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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">843245</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.843245</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>Geneses, Sources and Accumulation Process of Natural Gases in the Hinterland of the Junggar Basin</article-title>
<alt-title alt-title-type="left-running-head">Zhi et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Gases Generated from the Permian</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhi</surname>
<given-names>Dongming</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="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1566921/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Xiaojun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qin</surname>
<given-names>Zhijun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Xinjiang Oilfield Company</institution>, <institution>PetroChina</institution>, <addr-line>Karamay</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Turpan-Hami Oilfield Company</institution>, <institution>PetroChina</institution>, <addr-line>Hami</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/1046379/overview">Yunyan Ni</ext-link>, Research Institute of Petroleum Exploration and Development (RIPED), 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/1624712/overview">Qingtao Wang</ext-link>, Guangzhou Institute of Energy Testing, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1154208/overview">Jianping Chen</ext-link>, Research Institute of Petroleum Exploration and Development (RIPED), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1635685/overview">Bin Cheng</ext-link>, China University of Petroleum, Qingdao, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Dongming Zhi, <email>dongming_zhi@126.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Geochemistry, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>02</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>843245</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>12</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Zhi, Wang and Qin.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhi, Wang and Qin</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>The Junggar Basin is rich in natural gas resources, but it has hardly been explored, with the proven rate being less than 9.0%. Although the hinterland of the Junggar Basin has a favorable condition for natural gas accumulation, the complex gas sources cause great trouble in the selection of zones and belts for exploration. Based on the molecular composition and stable carbon and hydrogen isotope data of 95 natural gas samples from 72 wells in this area, combined with the characteristics of structural evolution history, burial history, hydrocarbon generation and expulsion history, and fluid inclusions, this paper clarified the geneses and sources of natural gas, identified the secondary alteration of natural gas, and restored the process of natural gas accumulation. Natural gas in the hinterland was divided into four types: Type I was oil-type gas from the Lower Permian Fengcheng Formation; Type II was coal-type gas derived from the Carboniferous source rock; Type III was the mixture of Type I and II gases, which constituted the major fraction of natural gases in the hinterland; and Type IV that referred to secondary microbial gas formed by the biodegradation of crude oil. During the Late Cretaceous, the Carboniferous and Fengcheng source rocks entered the gas generation peak and a series of natural gas reservoirs were formed. However, affected by the later tectonic movements, some gas reservoirs were damaged or adjusted, and natural gas leakage and biodegradation occurred. This study has shifted the focus of natural gas exploration in the study area from the petroleum system associated with the Middle Permian source rocks to that with the Lower Permian and Carboniferous source rocks, which is of great significance for natural gas exploration in the Junggar Basin. Further, it provides an example to identify the geneses and sources of natural gas under complex conditions based on integrated geological and geochemical assessments.</p>
</abstract>
<kwd-group>
<kwd>Junggar Basin</kwd>
<kwd>natural gas</kwd>
<kwd>stable carbon isotope</kwd>
<kwd>stable hydrogen isotope</kwd>
<kwd>fluid inclusion</kwd>
<kwd>hydrocarbon accumulation process</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The Junggar Basin, a late Paleozoic&#x2013;Cenozoic superimposed basin, is located in the north of Xinjiang Uyghur Autonomous Region in northwest China (<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>), covering an area of about 130&#x20;&#xd7; 10<sup>3</sup>&#xa0;km<sup>2</sup> (<xref ref-type="bibr" rid="B24">He et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B3">Cao et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B71">Xia et&#x20;al., 2021</xref>). In 2017, the proven oil reserves and the annual oil production in the basin reached 33.6 &#xd7; 10<sup>8</sup> and 12.88 &#xd7; 10<sup>6</sup>&#xa0;t (<xref ref-type="bibr" rid="B27">Hu S. Y. et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B74">Zhi et&#x20;al., 2021</xref>), respectively, making the Junggar Basin one of the most important oil production bases in China. In contrast, the proven natural gas reserves in the basin are only 209.25 &#xd7; 109&#xa0;m<sup>3</sup>, which comes to less than 9% (<xref ref-type="bibr" rid="B27">Hu S. Y. et&#x20;al., 2020</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Geological background in the hinterland of Junggar Basin. <bold>(A)</bold> Location of the Junggar Basin in China; <bold>(B)</bold> Characteristics of tectonic units in Junggar Basin; <bold>(C)</bold> Distribution of natural gas of different origins in the hinterland of Junggar Basin.</p>
</caption>
<graphic xlink:href="feart-10-843245-g001.tif"/>
</fig>
<p>At present, gas reservoirs in the Junggar Basin are mainly in the east (e.g., Kelameili and Wucaiwan gas fields), in the southern edge (e.g., Mahe and Hutubi gas fields), and in the northwestern edge (e.g., 561, 581, Ke 84, Jinlong 4 and Zhongjia 2 gas reservoirs) (<xref ref-type="bibr" rid="B65">Wang et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B4">Chen et&#x20;al., 2014</xref>, <xref ref-type="bibr" rid="B12">Dai et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B59">Sun et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B61">Tao et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B18">Gong et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B5">Chen et&#x20;al., 2019</xref>). The gas-producing reservoirs in the eastern region are mainly volcanic rocks characterized by strong heterogeneity and poor physical properties (<xref ref-type="bibr" rid="B12">Dai et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B19">Gong et&#x20;al., 2019a</xref>, <xref ref-type="bibr" rid="B20">Gong et&#x20;al., 2019b</xref>; <xref ref-type="bibr" rid="B21">Gong et&#x20;al., 2021</xref>). The thermal evolution degree of source rocks in the northwestern region is relatively low, resulting in limited distribution range of gas sources kitchen (<xref ref-type="bibr" rid="B4">Chen et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B61">Tao et&#x20;al., 2016</xref>). The southern edge has a complex structure, large reservoir burial depth, poor surface conditions, and increased development difficulty (<xref ref-type="bibr" rid="B12">Dai et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B5">Chen et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B27">Hu S. Y. et&#x20;al., 2020</xref>). Such problems have hindered profitable exploration and development of natural gas in the Junggar Basin. Since 2007, the annual natural gas production in the Junggar Basin has been hovering at 2&#x20;&#xd7; 109&#xa0;m<sup>3</sup>&#x2013;3 &#xd7; 109&#xa0;m<sup>3</sup>.</p>
<p>The total area of the hinterland is about 36&#x20;&#xd7; 10<sup>3</sup>&#xa0;km<sup>2</sup>. It is adjacent to the Pengyijingxi Sag in the west and Dishuiquan Sag in the east (<xref ref-type="fig" rid="F1">Figures 1B,C</xref>). Four sets of source rocks developed in the study area, the Middle&#x2013;Lower Jurassic Formation (J<sub>1&#x2013;2</sub>), Middle Permian Xiawuerhe Formation (P<sub>2</sub>w), Lower Permian Fengcheng Formation (P<sub>1</sub>f), and Carboniferous Formation (C), promising a favorable hydrocarbon source condition (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>) (<xref ref-type="bibr" rid="B2">Cao et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B65">Wang et&#x20;al., 2013</xref>). The gas layers are shallow (generally &#x3c;4,000&#xa0;m) and have conducive physical properties (<xref ref-type="bibr" rid="B38">Liu G et&#x20;al., 2019</xref>) for rapidly building the production capacity. Thus, exploration and development of natural gas in the study area can have tremendous economic benefits. Although several gas-producing wells were drilled in this area (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>) (<xref ref-type="bibr" rid="B2">Cao et&#x20;al., 2012</xref>), no significant reserves have been found yet. In 2019, Well QS2 drilled in the Qianshao Salient (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>) obtained high-yield industrial oil and gas flow in the Lower Jurassic Sangonghe Formation (J<sub>1</sub>s), with a daily gas and oil production of 203.6 &#xd7; 103&#xa0;m<sup>3</sup> and 39.3&#xa0;t, respectively. In 2020, 6.5 &#xd7; 109&#xa0;m<sup>3</sup> of proven geological reserves of natural gas were confirmed, shedding light on great potential for gas exploration in this&#x20;area.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Stratigraphic column in the hinterland of Junggar Basin.</p>
</caption>
<graphic xlink:href="feart-10-843245-g002.tif"/>
</fig>
<p>There are two main viewpoints on the geneses and sources of the natural gas in the hinterland: one proposed the gases were mainly derived from the J<sub>1&#x2013;2</sub> coaly source rock (<xref ref-type="bibr" rid="B10">Dai et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B32">Li et&#x20;al., 2009</xref>), and the other argued that gases were derived from the P<sub>2</sub>w lacustrine source rock (<xref ref-type="bibr" rid="B2">Cao et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B58">Sun et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B18">Gong et&#x20;al., 2018</xref>). More significant disputes regarding the gas sources of different reservoirs also exist (<xref ref-type="bibr" rid="B56">Song, 1996</xref>; <xref ref-type="bibr" rid="B69">Wu et&#x20;al., 2003</xref>; <xref ref-type="bibr" rid="B34">Liao et&#x20;al., 2004</xref>; <xref ref-type="bibr" rid="B33">Li et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B58">Sun et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B40">Lu et&#x20;al., 2014</xref>). There are several reasons for this diversity of perceptions. 1) Because the organic matter of the source rocks in J<sub>1&#x2013;2</sub>, P<sub>2</sub>w, and Carboniferous are all humic types (<xref ref-type="bibr" rid="B2">Cao et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B65">Wang et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B12">Dai et&#x20;al., 2016</xref>), the geochemical characteristics of the generated natural gas are difficult to distinguish. 2) The superimposition of the multiple sets of source rocks makes natural gas more likely to mix. 3) Because the Cenozoic, the Junggar Basin has tilted southward, resulting in the adjustment or destruction of early formed petroleum reservoirs (<xref ref-type="bibr" rid="B72">Xiang et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B38">Liu G et&#x20;al., 2019</xref>). In addition, natural gas may suffer secondary alteration, which further increases the difficulty of gas source identification.</p>
<p>In addition to the three sets of humic source rocks, P<sub>1</sub>f sapropelic lacustrine source rock was also developed in the study area (<xref ref-type="bibr" rid="B65">Wang et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B3">Cao et&#x20;al., 2020</xref>). In the past, it was mainly considered as a set of oil source rocks (<xref ref-type="bibr" rid="B3">Cao et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B71">Xia et&#x20;al., 2021</xref>). Recently, highly mature oil-type gas derived from the P<sub>1</sub>f source rock was found in the southwest of the basin (<xref ref-type="bibr" rid="B74">Zhi et&#x20;al., 2021</xref>). However, there is no systematic study on the gas generation potential of P<sub>1</sub>f source rocks in the hinterland of the&#x20;basin.</p>
<p>Given these problems, we systematically analyzed the molecular composition and stable carbon (&#x3b4;<sup>13</sup>C) and hydrogen (&#x3b4;<sup>2</sup>H) isotope ratios of 95 natural gas samples in the hinterland of the Junggar Basin. It clarifies the geneses, sources, and secondary alteration of the natural gas. The natural gas accumulation process is rebuilt with the structural evolution history, burial history, hydrocarbon generation and expulsion history, and fluid inclusion characteristics in the study area. The research results are of great significance for natural gas exploration in the Junggar Basin and provide an example to identify the geneses and sources of natural gas under complex conditions based on integrated geological and geochemical information.</p>
</sec>
<sec id="s2">
<title>2 Geological Setting</title>
<p>Located at the junction of three paleo-plates (i.e.,&#x20;Siberia, Tarim, and Kazakhstan), the Junggar Basin is composed of the Junggar massif and its surrounding fold belts (<xref ref-type="bibr" rid="B24">He et&#x20;al., 2018</xref>). The basin is approximately rhombic on the plane, with the Qinggelidi Mountains and Kelameili Mountains in the northeast, the Zhayier Mountains, Halaalate Mountains, and Delun Mountains in the northwest, and the Yilingheibiergen Mountains and Bogeda Mountains in the south (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>). Based on the Permian paleo-structures, the Junggar Basin can be roughly divided into six first-order tectonic units (i.e.,&#x20;Central Depression, Wulungu Depression, Luliang Uplift, West Uplift, East Uplift, and Northern Tianshan thrust belt), and can be further subdivided into 44 secondary tectonic units (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>) (<xref ref-type="bibr" rid="B19">Gong et&#x20;al., 2019a</xref>; <xref ref-type="bibr" rid="B74">Zhi et&#x20;al., 2021</xref>). The study area is mainly located in the Luliang Uplift and the Central Depression (<xref ref-type="fig" rid="F1">Figures&#x20;1B,C</xref>).</p>
<p>After the Hercynian (&#x223c;268&#xa0;Ma) tectonic movement, the Junggar Basin formed large uplifts and depressions dominated by NW- and NWW-striking directions under regional SN compression and collision (<xref ref-type="bibr" rid="B26">Hu et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B49">Qi et&#x20;al., 2010</xref>). The study area began to take shape at this time. During the Yanshanian period (&#x223c;200&#xa0;Ma), large-scale uplifting occurred in the study area, and the J<sub>1&#x2013;2</sub> strata were denuded (<xref ref-type="bibr" rid="B73">Yang et&#x20;al., 2002</xref>). Since then, the basin entered a stable depositional period during which the early-formed structures were better preserved (<xref ref-type="bibr" rid="B31">Li et&#x20;al., 2002</xref>; <xref ref-type="bibr" rid="B26">Hu et&#x20;al., 2006</xref>). During the Himalayan period (&#x223c;23&#xa0;Ma), the basin&#x2019;s southern part subsided sharply (<xref ref-type="bibr" rid="B39">Liu Q et&#x20;al., 2019</xref>). The structural amplitude in the study area gradually decreased with the high point moving northward. Only a series of low-amplitude bulges were retained (<xref ref-type="bibr" rid="B49">Qi et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B2">Cao et&#x20;al., 2012</xref>) (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>).</p>
