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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2022.1035188</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>Inflammation-related citrullination of matrisome proteins in human cancer</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Rappu</surname>
<given-names>Pekka</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1988363"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Suwal</surname>
<given-names>Ujjwal</given-names>
</name>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1981641"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Siljam&#xe4;ki</surname>
<given-names>Elina</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2072342"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Heino</surname>
<given-names>Jyrki</given-names>
</name>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Department of Life Technologies and InFLAMES Research Flagship Center, University of Turku</institution>, <addr-line>Turku</addr-line>, <country>Finland</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Tao Liu, University of New South Wales, Australia</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Marie-Claire Mechin, Universit&#xe9; Toulouse III Paul Sabatier, France; Zoi Piperigkou, University of Patras, Greece; Marta Susana Marco, Universidad de la Rep&#xfa;blica, Uruguay</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Pekka Rappu, <email xlink:href="mailto:pekka.rappu@utu.fi">pekka.rappu@utu.fi</email>
</p>
</fn>
<fn fn-type="other" id="fn003">
<p>&#x2020;These authors share first authorship</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Molecular and Cellular Oncology, a section of the journal Frontiers in Oncology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>12</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>12</volume>
<elocation-id>1035188</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>09</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Rappu, Suwal, Siljam&#xe4;ki and Heino</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Rappu, Suwal, Siljam&#xe4;ki and Heino</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>Introduction</title>
<p>Protein arginine deiminases (PADs) are intracellular enzymes that may, especially in pathological conditions, also citrullinate extracellular substrates, including matrisome proteins such as structural proteins in extracellular matrix (ECM). PADs are abundantly expressed in human cancer cells. Citrullination of matrisome proteins has been reported in colon cancer but the phenomenon has never been systematically studied.</p>
</sec>
<sec>
<title>Methods</title>
<p>To gain a broader view of citrullination of matrisome proteins in cancer, we analyzed cancer proteomics data sets in 3 public databases for citrullinated matrisome proteins. In addition, we used three-dimensional cell cocultures of fibroblasts and cancer cells and analyzed citrullination of ECM.</p>
</sec>
<sec>
<title>Results and discussion</title>
<p>Our new analysis indicate that citrullination of ECM occurs in human cancer, and there is a significant variation between tumors. Most frequently citrullinated proteins included fibrinogen and fibronectin, which are typically citrullinated in rheumatoid inflammation. We also detected correlation between immune cell marker proteins, matrix metalloproteinases and ECM citrullination, which suggests that in cancer, citrullination of matrisome proteins is predominantly an inflammation-related phenomenon. This was further supported by our analysis of three-dimensional spheroid co-cultures of nine human cancer cell lines and fibroblasts by mass spectrometry, which gave no evidence that cancer cells or fibroblasts could citrullinate matrisome proteins in tumor stroma. It also appears that in the spheroid cultures, matrisome proteins are protected from citrullination.</p>
</sec>
</abstract>
<kwd-group>
<kwd>citrullination</kwd>
<kwd>inflammation</kwd>
<kwd>extracellular matrix</kwd>
<kwd>cancer</kwd>
<kwd>proteomics</kwd>
</kwd-group>
<contract-num rid="cn004">329743</contract-num>
<contract-sponsor id="cn001">Jane ja Aatos Erkon S&#xe4;&#xe4;ti&#xf6;<named-content content-type="fundref-id">10.13039/501100004012</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Sigrid Jus&#xe9;liuksen S&#xe4;&#xe4;ti&#xf6;<named-content content-type="fundref-id">10.13039/501100006306</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Sy&#xf6;p&#xe4;j&#xe4;rjest&#xf6;t<named-content content-type="fundref-id">10.13039/501100006383</named-content>
</contract-sponsor>
<contract-sponsor id="cn004">Academy of Finland<named-content content-type="fundref-id">10.13039/501100002341</named-content>
</contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="65"/>
<page-count count="13"/>
<word-count count="6441"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Protein arginine deiminases 2 and 4 (PAD2 and PAD4) are abundant calcium-dependent enzymes in cancer cells and tissues (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). In addition, PAD1 has been shown to be overexpressed in triple-negative breast cancer (<xref ref-type="bibr" rid="B3">3</xref>). In murine model the inhibition of PADs reduced liver metastasis formation by colon cancer cells (<xref ref-type="bibr" rid="B4">4</xref>). However, in human colorectal carcinoma high expression levels of nuclear PAD4 and cytoplasmic PAD2 and PAD4 have been associated with an increase in overall survival (<xref ref-type="bibr" rid="B5">5</xref>). PAD2 and PAD4 both catalyze the deimination of protein associated arginine residues, <italic>i.e.</italic>, they citrullinate proteins (<xref ref-type="bibr" rid="B6">6</xref>). PADs are typically intracellular enzymes that regulate the function of proteins such as chromatin forming histones in the nucleus and modify cellular signaling in the cytosol (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>Protein citrullination has been intensively studied in chronic inflammation, especially in rheumatoid arthritis (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B9">9</xref>). Many inflammatory cells, including neutrophils, monocytes and macrophages, express PADs and the enzymes are released into extracellular space with an incompletely known mechanism. Citrullination of extracellular matrix (ECM) molecules, especially collagens, creates new antigenic epitopes and promotes autoimmunological responses that may play a critical role in the pathogenesis of rheumatoid disease (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B9">9</xref>). Furthermore, the deimination of arginine residues in ECM proteins, such as collagens, fibronectin and matrix metalloproteinases, may also affect their function as mediators of cell adhesion and matrix remodeling (<xref ref-type="bibr" rid="B10">10</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>). The latent preform of transforming growth factor &#x3b2; (TGF-&#x3b2;) is bound to ECM and is activated by an arginine-glycine-aspartic acid motif (RGD motif) and in an integrin adhesion receptor-dependent manner. Citrullination of the arginine residue in the RGD motif can also prevent TGF-&#x3b2; activation (<xref ref-type="bibr" rid="B13">13</xref>). Citrullination of yet another ECM protein, namely fibulin-5 (FBLN5), by PAD2 has been detected in lungs of young mice where the process promotes elastogenesis (<xref ref-type="bibr" rid="B14">14</xref>). Genetic ablation of PAD2 results in attenuated elastogenesis <italic>in vitro</italic> and age-dependent emphysema <italic>in vivo</italic> (<xref ref-type="bibr" rid="B14">14</xref>).</p>
