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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.2023.1224491</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>Somatic mutations of thymic epithelial tumors with myasthenia gravis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Pardini</surname><given-names>Eleonora</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cucchiara</surname><given-names>Federico</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1044935"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Palumbo</surname><given-names>Sara</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/434427"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tarrini</surname><given-names>Giulia</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Di Vita</surname><given-names>Alessia</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Copped&#xe8;</surname><given-names>Fabio</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/152754"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nicol&#xec;</surname><given-names>Vanessa</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2378153"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guida</surname><given-names>Melania</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Maestri</surname><given-names>Michelangelo</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/164131"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ricciardi</surname><given-names>Roberta</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Aprile</surname><given-names>Vittorio</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ambrogi</surname><given-names>Marcello C.</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Barachini</surname><given-names>Serena</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lucchi</surname><given-names>Marco</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1391640"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Petrini</surname><given-names>Iacopo</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/118268"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Translational Research and of New Surgical and Medical Technologies, University of Pisa</institution>, <addr-line>Pisa</addr-line>, <country>Italy</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Clinical and Experimental Medicine, University of Pisa</institution>, <addr-line>Pisa</addr-line>, <country>Italy</country></aff>
<aff id="aff3"><sup>3</sup><institution>Medical Genetics, Department of Translational Research and of New Surgical and Medical Technologies, University of Pisa</institution>, <addr-line>Pisa</addr-line>, <country>Italy</country></aff>
<aff id="aff4"><sup>4</sup><institution>Neurology Unit, Department of Clinical and Experimental Medicine, University of Pisa</institution>, <addr-line>Pisa</addr-line>, <country>Italy</country></aff>
<aff id="aff5"><sup>5</sup><institution>Thoracic Surgery, Department of Surgical, Medical and Molecular Pathology and Critical Care, University of Pisa</institution>, <addr-line>Pisa</addr-line>, <country>Italy</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Andrea Camerini, Azienda Usl Toscana nord ovest, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Frankie Chi Fat Ko, The University of Hong Kong, Hong Kong SAR, China; Pietro Bertoglio, University of Bologna, Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Iacopo Petrini, <email xlink:href="mailto:iacopo.petrini@unipi.it">iacopo.petrini@unipi.it</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>08</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>13</volume>
<elocation-id>1224491</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Pardini, Cucchiara, Palumbo, Tarrini, Di Vita, Copped&#xe8;, Nicol&#xec;, Guida, Maestri, Ricciardi, Aprile, Ambrogi, Barachini, Lucchi and Petrini</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Pardini, Cucchiara, Palumbo, Tarrini, Di Vita, Copped&#xe8;, Nicol&#xec;, Guida, Maestri, Ricciardi, Aprile, Ambrogi, Barachini, Lucchi and Petrini</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>Thymic epithelial tumors are rare malignant neoplasms that are frequently associated with paraneoplastic syndromes, especially myasthenia gravis. GTF2I is an oncogene mutated in a subgroup of thymomas that is reputed to drive their growth. However, for GTF2I wild-type tumors, the relevant mutations remain to be identified.</p>
</sec>
<sec>
<title>Methods</title>
<p>We performed a meta-analysis and identified 4,208 mutations in 339 patients. We defined a panel of 63 genes frequently mutated in thymic epithelial tumors, which we used to design a custom assay for next-generation sequencing. We sequenced tumor DNA from 67 thymomas of patients with myasthenia gravis who underwent resection in our institution.</p>
</sec>
<sec>
<title>Results</title>
<p>Among the 67 thymomas, there were 238 mutations, 83 of which were in coding sequences. There were 14 GTF2I mutations in 6&#xa0;A, 5 AB, 2 B2 thymomas, and one in a thymoma with unspecified histology. No other oncogenes showed recurrent mutations, while sixteen tumor suppressor genes were predicted to be inactivated. Even with a dedicated assay for the identification of specific somatic mutations in thymic epithelial tumors, only GTF2I mutations were found to be significantly recurrent.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Our evaluation provides insights into the mutational landscape of thymic epithelial tumors, identifies recurrent mutations in different histotypes, and describes the design and implementation of a custom panel for targeted resequencing. These findings contribute to a better understanding of the genetic basis of thymic epithelial tumors and may have implications for future research and treatment strategies.</p>
</sec>
</abstract>
<kwd-group>
<kwd>GTF2I</kwd>
<kwd>thymoma</kwd>
<kwd>next-generation sequencing</kwd>
<kwd>myasthenia gravis</kwd>
<kwd>thymic epithelial tumors</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="52"/>
<page-count count="12"/>
<word-count count="6153"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Thoracic Oncology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Thymic epithelial tumors (TETs) are uncommon malignant neoplasms with an incidence of approximately 0.32 per 100,000 people/year (<xref ref-type="bibr" rid="B1">1</xref>). According to the 2020 classification of the World Health Organization, TETs are divided into thymomas and thymic carcinomas. Thymomas account for about 90% of TETs and are further classified into A, AB, B1, B2, and B3 histotypes depending on their morphological features (<xref ref-type="bibr" rid="B2">2</xref>). About 40% of thymomas show myasthenia gravis, a paraneoplastic autoimmune syndrome, which is absent in thymic carcinomas and micronodular thymomas (<xref ref-type="bibr" rid="B3">3</xref>). Myasthenia gravis is more common in type B than type A and AB thymomas (<xref ref-type="bibr" rid="B4">4</xref>). Historically, tumor stage has been defined according to the Masaoka and Koga system, but more recently, it is determined according to the eighth edition of TNM (<xref ref-type="bibr" rid="B5">5</xref>). Surgery is the cornerstone treatment for localized disease, ensuring definitive tumor eradication in most stage I and II TETs (<xref ref-type="bibr" rid="B6">6</xref>). Chemotherapy with schedules containing cisplatin and anthracyclines is effective in TETs and can be used in the neoadjuvant setting to bring back to resectability locally advanced stage III tumors (<xref ref-type="bibr" rid="B7">7</xref>). While hematogenous or lymphatic metastases are common in thymic carcinomas, thymomas frequently grow through local infiltration, and their most frequent way of diffusion is through pleural metastases (<xref ref-type="bibr" rid="B2">2</xref>). Several phase II trials investigated the efficacy of chemotherapy for the first-line treatment of metastatic TETs, showing an objective response in 50-90% of cases (<xref ref-type="bibr" rid="B8">8</xref>). Unfortunately, after disease progression, further lines of chemotherapy become much less effective, and there is an urgent need for novel treatments. Even if GTF2I mutations are common in A and AB thymomas, there are no clinically relevant targets in TETs except for KIT mutations observed in only 10% of thymic carcinomas (<xref ref-type="bibr" rid="B9">9</xref>). Nevertheless, targeted therapies such as sunitinib and lenvatinib have shown good efficacy in pretreated thymic carcinomas, with an objective response rate of 26% and 38%, respectively (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>). Immunotherapy is effective in TETs but severely increases the risk of autoimmune-mediated complications, especially in thymomas, and therefore can be considered only in some cases of thymic carcinomas (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Several attempts to identify somatic mutations that characterize TETs have been made in recent years, including whole-genome sequencing of two cases, exome sequencing both from our group and from The Cancer Genome Atlas (TCGA), and targeted resequencing using panels of genes frequently mutated in other kinds of cancers (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B14">14</xref>&#x2013;<xref ref-type="bibr" rid="B21">21</xref>). While somatic mutations are usually observed in thymic carcinomas, thymomas present only occasional mutations, with the exception of GTF2I, which is common in A and AB thymomas. Reviewing the literature, we defined a panel of genes frequently mutated in TETs and performed targeted resequencing of a series of surgically resected thymomas to favor the identification of mutations in this subset of tumors.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Sample selection</title>
<p>Tumor samples were collected during the surgical resection of thymomas, either thymectomy or resection of pleural metastases, at Pisa University Hospital. All patients included in the study had myasthenia Gravis with anti-acetylcholine receptor antibodies, and therefore, thymic carcinomas were not included in this evaluation. The histotype of thymoma was defined according to 2015 World health organization (WHO) classification, and the stage was determined according to the Masaoka and Koga system. Patients gave informed written consent for inclusion in the study, which was conducted in accordance with the Declaration of Helsinki and approved by the Ethics Committee of Tuscany Region for Clinical Trials - Section of North West Area (CEAVNO) (Protocol number 21302/2015).</p>
</sec>
<sec id="s2_2">
<title>Nucleic acid extraction</title>
<p>Tumor samples were snap frozen at -80&#xb0;C. DNA was extracted using the QIAmp DNA Mini Kit (Qiagen, Hilden, Germany) following the manufacturer&#x2019;s protocol. DNA was quantified firstly with Nanodrop (Thermo Scientific&#x2122;, Waltham, MA, USA) to evaluate ethanol and protein contamination and subsequently with Qubit BR Assay (Thermo Scientific&#x2122;).</p>
</sec>
<sec id="s2_3">
<title>Next-generation sequencing</title>
<p>We designed a custom panel for targeted resequencing of frequently mutated genes in thymic epithelial tumors using Suredesign (Agilent Technologies, Palo Alto, CA, USA). The genes were selected from a review of the literature, and a detailed description of the selection is provided in the results section. Following the vendor instructions, libraries of target enriched genes were prepared using the Halopex HS system (Agilent Technologies) and 100 ng of tumor DNA. Pair-end reads of 151 nucleotides were generated using an Illumina-V2 cartridge for the MiSeq sequencer (Illumina, San Diego, CA, USA). Five samples were pooled in the same flow cell. For a subset of 5 samples with <italic>GTF2I</italic> mutation, results were confirmed by sequencing tumor DNA using a targeted enrichment custom kit (Illumina) implemented using Design studio (Illumina) for the same panel of genes.</p>
</sec>
<sec id="s2_4">
<title>Bioinformatic analysis of sequencing data and Interpretation</title>
<p>First, we used FastQCv011.9 (<xref ref-type="bibr" rid="B22">22</xref>) (<ext-link ext-link-type="uri" xlink:href="http://www.bioinformatics.babraham.ac.uk/projects/fastqc">http://www.bioinformatics.babraham.ac.uk/projects/fastqc</ext-link>) and Fastp v0.20.1 (<xref ref-type="bibr" rid="B23">23</xref>) to perform quality profiling, adapter trimming, reads filtering, reads pruning and polyG/polyX trimming on fastq files from sequencing systems.</p>
<p>Then paired-end reads were mapped to GRCh37/hg19, using the BWA-MEM alignment algorithm (<ext-link ext-link-type="uri" xlink:href="https://arxiv.org/abs/1303.3997">https://arxiv.org/abs/1303.3997</ext-link>).</p>