<p>The discovered natural gas in the study area is mainly distributed in the Sangequan, Xiayan, Shixi, Mobei, and Mosuowan Salients (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>). Gas producing zones are mainly in the Jurassic and Cretaceous sandstone reservoirs and Carboniferous volcanic reservoirs (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>). Four significant sets of reservoir&#x2013;seal assemblages were developed in the study area: 1) the reservoir&#x2013;seal assemblage with the Carboniferous volcanic weathering crust as reservoir and the Lower Permian mudstone as seal, 2) the reservoir&#x2013;seal assemblage with glutenite in the Middle Permian Xiazijie Formation (P<sub>2</sub>x) as a reservoir and the P<sub>2</sub>w mudstone as seal, 3) the reservoir&#x2013;seal assemblage with glutenite of the Lower Triassic Baikouquan Formation (T<sub>1</sub>b) and Karamay Formation (T<sub>2</sub>k) as reservoirs, and the mudstone of the Upper Triassic Baijiantan Formation (T<sub>3</sub>b) as seal, and 4) the reservoir&#x2013;seal assemblage composed of interbedded sandstone and mudstone in&#x20;the Jurassic and Cretaceous strata (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>) (<xref ref-type="bibr" rid="B2">Cao et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B39">Liu Q et&#x20;al., 2019</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Molecular and stable carbon isotopes of natural gases in the central Junggar Basin.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Wells</th>
<th rowspan="2" align="center">Depth (m)</th>
<th rowspan="2" align="center">Formation</th>
<th colspan="7" align="center">Molecular compositions (mol%)</th>
<th rowspan="2" align="center">C<sub>1</sub>/&#x1a9;C<sub>1-4</sub>
</th>
<th colspan="4" align="center">Stable carbon isotopes (&#x2030;, VPDB)</th>
<th rowspan="2" align="left">References</th>
<th rowspan="2" align="left">Gas type</th>
</tr>
<tr>
<th align="center">CH<sub>4</sub>
</th>
<th align="center">C<sub>2</sub>H<sub>6</sub>
</th>
<th align="center">C<sub>3</sub>H<sub>8</sub>
</th>
<th align="center">
<italic>i</italic>-C<sub>4</sub>H<sub>10</sub>
</th>
<th align="center">
<italic>n-</italic>C<sub>4</sub>H<sub>10</sub>
</th>
<th align="center">N<sub>2</sub>
</th>
<th align="center">CO<sub>2</sub>
</th>
<th align="center">CH<sub>4</sub>
</th>
<th align="center">C<sub>2</sub>H<sub>6</sub>
</th>
<th align="center">C<sub>3</sub>H<sub>8</sub>
</th>
<th align="center">C<sub>4</sub>H<sub>10</sub>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">S006</td>
<td align="center">4,373</td>
<td align="center">C</td>
<td align="center">88.47</td>
<td align="center">4.30</td>
<td align="center">1.49</td>
<td align="center">0.53</td>
<td align="center">0.40</td>
<td align="center">4.13</td>
<td align="center">0.07</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;41.6</td>
<td align="char" char=".">&#x2013;28.7</td>
<td align="center">&#x2013;25.9</td>
<td align="center">&#x2013;25.4</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
<td rowspan="13" align="center">I</td>
</tr>
<tr>
<td align="left">S007</td>
<td align="center">4,397</td>
<td align="center">C</td>
<td align="center">80.90</td>
<td align="center">5.47</td>
<td align="center">3.40</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">5.25</td>
<td align="center">n.d.</td>
<td align="center">0.90</td>
<td align="char" char=".">&#x2013;40.6</td>
<td align="char" char=".">&#x2013;30.2</td>
<td align="center">&#x2013;26.9</td>
<td align="center">&#x2013;26.8</td>
<td rowspan="3" align="left">This study</td>
</tr>
<tr>
<td align="left">S015</td>
<td align="center">3,198</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">80.13</td>
<td align="center">9.41</td>
<td align="center">3.38</td>
<td align="center">0.81</td>
<td align="center">0.82</td>
<td align="center">4.60</td>
<td align="center">0.10</td>
<td align="center">0.85</td>
<td align="char" char=".">&#x2013;41.5</td>
<td align="char" char=".">&#x2013;29.0</td>
<td align="center">&#x2013;26.5</td>
<td align="center">&#x2013;25.9</td>
</tr>
<tr>
<td align="left">MB2</td>
<td align="center">3,958</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">90.64</td>
<td align="center">3.61</td>
<td align="center">1.22</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">2.61</td>
<td align="center">0.30</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;44.1</td>
<td align="char" char=".">&#x2013;29.4</td>
<td align="center">&#x2013;26.3</td>
<td align="center">&#x2013;26.6</td>
</tr>
<tr>
<td align="left">PD1</td>
<td align="center">5,260&#x2013;5,292</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">74.28</td>
<td align="center">7.59</td>
<td align="center">4.95</td>
<td align="center">2.48</td>
<td align="center">1.44</td>
<td align="center">5.53</td>
<td align="center">0.50</td>
<td align="center">0.82</td>
<td align="char" char=".">&#x2013;48.5</td>
<td align="char" char=".">&#x2013;31.7</td>
<td align="center">&#x2013;30.1</td>
<td align="center">&#x2013;29.3</td>
<td align="center"/>
</tr>
<tr>
<td align="left">MB9</td>
<td align="center">3,782</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">84.56</td>
<td align="center">5.75</td>
<td align="center">2.67</td>
<td align="center">1.06</td>
<td align="center">0.84</td>
<td align="center">1.71</td>
<td align="center">1.29</td>
<td align="center">0.89</td>
<td align="char" char=".">&#x2013;45.6</td>
<td align="char" char=".">&#x2013;31.5</td>
<td align="center">&#x2013;28.9</td>
<td align="center">&#x2013;28.1</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">MB2</td>
<td align="center">3,953</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">90.60</td>
<td align="center">3.50</td>
<td align="center">1.17</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">2.88</td>
<td align="center">0.25</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;42.9</td>
<td align="char" char=".">&#x2013;30.0</td>
<td align="center">&#x2013;27.3</td>
<td align="center">&#x2013;27.0</td>
<td rowspan="2" align="left">This study</td>
</tr>
<tr>
<td align="left">M003</td>
<td align="center">3,910</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">91.73</td>
<td align="center">3.68</td>
<td align="center">1.13</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">1.82</td>
<td align="center">0.25</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;41.3</td>
<td align="char" char=".">&#x2013;29.0</td>
<td align="center">&#x2013;27.4</td>
<td align="center">&#x2013;26.9</td>
</tr>
<tr>
<td align="left">M005</td>
<td align="center">3,829</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">91.24</td>
<td align="center">3.66</td>
<td align="center">1.17</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">2.29</td>
<td align="center">0.25</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;43.3</td>
<td align="char" char=".">&#x2013;29.3</td>
<td align="center">&#x2013;27.1</td>
<td align="center">&#x2013;26.8</td>
<td align="center"/>
</tr>
<tr>
<td align="left">M005</td>
<td align="center">3,895</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">89.26</td>
<td align="center">4.85</td>
<td align="center">1.95</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">1.37</td>
<td align="center">0.68</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;44.1</td>
<td align="char" char=".">&#x2013;30.2</td>
<td align="center">&#x2013;27.7</td>
<td align="center">&#x2013;27.4</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">PC2</td>
<td align="center">5,122</td>
<td align="center">J<sub>1</sub>b</td>
<td align="center">92.09</td>
<td align="center">3.34</td>
<td align="center">0.94</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">2.62</td>
<td align="center">0.57</td>
<td align="center">0.96</td>
<td align="char" char=".">&#x2013;38.4</td>
<td align="char" char=".">&#x2013;29.7</td>
<td align="center">&#x2013;28.2</td>
<td align="center">&#x2013;27.0</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">P4</td>
<td align="center">4,514</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">89.72</td>
<td align="center">4.20</td>
<td align="center">1.60</td>
<td align="center">0.45</td>
<td align="center">0.48</td>
<td align="center">2.69</td>
<td align="center">0.36</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;43.9</td>
<td align="char" char=".">&#x2013;28.4</td>
<td align="center">&#x2013;27.7</td>
<td align="center">&#x2013;27.9</td>
<td align="center"/>
</tr>
<tr>
<td align="left">P5</td>
<td align="center">4,257</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">87.49</td>
<td align="center">4.49</td>
<td align="center">1.86</td>
<td align="center">0.65</td>
<td align="center">0.55</td>
<td align="center">3.25</td>
<td align="center">0.57</td>
<td align="center">0.92</td>
<td align="char" char=".">&#x2013;41.4</td>
<td align="char" char=".">&#x2013;28.0</td>
<td align="center">&#x2013;27.0</td>
<td align="center">&#x2013;27.4</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">M006</td>
<td align="center">3,760</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">85.72</td>
<td align="center">5.29</td>
<td align="center">2.38</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">2.63</td>
<td align="center">0.78</td>
<td align="center">0.92</td>
<td align="char" char=".">&#x2013;39.5</td>
<td align="char" char=".">&#x2013;28.2</td>
<td align="center">&#x2013;28.0</td>
<td align="center">&#x2013;27.3</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">M21</td>
<td align="center">4,351</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">88.62</td>
<td align="center">3.83</td>
<td align="center">2.17</td>
<td align="center">0.95</td>
<td align="center">0.80</td>
<td align="center">2.05</td>
<td align="center">0.41</td>
<td align="center">0.92</td>
<td align="char" char=".">&#x2013;33.4</td>
<td align="char" char=".">&#x2013;25.2</td>
<td align="center">&#x2013;25.6</td>
<td align="center">&#x2013;25.5</td>
<td rowspan="2" align="left">This study</td>
<td rowspan="10" align="center">II</td>
</tr>
<tr>
<td align="left">M21</td>
<td align="center">5,115</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">91.75</td>
<td align="center">2.74</td>
<td align="center">1.01</td>
<td align="center">0.43</td>
<td align="center">0.36</td>
<td align="center">2.18</td>
<td align="center">0.44</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;31.8</td>
<td align="char" char=".">&#x2013;25.9</td>
<td align="center">&#x2013;25.4</td>
<td align="center">&#x2013;26.1</td>
</tr>
<tr>
<td align="left">M22</td>
<td align="center">4,598</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">92.19</td>
<td align="center">3.10</td>
<td align="center">0.87</td>
<td align="center">0.29</td>
<td align="center">0.25</td>
<td align="center">2.60</td>
<td align="center">0.12</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;33.3</td>
<td align="char" char=".">&#x2013;25.9</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center"/>
</tr>
<tr>
<td align="left">M201</td>
<td align="center">4,574</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">90.92</td>
<td align="center">3.62</td>
<td align="center">1.22</td>
<td colspan="2" align="center">0.75</td>
<td align="center">2.62</td>
<td align="center">0.48</td>
<td align="center">0.94</td>
<td align="char" char=".">&#x2013;34.1</td>
<td align="char" char=".">&#x2013;24.9</td>
<td align="center">&#x2013;24.4</td>
<td align="center">&#x2013;25.1</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">MS1</td>
<td align="center">7,209</td>
<td align="center">C</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="char" char=".">&#x2013;32.4</td>
<td align="char" char=".">&#x2013;24.2</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td rowspan="2" align="left">This study</td>
</tr>
<tr>
<td align="left">LN6</td>
<td align="center">3,196</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">83.59</td>
<td align="center">3.55</td>
<td align="center">2.20</td>
<td align="center">0.98</td>
<td align="center">1.29</td>
<td align="center">4.72</td>
<td align="center">0.07</td>
<td align="center">0.91</td>
<td align="char" char=".">&#x2013;32.0</td>
<td align="char" char=".">&#x2013;28.0</td>
<td align="center">&#x2013;27.3</td>
<td align="center">&#x2013;27.5</td>
</tr>
<tr>
<td align="left">LN6</td>
<td align="center">2,997</td>
<td align="center">K<sub>1</sub>q</td>
<td align="center">46.99</td>
<td align="center">8.16</td>
<td align="center">18.88</td>
<td align="center">7.10</td>
<td align="center">8.52</td>
<td align="center">4.40</td>
<td align="center">0.03</td>
<td align="center">0.52</td>
<td align="char" char=".">&#x2013;33.4</td>
<td align="char" char=".">&#x2013;27.3</td>
<td align="center">&#x2013;25.0</td>
<td align="center">&#x2013;26.8</td>
<td align="center"/>
</tr>
<tr>
<td align="left">LD1</td>
<td align="center">4,161</td>
<td align="center">C</td>
<td align="center">93.82</td>
<td align="center">1.82</td>
<td align="center">0.46</td>
<td align="center">0.12</td>
<td align="center">0.15</td>
<td align="center">3.37</td>
<td align="left"/>
<td align="center">0.97</td>
<td align="char" char=".">&#x2013;31.9</td>
<td align="char" char=".">&#x2013;27.0</td>
<td align="center">&#x2013;26.0</td>
<td align="center">&#x2013;26.1</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">SD2</td>
<td align="center">2,679</td>
<td align="center">K<sub>1</sub>q</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="char" char=".">&#x2013;32.1</td>
<td align="char" char=".">&#x2013;26.3</td>
<td align="center">&#x2013;24.0</td>
<td align="center">&#x2013;25.2</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">SD10</td>
<td align="center">3,442</td>
<td align="center">C</td>
<td align="center">36.89</td>
<td align="center">16.27</td>
<td align="center">10.04</td>
<td align="center">4.50</td>
<td align="center">5.17</td>
<td align="center">19.20</td>
<td align="center">0.18</td>
<td align="center">0.51</td>
<td align="char" char=".">&#x2013;32.0</td>
<td align="char" char=".">&#x2013;26.6</td>
<td align="center">&#x2013;24.4</td>
<td align="center">&#x2013;25.8</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td colspan="3" align="left">Min</td>
<td align="center">36.89</td>
<td align="center">1.82</td>
<td align="center">0.46</td>
<td align="center">0.12</td>
<td align="center">0.15</td>
<td align="center">2.05</td>
<td align="center">0.03</td>
<td align="center">0.51</td>
<td align="char" char=".">&#x2013;34.1</td>
<td align="char" char=".">&#x2013;28.0</td>
<td align="center">&#x2013;27.3</td>
<td align="center">&#x2013;27.5</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td colspan="3" align="left">Max</td>
<td align="center">93.82</td>
<td align="center">16.27</td>
<td align="center">18.88</td>
<td align="center">7.10</td>
<td align="center">8.52</td>
<td align="center">19.20</td>
<td align="center">0.48</td>
<td align="center">0.97</td>
<td align="char" char=".">&#x2013;31.8</td>
<td align="char" char=".">&#x2013;24.2</td>
<td align="center">&#x2013;24.0</td>
<td align="center">&#x2013;25.1</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td colspan="3" align="left">Average</td>