<p>Whereas citrullination has been studied extensively in rheumatoid arthritis (<xref ref-type="bibr" rid="B15">15</xref>), citrullination of matrisome proteins in cancer has not been systematically analyzed. Matrisome contains both ECM and ECM-associated proteins (<xref ref-type="bibr" rid="B16">16</xref>). One previous report indicates that citrullination of matrisome may have important role during the growth of liver metastasis in colorectal cancer (<xref ref-type="bibr" rid="B4">4</xref>). Furthermore, protein citrullination may also be an important source of neoantigens in cancer (<xref ref-type="bibr" rid="B17">17</xref>).</p>
<p>We have analyzed cancer proteomics data sets in public proteomics databases PRIDE, MassIVE and CPTAC for citrullinated ECM proteins. We show that citrullination of ECM occurs in human cancer with a significant variation between tumors. We also report a correlation between immune cell marker proteins and matrisome citrullination in human tumors, suggesting that ECM citrullination is predominantly an inflammation-related phenomenon in cancer. This is further supported by our experiments utilizing spheroid cell cultures of cancer cell lines and fibroblasts, which gave no evidence that cancer cells or fibroblasts could citrullinate ECM proteins.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Cell lines and cell culture</title>
<p>UT-SCC-7 (RRID : CVCL_7868) cell line was established from surgically removed metastatic cutaneous squamous cell carcinoma (cSCC) of the skin in Turku University Hospital, and human head and neck SCC cell line UT-SCC-2 (RRID : CVCL_7820) was established from primary SCC of the oral cavity in Turku University Hospital (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>). UT-SCC-7, UT-SCC-2 and HepG2 (RRID : CVCL_0027, hepatocellular carcinoma) cells were a kind gift from Professor Veli-Matti K&#xe4;h&#xe4;ri (Department of Dermatology, University of Turku and Turku University Hospital, Turku, Finland). A549 (RRID: CVCL_0023, lung carcinoma), MDA-MB-231 (RRID : CVCL_0062) and MCF7 (RRID : CVCL_0031) (breast adenocarcinomas) cells were purchased from ATCC. SKOV3 (RRID : CVCL_0532) and Caov-3 (RRID : CVCL_0201) (ovarian adenocarcinomas) cell lines were a kind gift from Professor Klaus Elenius (Institute of Biomedicine, University of Turku, Finland). Caco-2 (RRID : CVCL_0025, colorectal adenocarcinoma) cells were kindly provided by Professor Diana Toivola (Faculty of Science and Engineering, &#xc5;bo Akademi University, Turku, Finland). Human primary prostate cancer fibroblasts (CAF) were established as previously described (<xref ref-type="bibr" rid="B20">20</xref>), and used up to passage 10. Human primary gingival fibroblasts (GFB) were purchased from ATCC and used up to passage 10. Primary human adult skin fibroblasts (SFB) were from the cell line collection of the Medical Biochemistry/the University of Turku and a kind gift from Professor Risto Penttinen. The fibroblasts were from male donor aged 24 years and they were used up to passage 12. A549, SKOV3, Caov-3, MDA-MB-231, MCF7, Caco-2 and HepG2 cell lines were authenticated by short tandem repeat DNA profiling. Genotyping was performed by the Institute for Molecular Medicine Finland FIMM Technology Centre, University of Helsinki.</p>
<p>All cell lines were grown in Dulbecco&#x2019;s modified Eagle&#x2019;s medium (DMEM with 4.5 g/L glucose; 12-614F, Lonza) supplemented with 10% fetal calf serum (FCS), L-glutamine (6 nmol/L), penicillin (100 U/ml) and streptomycin (100 &#x3bc;g/ml). 1 x MEM non-essential amino acids (11140-035, Gibco) were added to UT-SCC-7 and UT-SCC-2 medium. All cell lines were routinely tested to be negative for mycoplasma contamination using MycoAlert PLUS Mycoplasma Detection Kit (LT07-710, Lonza).</p>
</sec>
<sec id="s2_2">
<title>3D spheroid cultures and hypotonic lysis for mass spectrometric analyses</title>
<p>The information below on spheroid preparation and growth conditions is based on MISpheroID recommendations (<xref ref-type="bibr" rid="B21">21</xref>). 3D spheroids were made in micro-molds according to the manufacturer&#x2019;s instructions (MicroTissues 3D Petri Dish micro-mold spheroids, Sigma-Aldrich) with 2.5 &#xd7; 10<sup>5</sup> cells in one mold (monocultures; 7000 cells/spheroid) or 5.0 &#xd7; 10<sup>5</sup> cells in one mold (cocultures; 14 000 cells/spheroid). In cocultures the cell ratio was 1:1 (cancer cells and fibroblasts, respectively). The spheroids were grown in serum-free DMEM medium for 5 days at 37&#xb0;C in an incubator environment of 20% O<sub>2</sub> and 5% CO<sub>2</sub>. Ascorbic acid (50 &#xb5;g/ml) was added daily. The spheroids were washed out from the molds with hypotonic lysis buffer (10 mM Tris-HCl pH 7.4, 1 mM EDTA pH 8.0, 10 &#xb5;g/ml DNase I (DN25, Sigma-Aldrich)) and collected into Eppendorf tubes. The spheroids were then washed twice with hypotonic lysis buffer and centrifuged between washes 2 min/1000 x g. After that, the spheroids were incubated with hypotonic lysis buffer o/n in +4 &#xb0;C in a rotator. The next day, spheroids were washed twice with hypotonic lysis buffer as described above. The pellets were frozen in -20 &#xb0;C for further mass spectrometric analysis.</p>
</sec>
<sec id="s2_3">
<title>PAD4 treatment for 3D spheroids</title>