<p>The CleanSam tool soft-clipped the mapped reads beyond-end-of-reference alignments while setting the mapping quality (MAPQ) value to 0 for unmapped reads (<ext-link ext-link-type="uri" xlink:href="http://broadinstitute.github.io/picard">http://broadinstitute.github.io/picard</ext-link>, accessed on 08 December 2021). The FixMateInformation tool verified mate-pair information between mates and fixed it when needed (<ext-link ext-link-type="uri" xlink:href="http://broadinstitute.github.io/picard">http://broadinstitute.github.io/picard</ext-link>, accessed on 08 December 2021). Finally, reads were sorted by SAMtools (<xref ref-type="bibr" rid="B24">24</xref>).</p>
<p>Coverage of the genomic regions, annotated in the custom-made sequencing panel (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables 4</bold></xref> and <xref ref-type="supplementary-material" rid="SM1"><bold>5</bold></xref>) had an average of 1247.96 reads. An extensive report of the sequencing metrics is provided in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table 6</bold></xref>.</p>
<p>Sequence alignment data were reported in binary alignment map (BAM) files and processed using the Genome Analysis Tool Kit (GATK) (<xref ref-type="bibr" rid="B25">25</xref>) pipeline to remove low mapping quality reads (defined by a MAPQ &lt; 20) and realign the genomic regions around potential insertions/deletions (indels). Base quality scores were recalibrated for the BAM files using GATK.</p>
<p>Somatic single-nucleotide variants (SNVs) and indels were identified by using VarDict (<xref ref-type="bibr" rid="B26">26</xref>), variant calling algorithms in <italic>tumor-only</italic> mode.</p>
<p>We excluded rare variants reported in the 1000 Genomes Project (<xref ref-type="bibr" rid="B27">27</xref>), and/or in the non-cancer database gnomAD v3 (<xref ref-type="bibr" rid="B28">28</xref>) with allele frequency &#x2265;0.01% (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>).</p>
<p>To remove diluted variants, SNVs and indels were further filtered and accepted if the following requirements were met: 1) there were at least 20 reads covering the mutation locus in the tumor BAM file; 2) there were at least 4% of reads carrying the mutation in the tumor BAM file. These parameters were chosen by comparing the results of the five samples sequenced using both the Agilent Haloplex and the Illumina DNA enrichment platforms to optimize the concordance between the two assays.</p>
<p>To filter out germline variations, in the absence of sequencing results of non-tumoral DNA from the patients, we removed SNV calls candidate to be homozygous (allele fraction 100%) and heterozygous (alle fraction 50%) polymorphisms. Since we expect tumor somatic mutations to be diluted in normal DNA, we excluded mutations with allele fraction &#x2265;45%, Phred-scaled Fisher&#x2019;s exact test for strand bias &gt;60 and/or strand bias odds ratio &gt;3, mean mismatches in reads &#x2265;3, signal to noise ratio &lt;4, and reported status of microsatellite instability for the investigated genomic loci. GTF2I mutations were used as an internal control, showing an allele fraction between 4% and 22% in our tumor samples. GTF2I mutations are common in A thymomas, which are poor of thymocytes and rich in tumor cells.</p>
<p>Somatic mutations of the coding regions identified were further annotated using Annovar (<xref ref-type="bibr" rid="B31">31</xref>).</p>
<p>The frequency and type of mutations were investigated using the R package MAFtools (<xref ref-type="bibr" rid="B32">32</xref>). The package also allowed us to extract mutational signatures as functions of specific patterns of nucleotide substitutions (<xref ref-type="bibr" rid="B33">33</xref>) and compared them with those validated in the <italic>Catalogue Of Somatic Mutations In Cancer</italic> (COSMIC; cancer.sanger.ac.uk) (<xref ref-type="bibr" rid="B34">34</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Metanalysis of published mutations in thymic epithelial tumors</title>
<p>In February 2018, we reviewed the scientific literature reporting genomic profiling obtained by next-generation sequencing (NGS) of TETs available in PubMed. We identified 9 trials (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>) that included data from 339 patients and described 4208 mutations. Multiple technologies of NGS have been adopted, including whole-genome sequencing, exome sequencing, and targeted resequencing of different panels of &#x201c;cancer-related&#x201d; genes (range: 50-409 genes). All identified mutations were pooled together (<xref ref-type="supplementary-material" rid="ST1"><bold>Supplementary Table 1</bold></xref>) and annotated using Annovar (<xref ref-type="bibr" rid="B31">31</xref>) according to UCSC hg19, except for mitochondrial genes that have been aligned to NCBI build-38 reference genome (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table 2</bold></xref>). We selected mutations of the coding sequences (including splicing site mutations) with a non-synonymous effect on protein translation. Point mutations were the most observed, with a dramatic prevalence of missense mutations (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>). The most common point mutations were C to T transitions (<xref ref-type="fig" rid="f1"><bold>Figures&#xa0;1B, C</bold></xref>). The mutational signature enriched for TETs were spontaneous deamination of 5&#x2019;-methylcytosine, APOBEC cytidine deaminase, and a signature of unknown etiology (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1D</bold></xref>). We identified 781 mutations affecting the same genes in at least 2 different samples (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table 3</bold></xref>). Our list of recurrent mutations in TETs included 266 genes. The most common mutated genes were GTF2I (55 patients), TP53 (31 patients), HRAS (18 patients), TTN (11 patients), BAP1, CDKN2A, and CYLD (10 patients). There were 205 genes with mutations in only 2 patients (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1C</bold></xref>). A thymic carcinoma with a nonsense mutation in the mismatch repair gene MLH1 E37* had a significantly higher number of mutations: 936 (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1E</bold></xref>). In line with previous reports (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B9">9</xref>) different histotypes of TETs harbor different mutated genes. Indeed, from the co-occurrence table, we observed GTF2I mutations together with HRAS, TTN, and UNC93B1 mutations. GTF2I was mutually exclusive with respect to TP53 mutations. GTF2I is more frequently mutated in A and AB thymomas, whereas TP53 in thymic carcinomas and B3 thymomas. A trend for the absence of co-occurrence with GTF2I was observed also for CDKN2A, BAP1, CYLD, and KIT mutations, which are genes frequently mutated in B3 thymomas and thymic carcinomas. Mutations of BRCA2, SETD2, PBRM1, and CDKN2A significantly co-occurred with TP53 (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1D</bold></xref>). These data further support the presence of at least two molecularly distinct types of TETs. Tumors with GTF2I and TP53 mutations have a similar pattern of mutations, with C&gt;T transitions being the most common events and predominant in the missense mutations (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figures S1</bold></xref> and <xref ref-type="supplementary-material" rid="SM1"><bold>S2</bold></xref>). The signature enriched in GTF2I mutant tumors were COSMIC 1: spontaneous deamination of 5-methylcytosine and COSMIC 5: unknown etiology, whereas in TP53 mutant tumors, COSMIC 1: spontaneous deamination of 5-methylcytosine and COSMIC 6: defective mismatch repair (even if the thymic carcinoma with microsatellite instability was removed from the analysis; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figures S3</bold></xref> and <xref ref-type="supplementary-material" rid="SM1"><bold>S4</bold></xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Summary of reports evaluating somatic mutations in TET using Next-Generation Sequencing (NGS).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="bottom" align="left">Authors</th>
<th valign="bottom" align="left">Journal</th>
<th valign="bottom" align="left">Year</th>
<th valign="bottom" align="left">TETs</th>
<th valign="bottom" align="left">Mutations</th>
<th valign="bottom" colspan="2" align="left">NGS technology</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">R Belani, et&#xa0;al. (<xref ref-type="bibr" rid="B14">14</xref>)</td>
<td valign="bottom" align="left">Oncogenesis</td>
<td valign="bottom" align="left">2014</td>
<td valign="bottom" align="left">1</td>
<td valign="bottom" align="left">17</td>
<td valign="bottom" align="left">Whole Genome Sequencing</td>
</tr>
<tr>
<td valign="bottom" align="left">F. Enkner, et&#xa0;al. (<xref ref-type="bibr" rid="B15">15</xref>)</td>
<td valign="bottom" align="left">Pathology and Oncology Research.</td>
<td valign="bottom" align="left">2016</td>
<td valign="bottom" align="left">72</td>
<td valign="bottom" align="left">27</td>
<td valign="bottom" align="left">Ion AmpliSeq Cancer Hotspot Panel v2 (50 cancer genes)</td>
</tr>
<tr>
<td valign="bottom" align="left">J. Wheler, et&#xa0;al. (<xref ref-type="bibr" rid="B16">16</xref>)</td>
<td valign="bottom" align="left">Oncotarget</td>
<td valign="bottom" align="left">2013</td>
<td valign="bottom" align="left">7</td>
<td valign="bottom" align="left">4</td>
<td valign="bottom" align="left">Targeted Resequencing 182 Cancer Related Genes (Foundation Medicine)</td>
</tr>
<tr>
<td valign="bottom" align="left">I. Petrini, et&#xa0;al. (<xref ref-type="bibr" rid="B17">17</xref>)</td>
<td valign="bottom" align="left">Plos One</td>
<td valign="bottom" align="left">2013</td>
<td valign="bottom" align="left">1</td>
<td valign="bottom" align="left">12</td>
<td valign="bottom" align="left">Whole Genome Sequencing</td>
</tr>
<tr>
<td valign="bottom" align="left">I. Petrini, et&#xa0;al. (<xref ref-type="bibr" rid="B9">9</xref>)</td>
<td valign="bottom" align="left">Nature Genetics</td>
<td valign="bottom" align="left">2014</td>
<td valign="bottom" align="left">42</td>
<td valign="bottom" align="left">836</td>
<td valign="bottom" align="left">Whole Exome Sequencing</td>
</tr>
<tr>
<td valign="bottom" align="left">M. Shitara, et&#xa0;al. (<xref ref-type="bibr" rid="B21">21</xref>)</td>
<td valign="bottom" align="left">Lung Cancer</td>
<td valign="bottom" align="left">2014</td>
<td valign="bottom" align="left">12</td>
<td valign="bottom" align="left">25</td>
<td valign="bottom" align="left">Targeted Resequencing 409 Cancer Related Genes</td>
</tr>
<tr>
<td valign="bottom" align="left">Y. Li, et&#xa0;al. (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="bottom" align="left">European Journal of Endocrinology</td>
<td valign="bottom" align="left">2017</td>
<td valign="bottom" align="left">9</td>
<td valign="bottom" align="left">137*</td>
<td valign="bottom" align="left">Whole Exome Sequencing</td>
</tr>
<tr>
<td valign="bottom" align="left">Y. Wang, et&#xa0;al. (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="bottom" align="left">Scientific Reports</td>
<td valign="bottom" align="left">2014</td>
<td valign="bottom" align="left">78</td>
<td valign="bottom" align="left">86</td>
<td valign="bottom" align="left">Targeted Resequencing of 197 Cancer Related Genes</td>
</tr>
<tr>
<td valign="bottom" align="left">M. Radovich, et&#xa0;al. (<xref ref-type="bibr" rid="B4">4</xref>)</td>
<td valign="bottom" align="left">Cancer Cell</td>
<td valign="bottom" align="left">2018</td>
<td valign="bottom" align="left">117</td>
<td valign="bottom" align="left">3064</td>
<td valign="bottom" align="left">Whole Exome Sequencing</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>*Only three mutations out of 137 were included in our analysis because coordinates were available.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Mutations reported in the literature. <bold>(A)</bold> Number of mutations affecting the coding sequence classified according to their effect on the protein. <bold>(B)</bold> Frequency of single nucleotide substitutions. <bold>(C)</bold> Boxplot representation of mutations observed in the coding sequence of TETs in the upper representation and in each single patients in the lower representation. <bold>(D)</bold> Mutational signatures enriched in TETs. <bold>(E)</bold> Most frequently mutated genes in TETs and type of mutation observed.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1224491-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Design of a custom panel for the identification of somatic mutations of thymic epithelial tumor</title>