<td align="center">78.10</td>
<td align="center">5.39</td>
<td align="center">4.61</td>
<td align="center">1.89</td>
<td align="center">2.36</td>
<td align="center">5.14</td>
<td align="center">0.25</td>
<td align="center">0.84</td>
<td align="char" char=".">&#x2013;32.6</td>
<td align="char" char=".">&#x2013;26.1</td>
<td align="center">&#x2013;25.3</td>
<td align="center">&#x2013;26.0</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">P5001</td>
<td align="center">4,226</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">83.27</td>
<td align="center">4.62</td>
<td align="center">1.62</td>
<td align="center">0.57</td>
<td align="center">0.45</td>
<td align="center">7.32</td>
<td align="center">0.81</td>
<td align="center">0.92</td>
<td align="char" char=".">&#x2013;36.4</td>
<td align="char" char=".">&#x2013;29.7</td>
<td align="center">&#x2013;27.6</td>
<td align="center">&#x2013;27.9</td>
<td rowspan="2" align="left">This study</td>
<td rowspan="63" align="center">III</td>
</tr>
<tr>
<td align="left">P5002</td>
<td align="center">4,220</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">83.76</td>
<td align="center">4.76</td>
<td align="center">1.65</td>
<td align="center">0.62</td>
<td align="center">0.48</td>
<td align="center">6.33</td>
<td align="center">0.80</td>
<td align="center">0.92</td>
<td align="char" char=".">&#x2013;37.1</td>
<td align="char" char=".">&#x2013;29.7</td>
<td align="center">&#x2013;27.6</td>
<td align="center">&#x2013;27.9</td>
</tr>
<tr>
<td align="left">P5007</td>
<td align="center">4,216</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">86.45</td>
<td align="center">4.50</td>
<td align="center">1.67</td>
<td align="center">0.66</td>
<td align="center">0.50</td>
<td align="center">4.12</td>
<td align="center">0.96</td>
<td align="center">0.92</td>
<td align="char" char=".">&#x2013;35.7</td>
<td align="char" char=".">&#x2013;29.2</td>
<td align="center">&#x2013;27.9</td>
<td align="center">&#x2013;27.8</td>
<td align="center"/>
</tr>
<tr>
<td align="left">M109</td>
<td align="center">4,180</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">91.97</td>
<td align="center">4.16</td>
<td align="center">1.10</td>
<td colspan="2" align="center">0.50</td>
<td align="center">1.81</td>
<td align="center">0.22</td>
<td align="center">0.94</td>
<td align="char" char=".">&#x2013;39.0</td>
<td align="char" char=".">&#x2013;24.7</td>
<td align="center">&#x2013;23.6</td>
<td align="center">n.d.</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">XY3</td>
<td align="center">2,692</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">85.50</td>
<td align="center">5.49</td>
<td align="center">1.57</td>
<td align="center">0.43</td>
<td align="center">0.46</td>
<td align="center">5.33</td>
<td align="center">0.54</td>
<td align="center">0.91</td>
<td align="char" char=".">&#x2013;34.7</td>
<td align="char" char=".">&#x2013;26.3</td>
<td align="center">&#x2013;25.6</td>
<td align="center">&#x2013;26.0</td>
<td align="center"/>
</tr>
<tr>
<td align="left">XY16</td>
<td align="center">2,521</td>
<td align="center">J<sub>2</sub>x</td>
<td align="center">87.64</td>
<td align="center">3.84</td>
<td align="center">1.35</td>
<td align="center">0.47</td>
<td align="center">0.46</td>
<td align="center">4.93</td>
<td align="center">0.15</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;35.0</td>
<td align="char" char=".">&#x2013;26.1</td>
<td align="center">&#x2013;24.2</td>
<td align="center">&#x2013;25.2</td>
<td rowspan="2" align="left">This study</td>
</tr>
<tr>
<td align="left">XY18</td>
<td align="center">2,501</td>
<td align="center">J<sub>2</sub>x</td>
<td align="center">87.40</td>
<td align="center">4.16</td>
<td align="center">1.60</td>
<td align="center">0.60</td>
<td align="center">0.51</td>
<td align="center">3.93</td>
<td align="center">0.30</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;34.2</td>
<td align="char" char=".">&#x2013;26.8</td>
<td align="center">&#x2013;24.9</td>
<td align="center">n.d.</td>
</tr>
<tr>
<td align="left">XY18</td>
<td align="center">2,503</td>
<td align="center">n.d.</td>
<td align="center">87.57</td>
<td align="center">4.29</td>
<td align="center">1.72</td>
<td align="center">0.68</td>
<td align="center">0.57</td>
<td align="center">3.70</td>
<td align="center">0.22</td>
<td align="center">0.92</td>
<td align="char" char=".">&#x2013;34.3</td>
<td align="char" char=".">&#x2013;26.0</td>
<td align="center">&#x2013;25.6</td>
<td align="center">&#x2013;26.0</td>
<td align="center"/>
</tr>
<tr>
<td align="left">SN31</td>
<td align="center">2,606</td>
<td align="center">K<sub>1</sub>q</td>
<td align="center">85.24</td>
<td align="center">6.46</td>
<td align="center">3.10</td>
<td align="center">1.21</td>
<td align="center">1.03</td>
<td align="center">1.73</td>
<td align="center">0.05</td>
<td align="center">0.88</td>
<td align="char" char=".">&#x2013;34.8</td>
<td align="char" char=".">&#x2013;26.6</td>
<td align="center">&#x2013;25.6</td>
<td align="center">&#x2013;26.4</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">S108</td>
<td align="center">2,511</td>
<td align="center">J<sub>2</sub>t</td>
<td align="center">86.22</td>
<td align="center">6.02</td>
<td align="center">2.77</td>
<td align="center">1.07</td>
<td align="center">0.91</td>
<td align="center">1.55</td>
<td align="center">0.16</td>
<td align="center">0.89</td>
<td align="char" char=".">&#x2013;36.6</td>
<td align="char" char=".">&#x2013;26.7</td>
<td align="center">&#x2013;25.4</td>
<td align="center">&#x2013;25.3</td>
<td rowspan="6" align="left">This study</td>
</tr>
<tr>
<td align="left">S109</td>
<td align="center">2,536</td>
<td align="center">J<sub>2</sub>t</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="char" char=".">&#x2013;35.3</td>
<td align="char" char=".">&#x2013;26.8</td>
<td align="center">&#x2013;25.6</td>
<td align="center">&#x2013;26.4</td>
</tr>
<tr>
<td align="left">S116</td>
<td align="center">2,476</td>
<td align="center">J<sub>2</sub>t</td>
<td align="center">84.08</td>
<td align="center">7.23</td>
<td align="center">3.43</td>
<td align="center">1.35</td>
<td align="center">1.14</td>
<td align="center">1.27</td>
<td align="center">0.08</td>
<td align="center">0.86</td>
<td align="char" char=".">&#x2013;35.3</td>
<td align="char" char=".">&#x2013;26.5</td>
<td align="center">&#x2013;25.7</td>
<td align="center">&#x2013;26.2</td>
</tr>
<tr>
<td align="left">S117</td>
<td align="center">2,461</td>
<td align="center">J<sub>2</sub>t</td>
<td align="center">90.99</td>
<td align="center">4.28</td>
<td align="center">1.44</td>
<td align="center">0.41</td>
<td align="center">0.46</td>
<td align="center">1.58</td>
<td align="center">0.03</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;35.4</td>
<td align="char" char=".">&#x2013;27.1</td>
<td align="center">&#x2013;25.8</td>
<td align="center">&#x2013;26.3</td>
</tr>
<tr>
<td align="left">S121</td>
<td align="center">2,528</td>
<td align="center">J<sub>2</sub>t</td>
<td align="center">85.04</td>
<td align="center">6.47</td>
<td align="center">3.09</td>
<td align="center">1.26</td>
<td align="center">1.05</td>
<td align="center">1.38</td>
<td align="center">0.04</td>
<td align="center">0.88</td>
<td align="char" char=".">&#x2013;35.9</td>
<td align="char" char=".">&#x2013;27.3</td>
<td align="center">&#x2013;26.2</td>
<td align="center">&#x2013;26.7</td>
</tr>
<tr>
<td align="left">S122</td>
<td align="center">2,446</td>
<td align="center">J<sub>2</sub>t</td>
<td align="center">83.13</td>
<td align="center">7.16</td>
<td align="center">3.97</td>
<td align="center">1.53</td>
<td align="center">1.30</td>
<td align="center">1.18</td>
<td align="center">0.10</td>
<td align="center">0.86</td>
<td align="center">&#x2013;35.6</td>
<td align="center">&#x2013;26.7</td>
<td align="center">&#x2013;25.6</td>
<td align="center">&#x2013;26.4</td>
</tr>
<tr>
<td align="left">S123</td>
<td align="center">2,421</td>
<td align="center">J<sub>2</sub>t</td>
<td align="center">84.36</td>
<td align="center">7.22</td>
<td align="center">2.90</td>
<td align="center">1.08</td>
<td align="center">0.04</td>
<td align="center">1.92</td>
<td align="center">0.63</td>
<td align="center">0.88</td>
<td align="char" char=".">&#x2013;35.0</td>
<td align="char" char=".">&#x2013;26.7</td>
<td align="center">&#x2013;25.6</td>
<td align="center">&#x2013;26.4</td>
<td align="center"/>
</tr>
<tr>
<td align="left">S301</td>
<td align="center">2,607</td>
<td align="center">K<sub>1</sub>q</td>
<td align="center">83.11</td>
<td align="center">7.01</td>
<td align="center">3.15</td>
<td align="center">1.19</td>
<td align="center">1.00</td>
<td align="center">3.33</td>
<td align="center">0.06</td>
<td align="center">0.87</td>
<td align="char" char=".">&#x2013;35.0</td>
<td align="char" char=".">&#x2013;26.3</td>
<td align="center">&#x2013;24.9</td>
<td align="center">&#x2013;23.2</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">S303</td>
<td align="center">2,645</td>
<td align="center">K<sub>1</sub>q</td>
<td align="center">84.13</td>
<td align="center">6.98</td>
<td align="center">3.24</td>
<td align="center">1.30</td>
<td align="center">1.07</td>
<td align="center">1.64</td>
<td align="center">0.03</td>
<td align="center">0.87</td>
<td align="char" char=".">&#x2013;35.3</td>
<td align="char" char=".">&#x2013;26.2</td>
<td align="center">&#x2013;25.7</td>
<td align="center">&#x2013;26.2</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">SN44</td>
<td align="center">2,862</td>
<td align="center">K<sub>1</sub>q</td>
<td align="center">88.33</td>
<td align="center">4.90</td>
<td align="center">1.92</td>
<td align="center">0.64</td>
<td align="center">0.56</td>
<td align="center">2.58</td>
<td align="center">0.36</td>
<td align="center">0.92</td>
<td align="char" char=".">&#x2013;35.1</td>
<td align="char" char=".">&#x2013;26.4</td>
<td align="center">&#x2013;24.6</td>
<td align="center">&#x2013;26.1</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">SX1</td>
<td align="center">4,460</td>
<td align="center">P<sub>1</sub>j</td>
<td align="center">80.39</td>
<td align="center">5.69</td>
<td align="center">3.53</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">5.94</td>
<td align="center">n.d.</td>
<td align="center">0.90</td>
<td align="char" char=".">&#x2013;35.3</td>
<td align="char" char=".">&#x2013;27.2</td>
<td align="center">&#x2013;26.6</td>
<td align="center">&#x2013;26.0</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">SX4</td>
<td align="center">3,840</td>
<td align="center">J<sub>1</sub>b</td>
<td align="center">87.74</td>
<td align="center">4.65</td>
<td align="center">2.38</td>
<td align="center">1.11</td>
<td align="center">0.87</td>
<td align="center">2.40</td>
<td align="center">0.00</td>
<td align="center">0.91</td>
<td align="char" char=".">&#x2013;38.4</td>
<td align="char" char=".">&#x2013;26.9</td>
<td align="center">&#x2013;26.0</td>
<td align="center">&#x2013;26.1</td>
<td align="center"/>
</tr>
<tr>
<td align="left">SX8</td>
<td align="center">n.d.</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">84.04</td>
<td align="center">7.61</td>
<td align="center">2.98</td>
<td colspan="2" align="center">1.97</td>
<td align="center">1.25</td>
<td align="center">0.63</td>
<td align="center">0.87</td>
<td align="char" char=".">&#x2013;34.4</td>
<td align="char" char=".">&#x2013;26.1</td>
<td align="center">&#x2013;24.7</td>
<td align="center">&#x2013;25.6</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">MB2</td>
<td align="center">3,874</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">88.49</td>
<td align="center">4.66</td>
<td align="center">1.85</td>
<td align="center">0.60</td>
<td align="center">0.55</td>
<td align="center">2.69</td>
<td align="center">0.53</td>
<td align="center">0.92</td>
<td align="char" char=".">&#x2013;35.7</td>
<td align="char" char=".">&#x2013;26.8</td>
<td align="center">&#x2013;26.2</td>
<td align="center">&#x2013;26.4</td>
<td align="center"/>
</tr>
<tr>
<td align="left">MB5</td>
<td align="center">3,726</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">88.16</td>
<td align="center">5.19</td>
<td align="center">1.73</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">2.71</td>
<td align="center">0.00</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;34.8</td>
<td align="char" char=".">&#x2013;26.9</td>
<td align="center">&#x2013;26.1</td>
<td align="center">&#x2013;26.3</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">M7</td>
<td align="center">4,230</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">89.31</td>
<td align="center">3.30</td>
<td align="center">0.97</td>
<td align="center">0.38</td>
<td align="center">0.27</td>
<td align="center">4.64</td>
<td align="center">0.64</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;37.1</td>
<td align="char" char=".">&#x2013;25.5</td>
<td align="center">&#x2013;24.9</td>
<td align="center">&#x2013;25.6</td>
<td align="center"/>
</tr>
<tr>
<td align="left">M8</td>
<td align="center">4,230</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">92.83</td>
<td align="center">3.48</td>
<td align="center">1.04</td>
<td align="center">0.39</td>
<td align="center">0.28</td>
<td align="center">1.08</td>
<td align="center">0.24</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;35.8</td>
<td align="char" char=".">&#x2013;26.2</td>
<td align="center">&#x2013;25.4</td>
<td align="center">&#x2013;25.5</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">M11</td>
<td align="center">4,148</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">93.67</td>
<td align="center">3.57</td>
<td align="center">1.08</td>
<td align="center">0.39</td>
<td align="center">0.30</td>
<td align="center">0.39</td>
<td align="center">0.07</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;34.9</td>
<td align="char" char=".">&#x2013;25.7</td>
<td align="center">&#x2013;25.1</td>
<td align="center">&#x2013;25.5</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">M11</td>
<td align="center">4,136</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">88.58</td>
<td align="center">3.30</td>
<td align="center">1.01</td>
<td align="center">0.39</td>
<td align="center">0.29</td>
<td align="center">3.60</td>
<td align="center">1.49</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;35.2</td>
<td align="char" char=".">&#x2013;25.7</td>
<td align="center">&#x2013;25.1</td>
<td align="center">&#x2013;25.6</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">M11</td>
<td align="center">4,172</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">91.82</td>
<td align="center">3.86</td>
<td align="center">1.33</td>
<td align="center">0.41</td>
<td align="center">0.36</td>
<td align="center">1.65</td>
<td align="center">0.27</td>
<td align="center">0.94</td>
<td align="char" char=".">&#x2013;34.8</td>
<td align="char" char=".">&#x2013;27.1</td>
<td align="center">&#x2013;26.4</td>
<td align="center">&#x2013;26.6</td>
<td align="center"/>
</tr>
<tr>
<td align="left">M7</td>
<td align="center">4,223</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">88.72</td>
<td align="center">3.43</td>
<td align="center">1.23</td>
<td align="center">0.36</td>
<td align="center">0.46</td>
<td align="center">4.93</td>
<td align="center">0.12</td>
<td align="center">0.94</td>
<td align="char" char=".">&#x2013;35.2</td>
<td align="char" char=".">&#x2013;26.5</td>
<td align="center">&#x2013;25.8</td>
<td align="center">&#x2013;26.2</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">M8</td>