<p>The spheroids were grown in micro-molds for 6 days as described above. Ascorbic acid (50 &#xb5;g/ml) was added daily. The spheroids were washed out from the molds with citrullination buffer (40 mM Tris-HCl pH 7.4, 5 mM CaCl<sub>2</sub>, 150 mM NaCl) and collected into Eppendorf tubes. The spheroids were washed twice with citrullination buffer and centrifuged between washes 2 min/1000 x g. Next, PAD4 (SAE0086, Sigma-Aldrich; 2 units/sample in citrullination buffer) was added to the spheroids and incubated 2h/+37 &#xb0;C. Control samples were treated with citrullination buffer only. The spheroids were then washed twice with hypotonic lysis buffer and centrifuged between washes 2 min/1000 x g. After that, the spheroids were incubated with hypotonic lysis buffer o/n in +4 &#xb0;C in a rotator. The next day, spheroids were washed twice with hypotonic lysis buffer and centrifuged between washes 2 min/1000 x g. The pellets were frozen in -20&#xb0;C for further mass spectrometric analysis.</p>
</sec>
<sec id="s2_4">
<title>Sample preparation for mass spectrometry</title>
<p>The hypotonically lysed pellets were resuspended in 50 mM triethylammonium bicarbonate (TEAB), 5% SDS, pH 7.5. The dissolved samples were then clarified at 13,000g for 8 minutes. Each sample was digested in an S-Trap micro column (ProtiFi, USA) according to the standard protocol provided by the manufacturer. Briefly, the proteomic mixture in the supernatant was reduced with 20 mM dithiothreitol at 95&#xb0;C for 20 minutes and then at 60&#xb0;C for 2 hours. The reduced proteins were alkylated with 40 mM iodoacetamide in dark for 30 minutes. The samples were then treated with 50 mM TEAB, 5% SDS, 7.5 M urea, pH 7.5 to solubilize the matrisome proteins. These ECM solubilized samples were acidified with 1.2% aqueous phosphoric acid and mixed with 6&#xd7; volumes of 90% methanol, 100 mM TEAB, pH 7.1 (S-Trap binding buffer). A protein solution of 200 &#xb5;l at a time was loaded onto the filter of the S-Trap micro column and centrifuged at 4000&#xd7;g for 30 seconds. The flow-through was discarded each time and the samples were washed 9 times with the S-Trap binding buffer. Proteins trapped in the S-Trap column were digested with Trypsin/Lys-C Mix (Promega, USA) at 47&#xb0;C for 1 hour at a protein-to-enzyme ratio of 1:25 (w/w). The digested peptides were eluted with buffers in order: 50 mM TEAB pH 8.0, 0.2% aqueous formic acid, and 50% acetonitrile/0.2% aqueous formic acid. The eluted fractions were pooled, SpeedVac (Thermo Fisher Scientific, USA) dried, and desalted with C18 tips (Empore, USA). Finally, the desalted peptides were again SpeedVac dried and dissolved in 0.1% formic acid for liquid chromatography-mass spectrometry analysis.</p>
</sec>
<sec id="s2_5">
<title>Liquid chromatography-tandem mass spectrometry</title>
<p>The peptide analysis was performed using a nanoflow HPLC system (Easy-nLC1000, Thermo Fisher Scientific) coupled with a Q Exactive HF mass spectrometer (Thermo Fisher Scientific). The peptide mixture was separated using a 15cm C18 column (75 &#xb5;m &#xd7; 15&#xa0;cm, ReproSil-Pur 3 &#xb5;m 200 &#xc5; C18-AQ, Dr. Maisch HPLC GmbH, Ammerbuch-Entringen, Germany) with a gradient consisting of solvents A (0.1% formic acid) and solvent B (acetonitrile/water (95:5(v/v)) with 0.1% formic acid) from 8&#x2013;35% B in 50 minutes, 35-100% B in 2 minutes and held at 100% B for 8 minutes. A full mass scan was acquired over the m/z range of 300-1750 at a resolution of 120,000 with a maximum allowed injection time of 50 milliseconds followed by data dependent acquisition of isolation window of 2.0 m/z and dynamic exclusion time of 20 seconds. The top 12 intense peaks from full scan were fragmented with higher-energy collisional induced dissociation and scanned over the m/z range of 200-2000 m/z at a resolution of 15,000. A new survey scan of the full mass spectrum was initiated after the completion of the fragmentation scan, and the process was repeated until the end of the gradient run.</p>
</sec>
<sec id="s2_6">
<title>Data analysis</title>
<p>Raw mass spectrometry data of different cancers and normal tissues were collected from PRIDE (<uri xlink:href="https://www.ebi.ac.uk/pride/">https://www.ebi.ac.uk/pride/</uri>), MassIVE (<uri xlink:href="https://massive.ucsd.edu/ProteoSAFe/static/massive.jsp">https://massive.ucsd.edu/ProteoSAFe/static/massive.jsp</uri>) and CPTAC (<uri xlink:href="https://cptac-data-portal.georgetown.edu/">https://cptac-data-portal.georgetown.edu/</uri>) databases (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). All data had been acquired using liquid chromatography-coupled tandem mass spectrometry with data dependent acquisition and QExactive, Orbitrap Lumos or LTQ Orbitrap mass spectrometers.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Publicly available datasets analyzed in this study.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Sample source<xref ref-type="table-fn" rid="fnT1_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="center">Number of patients<xref ref-type="table-fn" rid="fnT1_2">
<sup>b</sup>
</xref>
</th>
<th valign="top" align="center">Database</th>
<th valign="top" align="center">Study ID</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Colorectal cancer, patient A ECM</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">MassIVE</td>
<td valign="top" align="center">MSV0000785555 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Colorectal cancer, patient B ECM</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">MassIVE</td>
<td valign="top" align="center">MSV0000785555 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Colorectal cancer, patient C ECM</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">MassIVE</td>
<td valign="top" align="center">MSV0000785555 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Normal colon #1 ECM</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">MassIVE</td>
<td valign="top" align="center">MSV0000785555 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Normal colon #2 ECM</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">MassIVE</td>
<td valign="top" align="center">MSV0000785555 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Normal colon #3 ECM</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">MassIVE</td>
<td valign="top" align="center">MSV0000785555 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Breast cancer ECM</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">PRIDE</td>
<td valign="top" align="center">PXD005554 (<xref ref-type="bibr" rid="B23">23</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Breast cancer</td>
<td valign="top" align="center">3</td>
<td valign="top" align="left">CPTAC</td>
<td valign="top" align="center">PDC000174 (<xref ref-type="bibr" rid="B24">24</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Colorectal cancer</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">CPTAC</td>
<td valign="top" align="center">PDC000111 (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Hepatocellular carcinoma</td>