<p>In our panel, we included genes that are possibly relevant for TET growth based on two criteria: 1) genes with mutations in more than five patients and 2) genes known to be proto-oncogenes or tumor suppressor genes if found mutated in two or more patients. Among the genes mutated in more than five patients, TTN, MUC4, MUC16, and UNC93B1 were excluded from our panel. <italic>TTN</italic> is the longest gene present in the genome (109224 bp of isoform NM_001267550 transcript) and is frequently mutated in NGS trials because of the probability to detect a mutation increases along with the increase of the number of bases of the gene. <italic>MUC4</italic> and <italic>MUC16</italic> belong to the family of mucins and were unlikely to be responsible for TET growth. Moreover, mutations affecting the <italic>MUC4</italic> sequence are included in a region where alternative alignments of reads have been described (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>). However, mutations of <italic>MUC4</italic> and <italic>MUC16</italic> are described predominantly in TET histotypes rich in cancer cells and not in thymocyte-rich tumors, suggesting the actual presence of the mutation. The mutations were not previously described in COSMIC and were not predicted to alter the protein structure and function (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table 2</bold></xref>, MCAP13 range 0.000677-0.006565). UNC93B1 was mutated in six tumors, and in five cases, the mutation was chr11:67759316C/T, a known frequent polymorphism (PF=0.063) without a predicted effect on protein structure and function. Our panel of genes was composed of 63 genes identified from our review of TET literature, to which we added 14 genes known to be frequently mutated in cancer. For known tumor suppressor genes, we included the entire coding sequence, whereas for oncogenes, we sequenced only frequently mutated hotspots, unless we observed mutations in a different part of the coding sequence in published sequencing reports of TETs. To sequence the regions of interest, a custom panel of Haloplex (Agilent technologies) was designed using the Agilent Sureselect website. <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables 4</bold></xref> and <xref ref-type="supplementary-material" rid="SM1"><bold>5</bold></xref> provide the coordinates of amplicons and covered BED included in the sequencing panel, respectively.</p>
</sec>
<sec id="s3_3">
<title>Targeted resequencing of genes frequently mutated in thymic epithelial tumors</title>
<p>We sequenced 67 thymomas with myasthenia gravis, and the patients&#x2019; characteristics are summarized in <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>. GTF2I mutations, which are somatic and specific to thymomas, were used as an internal control to assess our ability to identify somatic mutations among germline alterations. The allele frequency of single nucleotide variations is shown in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2A</bold></xref>. Among the entire set of mutations, there is a bimodal distribution around 100% and 50% allele frequencies, representing bona fide homozygous and heterozygous single nucleotide polymorphisms, respectively. GTF2I mutations have an allele frequency ranging from 4% to 22% due to the dilution of non-tumoral thymocytes and stromal cells within thymoma samples. We considered candidate somatic mutations to be those with an allele frequency between 45% and 4%.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Patients&#x2019; characteristics.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Median Age (range)</th>
<th valign="top" align="left">55 years (26-83)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">33</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="left">34</td>
</tr>
<tr>
<th valign="top" colspan="2" align="left">Histotype WHO</th>
</tr>
<tr>
<td valign="top" align="left">A</td>
<td valign="top" align="left">12</td>
</tr>
<tr>
<td valign="top" align="left">AB</td>
<td valign="top" align="left">12</td>
</tr>
<tr>
<td valign="top" align="left">B1</td>
<td valign="top" align="left">5</td>
</tr>
<tr>
<td valign="top" align="left">B2</td>
<td valign="top" align="left">21</td>
</tr>
<tr>
<td valign="top" align="left">B2-B3</td>
<td valign="top" align="left">5</td>
</tr>
<tr>
<td valign="top" align="left">B3</td>
<td valign="top" align="left">8</td>
</tr>
<tr>
<td valign="top" align="left">Unknown</td>
<td valign="top" align="left">4</td>
</tr>
<tr>
<th valign="top" colspan="2" align="left">Stage Masaoka and Koga</th>
</tr>
<tr>
<td valign="top" align="left">I</td>
<td valign="top" align="left">6</td>
</tr>
<tr>
<td valign="top" align="left">IIA</td>
<td valign="top" align="left">16</td>
</tr>
<tr>
<td valign="top" align="left">IIB</td>
<td valign="top" align="left">26</td>
</tr>
<tr>
<td valign="top" align="left">III</td>
<td valign="top" align="left">6</td>
</tr>
<tr>
<td valign="top" align="left">IVA</td>
<td valign="top" align="left">9</td>
</tr>
<tr>
<td valign="top" align="left">Unknown</td>
<td valign="top" align="left">4</td>
</tr>
<tr>
<td valign="top" align="left">GTF2I mutations</td>
<td valign="top" align="left">14</td>
</tr>
<tr>
<th valign="top" colspan="2" align="left">Myasthenia Gravis (Osserman&#x2019;s classification)</th>
</tr>
<tr>
<td valign="top" align="left">I</td>
<td valign="top" align="left">7</td>
</tr>
<tr>
<td valign="top" align="left">IIA</td>
<td valign="top" align="left">11</td>
</tr>
<tr>
<td valign="top" align="left">IIB</td>
<td valign="top" align="left">32</td>
</tr>
<tr>
<td valign="top" align="left">IIIA</td>
<td valign="top" align="left">4</td>
</tr>
<tr>
<td valign="top" align="left">IIIB</td>
<td valign="top" align="left">9</td>
</tr>
<tr>
<td valign="top" align="left">IVA</td>
<td valign="top" align="left">2</td>
</tr>
<tr>
<td valign="top" align="left">IVB</td>
<td valign="top" align="left">1</td>
</tr>
<tr>
<td valign="top" align="left">V</td>
<td valign="top" align="left">1</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Mutations observed in our series of 67 resected thymomas associated to myasthenia gravis. <bold>(A)</bold> Orange dots represent GTF2I mutations; blue dots all other variations. The curve has a bimodal distribution with a relevant number of variations with an allele fraction of 100% or 50% corresponding to homozygous and heterozygous polymorphisms. <bold>(B)</bold> Number of candidate somatic mutations affecting the coding sequence observed for each tumor. <bold>(C)</bold> Most frequently mutated genes in thymomas and type of mutations observed according to color legend. <bold>(D)</bold> Concordance table of co-occurring and mutually exclusive mutations. Significant co-occurrence are highlighted with * if p&lt;0.05 and with * if border line significant with p&lt;0.1. <bold>(E)</bold> Boxplot representation of mutations observed in the coding sequence of thymomas. <bold>(F)</bold> Mutational signatures enriched in thymomas.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1224491-g002.tif"/>
</fig>
<p>There were 238 mutations, of which 83 were in the coding sequence, including 65 missense, one non-sense, 13 silent mutations, and one frameshift insertion (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table 7</bold></xref>). Among the thymomas, 43 had at least one mutation in the coding sequence. One patient had five mutations, three patients had four mutations, five patients had three mutations, and eight patients had two mutations (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2B</bold></xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Mutations of thymomas.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="bottom" align="left"/>
<th valign="bottom" align="left">Mutations</th>
<th valign="bottom" align="left">Mutations of the coding sequence</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Samples with mutations</td>
<td valign="middle" align="left">64</td>
<td valign="middle" align="left">43</td>
</tr>
<tr>
<td valign="middle" align="left">Genes with mutations</td>
<td valign="middle" align="left">52</td>
<td valign="middle" align="left">37</td>
</tr>
<tr>
<td valign="middle" align="left">3&#x2019;Flank</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">3&#x2019;Untranslated Regions</td>
<td valign="middle" align="left">6</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">5&#x2019;Flank</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">5&#x2019; Untranslated Regions</td>
<td valign="middle" align="left">2</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">Frame Shift Deletions</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">Frame Shift Insertions</td>
<td valign="middle" align="left">1</td>
<td valign="middle" align="left">1</td>
</tr>
<tr>
<td valign="middle" align="left">In Frame Deletions</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">In Frame Insertions</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">Intergenic</td>
<td valign="middle" align="left">13</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">Intron</td>
<td valign="middle" align="left">132</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">Missense Mutation</td>
<td valign="middle" align="left">65</td>
<td valign="middle" align="left">65</td>
</tr>
<tr>
<td valign="middle" align="left">Noncoding RNA</td>
<td valign="middle" align="left">2</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">Non frameshift Substitution</td>
<td valign="middle" align="left">2</td>
<td valign="middle" align="left">2</td>
</tr>
<tr>
<td valign="middle" align="left">Nonsense Mutation</td>
<td valign="middle" align="left">1</td>
<td valign="middle" align="left">1</td>
</tr>
<tr>
<td valign="middle" align="left">Nonstop Mutation</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">0</td>
</tr>
<tr>
<td valign="middle" align="left">Splice Site</td>
<td valign="middle" align="left">1</td>
<td valign="middle" align="left">1</td>
</tr>
<tr>
<td valign="middle" align="left">Synonymous Mutation</td>
<td valign="middle" align="left">13</td>
<td valign="middle" align="left">13</td>
</tr>
<tr>
<td valign="middle" align="left"><bold><italic>total</italic>
</bold>
</td>
<td valign="middle" align="left"><italic>238</italic>
</td>
<td valign="middle" align="left"><italic>83</italic>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>There were 14 GTF2I mutations distributed according to histology: six in A thymomas, five in AB thymomas, two in B2 thymomas, and one in a thymoma with an unspecified subtype. <italic>BRD4</italic>, <italic>ATM</italic>, and <italic>BCOR</italic> were mutated in four samples (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2C</bold></xref>). A concordance table of non-synonymous somatic mutations was created (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2D</bold></xref>). <italic>BRD4</italic> and <italic>BRCA1</italic> mutations significantly co-occurred in the same tumors, while <italic>ATM</italic> and <italic>GTF2I</italic> mutations co-occurred in others. A trend for mutually exclusive events was observed for GTF2I and <italic>BCOR</italic> mutations. <italic>BCOR</italic> mutations consisted of a frameshift insertion in a B3 thymoma and missense substitutions in two B2 and one A TETs. Interestingly, the thymoma diagnosed as an A histotype did not harbor a <italic>GTF2I</italic> mutation and exhibited invasive growth into the mediastinal fat. <italic>TP53</italic> mutations were present only in two samples, one B2 and one B2/B3 thymoma. There were 9 patients with pleural or pericardial metastases at the diagnosis; none of them had GTF2I mutations. All the GTF2I mutated tumors were diagnosed in stage I or II. On the contrary 40% of tumors with BCOR mutation had metastases at the diagnosis. None of the patients with TP53 or HRAS mutations had metastases at the diagnosis.</p>
<p>The most common point mutations identified were C&gt;A transversions and C&gt;T transitions (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2E</bold></xref>). We identified six mutational signatures (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2F</bold></xref>), including COSMIC 1, which is associated with spontaneous deamination of 5&#x2019;-methylcytosine. There were also two signatures related to tobacco carcinogenesis through chewing and smoking exposure (COSMIC29 and 4, respectively), COSMIC15 associated with DNA mismatch repair, and two unknown signatures (COSMIC18 and 30).</p>
