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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2022.855305</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A Germline Mutation in ATR Is Associated With Lung Adenocarcinoma in Asian Patients</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Bao</surname>
<given-names>Guangyao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1764536"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guan</surname>
<given-names>Xiaojiao</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liang</surname>
<given-names>Jie</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yao</surname>
<given-names>Yao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1716096"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xiang</surname>
<given-names>Yifan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Tian</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/547958"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhong</surname>
<given-names>Xinwen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Thoracic Surgery, First Affiliated Hospital, China Medical University</institution>, <addr-line>Shenyang</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Pathology, Shengjing Hospital, China Medical University</institution>, <addr-line>Shenyang</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>School of Basic Medicine, Fourth Military Medical University</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Yutong He, Fourth Hospital of Hebei Medical University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Ling Zhao, Harbin Medical University Cancer Hospital, China; Wenguo Jiang, Binzhou Medical University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xinwen Zhong, <email xlink:href="mailto:xwzhong@cmu.edu.cn">xwzhong@cmu.edu.cn</email>; Tian Li, <email xlink:href="mailto:fmmult@foxmail.com">fmmult@foxmail.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Thoracic Oncology, a section of the journal Frontiers in Oncology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>05</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>12</volume>
<elocation-id>855305</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>04</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Bao, Guan, Liang, Yao, Xiang, Li and Zhong</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Bao, Guan, Liang, Yao, Xiang, Li and Zhong</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>Familial lung cancer (FLC) accounts for 8% of lung adenocarcinoma. It is known that a few germline mutations are associated with risk increasing and may provide new screening and treatment option. The goal of this study is to identify an FLC gene among three members of an FLC family.</p>
</sec>
<sec>
<title>Methods</title>
<p>To uncover somatic and embryonic mutations linked with familial lung cancer, whole exome sequencing was done on surgical tissues and peripheral blood from three sisters in a family diagnosed with pulmonary lung adenocarcinoma (LUAD). At the same time, single-cell RNA sequencing (scRNA-seq) and bulk RNA sequencing data in public databases were enrolled to identify specific gene expression level.</p>
</sec>
<sec>
<title>Results</title>
<p>Ataxia Telangiectasia and Rad3-Related Protein (ATR) gene C.7667C &gt;G (p.T2556S) mutation were found in 3 patients with familial lung cancer. Whole-genome sequencing revealed that the three sisters exhibited similar somatic mutation patterns. Besides ATR mutations, common mutated genes (BRCA1, EGFR, and ROS1) that characterize LUAD were also found in 5 tumor samples. Analysis for the ATR expression in LUAD patients by single-cell sequencing data, we found ATR expression of tumor patients at high level in immune cells when compared with normal patients, but the expression of ATR in stromal cells has the opposite result.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>We found a germline mutation in the ATR gene in three sisters of a Chinese family affected by familial lung cancer, which may be a genetic factor for lung cancer susceptibility.</p>
</sec>
</abstract>
<kwd-group>
<kwd>familiar lung cancer</kwd>
<kwd>ATR</kwd>
<kwd>sequencing</kwd>
<kwd>germline mutation</kwd>
<kwd>lung adenocarcinoma</kwd>
</kwd-group>
<contract-sponsor id="cn001">Wu Jieping Medical Foundation<named-content content-type="fundref-id">10.13039/100007452</named-content></contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="43"/>
<page-count count="9"/>