<td valign="top" align="center">5</td>
<td valign="top" align="left">CPTAC</td>
<td valign="top" align="center">PDC000198 (<xref ref-type="bibr" rid="B27">27</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Clear cell renal cell carcinoma</td>
<td valign="top" align="center">5</td>
<td valign="top" align="left">CPTAC</td>
<td valign="top" align="center">PDC000127 (<xref ref-type="bibr" rid="B28">28</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Lung adenocarcinoma</td>
<td valign="top" align="center">4</td>
<td valign="top" align="left">CPTAC</td>
<td valign="top" align="center">PDC000153 (<xref ref-type="bibr" rid="B29">29</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Ovarian serous cystadenocarcinoma</td>
<td valign="top" align="center">3</td>
<td valign="top" align="left">CPTAC</td>
<td valign="top" align="center">PDC000113 (<xref ref-type="bibr" rid="B30">30</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Uterine corpus endometrial carcinoma</td>
<td valign="top" align="center">6</td>
<td valign="top" align="left">CPTAC</td>
<td valign="top" align="center">PDC000125 (<xref ref-type="bibr" rid="B31">31</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Liver metastasis of colorectal cancer, patient #1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">PRIDE</td>
<td valign="top" align="center">PXD005709 (<xref ref-type="bibr" rid="B32">32</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Liver metastasis of colorectal cancer, patient #2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">PRIDE</td>
<td valign="top" align="center">PXD005709 (<xref ref-type="bibr" rid="B32">32</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Liver metastasis of colorectal cancer, patient #3</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">PRIDE</td>
<td valign="top" align="center">PXD005709 (<xref ref-type="bibr" rid="B32">32</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Liver metastasis of colorectal cancer, patient #4</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">PRIDE</td>
<td valign="top" align="center">PXD005709 (<xref ref-type="bibr" rid="B32">32</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Liver metastasis of colorectal cancer, patient #5</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">PRIDE</td>
<td valign="top" align="center">PXD005709 (<xref ref-type="bibr" rid="B32">32</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Liver metastasis of colorectal cancer, patient #6</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">PRIDE</td>
<td valign="top" align="center">PXD005709 (<xref ref-type="bibr" rid="B32">32</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Liver metastasis of colorectal cancer, patient A ECM</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">MassIVE</td>
<td valign="top" align="center">MSV0000785555 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Liver metastasis of colorectal cancer, patient B ECM</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">MassIVE</td>
<td valign="top" align="center">MSV0000785555 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Liver metastasis of colorectal cancer, patient C ECM</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">MassIVE</td>
<td valign="top" align="center">MSV0000785555 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Lymph node metastasis of melanoma</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">PRIDE</td>
<td valign="top" align="center">PXD001724 (<xref ref-type="bibr" rid="B33">33</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Plasma (healthy female)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">PRIDE</td>
<td valign="top" align="center">PXD007884 (<xref ref-type="bibr" rid="B34">34</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Glioblastoma</td>
<td valign="top" align="center">10</td>
<td valign="top" align="left">CPTAC</td>
<td valign="top" align="center">PDC000204 (<xref ref-type="bibr" rid="B35">35</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Normal brain</td>
<td valign="top" align="center">1</td>
<td valign="top" align="left">PRIDE</td>
<td valign="top" align="center">PXD010154 (<xref ref-type="bibr" rid="B36">36</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Head and neck squamous cell carcinoma</td>
<td valign="top" align="center">10</td>
<td valign="top" align="left">CPTAC</td>
<td valign="top" align="center">PDC000221 (<xref ref-type="bibr" rid="B37">37</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Lung squamous cell carcinoma</td>
<td valign="top" align="center">5</td>
<td valign="top" align="left">CPTAC</td>
<td valign="top" align="center">PDC000234 (<xref ref-type="bibr" rid="B38">38</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT1_1">
<label>a</label>
<p>If indicated, the sample has been specifically enriched for ECM proteins.</p>
</fn>
<fn id="fnT1_2">
<label>b</label>
<p>TMT or iTRAQ labelled and pooled, if more than one patient. In the case of CPTAC studies, a subset of patient samples was analysed.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Proteome Discoverer 2.4 (Thermo Scientific) with MS Amanda 2.0 search engine (<xref ref-type="bibr" rid="B39">39</xref>) was used to analyze all raw data, including in-house generated, against Human reviewed Uniprot sequences including isoforms (release 2020_02). Trypsin-digested peptides with a maximum of 3 missed cleavages were allowed. Parent ion tolerance of 5 ppm and product ion tolerance of 0.02 Da (for data from QExactive or Orbitrap Lumos) or 0.2 Da (for data from LTQ Orbitrap) were allowed. Oxidation (K, M, P) and deamidation (N, Q, R) were set as dynamic modifications. With raw data from TMT or iTRAQ labeled samples, dynamic modification with TMT or iTRAQ label (N-terminus, K) was added. Carbamidomethylation (C) was set as a static modification. Only the peptide spectrum matches (PSMs) with concatenated target-decoy database search-derived false discovery rate below 0.05 were included.</p>