<td align="center">4,263</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">91.31</td>
<td align="center">3.55</td>
<td align="center">1.16</td>
<td align="center">0.32</td>
<td align="center">0.44</td>
<td align="center">1.86</td>
<td align="center">0.85</td>
<td align="center">0.94</td>
<td align="char" char=".">&#x2013;34.3</td>
<td align="char" char=".">&#x2013;26.1</td>
<td align="center">&#x2013;25.2</td>
<td align="center">&#x2013;25.7</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">M16</td>
<td align="center">4,038</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">87.44</td>
<td align="center">5.62</td>
<td align="center">1.77</td>
<td align="center">0.50</td>
<td align="center">0.40</td>
<td align="center">2.69</td>
<td align="center">0.62</td>
<td align="center">0.91</td>
<td align="char" char=".">&#x2013;36.5</td>
<td align="char" char=".">&#x2013;26.5</td>
<td align="center">&#x2013;25.0</td>
<td align="center">&#x2013;26.3</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">M108</td>
<td align="center">4,176</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">87.34</td>
<td align="center">4.64</td>
<td align="center">2.05</td>
<td align="center">0.84</td>
<td align="center">0.74</td>
<td align="center">2.53</td>
<td align="center">0.66</td>
<td align="center">0.91</td>
<td align="char" char=".">&#x2013;35.3</td>
<td align="char" char=".">&#x2013;25.7</td>
<td align="center">&#x2013;25.3</td>
<td align="center">&#x2013;25.8</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">M17</td>
<td align="center">4,158</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">91.20</td>
<td align="center">4.02</td>
<td align="center">1.07</td>
<td align="center">0.33</td>
<td align="center">0.27</td>
<td align="center">1.86</td>
<td align="center">0.57</td>
<td align="center">0.94</td>
<td align="char" char=".">&#x2013;36.9</td>
<td align="char" char=".">&#x2013;26.9</td>
<td align="center">&#x2013;25.6</td>
<td align="center">&#x2013;26.4</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">M17</td>
<td align="center">4,190</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">73.88</td>
<td align="center">10.90</td>
<td align="center">5.96</td>
<td align="center">2.54</td>
<td align="center">1.84</td>
<td align="center">1.55</td>
<td align="center">0.66</td>
<td align="center">0.78</td>
<td align="char" char=".">&#x2013;35.9</td>
<td align="char" char=".">&#x2013;26.5</td>
<td align="center">&#x2013;24.4</td>
<td align="center">&#x2013;25.4</td>
<td align="center"/>
</tr>
<tr>
<td align="left">M171</td>
<td align="center">4,319</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">87.65</td>
<td align="center">4.69</td>
<td align="center">1.98</td>
<td align="center">0.79</td>
<td align="center">0.64</td>
<td align="center">2.59</td>
<td align="center">0.58</td>
<td align="center">0.92</td>
<td align="char" char=".">&#x2013;36.6</td>
<td align="char" char=".">&#x2013;26.6</td>
<td align="center">&#x2013;25.6</td>
<td align="center">&#x2013;26.2</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">M12</td>
<td align="center">4,232</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">80.44</td>
<td align="center">6.96</td>
<td align="center">4.14</td>
<td align="center">1.52</td>
<td align="center">1.20</td>
<td align="center">3.25</td>
<td align="center">0.66</td>
<td align="center">0.85</td>
<td align="char" char=".">&#x2013;34.1</td>
<td align="char" char=".">&#x2013;27.3</td>
<td align="center">&#x2013;26.3</td>
<td align="center">&#x2013;26.6</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">P8</td>
<td align="center">4,363</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">92.81</td>
<td align="center">2.82</td>
<td align="center">0.98</td>
<td align="center">0.33</td>
<td align="center">0.31</td>
<td align="center">1.25</td>
<td align="center">1.16</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;34.0</td>
<td align="char" char=".">&#x2013;26.2</td>
<td align="center">&#x2013;26.3</td>
<td align="center">&#x2013;26.2</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">PC2</td>
<td align="center">4,478</td>
<td align="center">J<sub>2</sub>x</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="char" char=".">&#x2013;37.1</td>
<td align="char" char=".">&#x2013;26.9</td>
<td align="center">&#x2013;25.8</td>
<td align="center">&#x2013;26.3</td>
<td align="center"/>
</tr>
<tr>
<td align="left">PC2</td>
<td align="center">4,721</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">93.41</td>
<td align="center">2.74</td>
<td align="center">1.33</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">1.92</td>
<td align="center">0.43</td>
<td align="center">0.94</td>
<td align="char" char=".">&#x2013;34.7</td>
<td align="char" char=".">&#x2013;26.8</td>
<td align="center">&#x2013;26.4</td>
<td align="center">&#x2013;25.5</td>
<td rowspan="2" align="left">This study</td>
</tr>
<tr>
<td align="left">M24</td>
<td align="center">4,596</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">91.32</td>
<td align="center">3.48</td>
<td align="center">1.25</td>
<td align="center">0.37</td>
<td align="center">0.47</td>
<td align="center">2.27</td>
<td align="center">0.12</td>
<td align="center">0.94</td>
<td align="char" char=".">&#x2013;34.4</td>
<td align="char" char=".">&#x2013;26.8</td>
<td align="center">&#x2013;26.5</td>
<td align="center">n.d.</td>
</tr>
<tr>
<td align="left">M10</td>
<td align="center">4,564</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">93.30</td>
<td align="center">3.33</td>
<td align="center">1.16</td>
<td align="center">0.43</td>
<td align="center">0.41</td>
<td align="center">0.75</td>
<td align="center">0.02</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;35.3</td>
<td align="char" char=".">&#x2013;26.3</td>
<td align="center">&#x2013;25.9</td>
<td align="center">&#x2013;26.7</td>
<td align="center"/>
</tr>
<tr>
<td align="left">M13</td>
<td align="center">4,546</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">93.30</td>
<td align="center">3.33</td>
<td align="center">1.16</td>
<td colspan="2" align="center">0.84</td>
<td align="center">0.75</td>
<td align="center">0.02</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;35.3</td>
<td align="char" char=".">&#x2013;26.3</td>
<td align="center">&#x2013;25.9</td>
<td align="center">&#x2013;26.7</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">SN49</td>
<td align="center">2,773</td>
<td align="center">K<sub>1</sub>q</td>
<td align="center">90.51</td>
<td align="center">3.93</td>
<td align="center">1.39</td>
<td align="center">0.49</td>
<td align="center">0.41</td>
<td align="center">1.85</td>
<td align="center">0.63</td>
<td align="center">0.94</td>
<td align="char" char=".">&#x2013;35.3</td>
<td align="char" char=".">&#x2013;26.1</td>
<td align="center">&#x2013;24.6</td>
<td align="center">&#x2013;25.7</td>
<td align="center"/>
</tr>
<tr>
<td align="left">M101</td>
<td align="center">4,204</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">88.76</td>
<td align="center">4.35</td>
<td align="center">1.56</td>
<td align="center">0.57</td>
<td align="center">0.50</td>
<td align="center">3.01</td>
<td align="center">0.41</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;36.8</td>
<td align="char" char=".">&#x2013;27.3</td>
<td align="center">&#x2013;26.3</td>
<td align="center">&#x2013;26.8</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">M102</td>
<td align="center">4,248</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">88.13</td>
<td align="center">4.70</td>
<td align="center">1.92</td>
<td align="center">0.65</td>
<td align="center">0.56</td>
<td align="center">2.71</td>
<td align="center">0.52</td>
<td align="center">0.92</td>
<td align="char" char=".">&#x2013;36.1</td>
<td align="char" char=".">&#x2013;27.5</td>
<td align="center">&#x2013;26.4</td>
<td align="center">&#x2013;26.5</td>
<td align="center"/>
</tr>
<tr>
<td align="left">M103</td>
<td align="center">4,249</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">89.34</td>
<td align="center">4.45</td>
<td align="center">1.64</td>
<td align="center">0.49</td>
<td align="center">0.59</td>
<td align="center">1.98</td>
<td align="center">0.45</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;35.3</td>
<td align="char" char=".">&#x2013;26.7</td>
<td align="center">&#x2013;25.9</td>
<td align="center">&#x2013;26.3</td>
<td rowspan="2" align="left">This study</td>
</tr>
<tr>
<td align="left">M103</td>
<td align="center">4,252</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">86.60</td>
<td align="center">5.67</td>
<td align="center">2.43</td>
<td align="center">0.87</td>
<td align="center">0.72</td>
<td align="center">1.68</td>
<td align="center">0.59</td>
<td align="center">0.90</td>
<td align="char" char=".">&#x2013;37.4</td>
<td align="char" char=".">&#x2013;27.2</td>
<td align="center">&#x2013;26.5</td>
<td align="center">&#x2013;26.3</td>
</tr>
<tr>
<td align="left">S002</td>
<td align="center">3,223</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">82.37</td>
<td align="center">6.15</td>
<td align="center">2.91</td>
<td align="center">1.13</td>
<td align="center">0.78</td>
<td align="center">6.12</td>
<td align="center">0.01</td>
<td align="center">0.88</td>
<td align="char" char=".">&#x2013;38.3</td>
<td align="char" char=".">&#x2013;26.7</td>
<td align="center">&#x2013;25.8</td>
<td align="center">&#x2013;26.3</td>
<td align="center"/>
</tr>
<tr>
<td align="left">M003</td>
<td align="center">3,968</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">91.05</td>
<td align="center">4.97</td>
<td align="center">1.48</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">0.79</td>
<td align="center">0.31</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;37.8</td>
<td align="char" char=".">&#x2013;26.6</td>
<td align="center">&#x2013;24.7</td>
<td align="center">&#x2013;23.6</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">M003</td>
<td align="center">3,975</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">92.40</td>
<td align="center">3.61</td>
<td align="center">1.20</td>
<td align="center">0.34</td>
<td align="center">0.40</td>
<td align="center">1.08</td>
<td align="center">0.59</td>
<td align="center">0.94</td>
<td align="char" char=".">&#x2013;36.3</td>
<td align="char" char=".">&#x2013;27.2</td>
<td align="center">&#x2013;25.6</td>
<td align="center">&#x2013;26.1</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">SX16</td>
<td align="center">4,812&#x2013;4,822</td>
<td align="center">C</td>
<td align="center">84.54</td>
<td align="center">5.31</td>
<td align="center">2.78</td>
<td align="center">1.17</td>
<td align="center">1.26</td>
<td align="center">2.94</td>
<td align="center">0.14</td>
<td align="center">0.90</td>
<td align="char" char=".">&#x2013;36.2</td>
<td align="char" char=".">&#x2013;28.5</td>
<td align="center">&#x2013;27.5</td>
<td align="center">n.d.</td>
<td align="center"/>
</tr>
<tr>
<td align="left">SX14</td>
<td align="center">3,483</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">75.41</td>
<td align="center">8.45</td>
<td align="center">4.72</td>
<td align="center">1.68</td>
<td align="center">1.77</td>
<td align="center">3.63</td>
<td align="center">0.82</td>
<td align="center">0.82</td>
<td align="char" char=".">&#x2013;37.0</td>
<td align="char" char=".">&#x2013;27.8</td>
<td align="center">&#x2013;27.2</td>
<td align="center">&#x2013;28.0</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">QS2</td>
<td align="center">3,972&#x2013;3,990</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">91.18</td>
<td align="center">4.31</td>
<td align="center">1.47</td>
<td align="center">0.54</td>
<td align="center">0.40</td>
<td align="center">1.09</td>
<td align="center">0.45</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;37.5</td>
<td align="char" char=".">&#x2013;27.5</td>
<td align="center">&#x2013;26.7</td>
<td align="center">&#x2013;27.3</td>
<td rowspan="3" align="left">This study</td>
</tr>
<tr>
<td align="left">QS2</td>
<td align="center">3,980</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">92.57</td>
<td align="center">3.51</td>
<td align="center">0.83</td>
<td align="center">0.54</td>
<td align="center">0.26</td>
<td align="center">1.24</td>
<td align="center">0.32</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;37.6</td>
<td align="char" char=".">&#x2013;27.1</td>
<td align="center">&#x2013;26.8</td>
<td align="center">&#x2013;27.1</td>
</tr>
<tr>
<td align="left">QS2</td>
<td align="center">3,989</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">92.09</td>
<td align="center">3.89</td>
<td align="center">1.03</td>
<td align="center">0.58</td>
<td align="center">0.31</td>
<td align="center">1.01</td>
<td align="center">0.29</td>
<td align="center">0.94</td>
<td align="char" char=".">&#x2013;37.4</td>
<td align="char" char=".">&#x2013;27.2</td>
<td align="center">&#x2013;26.6</td>
<td align="center">&#x2013;27.2</td>
</tr>
<tr>
<td align="left">QS4</td>
<td align="center">4,003&#x2013;4,026</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">90.79</td>
<td align="center">4.39</td>
<td align="center">1.48</td>
<td align="center">0.39</td>
<td align="center">0.52</td>
<td align="center">1.56</td>
<td align="center">0.31</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;37.8</td>
<td align="char" char=".">&#x2013;27.6</td>
<td align="center">&#x2013;26.7</td>
<td align="center">&#x2013;27.0</td>
<td align="center"/>
</tr>
<tr>
<td align="left">M7</td>
<td align="center">4,260</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">89.99</td>
<td align="center">3.33</td>
<td align="center">1.15</td>
<td align="center">0.36</td>
<td align="center">0.35</td>
<td align="center">3.65</td>
<td align="center">0.50</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;37.9</td>
<td align="char" char=".">&#x2013;27.9</td>
<td align="center">&#x2013;27.2</td>
<td align="center">&#x2013;27.7</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">MB11</td>
<td align="center">3,708</td>
<td align="center">J<sub>1</sub>s</td>
<td align="center">84.98</td>
<td align="center">6.69</td>
<td align="center">3.01</td>
<td align="center">1.04</td>
<td align="center">0.89</td>
<td align="center">1.31</td>
<td align="center">0.82</td>
<td align="center">0.88</td>
<td align="char" char=".">&#x2013;37.1</td>
<td align="char" char=".">&#x2013;28.2</td>
<td align="center">&#x2013;26.8</td>
<td align="center">&#x2013;26.7</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">S107</td>
<td align="center">1,726</td>
<td align="center">K<sub>1</sub>h</td>
<td align="center">90.93</td>
<td align="center">4.41</td>
<td align="center">1.39</td>
<td align="center">0.35</td>
<td align="center">0.47</td>
<td align="center">1.55</td>
<td align="center">0.00</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;36.3</td>
<td align="char" char=".">&#x2013;26.2</td>
<td align="center">&#x2013;23.0</td>
<td align="center">&#x2013;25.6</td>
<td align="left">This study</td>
</tr>
<tr>
<td align="left">S107</td>
<td align="center">2,349</td>
<td align="center">K<sub>1</sub>q</td>
<td align="center">91.06</td>
<td align="center">4.86</td>
<td align="center">1.42</td>
<td align="center">0.36</td>
<td align="center">0.44</td>
<td align="center">1.27</td>
<td align="center">0.00</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;36.4</td>
<td align="char" char=".">&#x2013;26.5</td>
<td align="center">&#x2013;25.3</td>
<td align="center">&#x2013;26.0</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">SN30</td>
<td align="center">1,875</td>
<td align="center">K<sub>1</sub>h</td>