<word-count count="3330"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Lung adenocarcinoma is the primary cause of cancer-related death worldwide, with an estimated 1.8 million fatalities each year (<xref ref-type="bibr" rid="B1">1</xref>). Researchers are still considering possible links involving lung cancer risk. Although smoking is still the leading cause of lung cancer, accounting for 80 to 90 percent of all cases, genetic susceptibility may play a role in lung cancer in some situations (<xref ref-type="bibr" rid="B2">2</xref>). Previous studies have demonstrated that genetic susceptibility was thought to be closely related to the development of familial lung cancer (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). However, the risk factors for hereditary lung cancer are unknown at this time. Several research has looked into the function of germline mutations, primarily selected somatic mutations, in lung cancer susceptibility (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>Ataxia Telangiectasia and Rad3 related (ATR) kinase plays a crucial role in the repair of replication-associated DNA damage (<xref ref-type="bibr" rid="B8">8</xref>). The study of cell cycle checkpoint signaling through ATR, as well as the related pathways implicated in oncogenesis and cancer progression, has resulted in the discovery and development of effective and selective ATR inhibitors (ATRi) (<xref ref-type="bibr" rid="B9">9</xref>). According to recent research of inherited germline mutations in a Chinese population with lung cancer assessed using an NGS, the majority of the discovered germline mutations (85.5 percent) were implicated in DNA damage repair (DDR) pathways (<xref ref-type="bibr" rid="B10">10</xref>). There have previously been reports of rare events in lung cancer patients, which may be related to the genetic susceptibility to lung cancer (<xref ref-type="bibr" rid="B11">11</xref>). As a high-throughput method, next-generation sequencing (NGS) has become routine in clinical practice and has altered the clinical management of lung cancer (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). This method enables for massively parallel characterization of thousands of cells at the transcriptome level. In this study, we identified an interesting ATR mutation by whole-exome sequencing in three sisters of this family with lung cancers.</p>
</sec>
<sec id="s2">
<title>Material and Methods</title>
<sec id="s2_1">
<title>Patients Data</title>
<p>The three patients were sisters and were treated successively in the Thoracic Surgery Department of the First Hospital of China Medical University due to lung nodules. We have drawn the pedigree of the lung adenocarcinoma family (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The first woman was a 61-year-old female with 40 years of smoking history (II -2), who was diagnosed with micro-invasive adenocarcinoma and invasive adenocarcinoma of two nodules in the upper right lobe (<xref ref-type="fig" rid="f2">
<bold>Figures 2A, B</bold>
</xref>). Another 56-year-old female, non-smoker, with 2 nodules in the upper right lobe (II -4), was pathologically confirmed to be adenocarcinoma <italic>in situ</italic> and invasive adenocarcinoma after surgery (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;2C, D</bold>
</xref>). Invasive adenocarcinoma of the right lower lobe (II-5) was diagnosed in a 47-year-old non-smoker sister of the family (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2E</bold>
</xref>). The other members of this family have no history of lung tumor. This study was approved by the ethics committees of the First Hospital of China Medical University. The patient signed written informed consent, and we kept the patient&#x2019;s identity protection for the duration of the study.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Pedigree of family (case 3) with multiple cases of lung adenocarcinoma. II-2, II-4, II-5 are sisters and have been diagnosed as lung adenocarcinoma. I-1 and I-2 are their parents and have passed away. The other members of this family have no history of lung tumor.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-855305-g001.tif"/>
</fig>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Computed tomographic scan of chest at diagnosis of three patients. <bold>(A, B)</bold> were II-2 CT scan results, which showed two nodules in the upper right lobe; <bold>(C, D)</bold> were II-4 CT scan results, which showed two nodules in the upper lobe of the right lung; <bold>(E)</bold> was II-5 CT scan results with a right lower lobe nodule. The red arrows indicated the location of the lesions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-855305-g002.tif"/>
</fig>
</sec>
<sec id="s2_2">
<title>Whole-Exome Sequencing (WES)</title>
<p>In total, peripheral blood, cancer, para-cancerous samples, and clinical data of three patients were collected for whole-exome sequencing (WES) in this study. NEBNext dsDNA Fragmentase (NEB, Ipswich, MA, USA) was used to extract and fragment genomic DNA from blood and cancer or para-cancer (normal tissues adjacent to cancer) tissues, followed by DNA end mending. After being detailed, end-repaired DNA segments were ligated with the NEBNext adaptor (NEB, Ipswich, MA, USA). Biotinylated RNA library baits and magnetic beads were coupled with the barcoded library to detect particular areas using the SureSelect Human All Exon V6 Kit (Agilent Technologies, Palo Alto, Calif.). On an Illumina X-ten system, the acquired sequences were amplified further for 150bp paired-end sequencing (Illumina, San Diego, CA, USA). Readings of high quality that passed the Illumina filter were kept for further processing.</p>
</sec>
<sec id="s2_3">
<title>Mutation Analysis</title>