<p>From the potentially citrullinated PSMs, those with C-terminal citrulline were removed, and the spectra matching to matrisome protein-derived peptides according to the human matrisome protein list at <uri xlink:href="http://matrisomeproject.mit.edu">http://matrisomeproject.mit.edu</uri> (<xref ref-type="bibr" rid="B40">40</xref>) were manually inspected and validated. Only the spectra with at least one b or y ion (from collision-induced dissociation) or c or z ion (from electron-transfer dissociation) peak matching to citrullinated peptide fragment with or without neutral loss of isocyanic acid from citrulline residue (-43 Da) were included. Citrullination was determined invalid if (i) citrullination could not be distinguished from N or Q deamidation or (ii) peptide mass had been erroneously calculated from second isotopic peak instead of monoisotopic peak of precursor ion or (iii) all citrullinated peptide fragments could be matched to a second isotopic peak of the same but unmodified fragments or (iv) the retention time was similar or shorter than that of identical unmodified peptide or (v) the citrullinated peptide was the only peptide matching to the corresponding protein or (vi) the peptide contained also unlikely modifications (such as hydroxylation of K or P in non-collagenous proteins). Quantitation of TMT-labeled subset of CPTAC colon adenocarcinoma dataset PDC000116 was done by using MaxQuant, version 1.6.10.43 (<xref ref-type="bibr" rid="B41">41</xref>).</p>
</sec>
<sec id="s2_7">
<title>Statistical analysis</title>
<p>Correlation analysis was performed using SPSS Statistics (version 26, IBM). GOnet tool at <uri xlink:href="https://tools.dice-database.org/GOnet/">https://tools.dice-database.org/GOnet/</uri> (<xref ref-type="bibr" rid="B42">42</xref>) was used for gene ontology classification.</p>
</sec>
<sec id="s2_8">
<title>Data availability</title>
<p>The mass spectrometry proteomics data generated in this study have been deposited to the ProteomeXchange Consortium <italic>via</italic> the PRIDE (<xref ref-type="bibr" rid="B43">43</xref>) partner repository with the dataset identifier PXD033555 and 10.6019/PXD033555. Accession information of publicly available data analyzed in this study can be found in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. All other data in this article are available by contacting the corresponding author on reasonable request.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Setting the criteria for the detection of citrullinated matrisome proteins by mass spectrometry</title>
<p>Citrullination of an arginine residue causes 0.98 Da mass increase, which can be detected by mass spectrometry. However, the risk to falsely interpret a peptide as citrullinated is high. The mass shift caused by citrullination is identical to that of spontaneous deamidation of asparagine or glutamine. Thus, it is crucial to include deamidation of asparagine and glutamine along with citrullination as variable modifications in the database search. We also included oxidation of proline and lysine as variable modifications, since we were specifically interested in matrisome proteins, including collagens. We used several criteria for rejecting the spectra matching to citrullinated peptides (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Selection of citrullinated matrisome PSMs. <bold>(A)</bold> A decision tree to accept citrullinated PSMs. <bold>(B)</bold> Example of MS/MS spectra matching to unmodified (top), N-deamidated (middle) and citrullinated (bottom) peptide GDFSSANNRDNTYR of fibrinogen alpha chain from CPTAC lung adenocarcinoma dataset. Although the m/z values of the citrullinated and deamidated precursors are nearly identical, citrullination (r) can be distinguished from deamidation (n). In the bottom spectrum, the existence of y ions 2 to 6 along with b ions 7 and 8 leads to a conclusion that the m/z value of the y7 ion can only be due to citrullination. Retention time (RT) differences with unmodified and deamidated forms give even further evidence for citrullination.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-1035188-g001.tif"/>
</fig>
<p>After initial database search and selection of peptide-spectrum matches (PSMs) with false discovery rate less than 0.01, we categorically rejected the PSMs with C-terminal citrullination. It has been shown that trypsin is about 10<sup>5</sup> times slower in hydrolyzing benzoyl-L-citrulline-methyl ester than benzoyl-L-arginine methyl ester (<xref ref-type="bibr" rid="B44">44</xref>). Therefore, it is reasonable to assume that citrullination leads to missed cleavage, and thus the presence of citrulline residue in the peptide C- terminus would be possible only in C-terminal peptides derived from proteins with C-terminal arginine.</p>
<p>Since our focus was in matrisome proteins, we included only the spectra matching to proteins listed in the matrisome database (<uri xlink:href="http://matrisomeproject.mit.edu">http://matrisomeproject.mit.edu</uri>). The relatively low number of the remaining spectra allowed us to carefully examine them manually. Citrullination was determined invalid if it could be confused with deamidation of asparagine or glutamine. Moreover, since the mass shift of one citrullination (0.98 Da) is close to mass of neutron (1.01 Da), the search program occasionally determined the second isotopic peak as monoisotopic peak, leading to false identification of citrullinated peptide. We also noticed that the fragmentation spectra contained second (and third) isotopic peaks of the b and y ions, and occasionally the search program interpreted the second isotopic peak as a monoisotopic peak, leading to falsely detected citrullination. This together with erroneous determination of monoisotopic precursor peak or confusing with deamidation could result in false identification of citrullinated peptide by the database search.</p>
<p>Citrullination increases hydrophobicity of the peptide leading to longer retention time compared to the identical unmodified peptide. Moreover, deamidation of asparagine or glutamine causes smaller shift of retention time compared to that of citrullination (<xref ref-type="bibr" rid="B45">45</xref>). Thus, we determined citrullination invalid if the retention time of the identical unmodified peptide was similar or shorter.</p>
<p>It is a common practice and recommended by <italic>e.g.,</italic> in the guidelines of Molecular and Cellular Proteomics journal (<uri xlink:href="https://www.mcponline.org/mass-spec-guidelines">https://www.mcponline.org/mass-spec-guidelines</uri>) in mass spectrometry-based proteomics that a protein is determined as identified only if it has at least two peptide identifications. Therefore, we did not accept spectra that matched to a protein with no other peptide identifications. In addition, we rejected the spectra that matched to a peptide containing unlikely modifications such as proline hydroxylation in a non-collagenous protein.</p>
<p>Fragmentation by collision-induced dissociation causes neutral loss of isocyanic acid (43 Da) from citrullinated peptide. Although peaks representing y and b ions with 43 Da loss can be frequently seen in the fragmentation spectra of citrullinated peptides, this is not always the case (<xref ref-type="bibr" rid="B45">45</xref>). Therefore, we decided not to include the absence of neutral loss of 43 Da as a criterion of falsely determined citrullination.</p>