<td align="center">84.30</td>
<td align="center">3.09</td>
<td align="center">0.33</td>
<td align="center">0.08</td>
<td align="center">0.50</td>
<td align="center">6.28</td>
<td align="center">4.29</td>
<td align="center">0.95</td>
<td align="char" char=".">&#x2013;37.6</td>
<td align="char" char=".">&#x2013;25.5</td>
<td align="center">&#x2013;16.4</td>
<td align="center">&#x2013;26.0</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">SN42</td>
<td align="center">1,623</td>
<td align="center">K<sub>1</sub>tg</td>
<td align="center">87.07</td>
<td align="center">5.04</td>
<td align="center">1.72</td>
<td colspan="2" align="center">1.10</td>
<td align="center">4.29</td>
<td align="center">0.19</td>
<td align="center">0.92</td>
<td align="char" char=".">&#x2013;36.5</td>
<td align="char" char=".">&#x2013;25.6</td>
<td align="center">&#x2013;22.4</td>
<td align="center">&#x2013;23.6</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">L12</td>
<td align="center">2,038</td>
<td align="center">J<sub>2</sub>x</td>
<td align="center">93.32</td>
<td align="center">2.66</td>
<td align="center">0.89</td>
<td align="center">0.09</td>
<td align="center">0.43</td>
<td align="center">1.82</td>
<td align="center">0.64</td>
<td align="center">0.96</td>
<td align="char" char=".">&#x2013;52.8</td>
<td align="char" char=".">&#x2013;32.4</td>
<td align="center">&#x2013;24.7</td>
<td align="center">&#x2013;26.7</td>
<td align="left">This study</td>
<td rowspan="8" align="center">IV</td>
</tr>
<tr>
<td align="left">L9</td>
<td align="center">1,192</td>
<td align="center">K<sub>1</sub>tg</td>
<td align="center">93.54</td>
<td align="center">3.34</td>
<td align="center">0.44</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">1.96</td>
<td align="center">0.00</td>
<td align="center">0.96</td>
<td align="char" char=".">&#x2013;50.1</td>
<td align="char" char=".">&#x2013;27.9</td>
<td align="center">&#x2013;14.8</td>
<td align="center">&#x2013;19.0</td>
<td align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>, <xref ref-type="bibr" rid="B58">Sun et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">L9</td>
<td align="center">960</td>
<td align="center">K<sub>1</sub>tg</td>
<td align="center">93.34</td>
<td align="center">0.10</td>
<td align="center">0.02</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">4.69</td>
<td align="center">0.85</td>
<td align="center">1.00</td>
<td align="char" char=".">&#x2013;49.9</td>
<td align="char" char=".">&#x2013;26.7</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">L102</td>
<td align="center">1,014</td>
<td align="center">K<sub>1</sub>tg</td>
<td align="center">95.89</td>
<td align="center">0.09</td>
<td align="center">0.04</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
<td align="center">3.55</td>
<td align="center">0.43</td>
<td align="center">1.00</td>
<td align="char" char=".">&#x2013;49.0</td>
<td align="char" char=".">&#x2013;26.3</td>
<td align="center">&#x2013;28.3</td>
<td align="center">n.d.</td>
<td rowspan="2" align="left">
<xref ref-type="bibr" rid="B32">Li et&#x20;al. (2009)</xref>, <xref ref-type="bibr" rid="B2">Cao et&#x20;al. (2012)</xref>, <xref ref-type="bibr" rid="B58">Sun et&#x20;al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left">L103</td>
<td align="center">1,228</td>
<td align="center">K<sub>1</sub>tg</td>
<td align="center">94.99</td>
<td align="center">0.14</td>
<td align="center">0.00</td>
<td align="center">0.00</td>
<td align="center">0.00</td>
<td align="center">4.79</td>
<td align="center">0.08</td>
<td align="center">1.00</td>
<td align="char" char=".">&#x2013;54.8</td>
<td align="char" char=".">&#x2013;24.5</td>
<td align="center">n.d.</td>
<td align="center">n.d.</td>
</tr>
<tr>
<td align="left">L113</td>
<td align="center">1,832</td>
<td align="center">K<sub>1</sub>q</td>
<td align="center">91.67</td>
<td align="center">2.29</td>
<td align="center">0.69</td>
<td align="center">0.08</td>
<td align="center">0.46</td>
<td align="center">3.95</td>
<td align="center">0.44</td>
<td align="center">0.96</td>
<td align="char" char=".">&#x2013;46.0</td>
<td align="char" char=".">&#x2013;25.5</td>
<td align="center">&#x2013;17.8</td>
<td align="center">&#x2013;24.7</td>
<td align="center"/>
</tr>
<tr>
<td align="left">L151</td>
<td align="center">1,911</td>
<td align="center">J<sub>2</sub>x</td>
<td align="center">92.33</td>
<td align="center">1.68</td>
<td align="center">1.41</td>
<td align="center">0.70</td>
<td align="center">1.61</td>
<td align="center">0.90</td>
<td align="center">0.26</td>
<td align="center">0.94</td>
<td align="char" char=".">&#x2013;43.7</td>
<td align="char" char=".">&#x2013;25.4</td>
<td align="center">&#x2013;17.9</td>
<td align="center">&#x2013;24.5</td>
<td rowspan="2" align="left">This study</td>
</tr>
<tr>
<td align="left">L16</td>
<td align="center">2,042</td>
<td align="center">J<sub>2</sub>x</td>
<td align="center">85.41</td>
<td align="center">3.82</td>
<td align="center">1.69</td>
<td align="center">0.57</td>
<td align="center">0.57</td>
<td align="center">7.01</td>
<td align="center">0.43</td>
<td align="center">0.93</td>
<td align="char" char=".">&#x2013;43.2</td>
<td align="char" char=".">&#x2013;26.3</td>
<td align="center">&#x2013;25.1</td>
<td align="center">&#x2013;26.1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Note: n.d. &#x3d; none&#x20;data.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3">
<title>3 Sample and Methods</title>
<sec id="s3-1">
<title>3.1 Sampling</title>
<p>Ninety-five natural gas samples were collected from 72 wells in the hinterland of the Junggar Basin, of which 55 samples were newly collected, and the rest were from the previous researches (<xref ref-type="bibr" rid="B32">Li et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B2">Cao et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B58">Sun et&#x20;al., 2012</xref>). The planar distribution positions and analysis results are shown in <xref ref-type="fig" rid="F1">Figure&#x20;1C</xref> and <xref ref-type="table" rid="T1">Table&#x20;1</xref>. In addition, this study also conducted geochemical analysis of 437 source rock samples from 129 wells in the basin and on crude oil samples associated with natural&#x20;gas.</p>
</sec>
<sec id="s3-2">
<title>3.2 Analytical Processes</title>
<sec id="s3-2-1">
<title>3.2.1 Geochemical Analysis of Natural Gas</title>
<p>The geochemical analysis of the natural gas was conducted at the Experimental and Testing Institute of PetroChina Xinjiang Oilfield Company and Northwest Institute of Eco-Environment and Resources, Chinese Academy of Sciences. A Hewlett Packard 6890 II gas chromatograph (GC) was used for the analysis of the natural gas components. The hydrocarbon gas component was separated with capillary columns (Plot Al<sub>2</sub>O<sub>3</sub> 50&#xa0;m &#xd7; 0.53&#xa0;mm). The furnace temperature of the GC was first set to be 30&#xb0;C and held for 10&#xa0;min. Then the temperature was ramped up to 180&#xb0;C at a rate of 10&#xb0;C/min. Stable carbon isotope analysis of alkane gas (C<sub>1</sub>&#x2013;C<sub>4</sub>) was conducted with a Finnigan Mat Delta S mass spectrometer interfaced with an HP 6890II gas chromatograph. The alkane gas components (C<sub>1</sub>&#x2013;C<sub>3</sub>) and CO<sub>2</sub> were separated by using a chromatographic column (Plot Q 30&#xa0;m &#xd7; 0.32&#xa0;mm). The column heating process was as follows: the heating rate was 8&#xb0;C/min at temperatures of 35&#x2013;80&#xb0;C; the temperature was then increased to 260&#xb0;C at a heating rate of 5&#xb0;C/min. The final temperature was held for 10&#xa0;min. Each sample was analyzed three times with an accuracy of &#xb1;0.3&#x2030; (VPDB).</p>
<p>The hydrogen isotopic compositions of natural gas were determined on a MAT253 isotopic mass spectrometer (Thermo Fisher Scientific) equipped with a Trace GC Ultra&#x2122; using the gas chromatography pyrolysis interface and the water removing device. Helium was used as the carrier gas and a 30&#xa0;m &#xd7; 0.32&#xa0;mm &#xd7; 20&#xa0;&#xb5;m HP&#x2013;PLOT Q column was used with flow rate of 1.4&#xa0;ml/min. The inlet temperature was set at 180&#xb0;C. A split injection mode (split ratio 1:7) was used for the methane hydrogen isotope measurement and a splitless injection mode for the ethane and propane hydrogen isotopes. The initial temperature was 40&#xb0;C and held for 5&#xa0;min, then heated from 40 to 80&#xb0;C at 5&#xb0;C/min, from 80 to 140&#xb0;C at 10&#xb0;C/min and from 140 to 260&#xb0;C at 30&#xb0;C/min, respectively. The temperature of the pyrolysis oven was 1,450&#xb0;C, and gaseous hydrocarbon components were transformed into C and H<sub>2</sub>. The H<sub>2</sub> went into mass spectrometer to be measured. The &#x3b4;<sup>2</sup>H was calculated relative to VSMOW. The reproducibility and precision of hydrogen isotope value are less than &#xb1;3&#x2030;.</p>
</sec>
<sec id="s3-2-2">
<title>3.2.2 Geochemical Analysis of Oil</title>
<p>The GC analysis of oils was performed in an Agilent 7890A gas chromatograph fitted with a 60&#xa0;m &#xd7; 0.25&#xa0;mm &#xd7; 0.25&#xa0;&#xb5;m capillary column with nitrogen (99.999%) as the carrier gas. The GC oven temperature was initially held at 40&#xb0;C for 10&#xa0;min, then ramped from 40 to 70&#xb0;C at 4&#xb0;C/min and to 300&#xb0;C at 8&#xb0;C/min, and finally held at 300&#xb0;C for 40&#xa0;min.</p>
<p>The GC&#x2013;MS analysis was performed in an Agilent 7890&#x2013;5975C with the same column type as used in the GC analysis, but with helium (99.999%) as the carrier gas. During the GC&#x2013;MS analysis, the GC oven temperature was initially held at 50&#xb0;C for 1&#xa0;min, then ramped to 120&#xb0;C at 20&#xb0;C/min, from 120 to 250&#xb0;C at 4&#xb0;C/min, and from 250 to 310&#xb0;C at 3&#xb0;C/min. Finally, it was held at 310&#xb0;C for 30&#xa0;min.</p>
</sec>
<sec id="s3-2-3">
<title>3.2.3 Basin Modelling</title>
<p>The burial and thermal histories of the source rocks in the study area were reconstructed using PetroMod software. The current heat flow and thermal conductivity values of the source rocks were adopted from previous studies (<xref ref-type="bibr" rid="B63">Wang et&#x20;al., 2000a</xref>, <xref ref-type="bibr" rid="B64">Wang et&#x20;al., 2000b</xref>; <xref ref-type="bibr" rid="B50">Qiu et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B51">Qiu et&#x20;al., 2001</xref>; <xref ref-type="bibr" rid="B52">Qin, 2002</xref>). The vitrinite reflectance (Ro) values were calculated with the Easy%Ro model proposed by <xref ref-type="bibr" rid="B60">Sweeney and Burnham (1990)</xref>. This model was proved to be applicable for a Ro range of 0.3%&#x2013;4.6%.</p>
</sec>
<sec id="s3-2-4">
<title>3.2.4 Total Organic Carbon and Rock&#x2013;Eval Analysis</title>
<p>The analyses were carried out at the China University of Petroleum (Beijing). The 146 rock samples were crushed to powder for total organic carbon (TOC) analysis (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). The powdered samples were split into 200-mg sub-samples and treated with HCl at 60&#xb0;C to remove the carbonates, then washed with distilled water to remove the HCl. The washed sub-samples were dried overnight at 50&#xb0;C, and their carbon contents were determined using a LECO CS&#x2013;230 analyzer.</p>
<p>For rock&#x2013;eval pyrolysis, 100&#xa0;g of each crushed rock sample was placed in the vessel of an OGE-II instrument. These samples were heated from 300 to 600&#xb0;C in a helium atmosphere at a heating rate of 50&#xb0;C/min, and their Rock&#x2013;Eval parameters (S<sub>1</sub>, S<sub>2</sub>, and T<sub>max</sub>) were measured. Here S<sub>1</sub> is the amount of free hydrocarbon that can be volatilized from the rock sample (mg&#x20;HC/g rock), and S<sub>2</sub> is the amount of hydrocarbon produced by the cracking of organic matter (mg HC/g rock). T<sub>max</sub> (<sup>o</sup>C) is the temperature at which the S<sub>2</sub> yield is maximized, which roughly estimates the thermal maturity of the sediment (<xref ref-type="bibr" rid="B47">Peters, 1986</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s4">
<title>4 Results</title>
<sec id="s4-1">
<title>4.1 Molecular Compositions of the Natural Gas</title>
<p>The alkane content of the natural gas was relatively concentrated, ranging from 72.87% to 99.01% (95.30% on average) (<xref ref-type="table" rid="T1">Table&#x20;1</xref>), the majority of which was within 90%&#x2013;100% (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). The methane content varied significantly from 36.89% to 95.89% (87.16% on average), with its primary span being 80%&#x2013;100%. Except for samples SD10 and LN6 (K<sub>1</sub>q), whose methane content was only 36.89% and 44.99%, respectively, most samples had methane content higher than 70% (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). The contents of heavy hydrocarbon (C<sub>2&#x2013;4</sub>) gas components in natural gas were 0.12%&#x2013;42.66% (averaging 8.14%), and the dominant frequency was distributed between 0% and 20%. The samples with C<sub>2&#x2013;4</sub> gas contents were mainly distributed in the Shidong and Lunan Salients and sporadically distributed in the Mosuowan and Shixi Salients (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). Natural gas&#x2019;s drying coefficient (C<sub>1</sub>/&#x2211;C<sub>1&#x2013;4</sub>) was 0.51&#x2013;1.00 (0.91 on average) with a primary interval of 0.85&#x2013;0.95. Dry gas (C<sub>1</sub>/&#x2211;C<sub>1&#x2013;4</sub> &#x3e; 0.95) and wet gas (C<sub>1</sub>/&#x2211;C<sub>1&#x2013;4</sub> &#x3c; 0.95) constituted 15.4% and 84.6% of the total data, respectively (<xref ref-type="table" rid="T1">Table&#x20;1</xref>).</p>
<p>The contents of non-hydrocarbon gases varied from 0.46% to 19.38% (averaging 3.45%) (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). 78.9% of the samples have non-hydrocarbon gas contents less than 5% (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). Except for SD10, whose nitrogen content reached 19.20%, most samples had a nitrogen content of 0%&#x2013;5% (3.00% on average) (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). Carbon dioxide content was mainly between 0 and 1% (0.47% on average) (<xref ref-type="table" rid="T1">Table&#x20;1</xref>).</p>
</sec>
<sec id="s4-2">
<title>4.2 Stable Carbon Isotopic Composition of Natural Gas</title>
<p>Stable carbon isotopic compositions of methane (&#x3b4;<sup>13</sup>C-CH<sub>4</sub>) varied broadly (from &#x2013;54.8&#x2030; to &#x2013;31.8&#x2030;, &#x2013;37.7&#x2030; on average) with a primary interval of &#x2013;45.0&#x2030; to &#x2013;30&#x2030; (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). Among them, the relatively <sup>13</sup>C-depleted samples (&#x3b4;<sup>13</sup>C-CH<sub>4</sub> &#x3c; &#x2013;45&#x2030;) were mainly distributed in the Luliang oil and gas field, while the relatively <sup>13</sup>C-enriched samples were mainly in the Lunan, Shidong, and Monan Salients (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>). Stable carbon isotopic compositions of ethane (&#x3b4;<sup>13</sup>C-C<sub>2</sub>H<sub>6</sub>) ranged from &#x2013;32.4&#x2030; to &#x2013;24.2&#x2030; (&#x2013;27.1&#x2030; on average) with the dominant interval between &#x2013;28&#x2030; and &#x2013;24.0&#x2030;. Among them, 78.9% of the samples have &#x3b4;<sup>13</sup>C-C<sub>2</sub>H<sub>6</sub> ratios more than &#x2013;28.0&#x2030;, and the samples with &#x3b4;<sup>13</sup>C-C<sub>2</sub>H<sub>6</sub> &#x3c; &#x2013;28.0&#x2030; are mainly distributed in the Mobei and Mosuowan Salients (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>). Stable carbon isotopic compositions of propane (&#x3b4;<sup>13</sup>C-C<sub>3</sub>H<sub>8</sub>) varied from &#x2013;30.1&#x2030; to &#x2013;14.8&#x2030; (&#x2013;25.6&#x2030; on average), and their dominant frequency was between &#x2013;28.0&#x2030; and &#x2013;24.0&#x2030;. Four samples (i.e.,&#x20;L9, SN30, L113, and L151) have the most <sup>13</sup>C-enriched &#x3b4;<sup>13</sup>C-C<sub>3</sub>H<sub>8</sub> ratios (&#x2013;14.8&#x2030;, &#x2013;16.4&#x2030;, &#x2013;17.8&#x2030; and &#x2013;17.9&#x2030;, respectively), presenting an apparent difference from the other samples (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>).</p>