<p>Using fastp, raw reads would be processed to make high-quality clean reads (<xref ref-type="bibr" rid="B14">14</xref>). To match the clean reads from each sample to the reference genome, the Burrows-Wheeler Aligner (BWA) (<xref ref-type="bibr" rid="B15">15</xref>) was employed (GRCh38.p12). The Genome Analysis Toolkit (GATK) (<xref ref-type="bibr" rid="B16">16</xref>) was used to call variants for multi-sample analyses. For multi-sample variant calling, local realignment, and base quality score recalibration, Unified Genotyper was employed. To assess the frequency of each SNP, the software package ANNOVAR (<xref ref-type="bibr" rid="B17">17</xref>) was used to align and annotate SNPs or InDels.Variants related to diseases were annotated with Clinvar database (<uri xlink:href="http://www.clinvar.com/">http://www.clinvar.com/</uri>).</p>
</sec>
<sec id="s2_4">
<title>Bioinformatic Analysis</title>
<p>Gene expression profiles of 483 tumor samples and 347 normal samples in LUAD were conducted by GEPIA database (<xref ref-type="bibr" rid="B18">18</xref>). RNA-seq data and its relevant clinical information and mutation data of 561 LUAD samples were received from The Cancer Genome Atlas (TCGA) database (<uri xlink:href="https://portal.gdc.cancer.gov/">https://portal.gdc.cancer.gov/</uri>). Survival analysis was conducted by &#x201c;survival&#x201d; R package. The &#x201c;maftools&#x201d; R package was used to find high-frequency mutation genes. The GEO database (<uri xlink:href="http://www.ncbi.nlm.nih.gov/geo/">http://www.ncbi.nlm.nih.gov/geo/</uri>) was used to download raw UMI counts per gene, as well as the sample and cluster annotations of 11 human LUAD and 11 human normal lung samples from Kim et al&#x2019;s research (<xref ref-type="bibr" rid="B19">19</xref>). The raw counts were normalized using the &#x201c;scran&#x201d; R program, and then cluster annotation was performed using the &#x201c;SingleR&#x201d; R tool.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Molecular Characterization of Genetic ATR Mutations</title>
<p>We performed whole-exome sequencing on surgical samples and peripheral blood to discover variants associated with familial lung cancer. Then, we applied the following filters for the variants called by whole exome sequencing to identify the most significant germline mutations: (1) all affected family members must have mutations; (2) variations in the SNP databases with a minor allele frequency (MAF) greater than 0.5 percent were eliminated from further research, cause they are more likely to be functional neutral polymorphisms (the SNP databases that we used for filtering are Clinvar from Complete Genomics); (3) the variations must be missense or nonsense mutations or indels that cause in alterations or a shortened protein.; (4) bioinformatics algorithms such as PolyPhen-2 (<xref ref-type="bibr" rid="B20">20</xref>), SIFT (<xref ref-type="bibr" rid="B21">21</xref>), or MutationTaster must forecast that these mutations are functionally &#x201c;non-benign&#x201d; or &#x201c;intolerable&#x201d; and are linked to cancer (<xref ref-type="bibr" rid="B22">22</xref>). We summarized and annotated the mutation data of three patients (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), and seven candidate variants were discovered in three patients of this family, only the ATR c.7667C&gt;G (p.T2556S) mutation is the most important germline mutation in this family.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Characteristics of the seven candidate variants for familial lung cancer.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Gene</th>
<th valign="top" align="center">Genomic Position</th>
<th valign="top" align="center">Genomic Mutation</th>
<th valign="top" align="center">dbSNP</th>
<th valign="top" align="center">Protein Alteration</th>
<th valign="top" align="center">Function</th>
<th valign="top" align="center">ClinVar Assessment</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">ATR</td>
<td valign="top" align="left">Chr3:<break/>142453222</td>
<td valign="top" align="left">c.7667C&gt;G</td>
<td valign="top" align="left">rs200490116</td>
<td valign="top" align="left">p.Thr2556Ser</td>
<td valign="top" align="left">Missense</td>
<td valign="top" align="left">Uncertain significance</td>
</tr>
<tr>
<td valign="top" align="left">SMG5</td>
<td valign="top" align="left">Chr1:<break/>156263493</td>
<td valign="top" align="left">c.1933A&gt;G</td>
<td valign="top" align="left">rs200093957</td>
<td valign="top" align="left">p.Lys645Glu</td>
<td valign="top" align="left">Missense</td>
<td valign="top" align="left">Not listed</td>
</tr>
<tr>
<td valign="top" align="left">RAB3GAP2</td>
<td valign="top" align="left">Chr1: 220164744</td>
<td valign="top" align="left">c.3143A&gt;G</td>
<td valign="top" align="left">rs151244742</td>
<td valign="top" align="left">p.His1048Arg</td>
<td valign="top" align="left">Missense</td>
<td valign="top" align="left">Likely benign</td>
</tr>
<tr>
<td valign="top" align="left">EI24</td>
<td valign="top" align="left">Chr11:<break/>125575342</td>
<td valign="top" align="left">c.122G&gt;A</td>
<td valign="top" align="left">rs559933286</td>
<td valign="top" align="left">p.Arg41His</td>
<td valign="top" align="left">Missense</td>
<td valign="top" align="left">Not listed</td>
</tr>
<tr>
<td valign="top" align="left">XDH</td>
<td valign="top" align="left">Chr2: 31350061</td>