</sec>
<sec id="s3_2">
<title>Citrullination of matrisome proteins can occasionally be detected in human tumors</title>
<p>To study the abundance of ECM citrullination in human tumors, we analyzed cancer proteomics data sets in PRIDE, MassIVE and CPTAC (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables&#xa0;1, 2</bold>
</xref>) for citrullination of matrisome proteins. The data sets contained both pooled cancer samples and samples derived from individual patients (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Citrullinated matrisome proteins were detected in 16 out of 24 cancer related data sets and in 3 out of 5 data sets of normal tissue samples. However, only in three data sets the relative citrullination of matrisome proteins was higher than 4%. These data sets represented a liver metastasis from one patient with a colorectal cancer, CPTAC glioblastoma and CPTAC head and neck squamous cell carcinoma samples (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Thus, the conclusion was that although small numbers of citrullinated matrisome proteins can be detected in many tumors, it is a relative rare phenomenon. Still some tumors may contain higher numbers of citrullinated matrisome proteins, and in these cases, it is also possible to speculate that citrullination contributes to pathogenic mechanisms. The most often citrullinated matrisome protein was fibrinogen alpha chain (FGA; <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Citrullinated peptides derived from FGA were found in 14 out of 29 data sets (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Previously, citrullination of fibrinogen has been connected to inflammatory diseases, such as rheumatoid arthritis (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B46">46</xref>). Other most frequently citrullinated matrisome proteins included coagulation factor II (F2, thrombin; 9/29 data sets), cathepsin G (CTSG), fibronectin 1 (FN1), and periostin (POSTN, osteoblast specific factor) (7/29 data sets; <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Citrullination of fibronectin is also an abundant phenomenon in inflammation (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B46">46</xref>&#x2013;<xref ref-type="bibr" rid="B48">48</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Citrullination of matrisome in various cancer and normal tissue samples. Raw data was obtained from public repositories (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) and searched against Human Uniprot sequences including isoforms. The results were filtered to include only the citrullinated spectra matching to matrisome proteins. Only those citrullinated matrisome PSMs were accepted that passed the criteria presented in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>. Relative citrullination was calculated by dividing the number of citrullinated matrisome PSMs/proteins with all detected matrisome PSMs/proteins in the sample. Matrisome protein was defined as citrullinated if it had at least one citrullinated PSM. As indicated, some datasets are from samples specifically enriched for ECM proteins.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-1035188-g002.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Most frequently citrullinated matrisome proteins.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Gene Symbol</th>
<th valign="top" align="center">Protein name</th>
<th valign="top" align="center">Uniprot ID</th>
<th valign="top" align="center">Division<xref ref-type="table-fn" rid="fnT2_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="center">Category<xref ref-type="table-fn" rid="fnT2_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="center">Citrullination frequency<xref ref-type="table-fn" rid="fnT2_2">
<sup>b</sup>
</xref>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">FGA</td>
<td valign="top" align="center">fibrinogen alpha chain</td>
<td valign="top" align="center">P02671</td>
<td valign="top" align="center">Core matrisome</td>
<td valign="top" align="center">ECM Glycoproteins</td>
<td valign="top" align="center">14</td>
</tr>
<tr>
<td valign="top" align="left">F2</td>
<td valign="top" align="center">coagulation factor II (thrombin)</td>
<td valign="top" align="center">P00734</td>
<td valign="top" align="center">Matrisome-associated</td>
<td valign="top" align="center">ECM Regulators</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">CTSG</td>
<td valign="top" align="center">cathepsin G</td>
<td valign="top" align="center">P08311</td>
<td valign="top" align="center">Matrisome-associated</td>
<td valign="top" align="center">ECM Regulators</td>
<td valign="top" align="center">7</td>
</tr>
<tr>
<td valign="top" align="left">FN1</td>
<td valign="top" align="center">fibronectin 1</td>
<td valign="top" align="center">P02751</td>
<td valign="top" align="center">Core matrisome</td>
<td valign="top" align="center">ECM Glycoproteins</td>
<td valign="top" align="center">7</td>
</tr>
<tr>
<td valign="top" align="left">POSTN</td>
<td valign="top" align="center">periostin, osteoblast specific factor</td>
<td valign="top" align="center">Q15063</td>
<td valign="top" align="center">Core matrisome</td>
<td valign="top" align="center">ECM Glycoproteins</td>
<td valign="top" align="center">7</td>
</tr>
<tr>
<td valign="top" align="left">KNG1</td>
<td valign="top" align="center">kininogen 1</td>
<td valign="top" align="center">P01042</td>
<td valign="top" align="center">Matrisome-associated</td>
<td valign="top" align="center">ECM Regulators</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">FGB</td>
<td valign="top" align="center">fibrinogen beta chain</td>
<td valign="top" align="center">P02675</td>
<td valign="top" align="center">Core matrisome</td>
<td valign="top" align="center">ECM Glycoproteins</td>
<td valign="top" align="center">5</td>
</tr>
<tr>
<td valign="top" align="left">ITIH4</td>
<td valign="top" align="center">inter-alpha (globulin) inhibitor H4</td>
<td valign="top" align="center">Q14624</td>
<td valign="top" align="center">Matrisome-associated</td>
<td valign="top" align="center">ECM Regulators</td>
<td valign="top" align="center">5</td>
</tr>
<tr>
<td valign="top" align="left">VTN</td>
<td valign="top" align="center">vitronectin</td>
<td valign="top" align="center">P04004</td>
<td valign="top" align="center">Core matrisome</td>
<td valign="top" align="center">ECM Glycoproteins</td>
<td valign="top" align="center">5</td>
</tr>
<tr>
<td valign="top" align="left">HSPG2</td>
<td valign="top" align="center">heparan sulfate proteoglycan 2</td>
<td valign="top" align="center">P98160</td>