<p>Apart from <italic>GTF2I</italic>, we were unable to identify mutations present in the same codon as those reported in the literature (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table 2</bold></xref>). Therefore, there were no recurrent mutations identical to those previously reported. For tumor suppressor genes, various types of mutations can inactivate protein function and have a similar effect promoting tumor growth. In the case of oncogenes, specific mutations are known to confer the gain of function necessary to transform a proto-oncogene into an oncogene. According to the OncoKB database, only <italic>GTF2I</italic> L424H, <italic>HRAS</italic> A146V, <italic>TP53</italic> A215D, and <italic>BCOR</italic> P703Afs*37 are mutations capable of driving tumor growth (<xref ref-type="bibr" rid="B37">37</xref>). To understand the effect of the identified mutations, we predicted their impact on the structure and function of oncogenes and tumor suppressor genes by calculating the Mendelian Clinically Applicable Pathogenicity (M-CAP) Score (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>). Mutations with an M-CAP score higher than 0.025 are predicted to affect protein function or structure. Tumor suppressor genes exhibited more mutations with a significant M-CAP score. Among the oncogenes, the <italic>HRAS</italic> A146V mutation had a significant score, while GTF2I L424H did not. Other mutations in oncogenes with a significant M-CAP score included <italic>ROS1</italic> W969L, <italic>KIT</italic> R588M, <italic>JAK3</italic> S680R, <italic>RET</italic> T676M, <italic>SF3B1</italic> I704T, <italic>FGFR3</italic> S269C, and <italic>GLI</italic> R864W.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Prediction of the effect of candidate somatic mutations on the structure and function of oncogenes and tumor suppressor genes&#x2019; proteins. Candidate somatic mutations within the coding sequence, having a M-Cap score higher than 0.025, are predicted to alter protein structure or function and are reported in red. Mutations without any effect on protein structure or function, as predicted, are reported in blue. Despite being predicted to not alter protein function based on the M-Cap score, the GTF2I mutation is highlighted in green because it is known to drive cancer growth in TETs. Y axis indicate m-CAP score and x axis the mutations arbitrarily ordered.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-13-1224491-g003.tif"/>
</fig>
<p>We successfully identified mutations in the coding sequence of 36 tumors (54%), and our detection rate depended on the TET histotype (Fisher&#x2019;s exact test p=0.048, combining B2-B3 with B3 tumors). Mutations in the coding sequence were observed in 83% of A thymomas and 20% of B2-B3 thymomas (<xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Coding sequence mutations in TET histotypes.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">A</th>
<th valign="top" align="center">AB</th>
<th valign="top" align="center">B1</th>
<th valign="top" align="center">B2</th>
<th valign="top" align="center">B2-B3</th>
<th valign="top" align="center">B3</th>
<th valign="top" align="center">NOS</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">CDS MUT</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">NO</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">Frequency</td>
<td valign="top" align="center">83%</td>
<td valign="top" align="center">62%</td>
<td valign="top" align="center">40%</td>
<td valign="top" align="center">52%</td>
<td valign="top" colspan="2" align="center">23%</td>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>NOS, not otherwise specified; CDS MUT, coding sequence mutations.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Reviewing the results of whole genome, exome and targeted sequencing of TETs, we identified 4208 mutations in 339 patients and defined a panel of 63 genes frequently mutated in these tumors. We designed a targeted resequencing assay using Haloplex technology from Agilent and sequenced 67 thymomas resected from patients with myasthenia gravis. The only recurrent mutation observed in our analysis and in the reviewed literature was the missense L424H <italic>GTF2I</italic> mutation. There were no other oncogenes with recurrent mutations, while several tumor suppressor genes were predicted to be inactivated by the identified mutations.</p>
<p>TETs exhibit divergent clinical behavior: while some tumors grow as an expansive mass, others infiltrate the mediastinal fat and the surrounding structures or metastasize mostly into the pleural cavity (<xref ref-type="bibr" rid="B2">2</xref>). Moreover, some thymomas are associated with paraneoplastic syndromes, including myasthenia gravis (40%), Aplastic Anemia, and Hypogammaglobulinemia This association is likely due to impaired negative selection of thymocytes that recognize self-antigens in the aberrant thymus (<xref ref-type="bibr" rid="B2">2</xref>). Somatic mutations, copy number aberrations, and mRNA expression correlate with different kinds of TETs and help to differentiate tumors with different clinical features (<xref ref-type="bibr" rid="B9">9</xref>). TETs have one of the lowest tumor mutation burden observed in solid tumors, with an average of 0.48 mutations per mega-base (<xref ref-type="bibr" rid="B4">4</xref>). However, thymic carcinomas have a significantly higher number of mutations compared to thymomas (<xref ref-type="bibr" rid="B9">9</xref>). The most common mutation observed is the missense L424H mutation in GTF2I, which is unique to this type of neoplasm (<xref ref-type="bibr" rid="B38">38</xref>). Therefore, we decided to design a panel of genes for targeted resequencing specific to TETs. In 2018, we reviewed the literature identifying 4208 somatic mutations in 339 TETs, selecting those genes with recurrent mutations. Since then, additional reports of targeted resequencing of TETs evaluating common cancer genes have been published, confirming previous results (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B40">40</xref>). Consequently, our current analysis remains updated to define the most relevant mutations in thymomas. The low mutation burden detected in thymomas has been attributed to the low number of somatic mutations in the DNA of tumor cells. However, this may be underestimated in some tumors where non-tumoral thymocytes outnumber cancer cells. This is frequent in AB, B1 and B2 histotypes where the number of tumor cells could be less than 10% of those present in the sample (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B41">41</xref>). It is not surprising that mutations cannot be identified in some thymomas. Targeted resequencing can help identify some of these mutations, especially when a deep coverage is obtained. A targeted resequencing approach limited to the genes of interest can help achieve deep coverage, which is useful for detecting mutations in samples rich in non-neoplastic cells. Using the Halopex custom panel, we obtained a mean coverage of 1248 reads (average of the mean coverage of all samples; range 353-2542). However, after confirming the data with the Illumina Enrichment custom kit, we noticed that mutation calls with an allele fraction below 4% and a minimum coverage of 20 reads had a poor concordance between the two platforms. This could represent a limitation in detecting somatic mutations in samples rich in thymocytes and non-neoplastic cells of tumor microenvironment.</p>
<p><italic>GTF2I</italic> mutation was the most common, present in 21% of the analyzed TETs, with 50% found in A thymomas and 38% in AB thymomas. This appears to be an underestimation compared to previous findings of 82% and 100% in A thymomas and 74% and 70% in AB thymomas reported by Petrini I et&#xa0;al. (<xref ref-type="bibr" rid="B9">9</xref>) and Radovich M. et&#xa0;al. (<xref ref-type="bibr" rid="B4">4</xref>), respectively. In the present evaluation, only patients with myasthenia gravis were included, which may introduce a selection bias compared to previous reports. Indeed, thymoma-associated myasthenia gravis is more common in B thymomas than A and AB histotypes and is absent in thymic carcinomas and micronodular thymomas (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B42">42</xref>). Moreover, in the present evaluation, tumor specimens were sampled from the resected mass and immediately frozen, potentially increasing the detection rate of GTF2I mutations using highly sensitive technologies. Using PyClone analysis, the presence of GTF2I mutation was observed in up to 64% (14/22) of thymomas including in those with B histotype (43%; 6/14) (<xref ref-type="bibr" rid="B43">43</xref>).</p>
<p>The missense mutation of GTF2I on chromosome 7:74146970 leads to a leucine-to-histidine substitution in the second conserved TFII-I repeat domain of the protein, near to the DNA binding site. There are six known isoforms of GTF2I, but thymomas express only isoforms 2 (Beta) and 4 (Delta), according to RNA sequencing results (<xref ref-type="bibr" rid="B9">9</xref>). L424H mutated GTF2I is an oncogene. The CRISPR/Cas9 knock-in of Gtf2i mutation leads to neoplastic transformation of murine immortalized thymic epithelial cells, which acquire the ability to form tumors when transplanted under the skin of nude mice (<xref ref-type="bibr" rid="B44">44</xref>). Moreover, two different mouse models expressing mutated Gtf2i in the thymus have been generated by two independent groups (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B46">46</xref>). He Y. et&#xa0;al. generated a mouse model in which the expression of wild type Gtf2i is switched to L424H mutant, in the presence of Cre recombinase under the control of its own promoter. Subsequently, <italic>Gtf2i</italic> L424H-floxed mice were crossed with <italic>Foxn1</italic>-Cre mice to obtain Gtf2i L424H conditional KI mice, in which mutant <italic>Gtf2i</italic> L424H is expressed in Foxn1-expressing TECs (<xref ref-type="bibr" rid="B46">46</xref>). Giorgetti O.B. et&#xa0;al. generated a transgenic mouse model by inoculating a vector containing the mutant delta <italic>Gtf2i</italic> isoform under <italic>Foxn1</italic> promoter into pronuclei of fertilized mouse eggs (<xref ref-type="bibr" rid="B45">45</xref>). In both cases, young mice showed defects of thymic medulla development and maturation of medullary epithelial cells, while aged mice developed thymomas. Histologically, thymomas mirror human type B1 and B2 histotypes. The evaluation of the transcriptome of thymoma cells in transgenic mice showed a dysregulated expression of the genes associated with cortical, medullary and progenitor differentiation. According to TCGA data, human TETs with the <italic>GTF2I</italic> L424H mutation had an enrichment in cortical and intertypical thymic epithelial cell signatures compared with the <italic>GTF2I</italic> WT tumors (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure S2</bold></xref>), which mirrors thymomas in the <italic>Gtf2i</italic> mutated mouse model. Differences between the mouse model and human tumors are expected. In human tumors, the somatic mutation of <italic>GTF2I</italic> is acquired in adult cells, whereas in mouse models, the mutation is already expressed during embryonal development of the thymus. In normal mice, <italic>Gtf2i</italic> and <italic>Foxn1</italic> follow a similar pattern of expression. Gtf2i and Foxn1 are highly expressed in early precursor cells and are subsequently more expressed in cortical than in medullary epithelial cells (<xref ref-type="bibr" rid="B45">45</xref>). Therefore, it is not surprising that transgenic mouse models expressing mutated Gtf2i under the promoter of <italic>Foxn1</italic> develop thymomas with cortical features instead of medullary features. Experiments using murine epithelial cells transformed by the CRISPER/Cas9 knock-in of <italic>Gtf2i</italic> mutation suggest enhanced resistance to apoptosis, increased resistance to DNA damage, and the ability to grow under stress conditions such as glucose deprivation (<xref ref-type="bibr" rid="B44">44</xref>). However, it remains to be elucidated how <italic>GTF2I</italic> mutation drives the neoplastic transformation of thymic epithelial cells suggesting that these novel murine models harboring <italic>Gtf2i</italic> L424H mutation represent an ideal tool for further studies.</p>
<p>Copy number gain and loss of 7q11.23, a cytoband containing the locus of GTF2I, are associated with Williams-Beuren and with 7q-microduplication syndromes two conditions with a symmetrically opposite phenotype. (PMID: 25501393) None of the patients with thymoma included in our evaluation had the diagnosis or symptoms suggesting these conditions.</p>
