT&#x2032; in the study&#x20;area.</p>
<p>The analysis of the environmental factors of the relative distribution of brGDGTs isomers shows that the change in MBT seems to be determined by both pH and MAAT, whereas CBT is mainly determined by pH (<xref ref-type="bibr" rid="B55">Weijers et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B56">Weijers et&#x20;al., 2007b</xref>). Therefore, temperature can be reconstructed by combining MBT and CBT (<xref ref-type="bibr" rid="B54">Weijers et&#x20;al., 2007a</xref>; <xref ref-type="bibr" rid="B56">Weijers et&#x20;al., 2007b</xref>). However, the correlation between reconstructed temperature and combined using MBT and CBT still exhibits some problems in some areas. For example, in Siberia, Serbia, and East Africa, temperature estimates based on MBT/CBT for MIS 5 are higher than those for MIS 2, and this has been proposed to be caused by the growth depth effect of GDGTs (<xref ref-type="bibr" rid="B62">Zech et&#x20;al., 2012</xref>). When using the MBT&#x2032;/CBT correction formula based on global soil samples in arid and semiarid areas, workers found that the calculated temperatures are lower than the measured values, which may be because rainfall is the main controlling factor affecting the climatic environment in arid and semiarid areas (<xref ref-type="bibr" rid="B36">Peterse et&#x20;al., 2011a</xref>; <xref ref-type="bibr" rid="B50">Wang et&#x20;al., 2013</xref>). Previous studies have elaborated the underlying reason why MBT and MBT&#x2032; have weaker correlation with temperature, and the mechanism is associated with 6-methyl brGDGTs (<xref ref-type="bibr" rid="B23">Li et&#x20;al., 2017</xref>). It has been suggested that the soil pH indirectly affects the correlation between MBT or MBT&#x2032; and MAAT by affecting the content of 6-methyl brGDGTs in soils (<xref ref-type="bibr" rid="B59">Yang et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B6">Chen et&#x20;al., 2021</xref>). Therefore, both pH and temperature control MBT or MBT&#x2032;. In addition to pH, some propose that MBT and MBT&#x2032; indices in arid&#x2013;semiarid areas are also affected by soil moisture (<xref ref-type="bibr" rid="B28">Loomis et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B32">Menges et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B60">Yang et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B8">Dang et&#x20;al., 2016</xref>), further weakening its correlation with temperature (<xref ref-type="bibr" rid="B35">Naafs et&#x20;al., 2017</xref>). The reconstructed MAAT based on MBT&#x2032;<sub>5ME</sub> has the best correlation with observed MAAT (<xref ref-type="fig" rid="F6">Figure&#x20;6</xref>), providing further confirmation of the usefulness of MBT&#x2032;<sub>5ME</sub> in paleoelevation and paleotemperature reconstructions.</p>
<p>
<xref ref-type="fig" rid="F6">Figure&#x20;6</xref> shows that the calibration between MBT&#x2032;<sub>5ME</sub> and temperature based on global soils also has high correlation with the result based on Qilian Shan soils. However, we argue that the local calibration equation is better than that based on global soils. First, the slope between estimated and observed MAAT is closer to 1 using the local calibration equation. Second, the local equation has smaller intercept than the one based on global soils. The better match with the observed MAAT using the Qilian Shan soils may be because the Qilian Shan soils have higher 6-methyl brGDGTs. Some scholars pointed out that the 6-methyl brGDGTs in the surface soils of the Tibetan Plateau account for about 53% of brGDGTs, which is significantly higher than the global average of 24% (<xref ref-type="bibr" rid="B12">Ding et&#x20;al., 2015</xref>). In our work, the 6-methyl brGDGTs are 37.7&#x20;&#xb1; 13.1%, clearly different from that of global&#x20;soils.</p>
<p>Some studies on soil datasets in China have pointed out that in relatively cold areas (observed MAAT &#x3c;6&#xb0;C), the temperature reconstructed based on MATmr may greatly overestimate observation temperature (<xref ref-type="bibr" rid="B47">Wang et&#x20;al., 2020</xref>), such as the Laji Mountains in the northeastern Tibetan Plateau (<xref ref-type="bibr" rid="B49">Wang and Liu, 2021</xref>). This is consistent with our research results. Also, our work found that the deviation between MATmr and the observed temperature increases with altitude (<xref ref-type="sec" rid="s11">Supplementary Figure S1</xref>). The reason for this deviation may be because that the microorganisms that produce GDGTs are more suitable for growing in warm and humid conditions, so the estimated temperature may be more biased toward the growing season temperature of GDGTs (<xref ref-type="bibr" rid="B38">Peterse et&#x20;al., 2011b</xref>; <xref ref-type="bibr" rid="B37">Peterse et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B63">Zeng and Yang, 2019</xref>). Another possibility is that the microbes living in the soils may reflect relatively high soil temperatures rather than relatively cold atmospheric temperatures (<xref ref-type="bibr" rid="B15">Gao et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B48">Wang et&#x20;al., 2016</xref>). There is a great difference between soil temperature and atmospheric temperature in cold areas. These results suggest that there are limitations when using MATmr to estimate paleotemperature and paleoaltitude in relatively cold areas (observed MAAT &#x3c;8&#xb0;C). It may underestimate the height of uplift.</p>
<p>Many studies have shown that the calibration equation between brGDGTs index and temperature varies in different regions and soil types (<xref ref-type="bibr" rid="B43">Sinninghe Damst&#xe9; et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B3">Bendle et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B59">Yang et&#x20;al., 2015</xref>). Therefore, it is inappropriate to use the conversion equation in other areas to infer paleotemperature and paleoelevation variation in an area with different temperature and precipitation ranges and seasonality and vegetation (<xref ref-type="bibr" rid="B43">Sinninghe Damst&#xe9; et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B3">Bendle et&#x20;al., 2010</xref>). We recommend using MBT&#x2032;<sub>5ME</sub> to reflect the temperature change in the Qilian Shan area and establish the conversion equation between MBT&#x2032;<sub>5ME</sub> and MAAT as follows (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>):<disp-formula id="e11">