<td valign="top" align="left">:c.2794G&gt;A</td>
<td valign="top" align="left">rs141291583</td>
<td valign="top" align="left">p.Ala932Thr</td>
<td valign="top" align="left">Missense</td>
<td valign="top" align="left">Not listed</td>
</tr>
<tr>
<td valign="top" align="left">PTPRA</td>
<td valign="top" align="left">Chr20:<break/>3035681</td>
<td valign="top" align="left">c.2017G&gt;A</td>
<td valign="top" align="left">rs61742029</td>
<td valign="top" align="left">p.Val673Ile</td>
<td valign="top" align="left">Missense</td>
<td valign="top" align="left">Not listed</td>
</tr>
<tr>
<td valign="top" align="left">GSTZ1</td>
<td valign="top" align="left">Chr14:77326864</td>
<td valign="top" align="left">c.94G&gt;A</td>
<td valign="top" align="left">rs7975</td>
<td valign="top" align="left">p.Glu32Lys</td>
<td valign="top" align="left">Missense</td>
<td valign="top" align="left">Stop Gained</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>* indicates nucleotide number and translation termination (stop) codon.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Analysis Somatic Mutations in FLC</title>
<p>Then, the results of somatic mutations in five tumor lesions of three patients were thoroughly studied. The somatic SNV/INDEL mutation spectrum and CNV mutation spectrum of the three lung cancer patients in this investigation were mapped (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S1</bold>
</xref>). Moreover, we searched the reported driver gene data to screen out the known driver genes in the tumor sample based on Cancer Gene Census (<uri xlink:href="http://cancer.sanger.ac.uk/census">http://cancer.sanger.ac.uk/census</uri>), MDG125 (<xref ref-type="bibr" rid="B23">23</xref>), SMG127 (<xref ref-type="bibr" rid="B24">24</xref>), CDG291 (<xref ref-type="bibr" rid="B25">25</xref>) database and we noticed that somatic mutations frequently found in this family, such as EGFR, BRCA1 and ROS1 were also observed (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Furthermore, new candidate driver genes of lung adenocarcinoma, like PNCK and IP6K2 could also be found in this family (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). Finally, we used MuSiC software (<xref ref-type="bibr" rid="B26">26</xref>) to find genes with higher mutation frequencies of the three patients, we found the top thirty high-frequency mutation genes (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>) and we summarized the mutation information of these genes in the TCGA mutation data, and we found that AMT, BICRA, ARMCX4 are high-frequency mutation genes unique to these three patients (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Known somatic mutation patterns in three patients.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Gene</th>
<th valign="top" align="center">Chr</th>
<th valign="top" align="center">Start</th>
<th valign="top" align="center">End</th>
<th valign="top" align="center">Variation Type</th>
<th valign="top" align="center">Ref</th>
<th valign="top" align="center">Mut</th>
<th valign="top" align="center">Patients</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">BRCA1</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">43104073</td>
<td valign="top" align="center">43104089</td>
<td valign="top" align="left">Deletion</td>
<td valign="top" align="left">AAAAAAAAGAAAAGAAG</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">II-4<break/>Tumor B</td>
</tr>
<tr>
<td valign="top" align="left">EGFR</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">55173052</td>
<td valign="top" align="center">55173052</td>
<td valign="top" align="left">SNP</td>
<td valign="top" align="left">G</td>
<td valign="top" align="center">T</td>
<td valign="top" align="left">II-2<break/>Tumor A</td>
</tr>
<tr>
<td valign="top" align="left">EGFR</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">55202802</td>
<td valign="top" align="center">55202802</td>
<td valign="top" align="left">SNP</td>
<td valign="top" align="left">G</td>
<td valign="top" align="center">A</td>
<td valign="top" align="left">II-2<break/>Tumor B</td>
</tr>
<tr>
<td valign="top" align="left">EGFR</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">55174774</td>
<td valign="top" align="center">55174788</td>
<td valign="top" align="left">Deletion</td>
<td valign="top" align="left">AATTAAGAGAAGCAA</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">II-4<break/>Tumor A</td>
</tr>
<tr>
<td valign="top" align="left">EGFR</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">55174773</td>
<td valign="top" align="center">55174787</td>
<td valign="top" align="left">Deletion</td>
<td valign="top" align="left">GAATTAAGAGAAGCA</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">II-4<break/>Tumor A</td>
</tr>
<tr>
<td valign="top" align="left">ROS1</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">117356812</td>
<td valign="top" align="center">117356812</td>
<td valign="top" align="left">SNP</td>
<td valign="top" align="left">G</td>
<td valign="top" align="center">T</td>
<td valign="top" align="left">II-2<break/>Tumor A</td>
</tr>
<tr>
<td valign="top" align="left">ROS1</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">117341369</td>