<p>Reviewing mutations described in the literature, we observed at least two groups of TETs with mutually exclusive mutations: one with <italic>GTF2I</italic> and another with <italic>TP53</italic> mutations. <italic>GTF2I</italic> mutations co-occurred with those of <italic>HRAS</italic>, <italic>TTN</italic>, and <italic>UNC93B1</italic> in the same group of tumors. On the contrary, mutations of <italic>BRCA2</italic>, <italic>SETD2</italic>, <italic>PBRM1</italic>, and <italic>CDKN2A</italic> significantly co-occurred with <italic>TP53</italic> mutation. In our series of thymomas, we did not observe the division in these two groups, probably because of the absence of thymic carcinomas. In our cases of thymomas from patients with myasthenia gravis, we identified a trend for the presence of mutually exclusive mutations of <italic>GTF2I</italic> and <italic>BCOR</italic>. <italic>BCOR</italic> is a tumor suppressor gene that encodes for an epigenetic regulator involved in the specification of cell differentiation and body structure development and takes part in the non-canonical polycomb repressive complex 1 (<xref ref-type="bibr" rid="B47">47</xref>). <italic>BCOR</italic> inactivating mutations have been previously described in thymomas (<xref ref-type="bibr" rid="B17">17</xref>) and in other kinds of tumors, including sarcomas (<xref ref-type="bibr" rid="B47">47</xref>) and lymphomas (<xref ref-type="bibr" rid="B48">48</xref>). In TCGA report, integrated analysis of CNV, mRNA, miRNA, DNA methylation, and reverse phase protein array identified four clusters of TETs (<xref ref-type="bibr" rid="B4">4</xref>). Subtype 1 is primarily represented by type B, subtype 2 by type TC, subtype 3 is primarily type AB, and subtype 4 is a mix of types A and AB. As expected, subtype 1 (mostly type B) was greatly enriched for cases with myasthenia gravis. Cases in subtypes 1 and 3 were associated with higher lymphocyte content, whereas <italic>GTF2I</italic> mutation was predominantly seen in subtypes 3 and 4. It remains to be understood if the presence of these clusters of gene expression is sustained by just two or more pattern of genomic mutations, whose detection remains challenging in tumors rich of lymphocytes. Enrichment of tumor cells in combination with deep coverage of sequencing could contribute to elucidate the somatic mutations of thymomas rich in non-neoplastic thymocytes.</p>
<p>In the current evaluation, C to A transversions were more common, whereas, according to the literature, C to T transitions were more frequently observed in TETs. Different mutation patterns have been reported for different types of tumors. For example, lung cancers share a mutation spectrum dominated by C to A mutations, consistent with their exposure to the polycyclic aromatic hydrocarbons in tobacco smoke, whereas melanomas show frequent C to T mutations caused by an altered repair of ultraviolet-induced covalent bonds between adjacent pyrimidines (<xref ref-type="bibr" rid="B49">49</xref>). Since mutations are more common in thymic carcinomas, the high incidence of C to T transitions reported in the literature could be related to these kinds of TETs. On the contrary, our analysis includes only thymomas with myasthenia gravis and possibly a different pattern of mutations sustained by a different etiological factor can be supposed for these tumors. In the literature, COSIMIC 1 mutational signature (spontaneous deamination of 5-methylcysteine) was observed in <italic>GTF2I</italic> mutant and wild-type tumors. On the contrary, COSMIC 5 (unknown etiology) was observed in <italic>GTF2I</italic> tumors and COSMIC 6 (defective mismatch repair) in <italic>TP53</italic> mutated tumors. In the current series, the presence of COSMIC 1 signature and of a signature associated to mismatch repair defect was observed (COSIMC 15). COSMIC 1 signature is associated to spontaneous deamination of 5-methylcysteine, a phenomenon observed in aging. This observation is concordant with the biology of TETs that usually occurs in older people. Mutational signatures could suggest a similar etiology for the initial transformation of thymic epithelial cells, but subsequent different routes of mutations in <italic>GFT2I</italic> mutated and in <italic>TP3</italic> mutated TETs.</p>
<p>Several targeted therapies have been tested for the treatment of advanced TETs with limited clinical efficacy. <italic>GTF2I</italic> was the only recurrent mutation between the literature and the current sequencing analysis. To date, there is no drug able to inhibit mutated GTF2I. Moreover, <italic>GTF2I</italic> mutated tumors usually present an indolent clinical behavior and surgery is curative for most of the cases. In order to identify possible targets for therapies, we used the M-CAP score to predict the effect of the observed mutations on oncogenes and tumor suppressor gene function. M-CAP is a classifier of somatic mutations that combines the results of multiple algorithms in a score with high sensitivity in predicting the chance of a functional or a structural aberration of the protein. Among oncogenes, <italic>HRAS</italic> A146V, <italic>ROS1</italic> W969L, <italic>KIT</italic> R588M, <italic>JAK3</italic> S680R, <italic>RET</italic> T676M, <italic>SF3B1</italic> I704T, <italic>FGFR3</italic> S269C and <italic>GLI</italic> R864W had significant M-CAP scores. ROS1, RET, FGFR3 and KIT are tyrosine kinase receptors of growth factors and JAK3 is a tyrosine kinase associated to growth factor receptors. Different inhibitors are available for each one of these genes, but the episodical observation in few samples limits our chance to design a clinical trial for a specific target. Moreover, the mutation should confer a gain of function of the protein in order to transform a proto-oncogene into an oncogene. None of these tyrosine kinase mutations has been reported to be oncogenic in the literature. The mutation of <italic>FGFR3</italic> S269C can activate the receptor by adding a cysteine residue in its extracellular domain implicated with altered skeletal formation when germline but not with the formation of tumors. <italic>FGFR3</italic> is considered an oncogene but has also tumor-suppressive properties in cells with epithelial phenotype (<xref ref-type="bibr" rid="B50">50</xref>). Only <italic>HRAS</italic> A146V has been previously described in colorectal cancers, and it is possibly implicated in tumorigenesis (<xref ref-type="bibr" rid="B51">51</xref>). However, the <italic>HRAS</italic> mutation observed is not the classical mutation of codon G12 or G13, which confers a slower hydrolysis of GTP. Specific inhibitors are available for the G12C mutation (<xref ref-type="bibr" rid="B52">52</xref>). Interestingly, the <italic>HRAS</italic> A146V co-occurred with <italic>GTF2I</italic> L424H mutation as predicted by the concordance table of the mutations observed in the literature. Tumor suppressor genes can be inactivated by several different mutations and multiple genes. We observed three inactivating mutations of <italic>NF1</italic>, supporting the importance of RAS activation for the development of TETs. NF1 functions as GAP protein, enhancing the hydrolysis of GTP bounds to RAS to GDP and switching off the downstream transduction of the intracellular signal pathway. Targeted therapies for inactivated tumor suppressor genes are not available to date and specific targets for aggressive thymomas remain to be identified for effective treatment.</p>
<p>From a clinical perspective, our analysis did not identify any mutations immediately eligible for targeted treatment. However, it does suggest a molecular subclassification of thymomas into at least two subgroups. We have confirmed that GTF2I mutated tumors exhibit a better prognosis because diagnosed only in stage I-II. Conversely, the other group of thymomas demonstrates a worse prognosis, and although a highly prevalent driver mutation has not been identified yet, BCOR mutations appear to be enriched within this subgroup. Due to the low incidence of thymomas, single-arm phase II trials are typically conducted to assess the efficacy of novel drugs. In order to better contextualize the results of these trials, it is important to include a prediction of the clinical behavior of thymomas based on their molecular aberrations. Our designed panel of genes could serve as a useful tool for the molecular classification of thymic epithelial tumors. This is particularly valuable because some of the most interesting genes mutated in thymomas are not included in standard panels for next-generation sequencing.</p>
<p>In conclusion, based on a comprehensive review of the literature, we have developed a gene panel for targeted resequencing of thymic epithelial tumors and confirmed the presence of GTF2I mutations in a subgroup of thymomas among patients with myasthenia gravis.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<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/s.</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 Committee of Tuscany Region for Clinical Trials - Section of North West Area (CEAVNO). The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>EP: Methodology, Investigation; FCu: Software, Investigation, Writing - Review &amp; Editing; SP: Writing - Review &amp; Editing; GT: Methodology; AV: Investigation; FCo: Resources, Writing - Review &amp; Editing, Funding acquisition; VN: Resources; MG: Investigation, Writing - Review &amp; Editing; MM: Resources; RR: Supervision; VA: Resources; MA: Resources; SB: Investigation, ML: Resources, Supervision; IP: Methodology, Writing - Original Draft, Supervision, Funding acquisition. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This research was founded by Tuscany Region with the grant: Thymogene from &#x201c;Bando Ricerca Salute 2018 and from &#x201c;Ail Pisa&#x201d; with the grant: in Memory of Doctor Guido Arzilla.</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>
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<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.2023.1224491/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2023.1224491/full#supplementary-material</ext-link>
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<supplementary-material xlink:href="Table_1.xlsx" id="ST1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>de Jong</surname> <given-names>WK</given-names>
</name>
<name>
<surname>Blaauwgeers</surname> <given-names>JL</given-names>
</name>
<name>
<surname>Schaapveld</surname> <given-names>M</given-names>
</name>
<name>
<surname>Timens</surname> <given-names>W</given-names>
</name>
<name>
<surname>Klinkenberg</surname> <given-names>TJ</given-names>
</name>
<name>
<surname>Groen</surname> <given-names>HJ</given-names>
</name>
</person-group>. <article-title>Thymic epithelial tumours: a population-based study of the incidence, diagnostic procedures and therapy</article-title>. <source>Eur J Canc</source> (<year>2008</year>) <volume>44</volume>(<issue>1</issue>):<page-range>123&#x2013;30</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.ejca.2007.11.004</pub-id>
</citation>
</ref>
<ref id="B2">
<label>2</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Marx</surname> <given-names>A</given-names>
</name>
<name>
<surname>Chan</surname> <given-names>JKC</given-names>
</name>
<name>
<surname>Chalabreysse</surname> <given-names>L</given-names>
</name>
<name>
<surname>Dacic</surname> <given-names>S</given-names>
</name>
<name>
<surname>Detterbeck</surname> <given-names>F</given-names>
</name>
<name>
<surname>French</surname> <given-names>CA</given-names>
</name>
<etal/>
</person-group>. <article-title>The 2021 WHO classification of tumors of the thymus and mediastinum: what is new in thymic epithelial, germ cell, and mesenchymal tumors</article-title>? <source>J Thorac Oncol</source> (<year>2022</year>) <volume>17</volume>(<issue>2</issue>):<page-range>200&#x2013;13</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.jtho.2021.10.010</pub-id>
</citation>
</ref>
<ref id="B3">
<label>3</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>De Rosa</surname> <given-names>A</given-names>
</name>
<name>
<surname>Fornili</surname> <given-names>M</given-names>
</name>
<name>
<surname>Maestri Tassoni</surname> <given-names>M</given-names>
</name>
<name>
<surname>Guida</surname> <given-names>M</given-names>
</name>
<name>
<surname>Baglietto</surname> <given-names>L</given-names>
</name>
<name>