<mml:math id="m11">
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mi>A</mml:mi>
<mml:mi>A</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>15.50</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>49.55</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>M</mml:mi>
<mml:mi>B</mml:mi>
<mml:msubsup>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mn>5</mml:mn>
<mml:mi>M</mml:mi>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mo>&#x27;</mml:mo>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.89</mml:mn>
<mml:mo>,</mml:mo>
<mml:mi>p</mml:mi>
<mml:mo>&#x3c;</mml:mo>
<mml:mn>0.001</mml:mn>
<mml:mo>,</mml:mo>
<mml:mi>R</mml:mi>
<mml:mi>M</mml:mi>
<mml:mi>S</mml:mi>
<mml:mi>E</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mn>1.07</mml:mn>
</mml:mrow>
<mml:mo>&#x2218;</mml:mo>
</mml:msup>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>;</mml:mo>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>
</p>
<p>We further establish the calibration between MBT&#x2032;<sub>5ME</sub>-derived MAAT and altitude as follows:<disp-formula id="e12">
<mml:math id="m12">
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mi>A</mml:mi>
<mml:mi>A</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>18.7946</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.0060</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.85</mml:mn>
<mml:mo>,</mml:mo>
<mml:mi>p</mml:mi>
<mml:mo>&#x3c;</mml:mo>
<mml:mn>0.001</mml:mn>
<mml:mo>,</mml:mo>
<mml:mi>R</mml:mi>
<mml:mi>M</mml:mi>
<mml:mi>S</mml:mi>
<mml:mi>E</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mn>1.29</mml:mn>
</mml:mrow>
<mml:mo>&#x2218;</mml:mo>
</mml:msup>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>;</mml:mo>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>
</p>
<p>The best applicable condition for the correction equation we established is the alkaline soil in the arid and semiarid regions of the northeastern Tibetan Plateau.</p>
<p>We note that the MAAT reconstructed using <xref ref-type="disp-formula" rid="e11">Equations 11</xref>, <xref ref-type="disp-formula" rid="e12">12</xref> showed an obvious linear negative correlation with altitude, which decreased from 6.93&#xb0;C at 2,055&#xa0;m to &#x2212;0.54&#xb0;C at 3,300&#xa0;m (<xref ref-type="fig" rid="F7">Figure&#x20;7</xref>). The lapse rate associated with the reconstructed temperature based on our equations is &#x2212;0.60&#xb0;C/100&#xa0;m, similar to that based on observed temperatures from the meteorological meters that we set (&#x2212;0.67&#xb0;C/100&#xa0;m). This lapse rate is also similar to reported lapse rates from the northern slope of the Qilian Shan (&#x2212;0.58&#xb0;C/100&#xa0;m) (<xref ref-type="bibr" rid="B64">Zhang et&#x20;al., 2001</xref>) and the neighboring Laji Mountain (&#x2212;0.65&#xb0;C/100&#xa0;m) (<xref ref-type="bibr" rid="B49">Wang and Liu, 2021</xref>). However, one study reported a lower lapse rate from the south slope of Lenglongling in the Qilian Shan (&#x2212;0.51&#xb0;C /100&#xa0;m) from higher elevations (elevation 3,200&#x2013;4,300&#xa0;m) and higher precipitation ranges (<xref ref-type="bibr" rid="B52">Wang et&#x20;al., 2009</xref>). We speculate that this difference is due to the obvious effect of air humidity on the temperature lapse rate. Some studies have shown that the increase of air humidity will lead to the decrease of the temperature lapse rate (<xref ref-type="bibr" rid="B18">Guo et&#x20;al., 2016</xref>). In addition, higher elevations have different vegetation conditions which may also affect temperature reconstruction due to potential 6-methyl brGDGTs content variations (<xref ref-type="bibr" rid="B24">Liang et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B30">Lu et&#x20;al., 2019</xref>).</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>To test the accuracy and applicability of brGDGTs as a paleo-altimeter in the Qilian Shan area, we analyzed the brGDGTs distribution from soil in Lenglongling in the east of Qilian Shan with elevation ranges of 2,055&#x2013;3,300&#xa0;m. We demonstrate that MBT&#x2032;<sub>5ME</sub> has a good correlation with temperature and altitude in this area and establish a conversion equation between MBT&#x2032;<sub>5ME</sub> and MAAT (elevation). This transfer equation is superior to the ones based on global soils, and we recommend using our equations to reconstruct elevation and temperature history in the Qilian Shan and areas with similar climate.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>; further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>The idea for this article was provided by the corresponding authors JN, AZ, and BP, who also guided and modified the work of this manuscript. HW wrote the manuscript and drew the diagrams. PG conducted sample collection on site. RY carried out the experimental work. BC provided the weather station data. JP and LC provided many suggestions for this article.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was financially supported by the Second Tibetan Plateau Scientific Expedition (grant 2019QZKK0704) and National Natural Science Foundation of China (grant 41888101).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<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="s11">
<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.2022.844026/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/feart.2022.844026/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table2.XLSX" id="SM1" mimetype="application/XLSX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table1.XLSX" id="SM2" mimetype="application/XLSX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Image1.pdf" id="SM3" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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