<p>Generally, the natural gas samples in the study area showed a distribution pattern of &#x3b4;<sup>13</sup>C-CH<sub>4</sub> &#x3c; &#x3b4;<sup>13</sup>C-C<sub>2</sub>H<sub>6</sub> &#x3c; &#x3b4;<sup>13</sup>C-C<sub>3</sub>H<sub>8</sub> (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>). The reversals between &#x3b4;<sup>13</sup>C-C<sub>2</sub>H<sub>6</sub> and &#x3b4;<sup>13</sup>C-C<sub>3</sub>H<sub>8</sub> ratios were only observed in L102, P8, and M21 (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>). Some samples have reversed carbon isotopic composition of propane and butane. Except for SN30, which had the maximum the &#x394;&#x3b4;<sup>13</sup>C-(C<sub>4</sub>H<sub>10</sub> &#x2013; C<sub>3</sub>H<sub>8</sub>) ratio (9.6&#x2030;), most of other samples have ratios less than 1.0&#x2030; (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The &#x3b4;<sup>13</sup>C distribution pattern of natural gas in the hinterland of Junggar Basin.</p>
</caption>
<graphic xlink:href="feart-10-843245-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="s5">
<title>5 Discussion</title>
<sec id="s5-1">
<title>5.1 Geneses of the Natural Gas</title>
<p>The &#x3b4;<sup>13</sup>C ratios are the most common and practical tools to distinguish the genetic types of natural gas (<xref ref-type="bibr" rid="B38">Liu G. et&#x20;al., 2019</xref>). Based on the &#x3b4;<sup>13</sup>C data of thousands of natural gas samples from major petroliferous basins around the world, (<xref ref-type="bibr" rid="B8">Dai et&#x20;al., 1992</xref>, <xref ref-type="bibr" rid="B11">Dai et&#x20;al., 2014</xref>) proposed a &#x3b4;<sup>13</sup>C-CH<sub>4</sub>&#x2013;&#x3b4;<sup>13</sup>C-C<sub>2</sub>H<sub>6</sub>&#x2013;&#x3b4;<sup>13</sup>C-C<sub>3</sub>H<sub>8</sub> genetic identification chart for natural gas. The natural gas in the study area can be divided into four types in the chart. Type I gas generally has relatively <sup>13</sup>C-depleted &#x3b4;<sup>13</sup>C ratios, with average &#x3b4;<sup>13</sup>C-CH<sub>4</sub>, &#x3b4;<sup>13</sup>C-C<sub>2</sub>H<sub>6</sub> and &#x3b4;<sup>13</sup>C-C<sub>3</sub>H<sub>8</sub> values being &#x2013;42.6&#x2030;, &#x2013;29.5&#x2030; and &#x2013;27.5&#x2030;, respectively, falling within the domain of oil-type gas (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>). Type II and Type III gases generally had relatively <sup>13</sup>C-enriched &#x3b4;<sup>13</sup>C ratios, both falling in the domain of coal-type gas (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>). Although Type II and Type III gas had similar &#x3b4;<sup>13</sup>C ratios, they could still be distinguished from their &#x3b4;<sup>13</sup>C-CH<sub>4</sub> ratios. The &#x3b4;<sup>13</sup>C-CH<sub>4</sub> ratios of Type II gas were between &#x2013;34.1&#x2030; and &#x2013;31.8&#x2030;, while those of Type III were between &#x2013;39.0&#x2030; and &#x2013;34.0&#x2030; (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>). The average value of the former was 3.4&#x2030; more than that of the latter. Because the C<sub>1</sub>/&#x2211;C<sub>1&#x2013;4</sub> ratios of these two types of natural gases were similar (mainly 0.90&#x2013;0.95) (<xref ref-type="table" rid="T1">Table&#x20;1</xref>), their &#x3b4;<sup>13</sup>C-CH<sub>4</sub> difference was primarily affected by their distinct geneses, rather than the difference in maturities. The distribution position of Type IV gas in <xref ref-type="fig" rid="F4">Figure&#x20;4</xref> was different from the other types of natural gases. Type IV gas had the most <sup>13</sup>C-depleted &#x3b4;<sup>13</sup>C-CH<sub>4</sub> value, and most of them were within the range of low mature oil-type gas (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). However, its C<sub>1</sub>/&#x2211;C<sub>1&#x2013;4</sub> ratios were very high (0.97 on average, <xref ref-type="table" rid="T1">Table&#x20;1</xref>), significantly different from thermogenic gas, reflecting possible secondary alteration.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Using the &#x3b4;<sup>13</sup>C-CH<sub>4</sub>&#x2013;&#x3b4;<sup>13</sup>C-C<sub>2</sub>H<sub>6</sub>&#x2013;&#x3b4;<sup>13</sup>C-C<sub>3</sub>H<sub>8</sub> diagram to identify the genesis of natural gas in the hinterland of Junggar Basin (diagram modified after <xref ref-type="bibr" rid="B8">Dai et&#x20;al., 1992</xref>, <xref ref-type="bibr" rid="B11">Dai et&#x20;al., 2014</xref>).</p>
</caption>
<graphic xlink:href="feart-10-843245-g004.tif"/>
</fig>
</sec>
<sec id="s5-2">
<title>5.2 Sources of Natural Gas</title>
<sec id="s5-2-1">
<title>5.2.1 Type I Gas</title>
<p>Four sets of source rocks were developed in the study area (i.e.,&#x20;J<sub>1&#x2013;2</sub>, P<sub>2</sub>w, P<sub>1</sub>f, and Carboniferous source rocks) (<xref ref-type="bibr" rid="B2">Cao et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B65">Wang et&#x20;al., 2013</xref>). The J<sub>1&#x2013;2</sub>, P<sub>2</sub>w, and Carboniferous source rocks are humic, characterized by kerogen types II<sub>2</sub>&#x2013;III with their carbon isotopic composition of kerogen (&#x3b4;<sup>13</sup>C<sub>kerogen</sub>) mainly varying from &#x2013;26.0&#x2030; to &#x2013;20.0&#x2030; (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). These source rocks primarily generate coal-type gases (<xref ref-type="bibr" rid="B8">Dai et&#x20;al., 1992</xref>; <xref ref-type="bibr" rid="B38">Liu G. et&#x20;al., 2019</xref>). The P1f source rock was deposited under a saline lacustrine environment, with algae and lower aquatic organisms as the primary organic input (<xref ref-type="bibr" rid="B3">Cao et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B71">Xia et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B74">Zhi et&#x20;al., 2021</xref>). It is a set of oil-prone source rock characterized by kerogen type II<sub>1</sub> with their &#x3b4;<sup>13</sup>C<sub>kerogen</sub> mainly varying from &#x2013;28.0&#x2030; and &#x2013;24.0&#x2030; (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). The Mahu super-giant oil field&#x2019;s petroleum in the Junggar Basin was mainly generated from the P<sub>1</sub>f source rock (<xref ref-type="bibr" rid="B65">Wang et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B3">Cao et&#x20;al., 2020</xref>). Besides oil, the P<sub>1</sub>f source rock can also generate a considerable amount of oil-type gas. As discussed in <xref ref-type="sec" rid="s5-1">Section 5.1</xref>, Type I gas was an oil-type gas with relatively <sup>13</sup>C-depleted &#x3b4;<sup>13</sup>C ratios (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>), which was generated from the P<sub>1</sub>f source rock, the only sapropelic source rock in the study&#x20;area.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Histogram of &#x3b4;<sup>13</sup>C<sub>kerogen</sub> values of primary <bold>(A)</bold> J<sub>1-2</sub>, <bold>(B)</bold> P<sub>2</sub>w, <bold>(C)</bold> P<sub>1</sub>f, and <bold>(D)</bold> C source rocks in the hinterland of Junggar Basin.</p>
</caption>
<graphic xlink:href="feart-10-843245-g005.tif"/>
</fig>
<p>This conclusion was supported by evidence from the &#x3b4;<sup>2</sup>H ratios of natural gas. Identical to &#x3b4;<sup>13</sup>C ratios, the &#x3b4;<sup>2</sup>H ratios of alkane gases also have parent material inheritance (<xref ref-type="bibr" rid="B53">Schoell, 1980</xref>, <xref ref-type="bibr" rid="B54">Schoell, 1984</xref>; <xref ref-type="bibr" rid="B45">Ni et&#x20;al., 2011</xref>). Under the same or similar thermal evolution conditions, the &#x3b4;<sup>2</sup>H ratios of the natural gas generated by marine or saline lacustrine source rocks are usually more enriched in <sup>2</sup>H (<xref ref-type="bibr" rid="B35">Liu et&#x20;al., 2008a</xref>; <xref ref-type="bibr" rid="B66">Wang et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B39">Liu Q. et&#x20;al., 2019</xref>). Therefore, the &#x3b4;<sup>2</sup>H ratios of alkane gas can be used to judge the geneses and sources of natural gas (<xref ref-type="bibr" rid="B53">Schoell, 1980</xref>; <xref ref-type="bibr" rid="B66">Wang et&#x20;al., 2015</xref>). Gases from Well PD1 have &#x3b4;<sup>2</sup>H-CH<sub>4</sub> and &#x3b4;<sup>13</sup>C-CH<sub>4</sub> ratios of &#x2013;164&#x2030; and &#x2013;38.5&#x2030;, respectively, and was located within the distribution area of oil-type gas generated from the saline sapropelic source rock (<xref ref-type="bibr" rid="B66">Wang et&#x20;al., 2015</xref>; <xref ref-type="fig" rid="F6">Figure&#x20;6</xref>; <xref ref-type="table" rid="T2">Table&#x20;2</xref>). Two gas samples derived from the P<sub>1</sub>f source rock in the Mahu Sag (<xref ref-type="bibr" rid="B8">Dai et&#x20;al., 1992</xref>) were also located in this area (<xref ref-type="fig" rid="F6">Figure&#x20;6</xref>; <xref ref-type="table" rid="T2">Table&#x20;2</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>The &#x3b4;<sup>13</sup>C-CH<sub>4</sub> vs. &#x3b4;<sup>2</sup>H-CH<sub>4</sub> plot of natural gas in the Junggar Basin (diagram modified after <xref ref-type="bibr" rid="B66">Wang et&#x20;al., 2015</xref>).</p>
</caption>
<graphic xlink:href="feart-10-843245-g006.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p> Stable hydrogen isotopes of natural gases in the Junggar Basin.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Well name</th>
<th align="center">Formation</th>
<th align="center">Depth (m)</th>
<th align="center">&#x3b4;<sup>13</sup>C-CH<sub>4</sub> (VPDB,&#x2030;)</th>
<th align="center">&#x3b4;<sup>2</sup>H-CH<sub>4</sub> (VSMOW,&#x2030;)</th>
<th align="center">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">H60</td>
<td align="left">C</td>
<td align="char" char=".">1,525.8</td>
<td align="char" char=".">&#x2013;41.7</td>
<td align="char" char=".">&#x2013;160</td>
<td align="left">
<xref ref-type="bibr" rid="B8">Dai et&#x20;al. (1992)</xref>
</td>
</tr>
<tr>
<td align="left">W5153</td>
<td align="left">T</td>
<td align="char" char=".">3,221</td>
<td align="char" char=".">&#x2013;45.3</td>
<td align="char" char=".">&#x2013;183</td>
<td align="center"/>
</tr>
<tr>
<td align="left">PD1</td>
<td align="left">P<sub>2</sub>w</td>
<td align="char" char=".">5,278</td>
<td align="char" char=".">&#x2013;38.5</td>
<td align="char" char=".">&#x2013;164</td>
<td rowspan="35" align="left">This study</td>
</tr>
<tr>
<td align="left">P5001</td>
<td align="left">J<sub>1</sub>s</td>
<td align="char" char=".">4,225.75</td>
<td align="char" char=".">&#x2013;36.4</td>
<td align="char" char=".">&#x2013;186</td>
</tr>
<tr>
<td align="left">P5002</td>
<td align="left">J<sub>1</sub>s</td>
<td align="char" char=".">4,220</td>
<td align="char" char=".">&#x2013;37.1</td>
<td align="char" char=".">&#x2013;185</td>
</tr>
<tr>
<td align="left">P5007</td>
<td align="left">J<sub>1</sub>s</td>
<td align="char" char=".">4,216</td>
<td align="char" char=".">&#x2013;35.7</td>
<td align="char" char=".">&#x2013;186</td>
</tr>
<tr>
<td align="left">D403</td>
<td align="left">C</td>
<td align="char" char=".">3,915.45</td>
<td align="char" char=".">&#x2013;30.3</td>
<td align="char" char=".">&#x2013;198</td>
</tr>
<tr>
<td align="left">DX1707</td>
<td align="left">C</td>
<td align="char" char=".">3,620.25</td>
<td align="char" char=".">&#x2013;29.6</td>
<td align="char" char=".">&#x2013;192</td>
</tr>
<tr>
<td align="left">DX321</td>
<td align="left">C</td>
<td align="char" char=".">3,639</td>
<td align="char" char=".">&#x2013;29.9</td>
<td align="char" char=".">&#x2013;200</td>
</tr>
<tr>
<td align="left">DX1433</td>
<td align="left">C</td>
<td align="char" char=".">3,832.65</td>
<td align="char" char=".">&#x2013;30.1</td>
<td align="char" char=".">&#x2013;198</td>
</tr>
<tr>
<td align="left">DXHW178</td>
<td align="left">C</td>
<td align="char" char=".">4,000</td>
<td align="char" char=".">&#x2013;29.6</td>
<td align="char" char=".">&#x2013;199</td>
</tr>
<tr>
<td align="left">D405</td>
<td align="left">C</td>
<td align="char" char=".">3,707.3</td>
<td align="char" char=".">&#x2013;29.4</td>
<td align="char" char=".">&#x2013;192</td>
</tr>
<tr>
<td align="left">DXHW1851</td>
<td align="left">C</td>
<td align="char" char=".">3,568</td>
<td align="char" char=".">&#x2013;20.0</td>
<td align="char" char=".">&#x2013;201</td>
</tr>
<tr>
<td align="left">DX189</td>
<td align="left">C</td>
<td align="char" char=".">3,439</td>
<td align="char" char=".">&#x2013;32.4</td>
<td align="char" char=".">&#x2013;208</td>
</tr>
<tr>
<td align="left">DX1805</td>
<td align="left">C</td>
<td align="char" char=".">3,553.39</td>
<td align="char" char=".">&#x2013;29.9</td>
<td align="char" char=".">&#x2013;195</td>
</tr>
<tr>
<td align="left">DX1824</td>
<td align="left">C</td>
<td align="char" char=".">3,663.6</td>
<td align="char" char=".">&#x2013;32.3</td>
<td align="char" char=".">&#x2013;199</td>
</tr>
<tr>
<td align="left">DX1851</td>
<td align="left">P<sub>3</sub>wt</td>
<td align="char" char=".">3,355.5</td>
<td align="char" char=".">&#x2013;31.6</td>
<td align="char" char=".">&#x2013;200</td>
</tr>
<tr>
<td align="left">DXHW1854</td>
<td align="left">C</td>
<td align="char" char=".">3,502</td>
<td align="char" char=".">&#x2013;31.4</td>
<td align="char" char=".">&#x2013;199</td>
</tr>
<tr>
<td align="left">DX1860</td>
<td align="left">C</td>
<td align="char" char=".">3,348.5</td>
<td align="char" char=".">&#x2013;31.0</td>
<td align="char" char=".">&#x2013;207</td>
</tr>
<tr>
<td align="left">DX1855</td>
<td align="left">C</td>
<td align="char" char=".">3,363</td>
<td align="char" char=".">&#x2013;31.4</td>
<td align="char" char=".">&#x2013;201</td>
</tr>
<tr>
<td align="left">DX1859</td>
<td align="left">C</td>
<td align="char" char=".">3,435.5</td>
<td align="char" char=".">&#x2013;32.1</td>
<td align="char" char=".">&#x2013;206</td>
</tr>
<tr>
<td align="left">DXHW1852</td>
<td align="left">C</td>
<td align="char" char=".">3,964</td>
<td align="char" char=".">&#x2013;32.9</td>
<td align="char" char=".">&#x2013;198</td>
</tr>
<tr>
<td align="left">DXHW184</td>
<td align="left">C</td>
<td align="char" char=".">4,338</td>
<td align="char" char=".">&#x2013;32.6</td>
<td align="char" char=".">&#x2013;192</td>
</tr>
<tr>
<td align="left">DX325</td>
<td align="left">C</td>
<td align="char" char=".">3,666.6</td>
<td align="char" char=".">&#x2013;31.8</td>
<td align="char" char=".">&#x2013;200</td>
</tr>
<tr>
<td align="left">DX184</td>
<td align="left">C</td>
<td align="char" char=".">3,558.45</td>
<td align="char" char=".">&#x2013;32.2</td>
<td align="char" char=".">&#x2013;196</td>
</tr>
<tr>
<td align="left">DX1823</td>
<td align="left">C</td>
<td align="char" char=".">3,621.65</td>
<td align="char" char=".">&#x2013;32.6</td>
<td align="char" char=".">&#x2013;198</td>
</tr>
<tr>
<td align="left">DX1827</td>
<td align="left">C</td>
<td align="char" char=".">3,685.45</td>
<td align="char" char=".">&#x2013;30.7</td>
<td align="char" char=".">&#x2013;199</td>
</tr>
<tr>
<td align="left">DX1826</td>
<td align="left">C</td>