<surname>Petrucci</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>Thymoma-associated myasthenia gravis: Clinical features and predictive value of antiacetylcholine receptor antibodies in the risk of recurrence of thymoma</article-title>. <source>Thorac Canc</source> (<year>2021</year>) <volume>12</volume>(<issue>1</issue>):<page-range>106&#x2013;13</page-range>. doi: <pub-id pub-id-type="doi">10.1111/1759-7714.13724</pub-id>
</citation>
</ref>
<ref id="B4">
<label>4</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Radovich</surname> <given-names>M</given-names>
</name>
<name>
<surname>Pickering</surname> <given-names>CR</given-names>
</name>
<name>
<surname>Felau</surname> <given-names>I</given-names>
</name>
<name>
<surname>Ha</surname> <given-names>G</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>H</given-names>
</name>
<name>
<surname>Jo</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>The integrated genomic landscape of thymic epithelial tumors</article-title>. <source>Cancer Cell</source> (<year>2018</year>) <volume>33</volume>(<issue>2</issue>):<fpage>244</fpage>&#x2013;<lpage>58.e10</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ccell.2018.01.003</pub-id>
</citation>
</ref>
<ref id="B5">
<label>5</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Detterbeck</surname> <given-names>FC</given-names>
</name>
<name>
<surname>Stratton</surname> <given-names>K</given-names>
</name>
<name>
<surname>Giroux</surname> <given-names>D</given-names>
</name>
<name>
<surname>Asamura</surname> <given-names>H</given-names>
</name>
<name>
<surname>Crowley</surname> <given-names>J</given-names>
</name>
<name>
<surname>Falkson</surname> <given-names>C</given-names>
</name>
<etal/>
</person-group>. <article-title>The IASLC/ITMIG Thymic Epithelial Tumors Staging Project: proposal for an evidence-based stage classification system for the forthcoming (8th) edition of the TNM classification of malignant tumors</article-title>. <source>J Thorac Oncol</source> (<year>2014</year>) <volume>9</volume>(<supplement>9 Suppl 2</supplement>):<page-range>S65&#x2013;72</page-range>. doi: <pub-id pub-id-type="doi">10.1097/JTO.0000000000000290</pub-id>
</citation>
</ref>
<ref id="B6">
<label>6</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Detterbeck</surname> <given-names>FC</given-names>
</name>
<name>
<surname>Parsons</surname> <given-names>AM</given-names>
</name>
</person-group>. <article-title>Management of stage I and II thymoma</article-title>. <source>Thorac Surg Clin</source> (<year>2011</year>) <volume>21</volume>(<issue>1</issue>):<fpage>59</fpage>&#x2013;<lpage>67</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.thorsurg.2010.08.001</pub-id>
</citation>
</ref>
<ref id="B7">
<label>7</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lucchi</surname> <given-names>M</given-names>
</name>
<name>
<surname>Melfi</surname> <given-names>F</given-names>
</name>
<name>
<surname>Dini</surname> <given-names>P</given-names>
</name>
<name>
<surname>Basolo</surname> <given-names>F</given-names>
</name>
<name>
<surname>Viti</surname> <given-names>A</given-names>
</name>
<name>
<surname>Givigliano</surname> <given-names>F</given-names>
</name>
<etal/>
</person-group>. <article-title>Neoadjuvant chemotherapy for stage III and IVA thymomas: a single-institution experience with a long follow-up</article-title>. <source>J Thorac Oncol</source> (<year>2006</year>) <volume>1</volume>(<issue>4</issue>):<page-range>308&#x2013;13</page-range>. doi: <pub-id pub-id-type="doi">10.1016/S1556-0864(15)31586-0</pub-id>
</citation>
</ref>
<ref id="B8">
<label>8</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Conforti</surname> <given-names>F</given-names>
</name>
<name>
<surname>Marino</surname> <given-names>M</given-names>
</name>
<name>
<surname>Vitolo</surname> <given-names>V</given-names>
</name>
<name>
<surname>Spaggiari</surname> <given-names>L</given-names>
</name>
<name>
<surname>Mantegazza</surname> <given-names>R</given-names>
</name>
<name>
<surname>Zucali</surname> <given-names>P</given-names>
</name>
<etal/>
</person-group>. <article-title>Clinical management of patients with thymic epithelial tumors: the recommendations endorsed by the Italian Association of Medical Oncology (AIOM)</article-title>. <source>ESMO Open</source> (<year>2021</year>) <volume>6</volume>(<issue>4</issue>):<fpage>100188</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.esmoop.2021.100188</pub-id>
</citation>
</ref>
<ref id="B9">
<label>9</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Petrini</surname> <given-names>I</given-names>
</name>
<name>
<surname>Meltzer</surname> <given-names>PS</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>IK</given-names>
</name>
<name>
<surname>Lucchi</surname> <given-names>M</given-names>
</name>
<name>
<surname>Park</surname> <given-names>KS</given-names>
</name>
<name>
<surname>Fontanini</surname> <given-names>G</given-names>
</name>
<etal/>
</person-group>. <article-title>A specific missense mutation in GTF2I occurs at high frequency in thymic epithelial tumors</article-title>. <source>Nat Genet</source> (<year>2014</year>) <volume>46</volume>(<issue>8</issue>):<page-range>844&#x2013;9</page-range>. doi: <pub-id pub-id-type="doi">10.1038/ng.3016</pub-id>
</citation>
</ref>
<ref id="B10">
<label>10</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thomas</surname> <given-names>A</given-names>
</name>
<name>
<surname>Rajan</surname> <given-names>A</given-names>
</name>
<name>
<surname>Berman</surname> <given-names>A</given-names>
</name>
<name>
<surname>Tomita</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Brzezniak</surname> <given-names>C</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>MJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Sunitinib in patients with chemotherapy-refractory thymoma and thymic carcinoma: an open-label phase 2 trial</article-title>. <source>Lancet Oncol</source> (<year>2015</year>) <volume>16</volume>(<issue>2</issue>):<page-range>177&#x2013;86</page-range>. doi: <pub-id pub-id-type="doi">10.1016/S1470-2045(14)71181-7</pub-id>
</citation>
</ref>
<ref id="B11">
<label>11</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sato</surname> <given-names>J</given-names>
</name>
<name>
<surname>Satouchi</surname> <given-names>M</given-names>
</name>
<name>
<surname>Itoh</surname> <given-names>S</given-names>
</name>
<name>
<surname>Okuma</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Niho</surname> <given-names>S</given-names>
</name>
<name>
<surname>Mizugaki</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Lenvatinib in patients with advanced or metastatic thymic carcinoma (REMORA): a multicentre, phase 2 trial</article-title>. <source>Lancet Oncol</source> (<year>2020</year>) <volume>21</volume>(<issue>6</issue>):<page-range>843&#x2013;50</page-range>. doi: <pub-id pub-id-type="doi">10.1016/S1470-2045(20)30162-5</pub-id>
</citation>
</ref>
<ref id="B12">
<label>12</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Giaccone</surname> <given-names>G</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>C</given-names>
</name>
<name>
<surname>Thompson</surname> <given-names>J</given-names>
</name>
<name>
<surname>McGuire</surname> <given-names>C</given-names>
</name>
<name>
<surname>Kallakury</surname> <given-names>B</given-names>
</name>
<name>
<surname>Chahine</surname> <given-names>JJ</given-names>
</name>
<etal/>
</person-group>. <article-title>Pembrolizumab in patients with thymic carcinoma: a single-arm, single-centre, phase 2 study</article-title>. <source>Lancet Oncol</source> (<year>2018</year>) <volume>19</volume>(<issue>3</issue>):<page-range>347&#x2013;55</page-range>. doi: <pub-id pub-id-type="doi">10.1016/S1470-2045(18)30062-7</pub-id>
</citation>
</ref>
<ref id="B13">
<label>13</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rajan</surname> <given-names>A</given-names>
</name>
<name>
<surname>Heery</surname> <given-names>CR</given-names>
</name>
<name>
<surname>Thomas</surname> <given-names>A</given-names>
</name>
<name>
<surname>Mammen</surname> <given-names>AL</given-names>
</name>
<name>
<surname>Perry</surname> <given-names>S</given-names>
</name>
<name>
<surname>O'Sullivan Coyne</surname> <given-names>G</given-names>
</name>
<etal/>
</person-group>. <article-title>Efficacy and tolerability of anti-programmed death-ligand 1 (PD-L1) antibody (Avelumab) treatment in advanced thymoma</article-title>. <source>J Immunother Canc</source> (<year>2019</year>) <volume>7</volume>(<issue>1</issue>):<fpage>269</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40425-019-0723-9</pub-id>
</citation>
</ref>
<ref id="B14">
<label>14</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Belani</surname> <given-names>R</given-names>
</name>
<name>
<surname>Oliveira</surname> <given-names>G</given-names>
</name>
<name>
<surname>Erikson</surname> <given-names>GA</given-names>
</name>
<name>
<surname>Ra</surname> <given-names>S</given-names>
</name>
<name>
<surname>Schechter</surname> <given-names>MS</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>JK</given-names>
</name>
<etal/>
</person-group>. <article-title>ASXL1 and DNMT3A mutation in a cytogenetically normal B3 thymoma</article-title>. <source>Oncogenesis.</source> (<year>2014</year>) <volume>3</volume>:<elocation-id>e111</elocation-id>. doi: <pub-id pub-id-type="doi">10.1038/oncsis.2014.25</pub-id>
</citation>
</ref>
<ref id="B15">
<label>15</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Enkner</surname> <given-names>F</given-names>
</name>
<name>
<surname>Pichlh&#xf6;fer</surname> <given-names>B</given-names>
</name>
<name>
<surname>Zaharie</surname> <given-names>AT</given-names>
</name>
<name>
<surname>Krunic</surname> <given-names>M</given-names>
</name>
<name>
<surname>Holper</surname> <given-names>TM</given-names>
</name>
<name>
<surname>Janik</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Molecular profiling of thymoma and thymic carcinoma: genetic differences and potential novel therapeutic targets</article-title>. <source>Pathol Oncol Res</source> (<year>2017</year>) <volume>23</volume>(<issue>3</issue>):<page-range>551&#x2013;64</page-range>. doi: <pub-id pub-id-type="doi">10.1007/s12253-016-0144-8</pub-id>
</citation>
</ref>
<ref id="B16">
<label>16</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wheler</surname> <given-names>J</given-names>
</name>
<name>
<surname>Hong</surname> <given-names>D</given-names>
</name>
<name>
<surname>Swisher</surname> <given-names>SG</given-names>
</name>
<name>
<surname>Falchook</surname> <given-names>G</given-names>
</name>
<name>
<surname>Tsimberidou</surname> <given-names>AM</given-names>
</name>
<name>
<surname>Helgason</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>Thymoma patients treated in a phase I clinic at MD Anderson Cancer Center: responses to mTOR inhibitors and molecular analyses</article-title>. <source>Oncotarget.</source> (<year>2013</year>) <volume>4</volume>(<issue>6</issue>):<page-range>890&#x2013;8</page-range>. doi: <pub-id pub-id-type="doi">10.18632/oncotarget.1015</pub-id>
</citation>
</ref>
<ref id="B17">
<label>17</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Petrini</surname> <given-names>I</given-names>
</name>
<name>
<surname>Rajan</surname> <given-names>A</given-names>
</name>
<name>
<surname>Pham</surname> <given-names>T</given-names>
</name>
<name>
<surname>Voeller</surname> <given-names>D</given-names>
</name>
<name>
<surname>Davis</surname> <given-names>S</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>Whole genome and transcriptome sequencing of a B3 thymoma</article-title>. <source>PloS One</source> (<year>2013</year>) <volume>8</volume>(<issue>4</issue>):<elocation-id>e60572</elocation-id>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0060572</pub-id>
</citation>
</ref>
<ref id="B18">
<label>18</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sakane</surname> <given-names>T</given-names>
</name>
<name>
<surname>Sakamoto</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Masaki</surname> <given-names>A</given-names>
</name>
<name>
<surname>Murase</surname> <given-names>T</given-names>
</name>
<name>
<surname>Okuda</surname> <given-names>K</given-names>
</name>
<name>
<surname>Nakanishi</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>Mutation profile of thymic carcinoma and thymic neuroendocrine tumor by targeted next-generation sequencing</article-title>. <source>Clin Lung Canc</source> (<year>2021</year>) <volume>22</volume>(<issue>2</issue>):<fpage>92</fpage>&#x2013;<lpage>9.e4</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cllc.2020.11.010</pub-id>
</citation>
</ref>
<ref id="B19">
<label>19</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Peng</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>X</given-names>