<td valign="top" align="center">117341369</td>
<td valign="top" align="left">SNP</td>
<td valign="top" align="left">C</td>
<td valign="top" align="center">A</td>
<td valign="top" align="left">II-5</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Predict Driver Genes in Three FLC Patients.</p>
</caption>
<table frame="hsides">
<tbody>
<tr>
<td valign="top" align="center">PNCK</td>
<td valign="top" align="center">IP6K2</td>
<td valign="top" align="center">CLEC18C</td>
<td valign="top" align="center">PARD3</td>
<td valign="top" align="center">TTN</td>
<td valign="top" align="center">CMTM3</td>
<td valign="top" align="center">TMPRSS6</td>
</tr>
<tr>
<td valign="top" align="center">PCBP4</td>
<td valign="top" align="center">CNOT10</td>
<td valign="top" align="center">RAB43</td>
<td valign="top" align="center">DZANK1</td>
<td valign="top" align="center">C1orf43</td>
<td valign="top" align="center">KIF9</td>
<td valign="top" align="center">INPP5B</td>
</tr>
<tr>
<td valign="top" align="center">SUOX</td>
<td valign="top" align="center">ASIC3</td>
<td valign="top" align="center">PLCD4</td>
<td valign="top" align="center">NPAS3</td>
<td valign="top" align="center">SPTBN2</td>
<td valign="top" align="center">CDC25B</td>
<td valign="top" align="center">ARHGAP33</td>
</tr>
<tr>
<td valign="top" align="center">SLC6A2</td>
<td valign="top" align="center">LTF</td>
<td valign="top" align="center">SLC26A11</td>
<td valign="top" align="center">DNAH10</td>
<td valign="top" align="center">MUC17</td>
<td valign="top" align="center">AP4M1</td>
<td valign="top" align="center">GLG1</td>
</tr>
<tr>
<td valign="top" align="center">GSN</td>
<td valign="top" align="center">AMT</td>
<td valign="top" align="center">CHRNA2</td>
<td valign="top" align="center">RUBCNL</td>
<td valign="top" align="center">KCNH6</td>
<td valign="top" align="center">ANK2</td>
<td valign="top" align="center">CYTH2</td>
</tr>
<tr>
<td valign="top" align="center">NAV2</td>
<td valign="top" align="center">ADORA1</td>
<td valign="top" align="center">MYO7A</td>
<td valign="top" align="center">ARHGAP25</td>
<td valign="top" align="center">LTBP3</td>
<td valign="top" align="center">MASP1</td>
<td valign="top" align="center">PRSS54</td>
</tr>
<tr>
<td valign="top" align="center">AURKB</td>
<td valign="top" align="center">KLHDC2</td>
<td valign="top" align="center">WIPF1</td>
<td valign="top" align="center">FBLN7</td>
<td valign="top" align="center">TRAIP</td>
<td valign="top" align="center">PHF12</td>
<td valign="top" align="center">MVK</td>
</tr>
<tr>
<td valign="top" align="center">CRY2</td>
<td valign="top" align="center">ITGA7</td>
<td valign="top" align="center">CLCN2</td>
<td valign="top" align="center">ARHGEF3</td>
<td valign="top" align="center">KLHL13</td>
<td valign="top" align="center">EHMT1</td>
<td valign="top" align="center">PTK7</td>
</tr>
<tr>
<td valign="top" align="center">SPHK2</td>
<td valign="top" align="center">SLC4A11</td>
<td valign="top" align="center">SLFN13</td>
<td valign="top" align="center">CCDC120</td>
<td valign="top" align="center">TIMMDC1</td>
<td valign="top" align="center">LOXL3</td>
<td valign="top" align="center">SYNGAP1</td>
</tr>
<tr>
<td valign="top" align="center">HLA-G</td>
<td valign="top" align="center">ARHGAP27</td>
<td valign="top" align="center">SYNE2</td>
<td valign="top" align="center">SORL1</td>
<td valign="top" align="center">RPH3A</td>
<td valign="top" align="center">EYA2</td>
<td valign="top" align="center">RAB5C</td>
</tr>
<tr>
<td valign="top" align="center">LIMK1</td>
<td valign="top" align="center">EPN2</td>
<td valign="top" align="center">SEC16A</td>
<td valign="top" align="center">FARSA</td>
<td valign="top" align="center">TMEM267</td>
<td valign="top" align="center">COL6A3</td>
<td valign="top" align="center">IPO5</td>
</tr>
<tr>
<td valign="top" align="center">ZSWIM8</td>
<td valign="top" align="center">CNGB1</td>
<td valign="top" align="center">GRIN1</td>
<td valign="top" align="center">CAPN1</td>
<td valign="top" align="center">WSCD1</td>
<td valign="top" align="center">PCGF2</td>
<td valign="top" align="center">TM7SF2</td>
</tr>
<tr>
<td valign="top" align="center">LMCD1</td>
<td valign="top" align="center">RBBP7</td>
<td valign="top" align="center">SEMA4A</td>
<td valign="top" align="center">PTPRA</td>
<td valign="top" align="center">KDM4C</td>
<td valign="top" align="center">ZDHHC8</td>
<td valign="top" align="center">FDXR</td>
</tr>
<tr>
<td valign="top" align="center">ZAN</td>
<td valign="top" align="center">RASA4</td>
<td valign="top" align="center">PSMD13</td>
<td valign="top" align="center">HOMER3</td>
<td valign="top" align="center">TPI1</td>
<td valign="top" align="center">HLA-C</td>
<td valign="top" align="center">SKIL</td>
</tr>
<tr>
<td valign="top" align="center">ATP2B2</td>
<td valign="top" align="center">PRPF31</td>
<td valign="top" align="center">DLGAP4</td>
<td valign="top" align="center">SLC8B1</td>
<td valign="top" align="center">TPM2</td>
<td valign="top" align="center">TADA2B</td>
<td valign="top" align="center">STARD3NL</td>
</tr>
<tr>
<td valign="top" align="center">ABCC12</td>
<td valign="top" align="center">TRIM2</td>
<td valign="top" align="center">RIC8B</td>
<td valign="top" align="center">GABRB2</td>
<td valign="top" align="center">CXCR2</td>