<td align="char" char=".">3,717.3</td>
<td align="char" char=".">&#x2013;30.1</td>
<td align="char" char=".">&#x2013;193</td>
</tr>
<tr>
<td align="left">DX185</td>
<td align="left">C</td>
<td align="char" char=".">3,471</td>
<td align="char" char=".">&#x2013;32.0</td>
<td align="char" char=".">&#x2013;208</td>
</tr>
<tr>
<td align="left">DX1812</td>
<td align="left">C</td>
<td align="char" char=".">3,519.2</td>
<td align="char" char=".">&#x2013;30.8</td>
<td align="char" char=".">&#x2013;196</td>
</tr>
<tr>
<td align="left">DX186</td>
<td align="left">C</td>
<td align="char" char=".">3,416</td>
<td align="char" char=".">&#x2013;31.3</td>
<td align="char" char=".">&#x2013;206</td>
</tr>
<tr>
<td align="left">DX1430</td>
<td align="left">C</td>
<td align="char" char=".">3,762.95</td>
<td align="char" char=".">&#x2013;29.8</td>
<td align="char" char=".">&#x2013;197</td>
</tr>
<tr>
<td align="left">DX1426</td>
<td align="left">C</td>
<td align="char" char=".">3,787.45</td>
<td align="char" char=".">&#x2013;29.8</td>
<td align="char" char=".">&#x2013;195</td>
</tr>
<tr>
<td align="left">DXHW142</td>
<td align="left">C</td>
<td align="char" char=".">4,389</td>
<td align="char" char=".">&#x2013;30.2</td>
<td align="char" char=".">&#x2013;192</td>
</tr>
<tr>
<td align="left">DX1418</td>
<td align="left">C</td>
<td align="char" char=".">3,707.1</td>
<td align="char" char=".">&#x2013;29.1</td>
<td align="char" char=".">&#x2013;194</td>
</tr>
<tr>
<td align="left">DX1427</td>
<td align="left">C</td>
<td align="char" char=".">3,713</td>
<td align="char" char=".">&#x2013;30.0</td>
<td align="char" char=".">&#x2013;194</td>
</tr>
<tr>
<td align="left">DXHW143</td>
<td align="left">C</td>
<td align="char" char=".">4,297.5</td>
<td align="char" char=".">&#x2013;30.1</td>
<td align="char" char=".">&#x2013;196</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s5-2-2">
<title>5.2.2 Type II Gas</title>
<p>As mentioned in <xref ref-type="sec" rid="s5-1">Section 5.1</xref>, the Type II gas is a highly mature coal-type gas generated from the humic source rock. Unfortunately, however, three sets of humic source rocks (i.e.,&#x20;J<sub>1&#x2013;2</sub>, P<sub>2</sub>w, and Carboniferous) developed in the study area (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>), which brought added complications in identifying the gas source.</p>
<p>In northwestern China, the J<sub>1&#x2013;2</sub> source rock is a set of high-quality coaly source rock, and a large number of giant gas fields related to the J<sub>1&#x2013;2</sub> source rock were discovered (<xref ref-type="bibr" rid="B10">Dai et&#x20;al., 2009</xref>, <xref ref-type="bibr" rid="B11">2014</xref>). Some researchers once pointed out that the study area&#x2019;s natural gas was mainly generated from the J<sub>1&#x2013;2</sub> source rock (<xref ref-type="bibr" rid="B10">Dai et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B32">Li et&#x20;al., 2009</xref>). In this study, the limiting thermal evolution conditions of the four sets of source rocks were simulated (<xref ref-type="fig" rid="F7">Figure&#x20;7A</xref>) based on a pseudo well in the deepest part of the Pengyijingxi Sag (for well location see <xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>). When the Lower Jurassic Badaowan (J<sub>1</sub>b) source rock reached the maximum burial depth, it was still in the immature&#x2013;low mature stage (Ro &#x3d; 0.5%&#x2013;0.7%) (<xref ref-type="fig" rid="F7">Figure&#x20;7A</xref>). In other words, this set of source rock in the study area has never entered the main oil generation window, let&#x20;alone the main gas generation window. Therefore, the contribution of J<sub>1&#x2013;2</sub> source rock was excluded.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Burial history and geothermal evolution history of <bold>(A)</bold> virtual well and <bold>(B)</bold> Well SX16 in the Pengyijingxi Sag.</p>
</caption>
<graphic xlink:href="feart-10-843245-g007.tif"/>
</fig>
<p>Type II gas from Wells MS1, SD2, and LD1 were produced from the Carboniferous reservoirs (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). The P<sub>2</sub>x was interbedded between the Carboniferous and P<sub>2</sub>w with a thickness of approximately 200&#xa0;m in Well MS1. Besides, the gas-producing zone was approximately 400&#xa0;m lower from the top Carboniferous in Well MS1. Moreover, Permian strata were absent in the area where Well SD2 and Well LD1 were drilled. Therefore, it is inferred from geological conditions that the Type II gas was derived from the Carboniferous source rock rather than from the P<sub>2</sub>w source rock. Previous studies have shown that the natural gas of the Kelameili gas field in the eastern Junggar Basin was generated from the Carboniferous source rock (<xref ref-type="bibr" rid="B59">Sun et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B19">Gong et&#x20;al., 2019a</xref>, <xref ref-type="bibr" rid="B20">Gong et&#x20;al., 2019b</xref>, <xref ref-type="bibr" rid="B21">Gong et&#x20;al., 2021</xref>). It shared similar &#x3b4;<sup>13</sup>C ratios with the Type II gas (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>), further supporting our conclusion.</p>
</sec>
<sec id="s5-2-3">
<title>5.2.3 Type III Gas</title>
<p>Generally, the &#x3b4;<sup>13</sup>C<sub>kerogen</sub> values of P<sub>2</sub>w source rocks were more enriched in <sup>13</sup>C than Carboniferous source rocks, although the former has a broader distribution range (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). The &#x3b4;<sup>13</sup>C<sub>kerogen</sub> ratios revealed that the P<sub>2</sub>w source rock has more terrigenous organic input and poorer kerogen type (<xref ref-type="bibr" rid="B77">Hunt et&#x20;al., 1996</xref>). When the maturities of natural gas were similar (the C<sub>1</sub>/&#x2211;C<sub>1&#x2013;4</sub> ratios were similar) (<xref ref-type="table" rid="T1">Table&#x20;1</xref>), the &#x3b4;<sup>13</sup>C-CH<sub>4</sub> values of natural gas generated from the P<sub>2</sub>w source rocks should theoretically be more enriched in <sup>13</sup>C than those generated from the Carboniferous source rocks (<xref ref-type="bibr" rid="B36">Liu et&#x20;al., 2008b</xref>; <xref ref-type="bibr" rid="B15">Gai et&#x20;al., 2018</xref>). However, the actual condition was just the opposite (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). We also noticed that a small number of P<sub>2</sub>w source rock samples had relatively <sup>13</sup>C-depleted &#x3b4;<sup>13</sup>C<sub>kerogen</sub> values (&#x2013;28&#x2030; to &#x2013;25&#x2030;) (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). Thus, the contribution to Type III gas by P<sub>2</sub>w source rock could not be totally excluded, entirely based on &#x3b4;<sup>13</sup>C<sub>kerogen</sub> values (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>).</p>
<p>However, evidence from the fluid inclusions further precluded the significant contribution from the P<sub>2</sub>w source rock. SX16 was a high yield well drilled in 2011 in the study area (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>). The producing layer was the Carboniferous volcanic rocks, and the daily gas production was 86.27 &#xd7; 103&#xa0;m<sup>3</sup>. Abundant oil and gas inclusions and associated contemporaneous brine inclusions were detected in the calcite-filled fractures in the producing interval (<xref ref-type="fig" rid="F8">Figure&#x20;8</xref>). Through microscopic observation, one period of oil charging and one period of gas charging were identified. The oil inclusions mainly emitted blue or blue-green fluorescence (<xref ref-type="fig" rid="F8">Figures 8A,B</xref>). Most natural gas inclusions are circular/oval-shaped and appear black under transmitted light with no fluorescence (<xref ref-type="fig" rid="F8">Figures 8C,D</xref>). The homogenization temperature of the brine inclusions associated with natural gas inclusions ranged from 92.7 to 106.6&#xb0;C. Combined with the thermal evolution history of Well SX16, the natural gas filling period was mainly the Late Cretaceous (<xref ref-type="fig" rid="F7">Figure&#x20;7B</xref>). At that time, the deepest P<sub>2</sub>w source rock in the Pengyijingxi Sag was still in the main oil generation window (Ro &#x3d; 1.0%&#x2013;1.3%) and had not entered the gas generation stage (<xref ref-type="fig" rid="F7">Figure&#x20;7A</xref>). On the contrary, the P<sub>1</sub>f and Carboniferous source rocks had entered a high mature&#x2013;overmature stage in the deep part of the sag (<xref ref-type="fig" rid="F7">Figure&#x20;7A</xref>). They could have generated a large amount of natural gas, which accumulated in suitable traps. Therefore, type III gas was most likely a mixture of natural gases generated from the P<sub>1</sub>f and Carboniferous source&#x20;rocks.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Micrographs of fluid inclusions in the Carboniferous reservoir of Well SX16 (<bold>(A,C,D)</bold> under plane polarized light; <bold>(B)</bold> under fluorescence).</p>
</caption>
<graphic xlink:href="feart-10-843245-g008.tif"/>
</fig>
<p>In addition, the TOC, S<sub>1</sub> &#x2b; S<sub>2</sub>, and hydrogen index (HI) of P<sub>2</sub>w source rock were 0.1%&#x2013;1.2% (0.5% on average), 0.08&#x2013;3.16&#xa0;mg HC/g rock (0.82&#xa0;mg HC/g rock on average), and 7&#x2013;103&#xa0;mg HC/g TOC (53&#xa0;mg HC/g TOC on average), respectively, indicating poor source rock&#x2013;non-source rock (<xref ref-type="fig" rid="F9">Figure&#x20;9</xref>). The P<sub>2</sub>w source rock had a hydrocarbon generation capacity far inferior to P<sub>1</sub>f and Carboniferous source rocks (<xref ref-type="fig" rid="F9">Figure&#x20;9</xref>). Thus, it did not have the potential to form a large-scale natural gas field (reservoir).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>The TOC vs. S<sub>1</sub> &#x2b; S<sub>2</sub> plot of C, P<sub>1</sub>f, and P<sub>2</sub>w source rocks in the Junggar Basin.</p>
</caption>
<graphic xlink:href="feart-10-843245-g009.tif"/>
</fig>
<p>Based on the hypotheses, it was believed that Type III gas was a mixture of natural gas generated from the Carboniferous and P<sub>1</sub>f source rocks. The mixing gas (Type III) had &#x3b4;<sup>13</sup>C-CH<sub>4</sub> values between Type I and Type II gases (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>). The &#x3b4;<sup>13</sup>C ratios of C<sub>2&#x2013;4</sub> of Type III gas were relatively <sup>13</sup>C-enriched, similar to those of Type II natural gas (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>). Under similar maturity, the oil-type gas usually had a lower content of C<sub>2&#x2013;4</sub> than the coal-type gas (<xref ref-type="bibr" rid="B8">Dai et&#x20;al., 1992</xref>; <xref ref-type="bibr" rid="B67">Whiticar, 1994</xref>; <xref ref-type="bibr" rid="B39">Liu Q et&#x20;al., 2019</xref>), causing the &#x3b4;<sup>13</sup>C ratios of C<sub>2&#x2013;4</sub> gas in type III to be closer to those in type II, rather than in Type I&#x20;gas.</p>
<p>The evidence from hydrogen isotopes further confirmed our conclusion. The &#x3b4;<sup>2</sup>H-CH<sub>4</sub> values of three samples from Peng5 gas field were &#x2013;186&#x2030;, &#x2013;185&#x2030; and &#x2013;186&#x2030;, respectively (<xref ref-type="fig" rid="F6">Figure&#x20;6</xref>; <xref ref-type="table" rid="T2">Table&#x20;2</xref>), which was significantly different from those of gases generated from the fresh (humic) source rocks such as Carboniferous or P<sub>2</sub>w (<xref ref-type="bibr" rid="B65">Wang et&#x20;al., 2013</xref>). The three samples were located in the transitional area between the coal-type gas (from fresh humic source rock) and oil-type gas (from saline sapropelic source rock) (<xref ref-type="fig" rid="F6">Figure&#x20;6</xref>). Considering the number and planar distribution of the samples, the Type III natural gas constituted the main part of the natural gas in the hinterland.</p>
<p>However, recent researches indicated that Well JT 1 in the Shawan Sag has encountered high-quality P<sub>2</sub>w source rocks with their TOC, HI and &#x3b4;<sup>13</sup>C<sub>kerogen</sub> being 4.15%, 671&#xa0;mg HC/g TOC and &#x2013;28.6&#x2030;, respectively (<xref ref-type="bibr" rid="B74">Zhi et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B22">Gong et&#x20;al., 2022</xref>). Thus, the locally developed high-quality P<sub>2</sub>w source rocks cannot be excluded in the hinter land of Junggar Basin. Since the P<sub>2</sub>w source rock has entered condensate-generating period in the Pengyijingxi Sag nowadays (<xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>), it may also made some contribution to the Type III&#x20;gas.</p>
</sec>
<sec id="s5-2-4">
<title>5.2.4 Type IV Gas</title>
<p>Compared with the &#x3b4;<sup>13</sup>C ratio of C<sub>2&#x2013;4</sub> gas, methane is generally more sensitive to the change of maturity (<xref ref-type="bibr" rid="B57">Stahl and Carey, 1975</xref>; <xref ref-type="bibr" rid="B8">Dai et&#x20;al., 1992</xref>; <xref ref-type="bibr" rid="B1">Berner and Faber 1996</xref>). Thus, the &#x394;&#x3b4;<sup>13</sup>C-(CH<sub>4</sub> &#x2013; C<sub>2</sub>H<sub>6</sub>) ratio is often used to reflect the maturity of natural gas (<xref ref-type="bibr" rid="B48">Prinzhofer and Huc, 1995</xref>; <xref ref-type="bibr" rid="B11">Dai et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B70">Wu et&#x20;al., 2019</xref>). For primary thermogenic gas, the increase of &#x394;&#x3b4;<sup>13</sup>C-(CH<sub>4</sub> &#x2013; C<sub>2</sub>H<sub>6</sub>) reflected the increase of maturity. However, with the increase of &#x394;&#x3b4;<sup>13</sup>C-(CH<sub>4</sub> &#x2013; C<sub>2</sub>H<sub>6</sub>), the ln(C<sub>1</sub>/C<sub>2</sub>) of Type IV gas showed a decreasing trend, which was not in line with the characteristics of primary thermogenic gas (<xref ref-type="fig" rid="F10">Figure&#x20;10A</xref>).</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Cross plots of <bold>(A)</bold> &#x394;&#x3b4;<sup>13</sup>C-(CH<sub>4</sub> &#x2013; C<sub>2</sub>H<sub>6</sub>) vs. ln(C<sub>1</sub>/C<sub>2</sub>) (the chart is modified after <xref ref-type="bibr" rid="B48">Prinzhofer and Huc, 1995</xref>), and <bold>(B)</bold> depth vs. &#x394;&#x3b4;<sup>13</sup>C-(CH<sub>4</sub> &#x2013; C<sub>2</sub>H<sub>6</sub>) of natural gas in the hinterland of Junggar Basin.</p>
</caption>
<graphic xlink:href="feart-10-843245-g010.tif"/>
</fig>
<p>We believe that Type IV gas was mainly a secondary microbial gas. Natural gas generated via bacterial alteration of organic matter is called primary microbial gas, whose &#x3b4;<sup>13</sup>C-CH<sub>4</sub> values are generally lower than &#x2013;55&#x2030; to &#x2013;60&#x2030; (<xref ref-type="bibr" rid="B76">James and Burns, 1984</xref>). The &#x3b4;<sup>13</sup>C-CH<sub>4</sub> of Type IV natural gas was more enriched in <sup>13</sup>C than this threshold (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). Secondary microbial gas refers to the natural gas formed by the biodegradation (anaerobic biodegradation in most cases) of crude oil (<xref ref-type="bibr" rid="B25">Head et&#x20;al., 2003</xref>; <xref ref-type="bibr" rid="B14">Etiope et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B42">Milkov, 2010</xref>; <xref ref-type="bibr" rid="B43">Milkov, 2011</xref>). Generally, secondary microbial gas has the following characteristics: 1) &#x3b4;<sup>13</sup>C-CO<sub>2</sub> &#x3e; &#x2b;2&#x2030;; 2) Natural gas is associated with biodegraded crude oil; 3) &#x3b4;<sup>13</sup>C-CH<sub>4</sub> &#x3d; &#x2013;55&#x2030; to &#x2013;35&#x2030;; 4) High methane content; 5) Low reservoir temperature (&#x3c;70&#x2013;90&#xb0;C); 6) The reservoirs are mostly sandstone formations with high porosity and permeability; and 7) The reservoirs are usually characterized by normal pressures with poor sealing conditions (<xref ref-type="bibr" rid="B75">Bernard et&#x20;al., 1992</xref>; <xref ref-type="bibr" rid="B42">Milkov, 2010</xref>; <xref ref-type="bibr" rid="B43">Milkov, 2011</xref>).</p>