</name>
<name>
<surname>Cheng</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>W</given-names>
</name>
<name>
<surname>Su</surname> <given-names>T</given-names>
</name>
<etal/>
</person-group>. <article-title>Whole exome sequencing of thymic neuroendocrine tumor with ectopic ACTH syndrome</article-title>. <source>Eur J Endocrinol</source> (<year>2017</year>) <volume>176</volume>(<issue>2</issue>):<page-range>187&#x2013;94</page-range>. doi: <pub-id pub-id-type="doi">10.1530/EJE-16-0546</pub-id>
</citation>
</ref>
<ref id="B20">
<label>20</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Thomas</surname> <given-names>A</given-names>
</name>
<name>
<surname>Lau</surname> <given-names>C</given-names>
</name>
<name>
<surname>Rajan</surname> <given-names>A</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Killian</surname> <given-names>JK</given-names>
</name>
<etal/>
</person-group>. <article-title>Mutations of epigenetic regulatory genes are common in thymic carcinomas</article-title>. <source>Sci Rep</source> (<year>2014</year>) <volume>4</volume>:<fpage>7336</fpage>. doi: <pub-id pub-id-type="doi">10.1038/srep07336</pub-id>
</citation>
</ref>
<ref id="B21">
<label>21</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shitara</surname> <given-names>M</given-names>
</name>
<name>
<surname>Okuda</surname> <given-names>K</given-names>
</name>
<name>
<surname>Suzuki</surname> <given-names>A</given-names>
</name>
<name>
<surname>Tatematsu</surname> <given-names>T</given-names>
</name>
<name>
<surname>Hikosaka</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Moriyama</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Genetic profiling of thymic carcinoma using targeted next-generation sequencing</article-title>. <source>Lung Canc</source> (<year>2014</year>) <volume>86</volume>(<issue>2</issue>):<page-range>174&#x2013;9</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.lungcan.2014.08.020</pub-id>
</citation>
</ref>
<ref id="B22">
<label>22</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wingett</surname> <given-names>SW</given-names>
</name>
<name>
<surname>Andrews</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>FastQ Screen: A tool for multi-genome mapping and quality control</article-title>. <source>F1000Res.</source> (<year>2018</year>) <volume>7</volume>:<fpage>1338</fpage>. doi: <pub-id pub-id-type="doi">10.12688/f1000research.15931.1</pub-id>
</citation>
</ref>
<ref id="B23">
<label>23</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>S</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Gu</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>fastp: an ultra-fast all-in-one FASTQ preprocessor</article-title>. <source>Bioinformatics</source> (<year>2018</year>) <volume>34</volume>(<issue>17</issue>):<page-range>i884&#x2013;i90</page-range>. doi: <pub-id pub-id-type="doi">10.1093/bioinformatics/bty560</pub-id>
</citation>
</ref>
<ref id="B24">
<label>24</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>H</given-names>
</name>
<name>
<surname>Handsaker</surname> <given-names>B</given-names>
</name>
<name>
<surname>Wysoker</surname> <given-names>A</given-names>
</name>
<name>
<surname>Fennell</surname> <given-names>T</given-names>
</name>
<name>
<surname>Ruan</surname> <given-names>J</given-names>
</name>
<name>
<surname>Homer</surname> <given-names>N</given-names>
</name>
<etal/>
</person-group>. <article-title>The sequence alignment/map format and SAMtools</article-title>. <source>Bioinformatics</source> (<year>2009</year>) <volume>25</volume>(<issue>16</issue>):<page-range>2078&#x2013;9</page-range>. doi: <pub-id pub-id-type="doi">10.1093/bioinformatics/btp352</pub-id>
</citation>
</ref>
<ref id="B25">
<label>25</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McKenna</surname> <given-names>A</given-names>
</name>
<name>
<surname>Hanna</surname> <given-names>M</given-names>
</name>
<name>
<surname>Banks</surname> <given-names>E</given-names>
</name>
<name>
<surname>Sivachenko</surname> <given-names>A</given-names>
</name>
<name>
<surname>Cibulskis</surname> <given-names>K</given-names>
</name>
<name>
<surname>Kernytsky</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>The Genome Analysis Toolkit: a MapReduce framework for analyzing next-generation DNA sequencing data</article-title>. <source>Genome Res</source> (<year>2010</year>) <volume>20</volume>(<issue>9</issue>):<page-range>1297&#x2013;303</page-range>. doi: <pub-id pub-id-type="doi">10.1101/gr.107524.110</pub-id>
</citation>
</ref>
<ref id="B26">
<label>26</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lai</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Markovets</surname> <given-names>A</given-names>
</name>
<name>
<surname>Ahdesmaki</surname> <given-names>M</given-names>
</name>
<name>
<surname>Chapman</surname> <given-names>B</given-names>
</name>
<name>
<surname>Hofmann</surname> <given-names>O</given-names>
</name>
<name>
<surname>McEwen</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>VarDict: a novel and versatile variant caller for next-generation sequencing in cancer research</article-title>. <source>Nucleic Acids Res</source> (<year>2016</year>) <volume>44</volume>(<issue>11</issue>):<elocation-id>e108</elocation-id>. doi: <pub-id pub-id-type="doi">10.1093/nar/gkw227</pub-id>
</citation>
</ref>
<ref id="B27">
<label>27</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Auton</surname> <given-names>A</given-names>
</name>
<name>
<surname>Brooks</surname> <given-names>LD</given-names>
</name>
<name>
<surname>Durbin</surname> <given-names>RM</given-names>
</name>
<name>
<surname>Garrison</surname> <given-names>EP</given-names>
</name>
<name>
<surname>Kang</surname> <given-names>HM</given-names>
</name>
<name>
<surname>Korbel</surname> <given-names>JO</given-names>
</name>
<etal/>
</person-group>. <article-title>A global reference for human genetic variation</article-title>. <source>Nature</source> (<year>2015</year>) <volume>526</volume>(<issue>7571</issue>):<fpage>68</fpage>&#x2013;<lpage>74</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nature15393</pub-id>
</citation>
</ref>
<ref id="B28">
<label>28</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Karczewski</surname> <given-names>KJ</given-names>
</name>
<name>
<surname>Francioli</surname> <given-names>LC</given-names>
</name>
<name>
<surname>Tiao</surname> <given-names>G</given-names>
</name>
<name>
<surname>Cummings</surname> <given-names>BB</given-names>
</name>
<name>
<surname>Alf&#xf6;ldi</surname> <given-names>J</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Q</given-names>
</name>
<etal/>
</person-group>. <article-title>The mutational constraint spectrum quantified from variation in 141,456 humans</article-title>. <source>Nature</source> (<year>2020</year>) <volume>581</volume>(<issue>7809</issue>):<page-range>434&#x2013;43</page-range>. doi: <pub-id pub-id-type="doi">10.1038/s41586-020-2308-7</pub-id>
</citation>
</ref>
<ref id="B29">
<label>29</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McNulty</surname> <given-names>SN</given-names>
</name>
<name>
<surname>Parikh</surname> <given-names>BA</given-names>
</name>
<name>
<surname>Duncavage</surname> <given-names>EJ</given-names>
</name>
<name>
<surname>Heusel</surname> <given-names>JW</given-names>
</name>
<name>
<surname>Pfeifer</surname> <given-names>JD</given-names>
</name>
</person-group>. <article-title>Optimization of population frequency cutoffs for filtering common germline polymorphisms from tumor-only next-generation sequencing data</article-title>. <source>J Mol Diagn</source> (<year>2019</year>) <volume>21</volume>(<issue>5</issue>):<page-range>903&#x2013;12</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.jmoldx.2019.05.005</pub-id>
</citation>
</ref>
<ref id="B30">
<label>30</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ghandi</surname> <given-names>M</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>FW</given-names>
</name>
<name>
<surname>Jan&#xe9;-Valbuena</surname> <given-names>J</given-names>
</name>
<name>
<surname>Kryukov</surname> <given-names>GV</given-names>
</name>
<name>
<surname>Lo</surname> <given-names>CC</given-names>
</name>
<name>
<surname>McDonald</surname> <given-names>ER</given-names>
</name>
<etal/>
</person-group>. <article-title>Next-generation characterization of the cancer cell line encyclopedia</article-title>. <source>Nature</source> (<year>2019</year>) <volume>569</volume>(<issue>7757</issue>):<page-range>503&#x2013;8</page-range>. doi: <pub-id pub-id-type="doi">10.1038/s41586-019-1186-3</pub-id>
</citation>
</ref>
<ref id="B31">
<label>31</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>K</given-names>
</name>
<name>
<surname>Li</surname> <given-names>M</given-names>
</name>
<name>
<surname>Hakonarson</surname> <given-names>H</given-names>
</name>
</person-group>. <article-title>ANNOVAR: functional annotation of genetic variants from high-throughput sequencing data</article-title>. <source>Nucleic Acids Res</source> (<year>2010</year>) <volume>38</volume>(<issue>16</issue>):<elocation-id>e164</elocation-id>. doi: <pub-id pub-id-type="doi">10.1093/nar/gkq603</pub-id>
</citation>
</ref>
<ref id="B32">
<label>32</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mayakonda</surname> <given-names>A</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>DC</given-names>
</name>
<name>
<surname>Assenov</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Plass</surname> <given-names>C</given-names>
</name>
<name>
<surname>Koeffler</surname> <given-names>HP</given-names>
</name>
</person-group>. <article-title>Maftools: efficient and comprehensive analysis of somatic variants in cancer</article-title>. <source>Genome Res</source> (<year>2018</year>) <volume>28</volume>(<issue>11</issue>):<page-range>1747&#x2013;56</page-range>. doi: <pub-id pub-id-type="doi">10.1101/gr.239244.118</pub-id>
</citation>
</ref>
<ref id="B33">
<label>33</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alexandrov</surname> <given-names>LB</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>J</given-names>
</name>
<name>
<surname>Haradhvala</surname> <given-names>NJ</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>MN</given-names>
</name>
<name>
<surname>Tian Ng</surname> <given-names>AW</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>The repertoire of mutational signatures in human cancer</article-title>. <source>Nature</source> (<year>2020</year>) <volume>578</volume>(<issue>7793</issue>):<fpage>94</fpage>&#x2013;<lpage>101</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41586-020-1943-3</pub-id>
</citation>
</ref>
<ref id="B34">
<label>34</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tate</surname> <given-names>JG</given-names>
</name>
<name>
<surname>Bamford</surname> <given-names>S</given-names>
</name>
<name>
<surname>Jubb</surname> <given-names>HC</given-names>
</name>
<name>
<surname>Sondka</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Beare</surname> <given-names>DM</given-names>
</name>
<name>
<surname>Bindal</surname> <given-names>N</given-names>
</name>
<etal/>
</person-group>. <article-title>COSMIC: the catalogue of somatic mutations in cancer</article-title>. <source>Nucleic Acids Res</source> (<year>2019</year>) <volume>47</volume>(<issue>D1</issue>):<page-range>D941&#x2013;D7</page-range>. doi: <pub-id pub-id-type="doi">10.1093/nar/gky1015</pub-id>
</citation>
</ref>
<ref id="B35">
<label>35</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Amemiya</surname> <given-names>HM</given-names>
</name>
<name>
<surname>Kundaje</surname> <given-names>A</given-names>
</name>
<name>
<surname>Boyle</surname> <given-names>AP</given-names>
</name>
</person-group>. <article-title>The ENCODE blacklist: identification of problematic regions of the genome</article-title>. <source>Sci Rep</source> (<year>2019</year>) <volume>9</volume>(<issue>1</issue>):<fpage>9354</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-019-45839-z</pub-id>
</citation>
</ref>
<ref id="B36">
<label>36</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mandelker</surname> <given-names>D</given-names>
</name>
<name>
<surname>Schmidt</surname> <given-names>RJ</given-names>
</name>
<name>
<surname>Ankala</surname> <given-names>A</given-names>
</name>
<name>
<surname>McDonald Gibson</surname> <given-names>K</given-names>
</name>
<name>
<surname>Bowser</surname> <given-names>M</given-names>
</name>
<name>