<td valign="top" align="center">Core matrisome</td>
<td valign="top" align="center">Proteoglycans</td>
<td valign="top" align="center">4</td>
</tr>
<tr>
<td valign="top" align="left">PLG</td>
<td valign="top" align="center">plasminogen</td>
<td valign="top" align="center">P00747</td>
<td valign="top" align="center">Matrisome-associated</td>
<td valign="top" align="center">ECM Regulators</td>
<td valign="top" align="center">4</td>
</tr>
<tr>
<td valign="top" align="left">A2M</td>
<td valign="top" align="center">alpha-2-macroglobulin</td>
<td valign="top" align="center">P01023</td>
<td valign="top" align="center">Matrisome-associated</td>
<td valign="top" align="center">ECM Regulators</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">AMBP</td>
<td valign="top" align="center">alpha-1-microglobulin/bikunin precursor</td>
<td valign="top" align="center">P02760</td>
<td valign="top" align="center">Matrisome-associated</td>
<td valign="top" align="center">ECM Regulators</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">ANXA6</td>
<td valign="top" align="center">annexin A6</td>
<td valign="top" align="center">P08133</td>
<td valign="top" align="center">Matrisome-associated</td>
<td valign="top" align="center">ECM-affiliated Proteins</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">COL6A3</td>
<td valign="top" align="center">collagen, type VI, alpha 3</td>
<td valign="top" align="center">P12111</td>
<td valign="top" align="center">Core matrisome</td>
<td valign="top" align="center">Collagens</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">ELANE</td>
<td valign="top" align="center">elastase, neutrophil expressed</td>
<td valign="top" align="center">P08246</td>
<td valign="top" align="center">Matrisome-associated</td>
<td valign="top" align="center">ECM Regulators</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">ITIH2</td>
<td valign="top" align="center">inter-alpha (globulin) inhibitor H2</td>
<td valign="top" align="center">P19823</td>
<td valign="top" align="center">Matrisome-associated</td>
<td valign="top" align="center">ECM Regulators</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">VWA3B</td>
<td valign="top" align="center">von Willebrand factor A domain containing 3B</td>
<td valign="top" align="center">Q502W6</td>
<td valign="top" align="center">Core matrisome</td>
<td valign="top" align="center">ECM Glycoproteins</td>
<td valign="top" align="center">3</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT2_1">
<label>a</label>
<p>Classification according to the Matrisome Project (<uri xlink:href="http://matrisomeproject.mit.edu">http://matrisomeproject.mit.edu</uri>).</p>
</fn>
<fn id="fnT2_2">
<label>b</label>
<p>Number of datasets (total of 29) containing spectra matching to citrullinated peptide(s).</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_3">
<title>Cancer cells do not promote citrullination of matrisome proteins in spheroid cell cultures</title>
<p>Our analysis of cancer proteomics data sets revealed that some malignant tumors seem to contain significant numbers of citrullinated matrisome proteins. However, it is unclear which cells in the tumor are required for citrullination. To investigate this, we used three-dimensional spheroid-type cell cultures that are widely used in <italic>in vitro</italic> studies focused on stromal interactions in cancer (<xref ref-type="bibr" rid="B49">49</xref>). When cancer cells are cocultured with fibroblasts the basic composition of ECM is quite similar as in the corresponding tumors (<xref ref-type="bibr" rid="B20">20</xref>). In a spheroid most of the ECM proteins are produced by fibroblasts, whereas cancer cells have usually a minor contribution only (<xref ref-type="bibr" rid="B20">20</xref>). Here we used eight different human cancer cell lines, namely SKOV3 and Caov3 (ovarian adenocarcinoma), A549 (lung carcinoma), MDA-MB-231 and MCF7 (breast adenocarcinoma), UT-SCC2 (head and neck squamous cell carcinoma), Caco2 (colon adenocarcinoma), and HepG2 (hepatocellular carcinoma), which were cocultured (1:1) with human cancer associated fibroblasts (CAF). Spheroids were grown for 5 days in serum-free medium. Ascorbic acid (50 &#xb5;g/ml) was added daily to allow the synthesis of proper, hydroxyproline and hydroxylysine containing collagen. After lysis of the spheroids, the proteins in the insoluble fraction were isolated and digested, and the resulting peptides were analyzed by mass spectrometry. We could not recognize any citrullinated peptides derived from ECM proteins (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). Thus, we concluded that factors derived from cancer cells or fibroblasts may not be responsible for extracellular citrullination in tumors.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Number of spectra matching to citrullinated or to all peptides obtained from the mass spectrometric analysis of spheroid cocultures of cancer cell lines and CAFs.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Spheroid culture</th>
<th valign="top" align="center">All PSMs</th>
<th valign="top" align="center">Citrullinated PSMs</th>
<th valign="top" align="center">Matrisome PSMs</th>
<th valign="top" align="center">Citrullinated matrisome PSMs</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">SKOV3 + CAF</td>
<td valign="top" align="center">23766</td>
<td valign="top" align="center">71</td>
<td valign="top" align="center">1808</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">A549 + CAF</td>
<td valign="top" align="center">23324</td>
<td valign="top" align="center">41</td>
<td valign="top" align="center">775</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">MDA-MB-231 + CAF</td>
<td valign="top" align="center">22668</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">1874</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">Caov3 + CAF</td>
<td valign="top" align="center">20869</td>
<td valign="top" align="center">43</td>
<td valign="top" align="center">849</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">UT-SCC-2 + CAF</td>
<td valign="top" align="center">19742</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">1231</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">CaCo2 + CAF</td>
<td valign="top" align="center">24531</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">898</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">MCF7 + CAF</td>
<td valign="top" align="center">23963</td>
<td valign="top" align="center">66</td>
<td valign="top" align="center">1714</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">HepG2 + CAF</td>
<td valign="top" align="center">23596</td>
<td valign="top" align="center">47</td>