<p>The crude oil associated with Type IV gas is generally subjected to biodegradation (<xref ref-type="fig" rid="F11">Figure&#x20;11</xref>). The 25-norhopanes are formed by the loss of methyl group at C&#x2013;10 position of hopanes <italic>via</italic> the alteration of microorganisms (<xref ref-type="bibr" rid="B55">Seifert and Moldowan, 1979</xref>). Their appearance has been widely used as a sign of severe biodegradation to crude oil (<xref ref-type="bibr" rid="B44">Moldowan et&#x20;al., 1984</xref>; <xref ref-type="bibr" rid="B62">Tian et&#x20;al., 2012</xref>). In the study area, abundant C<sub>28</sub> and C<sub>29</sub> 25-norhopane were detected in the <italic>m/z</italic> 177 mass chromatogram of crude oil associated with the Type IV gas, indicating that the crude oil had suffered severe biodegradation (<xref ref-type="fig" rid="F11">Figure&#x20;11</xref>). In addition, when crude oil was subjected to biodegradation, the compounds with strong resistance to biodegradation formed bulges (i.e.,&#x20;unresolved complex mixtures, UCM) in gas chromatography of saturated hydrocarbons or FID diagram (<xref ref-type="bibr" rid="B30">Killops and Al-Juboori, 1990</xref>; <xref ref-type="bibr" rid="B23">Gouch et&#x20;al., 1992</xref>; <xref ref-type="bibr" rid="B28">Hu S. Z. et&#x20;al., 2020</xref>). Noticeable UCM bulges were observed in the FID diagram in the current samples, which also reflected the biodegradation of crude oil (<xref ref-type="fig" rid="F11">Figure&#x20;11</xref>).</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Biomarker characteristics of crude oil associated with Type IV gas in Well L103. <bold>(A)</bold> TIC; <bold>(B)</bold> <italic>m/z</italic> 177; <bold>(C)</bold> <italic>m/z</italic> 191.</p>
</caption>
<graphic xlink:href="feart-10-843245-g011.tif"/>
</fig>
<p>The &#x3b4;<sup>13</sup>C-CH<sub>4</sub> and C<sub>1</sub>/&#x2211;C<sub>1-4</sub> ratios of Type IV gas were &#x2013;54.8&#x2030; to &#x2013;43.2&#x2030; (&#x2013;48.7&#x2030;) and 0.93&#x2013;1.0 (0.97 on average), respectively, which are well in accordance with those of the typical secondary microbial gas (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). The gas-producing zones of Type IV gas had favorable physical properties, with their porosity and permeability being 20.7%&#x2013;31.0% (24.9% on average) and 313&#x20;&#xd7; 10<sup>&#x2212;3</sup>&#xa0;&#x3bc;m<sup>2</sup>&#x2013;4,760 &#xd7; 10<sup>&#x2212;3</sup>&#xa0;&#x3bc;m<sup>2</sup> (1,180.6 &#xd7; 10<sup>&#x2212;3</sup>&#xa0;&#x3bc;m<sup>2</sup> on average), respectively. All gas-producing zones had normal pressures, with the formation pressure coefficients (obtained by the DST test) being 0.77&#x2013;1.04 (0.92 on average). The burial depths of the producing zones were 960&#x2013;2,041.5&#xa0;m. Assuming the current surface temperature was 20&#xb0;C and the geothermal gradient was 22.3&#xb0;C/km (<xref ref-type="bibr" rid="B52">Qiu, 2002</xref>; <xref ref-type="bibr" rid="B65">Wang et&#x20;al., 2013</xref>), the current formation temperatures were 41.4&#x2013;65.5&#xb0;C (<xref ref-type="fig" rid="F10">Figure&#x20;10B</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>). Although &#x3b4;<sup>13</sup>C-CO<sub>2</sub> data were not obtained in this study, considering other characteristics, the Type IV gas was identified as a secondary microbial gas in this study&#x3002;</p>
<p>It should be noted that laboratory simulation and field examples showed that the main component of the pure secondary microbial gas was methane, and the content of C<sub>2&#x2013;4</sub> gas was extremely low (<xref ref-type="bibr" rid="B46">Pallasser, 2000</xref>; <xref ref-type="bibr" rid="B41">Milkov and Dzou, 2007</xref>; <xref ref-type="bibr" rid="B29">Jones et&#x20;al., 2008</xref>). However, a certain amount of C<sub>2&#x2013;4</sub> gas components were found in Type IV natural gas (<xref ref-type="table" rid="T1">Table&#x20;1</xref>), indicating the gases were also mixed with a small amount of thermogenic&#x20;gas.</p>
</sec>
</sec>
<sec id="s5-3">
<title>5.3 Secondary Alteration of Natural Gas</title>
<sec id="s5-3-1">
<title>5.3.1 Biodegradation</title>
<p>Bacteria may alter C<sub>1&#x2013;4</sub> gaseous hydrocarbons in gas reservoirs (<xref ref-type="bibr" rid="B13">Davis, 1967</xref>; <xref ref-type="bibr" rid="B67">Whiticar, 1994</xref>; <xref ref-type="bibr" rid="B6">Clayton et&#x20;al., 1997</xref>; <xref ref-type="bibr" rid="B46">Pallasser, 2000</xref>). In most cases, the alteration on C<sub>2&#x2013;4</sub> gas components tends to be more prominent (<xref ref-type="bibr" rid="B76">James and Burns, 1984</xref>). The selective degradation of a specific gas component by bacteria will reduce its relative content. At the same time, as <sup>12</sup>C is less stable than <sup>13</sup>C, it is often degraded first, resulting in a more <sup>13</sup>C-enriched &#x3b4;<sup>13</sup>C ratio of natural gas (<xref ref-type="bibr" rid="B8">Dai et&#x20;al., 1992</xref>; <xref ref-type="bibr" rid="B16">Galimov, 2006</xref>). The carbon isotopic reversal of ethane and propane were observed in natural gas in Wells L102 and M11, with &#x394;&#x3b4;<sup>13</sup>C-(C<sub>2</sub>H<sub>6</sub> &#x2013; C<sub>3</sub>H<sub>8</sub>) values being 2.0 and 0.08&#x2030;, respectively (<xref ref-type="fig" rid="F12">Figure&#x20;12A</xref>). Meanwhile, the C<sub>2</sub>/C<sub>3</sub> ratios of the two samples were relatively low, at 2.25 and 1.76, respectively (<xref ref-type="fig" rid="F12">Figure&#x20;12A</xref>). The above characteristics inferred that the ethane was selectively degraded by bacteria.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Cross plots of <bold>(A)</bold> &#x394;&#x3b4;<sup>13</sup>C-(C<sub>2</sub>H<sub>6</sub> &#x2013; C<sub>3</sub>H<sub>8</sub>) vs. C<sub>2</sub>/C<sub>3</sub> and <bold>(B)</bold> &#x394;&#x3b4;<sup>13</sup>C-(C<sub>4</sub>H<sub>10</sub> &#x2013; C<sub>3</sub>H<sub>8</sub>) vs. C<sub>4</sub>/C<sub>3</sub> of natural gas in the hinterland of Junggar Basin.</p>
</caption>
<graphic xlink:href="feart-10-843245-g012.tif"/>
</fig>
<p>Similarly, some samples had significant carbon isotopic reversal between propane and butane [&#x394;&#x3b4;<sup>13</sup>C-(C<sub>4</sub>H<sub>10</sub> &#x2013; C<sub>3</sub>H<sub>8</sub>) &#x3c; 1&#x2030;], accompanied by a decrease in C<sub>4</sub>/C<sub>3</sub> ratio (<xref ref-type="fig" rid="F12">Figure&#x20;12B</xref>). The propane in this part of the natural gas was selectively degraded by bacteria. This process also resulted in the abnormal decrease of &#x394;&#x3b4;<sup>13</sup>C-(C<sub>2</sub>H<sub>6</sub> &#x2013; C<sub>3</sub>H<sub>8</sub>) (&#x3c;&#x2013;5&#x2030;) and the increase of C<sub>2</sub>/C<sub>3</sub> in these natural gas (<xref ref-type="fig" rid="F13">Figure&#x20;13A</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>). We noted differences in the degraded gas components in different samples, which may be caused by different types of bacterial strains involved in the degradation processes (<xref ref-type="bibr" rid="B7">Connan et&#x20;al., 1996</xref>; <xref ref-type="bibr" rid="B68">Wilkes et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B17">Gong et&#x20;al., 2017</xref>). Moreover, some natural gas samples also displayed &#x3b4;<sup>13</sup>C-C<sub>3</sub>H<sub>8</sub> and &#x3b4;<sup>13</sup>C-C<sub>4</sub>H<sub>10</sub> inversion, but the amplitude was relatively small (&#x3c;1&#x2030;), and the C<sub>4</sub>/C<sub>3</sub> ratio had not increased significantly (<xref ref-type="fig" rid="F12">Figure&#x20;12B</xref>). The carbon isotopic reversal of these samples was more likely caused by the mixing of natural gas with different maturity or different geneses (<xref ref-type="bibr" rid="B9">Dai et&#x20;al., 2004</xref>; <xref ref-type="bibr" rid="B37">Liu et&#x20;al., 2016</xref>).</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Accumulation model of natural gas in <bold>(A)</bold> early Jurassic, <bold>(B)</bold> Cretaceous, and <bold>(C)</bold> nowadays in the hinterland of Junggar Basin.</p>
</caption>
<graphic xlink:href="feart-10-843245-g013.tif"/>
</fig>
</sec>
<sec id="s5-3-2">
<title>5.3.2 Gas Leakage</title>
<p>Gas leakage often occurs in the reservoir when the sealing condition is poor. In this case, the gases in the leakage phase will be rich in methane, and its &#x3b4;<sup>13</sup>C ratios tend to be depleted in <sup>13</sup>C (<xref ref-type="bibr" rid="B48">Prinzhofer and Huc, 1995</xref>). In contrast, the residual gas in the reservoir tends to show lower C<sub>1</sub>/C<sub>2</sub> ratio and higher &#x3b4;<sup>13</sup>C-CH<sub>4</sub> values [decreasing &#x3b4;<sup>13</sup>C-(CH<sub>4</sub> &#x2013; C<sub>2</sub>H<sub>6</sub>) values] (<xref ref-type="bibr" rid="B48">Prinzhofer and Huc, 1995</xref>). As shown in <xref ref-type="fig" rid="F10">Figure&#x20;10A</xref>, considerable part of natural gas in the study area deviated from the evolution trend of primary thermogenic gas and showed the characteristics of residual phase gas after leakage. Thus, the leakage process reflected a poor preservation condition of gas reservoirs in the study area, and intense modifications occurred after the formation of these reservoirs. Wells LN6 and&#x20;SD10 are two typical examples. The extremely low C<sub>1</sub>/C<sub>2</sub> values in natural gases (<xref ref-type="table" rid="T1">Table&#x20;1</xref>) indicated that the two gas reservoirs had been completely destroyed after reconstruction. Furthermore, the oil test data showed that LN6 and SD10 only produced more than 100&#xa0;m<sup>3</sup> of natural gas per day, which also confirmed our analysis.</p>
</sec>
</sec>
<sec id="s5-4">
<title>5.4 Gas Accumulation Process</title>
<p>From the Late Permian to the Early Triassic, the Carboniferous and P<sub>1</sub>f source rocks in the Penyijingxi Sag became mature successively (<xref ref-type="fig" rid="F6">Figure&#x20;6B</xref>). During the Jurassic, the P<sub>1</sub>f source rock had entered the stage of generating condensate/wet gas, while the Carboniferous source rock began generating dry gas (<xref ref-type="fig" rid="F7">Figure&#x20;7A</xref>). The early natural gas reservoirs were formed at that time. It is speculated that gases derived from the Carboniferous source rock account for most (<xref ref-type="fig" rid="F13">Figure&#x20;13A</xref>). During the same time, the P<sub>2</sub>w source rock was still in the early stage of the oil generation window (<xref ref-type="fig" rid="F7">Figure&#x20;7A</xref>), which corresponded to the early crude oil filling reflected by fluid inclusions (<xref ref-type="fig" rid="F7">Figure&#x20;7B</xref>).</p>
<p>During the Late Cretaceous, the P<sub>1</sub>f source rock also entered the gas generating peak. The generated oil-type gas and the coal-type gas from the Carboniferous source rock constituted the main body of natural gas in the hinterland of the Junggar Basin (<xref ref-type="fig" rid="F13">Figure&#x20;13B</xref>). The process corresponded to the second stage of natural gas filling reflected by fluid inclusions (<xref ref-type="fig" rid="F7">Figure&#x20;7B</xref>). At that time, the P<sub>2</sub>w source rock entered the late stage of the oil generation window and was still dominated by oil generation (<xref ref-type="fig" rid="F7">Figure&#x20;7A</xref>).</p>
<p>During the Himalayan period, the Junggar Basin totally tilted southward, resulting in different degrees of adjustment or destruction of early formed petroleum reservoirs (<xref ref-type="fig" rid="F13">Figure&#x20;13C</xref>). This process resulted in a widespread leakage in gas reservoirs in the hinterland (<xref ref-type="fig" rid="F10">Figure&#x20;10A</xref> and <xref ref-type="fig" rid="F13">Figure&#x20;13C</xref>). Meanwhile, some oil reservoirs suffered severe biodegradation (<xref ref-type="fig" rid="F13">Figure&#x20;13C</xref>), with the residual crude oil generally rich in 25-norhopane (<xref ref-type="fig" rid="F11">Figure&#x20;11</xref>). During the biodegradation process, a large amount of secondary microbial gas (Type IV gas) was formed, and the latter accumulated in suitable traps (<xref ref-type="fig" rid="F13">Figure&#x20;13C</xref>).</p>
</sec>
</sec>
<sec id="s6">
<title>6 Conclusion</title>
<p>Four types of natural gas have been identified in the hinterland of the Junggar Basin. The Type I gas was derived from the P<sub>1</sub>f saline lacustrine source rock in the Pengyijingxi Sag. It had relatively <sup>13</sup>C-depleted &#x3b4;<sup>13</sup>C ratios with an average C<sub>1</sub>/&#x1a9;C<sub>1&#x2013;4</sub> value of 0.92. The &#x3b4;<sup>2</sup>H ratios of Type I gas were enriched in <sup>2</sup>H. Type II gas was coal-type gas derived from the Carboniferous source rock. It had relatively <sup>13</sup>C-enriched &#x3b4;<sup>13</sup>C ratios with C<sub>1</sub>/&#x1a9;C<sub>1&#x2013;4</sub> values mainly varying from 0.90 to 0.95. The Type III natural gas was a mixture of Type I and Type II gases, which constituted the main part of the natural gas in the study area. The Type IV gas was a secondary microbial gas generally occurring in the shallow reservoirs (960&#x2013;2,041.5&#xa0;m), with the &#x3b4;<sup>13</sup>C-CH<sub>4</sub> values and C<sub>1</sub>/&#x1a9;C<sub>1&#x2013;4</sub> ratios being &#x2013;54.8&#x2030; to &#x2013;43.2&#x2030; and 0.96, respectively. Abundant 25-norhopane and UCM bulges were found in its associated crude oil. One period of oil charging and one period of gas charging were identified in the study area. The homogenization temperature range of the latter was 92.7&#x2013;106.6&#xb0;C, corresponding to the gas generation peak of P<sub>1</sub>f and Carboniferous source rocks (Late Cretaceous). Affected by the late tectonic movements, some gas reservoirs were damaged and adjusted, and natural gas leakage and biodegradation widely occurred.</p>
<p>The research results shifted the focus of natural gas exploration in the study area from the petroleum systems associated with the P<sub>2</sub>w source rocks to those associated with the P<sub>1</sub>f and Carboniferous source rocks. This is of great significance for natural gas exploration in the Junggar Basin. When the geochemical characteristics alone cannot accurately determine the gas genesis, the geological characteristics of the gas reservoir can often be used as an effective auxiliary&#x20;tool.</p>
</sec>
</body>
<back>
<sec id="s7">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s8">
<title>Author Contributions</title>
<p>DZ: Conceptualization, Resources, Project administration; XW: Writing Original Draft, Formal analysis; ZQ: Writing Original Draft, Formal analysis, Methodology.</p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>This work is funded by Chinese National Natural Science Foundation (No. 41802177).</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of Interest</title>
<p>Authors DZ, XW, and ZQ were employed by the company Xinjiang Oilfield Company. Author DZ was employed by the company Turpan-Hami Oilfield Company.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<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>
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