<td valign="top" align="center">GRB10</td>
<td valign="top" align="center">TBC1D16</td>
</tr>
<tr>
<td valign="top" align="center">MAP3K19</td>
<td valign="top" align="center">TAF1C</td>
<td valign="top" align="center">SORBS1</td>
<td valign="top" align="center">DTNB</td>
<td valign="top" align="center">CACNA1A</td>
<td valign="top" align="center">POLDIP3</td>
<td valign="top" align="center">CES2</td>
</tr>
<tr>
<td valign="top" align="center">OBSCN</td>
<td valign="top" align="center">EPS8L2</td>
<td valign="top" align="center">SYVN1</td>
<td valign="top" align="center">BSDC1</td>
<td valign="top" align="center">RNF32</td>
<td valign="top" align="center">STK25</td>
<td valign="top" align="center">KCNT1</td>
</tr>
<tr>
<td valign="top" align="center">ATXN2L</td>
<td valign="top" align="center">TLE2</td>
<td valign="top" align="center">MVB12A</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Gene mutation characteristics of three patients and in TCGA database. <bold>(A)</bold> High-frequency mutation genes of three lung adenocarcinoma patients; <bold>(B)</bold> Mutation spectrum of high-frequency mutation genes in TCGA mutation data.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-855305-g003.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>ATR Expression in LUAD Specimen</title>
<p>ATR is required for maintaining genome integrity during DNA replication and plays a key role in avoiding replication stress at toxic levels, according to previous research. Because of these critical functions, cancers infrequently involve loss-of-function mutations in the ATR pathway, and a subset of tumors with particular mutations is more vulnerable to ATR pathway inhibition than normal cells (<xref ref-type="bibr" rid="B27">27</xref>). The underlying mechanism of ATR expression in lung adenocarcinoma requires further study, hence we analyzed ATR related expression and prognosis in cases of lung adenocarcinoma. As demonstrated in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>, the expression of ATR was downregulated in LUAD patients as compared to normal individuals, and the downregulation of ATR expression was related to poor prognosis. Moreover, we used single-cell sequencing data to further explore the expression of ATR in designated cell types of lung adenocarcinoma and found the expression of ATR in stromal cells (Fibroblasts, Epithelial cells, Endothelial cells) of tumor patients is at a lower level when compared with normal patients, but the expression of ATR in the immune cells (Myeloid cells, B lymphocytes, MAST cells) of tumor patients is at a high level, except for T/NK cells (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>The expression and prognostic differences of ATR in TCGA database. <bold>(A)</bold> The expression of ATR in LUAD and normal tissues in GEPIA database (Tumor: 483; Normal: 347) (* indicates p &lt; 0.05); <bold>(B)</bold> Down regulation of ATR is associated with harmful outcome in TCGA database (Tumor: 535; Normal: 59) (p = 0.021).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-855305-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>ATR expression in unique molecular identifiers in the indicated cell types from single-cell RNA-Seq data derived from human LUAD specimen. Blue represents the expression of ATR in each component of normal tissue, and red represents the expression of ATR in each component of tumor tissue.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-855305-g005.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>Analysis of Common Germline Genes in Chinese LUAD Patients</title>
<p>Next, we analyzed the whole-exome sequencing data of 2706 patients to uncover the germline gene mutations in the Chinese LUAD cohort. We then screened out 27 germline gene mutations and listed their mutation frequencies and mutation sites (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). Among the relatively common mutant genes, including MLH1 (1.03474%), BRCA (0.77605%), STK11 (0.62823%), CHEK2 (0.44346%), TP53 (0.44346%), have been reported related to lung cancer. Meanwhile, multiple mutation sites of these germline gene mutations were also revealed. For example, we have detected 3 different mutation sites in the germline mutation of MLH1, including c.649C&gt;T (p.R217C), p.Q701K (c. C2101A), and p.V384D (c.T1151A).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Common germline gene mutations of 2706 Chinese LUAD patients.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Germline Mutation Gene</th>
<th valign="top" align="center">Mutation Frequency</th>
<th valign="top" align="center">Mutation Sites</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">MLH1</td>
<td valign="top" align="center">1.03474%</td>
<td valign="top" align="left">c.649C&gt;T(p.R217C), p.Q701K (c.C2101A), p.V384D (c.T1151A)</td>
</tr>
<tr>
<td valign="top" align="left">BRCA2</td>
<td valign="top" align="center">0.77605%</td>
<td valign="top" align="left">c.2830A&gt;T(p.K944*), c.671-1G&gt;A, c.956dupA(p.N319Kfs*8)</td>
</tr>
<tr>
<td valign="top" align="left">STK11</td>
<td valign="top" align="center">0.62823%</td>
<td valign="top" align="left">p.F354L (c.C1062G)</td>
</tr>
<tr>