<surname>Sharma</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>Navigating highly homologous genes in a molecular diagnostic setting: a resource for clinical next-generation sequencing</article-title>. <source>Genet Med</source> (<year>2016</year>) <volume>18</volume>(<issue>12</issue>):<page-range>1282&#x2013;9</page-range>. doi: <pub-id pub-id-type="doi">10.1038/gim.2016.58</pub-id>
</citation>
</ref>
<ref id="B37">
<label>37</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chakravarty</surname> <given-names>D</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>J</given-names>
</name>
<name>
<surname>Phillips</surname> <given-names>SM</given-names>
</name>
<name>
<surname>Kundra</surname> <given-names>R</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>H</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>J</given-names>
</name>
<etal/>
</person-group>. <article-title>OncoKB: A precision oncology knowledge base</article-title>. <source>JCO Precis Oncol</source> (<year>2017</year>) <volume>2017</volume>. doi: <pub-id pub-id-type="doi">10.1200/PO.17.00011</pub-id>
</citation>
</ref>
<ref id="B38">
<label>38</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tarrini</surname> <given-names>G</given-names>
</name>
<name>
<surname>Ciabatti</surname> <given-names>E</given-names>
</name>
<name>
<surname>Pacini</surname> <given-names>S</given-names>
</name>
<name>
<surname>Galimberti</surname> <given-names>S</given-names>
</name>
<name>
<surname>Petrini</surname> <given-names>I</given-names>
</name>
</person-group>. <article-title>Mutations are common in thymic epithelial tumors but not in hematological malignancies</article-title>. <source>Anticancer Res</source> (<year>2017</year>) <volume>37</volume>(<issue>10</issue>):<page-range>5459&#x2013;62</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.21873/anticanres.11974</pub-id>
</citation>
</ref>
<ref id="B39">
<label>39</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>K</given-names>
</name>
<name>
<surname>Che</surname> <given-names>J</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>X</given-names>
</name>
<name>
<surname>Jin</surname> <given-names>R</given-names>
</name>
<name>
<surname>Xiang</surname> <given-names>J</given-names>
</name>
<name>
<surname>Han</surname> <given-names>D</given-names>
</name>
<etal/>
</person-group>. <article-title>Next-generation sequencing in thymic epithelial tumors uncovered novel genomic aberration sites and strong correlation between TMB and MSH6 single nucleotide variations</article-title>. <source>Cancer Lett</source> (<year>2020</year>) <volume>476</volume>:<fpage>75</fpage>&#x2013;<lpage>86</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.canlet.2020.02.001</pub-id>
</citation>
</ref>
<ref id="B40">
<label>40</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Szpechcinski</surname> <given-names>A</given-names>
</name>
<name>
<surname>Szolkowska</surname> <given-names>M</given-names>
</name>
<name>
<surname>Winiarski</surname> <given-names>S</given-names>
</name>
<name>
<surname>Lechowicz</surname> <given-names>U</given-names>
</name>
<name>
<surname>Wisniewski</surname> <given-names>P</given-names>
</name>
<name>
<surname>Knetki-Wroblewska</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>Targeted next-generation sequencing of thymic epithelial tumours revealed pathogenic variants in</article-title>. <source>Cancers (Basel)</source> (<year>2022</year>) <volume>14</volume>(<issue>14</issue>):<page-range>1375&#x2013;86</page-range>. doi: <pub-id pub-id-type="doi">10.3390/cancers14143388</pub-id>
</citation>
</ref>
<ref id="B41">
<label>41</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Petrini</surname> <given-names>I</given-names>
</name>
<name>
<surname>Barachini</surname> <given-names>S</given-names>
</name>
<name>
<surname>Carnicelli</surname> <given-names>V</given-names>
</name>
<name>
<surname>Galimberti</surname> <given-names>S</given-names>
</name>
<name>
<surname>Modeo</surname> <given-names>L</given-names>
</name>
<name>
<surname>Boni</surname> <given-names>R</given-names>
</name>
<etal/>
</person-group>. <article-title>ED-B fibronectin expression is a marker of epithelial-mesenchymal transition in translational oncology</article-title>. <source>Oncotarget</source> (<year>2017</year>) <volume>8</volume>(<issue>3</issue>):<page-range>4914&#x2013;21</page-range>. doi: <pub-id pub-id-type="doi">10.18632/oncotarget.13615</pub-id>
</citation>
</ref>
<ref id="B42">
<label>42</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cufi</surname> <given-names>P</given-names>
</name>
<name>
<surname>Soussan</surname> <given-names>P</given-names>
</name>
<name>
<surname>Truffault</surname> <given-names>F</given-names>
</name>
<name>
<surname>Fetouchi</surname> <given-names>R</given-names>
</name>
<name>
<surname>Robinet</surname> <given-names>M</given-names>
</name>
<name>
<surname>Fadel</surname> <given-names>E</given-names>
</name>
<etal/>
</person-group>. <article-title>Thymoma-associated myasthenia gravis: On the search for a pathogen signature</article-title>. <source>J Autoimmun</source> (<year>2014</year>) <volume>52</volume>:<fpage>29</fpage>&#x2013;<lpage>35</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jaut.2013.12.018</pub-id>
</citation>
</ref>
<ref id="B43">
<label>43</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Higuchi</surname> <given-names>R</given-names>
</name>
<name>
<surname>Goto</surname> <given-names>T</given-names>
</name>
<name>
<surname>Hirotsu</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Yokoyama</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Nakagomi</surname> <given-names>T</given-names>
</name>
<name>
<surname>Otake</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Primary driver mutations in</article-title>. <source>Cancers (Basel)</source> (<year>2020</year>) <volume>12</volume>(<issue>8</issue>). doi: <pub-id pub-id-type="doi">10.3390/cancers12082032</pub-id>
</citation>
</ref>
<ref id="B44">
<label>44</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname> <given-names>IK</given-names>
</name>
<name>
<surname>Rao</surname> <given-names>G</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>X</given-names>
</name>
<name>
<surname>Fan</surname> <given-names>R</given-names>
</name>
<name>
<surname>Avantaggiati</surname> <given-names>ML</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>Mutant GTF2I induces cell transformation and metabolic alterations in thymic epithelial cells</article-title>. <source>Cell Death Differ</source> (<year>2020</year>) <volume>27</volume>(<issue>7</issue>):<page-range>2263&#x2013;79</page-range>. doi: <pub-id pub-id-type="doi">10.1038/s41418-020-0502-7</pub-id>
</citation>
</ref>
<ref id="B45">
<label>45</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Giorgetti</surname> <given-names>OB</given-names>
</name>
<name>
<surname>Nusser</surname> <given-names>A</given-names>
</name>
<name>
<surname>Boehm</surname> <given-names>T</given-names>
</name>
</person-group>. <article-title>Human thymoma-associated mutation of the GTF2I transcription factor impairs thymic epithelial progenitor differentiation in mice</article-title>. <source>Commun Biol</source> (<year>2022</year>) <volume>5</volume>(<issue>1</issue>):<fpage>1037</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s42003-022-04002-7</pub-id>
</citation>
</ref>
<ref id="B46">
<label>46</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>He</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>IK</given-names>
</name>
<name>
<surname>Bian</surname> <given-names>J</given-names>
</name>
<name>
<surname>Polyzos</surname> <given-names>A</given-names>
</name>
<name>
<surname>Di Giammartino</surname> <given-names>DC</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>YW</given-names>
</name>
<etal/>
</person-group>. <article-title>A knock-in mouse model of thymoma with the GTF2I L424H mutation</article-title>. <source>J Thorac Oncol</source> (<year>2022</year>) <volume>17</volume>(<issue>12</issue>):<page-range>1375&#x2013;86</page-range>. doi: <pub-id pub-id-type="doi">10.1016/j.jtho.2022.08.008</pub-id>
</citation>
</ref>
<ref id="B47">
<label>47</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Astolfi</surname> <given-names>A</given-names>
</name>
<name>
<surname>Fiore</surname> <given-names>M</given-names>
</name>
<name>
<surname>Melchionda</surname> <given-names>F</given-names>
</name>
<name>
<surname>Indio</surname> <given-names>V</given-names>
</name>
<name>
<surname>Bertuccio</surname> <given-names>SN</given-names>
</name>
<name>
<surname>Pession</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>BCOR involvement in cancer</article-title>. <source>Epigenomics</source> (<year>2019</year>) <volume>11</volume>(<issue>7</issue>):<page-range>835&#x2013;55</page-range>. doi: <pub-id pub-id-type="doi">10.2217/epi-2018-0195</pub-id>
</citation>
</ref>
<ref id="B48">
<label>48</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kang</surname> <given-names>JH</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>SH</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>J</given-names>
</name>
<name>
<surname>Choi</surname> <given-names>M</given-names>
</name>
<name>
<surname>Cho</surname> <given-names>J</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>SJ</given-names>
</name>
<etal/>
</person-group>. <article-title>The mutation of BCOR is highly recurrent and oncogenic in mature T-cell lymphoma</article-title>. <source>BMC Canc</source> (<year>2021</year>) <volume>21</volume>(<issue>1</issue>):<fpage>82</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12885-021-07806-8</pub-id>
</citation>
</ref>
<ref id="B49">
<label>49</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lawrence</surname> <given-names>MS</given-names>
</name>
<name>
<surname>Stojanov</surname> <given-names>P</given-names>
</name>
<name>
<surname>Polak</surname> <given-names>P</given-names>
</name>
<name>
<surname>Kryukov</surname> <given-names>GV</given-names>
</name>
<name>
<surname>Cibulskis</surname> <given-names>K</given-names>
</name>
<name>
<surname>Sivachenko</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Mutational heterogeneity in cancer and the search for new cancer-associated genes</article-title>. <source>Nature</source> (<year>2013</year>) <volume>499</volume>(<issue>7457</issue>):<page-range>214&#x2013;8</page-range>. doi: <pub-id pub-id-type="doi">10.1038/nature12213</pub-id>
</citation>
</ref>
<ref id="B50">
<label>50</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lafitte</surname> <given-names>M</given-names>
</name>
<name>
<surname>Moranvillier</surname> <given-names>I</given-names>
</name>
<name>
<surname>Garcia</surname> <given-names>S</given-names>
</name>
<name>
<surname>Peuchant</surname> <given-names>E</given-names>
</name>
<name>
<surname>Iovanna</surname> <given-names>J</given-names>
</name>
<name>
<surname>Rousseau</surname> <given-names>B</given-names>
</name>
<etal/>
</person-group>. <article-title>FGFR3 has tumor suppressor properties in cells with epithelial phenotype</article-title>. <source>Mol Canc</source> (<year>2013</year>) <volume>12</volume>:<fpage>83</fpage>. doi: <pub-id pub-id-type="doi">10.1186/1476-4598-12-83</pub-id>
</citation>
</ref>
<ref id="B51">
<label>51</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wey</surname> <given-names>M</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>J</given-names>
</name>
<name>
<surname>Jeong</surname> <given-names>SS</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>J</given-names>
</name>
<name>
<surname>Heo</surname> <given-names>J</given-names>
</name>
</person-group>. <article-title>Kinetic mechanisms of mutation-dependent Harvey Ras activation and their relevance for the development of Costello syndrome</article-title>. <source>Biochemistry</source> (<year>2013</year>) <volume>52</volume>(<issue>47</issue>):<page-range>8465&#x2013;79</page-range>. doi: <pub-id pub-id-type="doi">10.1021/bi400679q</pub-id>
</citation>
</ref>
<ref id="B52">
<label>52</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>J&#xe4;nne</surname> <given-names>PA</given-names>
</name>
<name>
<surname>Riely</surname> <given-names>GJ</given-names>
</name>
<name>
<surname>Gadgeel</surname> <given-names>SM</given-names>
</name>
<name>
<surname>Heist</surname> <given-names>RS</given-names>
</name>
<name>
<surname>Ou</surname> <given-names>SI</given-names>
</name>
<name>
<surname>Pacheco</surname> <given-names>JM</given-names>
</name>
<etal/>
</person-group>. <article-title>Adagrasib in non-small-cell lung cancer harboring a</article-title>. <source>N Engl J Med</source> (<year>2022</year>) <volume>387</volume>(<issue>2</issue>):<page-range>120&#x2013;31</page-range>. doi: <pub-id pub-id-type="doi">10.1056/NEJMoa2204619</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>