<td valign="top" align="left">CHEK2</td>
<td valign="top" align="center">0.44346%</td>
<td valign="top" align="left">p.H371Y (c.C1111T), c.1245dup(p.K416Qfs*22)</td>
</tr>
<tr>
<td valign="top" align="left">TP53</td>
<td valign="top" align="center">0.44346%</td>
<td valign="top" align="left">c.91G&gt;A(p.V31I), p.V31I (c.G91A), c.7516-1G&gt;A</td>
</tr>
<tr>
<td valign="top" align="left">ATM</td>
<td valign="top" align="center">0.29564%</td>
<td valign="top" align="left">c.3602_3603delTT(p.F1201Wfs*3), p.S1042R (c.A3124C)</td>
</tr>
<tr>
<td valign="top" align="left">BRCA1</td>
<td valign="top" align="center">0.25868%</td>
<td valign="top" align="left">c.671-1G&gt;A</td>
</tr>
<tr>
<td valign="top" align="left">CDH1</td>
<td valign="top" align="center">0.25868%</td>
<td valign="top" align="left">p.T340A (c.A1018G)</td>
</tr>
<tr>
<td valign="top" align="left">MSH6</td>
<td valign="top" align="center">0.25868%</td>
<td valign="top" align="left">c.1406A&gt;G(p.Y469C)</td>
</tr>
<tr>
<td valign="top" align="left">MUTYH</td>
<td valign="top" align="center">0.18477%</td>
<td valign="top" align="left">c.55C&gt;T(p.R19*)</td>
</tr>
<tr>
<td valign="top" align="left">PALB2</td>
<td valign="top" align="center">0.18477%</td>
<td valign="top" align="left">c.2480_2481del(p.T827Mfs*6)</td>
</tr>
<tr>
<td valign="top" align="left">PMS2</td>
<td valign="top" align="center">0.18477%</td>
<td valign="top" align="left">c.1A&gt;G(p.M1)?</td>
</tr>
<tr>
<td valign="top" align="left">RAD51D</td>
<td valign="top" align="center">0.18477%</td>
<td valign="top" align="left">c.270_271dup(p.K91Ifs*13)</td>
</tr>
<tr>
<td valign="top" align="left">ATR</td>
<td valign="top" align="center">0.11086%</td>
<td valign="top" align="left">c.4681C&gt;T(p.Q1561*)</td>
</tr>
<tr>
<td valign="top" align="left">BRIP1</td>
<td valign="top" align="center">0.11086%</td>
<td valign="top" align="left">c.918+1G&gt;A</td>
</tr>
<tr>
<td valign="top" align="left">MSH2</td>
<td valign="top" align="center">0.11086%</td>
<td valign="top" align="left">p.L390F (c.C1168T)</td>
</tr>
<tr>
<td valign="top" align="left">NBN</td>
<td valign="top" align="center">0.11086%</td>
<td valign="top" align="left">c.1651dupA(p.R551Kfs*5)</td>
</tr>
<tr>
<td valign="top" align="left">EPCAM</td>
<td valign="top" align="center">0.07391%</td>
<td valign="top" align="left">c.556-14A&gt;G</td>
</tr>
<tr>
<td valign="top" align="left">FANCA</td>
<td valign="top" align="center">0.07391%</td>
<td valign="top" align="left">c.1900+1G&gt;T</td>
</tr>
<tr>
<td valign="top" align="left">POLE</td>
<td valign="top" align="center">0.07391%</td>
<td valign="top" align="left">c.G4952+1T</td>
</tr>
<tr>
<td valign="top" align="left">RET</td>
<td valign="top" align="center">0.07391%</td>
<td valign="top" align="left">p.V804M (c.G2410A)</td>
</tr>
<tr>
<td valign="top" align="left">SDHA</td>
<td valign="top" align="center">0.07391%</td>
<td valign="top" align="left">c.1A&gt;T(p.M1)?</td>
</tr>
<tr>
<td valign="top" align="left">VHL</td>
<td valign="top" align="center">0.07391%</td>
<td valign="top" align="left">p.W8X (c.G23A)</td>
</tr>
<tr>
<td valign="top" align="left">APC</td>
<td valign="top" align="center">0.03695%</td>
<td valign="top" align="left">c.3374T&gt;C(p.V1125A)</td>
</tr>
<tr>
<td valign="top" align="left">FANCI</td>
<td valign="top" align="center">0.03695%</td>
<td valign="top" align="left">c.504-1G&gt;A</td>
</tr>
<tr>
<td valign="top" align="left">MEN1</td>
<td valign="top" align="center">0.03695%</td>
<td valign="top" align="left">c.1A&gt;G(p.M1)?</td>
</tr>
<tr>
<td valign="top" align="left">SDHB</td>
<td valign="top" align="center">0.03695%</td>
<td valign="top" align="left">c.200+1G&gt;C</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>* indicates nucleotide number and translation termination (stop) codon.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Carcinogenesis is a multi-factor and multi-stage process and gene mutation is an important cause of cancer occurrence and development (<xref ref-type="bibr" rid="B28">28</xref>). Germline mutations including somatic mutation and germline mutations. Germline mutations which occur in the reproductive cells, it can be passed on to the next generation, affecting every cell in the next generation. However, most studies on tumor mutations have focused on somatic mutations. The mining and identification of tumor germline mutations are very limited, with only a few cases reported in lung adenocarcinoma. As a result, the identification of novel germline mutations is critical for both fundamental research and clinical cancer treatment (<xref ref-type="bibr" rid="B29">29</xref>).</p>
<p>In previous studies, most of the genes with germline mutations in lung adenocarcinoma were typical oncogenes and proto-oncogenes, which included BRCA2, CHECK2, CDKN2, BAP1, EGFR (<xref ref-type="bibr" rid="B30">30</xref>&#x2013;<xref ref-type="bibr" rid="B32">32</xref>). The genomic alternations of these genes were thought to be important in familial lung cancer. Then, with the development of high-throughput sequencing data, germline altered variants in other genes (MAST1, CENPE, LCT) (<xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B35">35</xref>) were identified to exhibit an essential role in the development of lung adenocarcinoma, and they were suspected to be related to the development of lung cancer through whole-exome or genome sequencing of samples from many lung cancer patients.</p>
<p>In this study, we continue to focus on the germline mutation of genes in lung adenocarcinoma and we have identified seven different variants (SMG5, RAB3GAF2, EI24, XDH, PTPRA, ATR, GSTZ1) in three sibling patients suffering from lung cancer. The most significant is a rare somatic mutation in the ATR gene named c.7667C&gt;G (p.T2556S), and this ATR gene variation has never been observed in genome and exome research within combined populations. Then, we analyzed the expression and prognosis of ATR in lung adenocarcinoma. Compared with normal patients, the expression of ATR was down-regulated in LUAD, and the down-regulated expression of ATR was associated with poor prognosis. Furthermore, we employed single-cell sequencing data to investigate the expression of ATR in lung adenocarcinoma cell types. Compared with normal patients, we found that the expression level of ATR in the stromal cells (fibroblasts, epithelial cells, and endothelial cells) of tumor patients was low. In addition to T/NK cells, the expression level of ATR in immune cells (myeloid cells, B lymphocytes, MAST cells) of tumor patients is higher. In view of this, we have reason to believe that germline ATR c.7667C&gt;G (p.T2556S) mutation may lead to familial clusters of lung adenocarcinoma and differentially expressed ATR may play an essential role in the occurrence and development of lung adenocarcinoma. Moreover, based on somatic mutation data, we found common driver gene mutations such as EGFR, BRCA1, ROS1, etc. We predicted 136 new driver gene mutations such as PNCK, IP6K2, CLEC18C, etc. through OncodriveCLUST software (<xref ref-type="bibr" rid="B36">36</xref>). These gene mutations may be secondary somatic mutations based on germline ATR c.7667C&gt;G (p.T2556S) mutations, which eventually lead to the occurrence and progression of lung adenocarcinoma.</p>
<p>ATR, as a necessary gene in the DNA damage repair pathway, is involved in the coordination of cell-cycle transitions, DNA replication, DNA repair, and apoptosis (<xref ref-type="bibr" rid="B37">37</xref>). Previous studies have shown that germline gene mutations that occur in the DNA damage repair pathway often irreversibly lead to tumors (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>). Furthermore, germline abnormalities in DNA repair genes lead to advanced solid tumor (such as prostate, ovarian, pancreatic, and breast cancer) susceptibility to poly ADP ribose polymerase (PARP) inhibitors (<xref ref-type="bibr" rid="B40">40</xref>&#x2013;<xref ref-type="bibr" rid="B42">42</xref>). To our knowledge, this is the first such case report confirming the presence of c.7667C&gt;G (p.T2556S), a germline ATR mutation, in a family with three occurrences of lung adenocarcinoma The resulting amino acid mutation, p.Thr2556Ser, was detected in the ATR&#x2019;s conserved Phosphoinositide 3- and 4-kinase domain, which is involved in biological processes such as cell growth, proliferation, differentiation, motility, survival, and intracellular trafficking (<xref ref-type="bibr" rid="B43">43</xref>).</p>
<p>The population frequency in the entire population is 0.0399361 percent, suggesting that this ATR germline mutation may be a genetic susceptibility factor for lung adenocarcinoma. Our findings contribute to the understanding of the genesis and mechanism of lung cancer and may give clues for oncology treatment strategies and cancer prevention.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: NCBI [accession: PRJNA800743].</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by ethics committees of the First Hospital of China Medical University. The patients/participants provided their written informed consent to participate in this study. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author Contributions</title>
<p>GB conceived and designed the study, and drafted the manuscript. XG, YX, and YY collected, analyzed and interpreted the experimental data. JL, TL, and XZ revised the manuscript for important intellectual content. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by Wu Jieping Medical Foundation (320.6750.2020-17-7).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>We are grateful to Nanjing Shihe Gene Bio-Technology Co., Ltd. for providing the whole exome sequencing data of 2706 Chinese LUAD patients. We thanked Home for Researcher for language editing service.</p>
</ack>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fonc.2022.855305/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2022.855305/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SF1" mimetype="application/pdf">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>Somatic mutation spectrum of five lesions in three patients. <bold>(A, B)</bold> Somatic SNV/INDEL mutation spectrum; <bold>(C)</bold> Somatic CNV mutation spectrum. C1T1A: II-2 tumor A; C1T2A: II-2 tumor B; C2T2A: II-4 tumor A; C2T2B: II-4 tumor B; C3T3: II-5.</p>
</caption>
</supplementary-material>
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