<td valign="top" align="center">2276</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">CAF</td>
<td valign="top" align="center">21913</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">1978</td>
<td valign="top" align="center">0</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In another set of experiments, we used a ninth cancer cell line, UT-SCC-7 cutaneous squamous cell carcinoma cells, together with human skin fibroblasts (SFB) and UT-SCC-2 cells together with gingival fibroblasts (GFB) in spheroid cocultures. Spheroids were grown for 6 days in serum-free medium. Ascorbic acid was added daily. When ECM protein related peptides were analyzed by mass spectrometry, we did not identify any citrullinated peptide derived from matrisome proteins (<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>Number of spectra matching to citrullinated or to all peptides obtained from the mass spectrometric analysis of spheroid co-cultures of cutaneous squamous cancer cell lines and human fibroblasts with or without PAD4 treatment before lysis.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Spheroid culture</th>
<th valign="top" align="center">Treatment</th>
<th valign="top" align="center">All PSMs</th>
<th valign="top" align="center">Citrullinated PSMs</th>
<th valign="top" align="center">Matrisome PSMs</th>
<th valign="top" align="center">Citrullinated matrisome PSMs</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">GFB</td>
<td valign="top" align="center">Control</td>
<td valign="top" align="center">11025</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">1119</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">GFB</td>
<td valign="top" align="center">PAD4</td>
<td valign="top" align="center">17144</td>
<td valign="top" align="center">88</td>
<td valign="top" align="center">1382</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">GFB + UT-SCC-2</td>
<td valign="top" align="center">Control</td>
<td valign="top" align="center">25374</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">1217</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">GFB + UT-SCC-2</td>
<td valign="top" align="center">PAD4</td>
<td valign="top" align="center">23394</td>
<td valign="top" align="center">110</td>
<td valign="top" align="center">1155</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">SFB</td>
<td valign="top" align="center">Control</td>
<td valign="top" align="center">14429</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">1903</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">SFB</td>
<td valign="top" align="center">PAD4</td>
<td valign="top" align="center">16220</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">1902</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">SFB + UT-SCC-7</td>
<td valign="top" align="center">Control</td>
<td valign="top" align="center">23553</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">1681</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">SFB + UT-SCC-7</td>
<td valign="top" align="center">PAD4</td>
<td valign="top" align="center">24726</td>
<td valign="top" align="center">87</td>
<td valign="top" align="center">2009</td>
<td valign="top" align="center">1</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>We also treated the spheroids with PAD4 to enzymatically citrullinate ECM proteins <italic>in vitro</italic>. We could not detect any citrullinated matrisome-derived peptides after PAD4 treatment, except for one peptide derived from fibroblast growth factor binding protein 1 (FGFBP1), which is not an integral part of ECM (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). We could detect from two- to seven-fold increase in the number of spectra matching to citrullinated non-matrisome-derived peptides after enzymatic citrullination (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>), which indicates that PAD4 had functioned as expected. Classification of the citrullinated proteins in PAD4-treated spheroids by selected cellular compartment (CC) gene ontology terms using GOnet Tool (<uri xlink:href="https://tools.dice-database.org/GOnet/">https://tools.dice-database.org/GOnet/</uri>) revealed that most of the citrullinated non-matrisome derived peptides in PAD4-treated spheroids were intracellular (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>), which suggests that externally added PAD4 had citrullinated proteins derived from degraded or necrotic cells, which are common in spheroid cultures. The fact that externally added PAD4 could not citrullinate matrisome proteins in spheroids is in disagreement with the fact that PADs can citrullinate <italic>e.g.</italic>, structural ECM proteins in chronic inflammation. However, at the site of inflammation ECM is often intensively degraded by proteolytic enzymes, such as matrix metalloproteinases (MMPs), and the intact matrix in spheroids may protect matrisome proteins against PAD4.</p>
</sec>
<sec id="s3_4">
<title>Citrullination of matrisome proteins in tumors correlates with the presence of inflammatory cells</title>
<p>Our observations based on spheroid cell cultures failed to find any evidence that cancer cells or stromal fibroblasts could actively citrullinate matrisome proteins. Previously, citrullination of extracellular proteins has been well described during chronic inflammation (<xref ref-type="bibr" rid="B9">9</xref>). Inflammatory cells are also frequently found in malignant tumors. Furthermore, some of the proteins that we found to be most frequently citrullinated in cancer data sets, <italic>e.g.</italic>, fibrinogen and fibronectin, are often citrullinated in inflammation (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B46">46</xref>). Thus, it is reasonable to speculate that the citrullination of matrisome proteins in cancer may also be due to PADs released by inflammatory cells. To test this hypothesis in the case of colorectal cancer that has been suggested to be dependent on citrullination for metastatic growth (<xref ref-type="bibr" rid="B4">4</xref>), we selected only the experiments where several primary or metastatic colorectal cancer samples had been analyzed individually (<xref ref-type="bibr" rid="B22">22</xref>). The data from these samples contained spectra matching to inflammation-related proteins, such as PAD enzymes, MMPs (MMP1, MMP2, MMP7, MMP8, MMP9, MMP11, MMP12, MMP14, MMP19 and MMP23) and also inflammatory cell-specific receptors, namely leukocyte integrins. We found a statistically significant correlation between citrullinated matrisome PSMs and PAD2 + PAD4 PSMs (p=0.03), between citrullinated matrisome PSMs and MMP PSMs (p=0.004) and between citrullinated matrisome PSMs and leukocyte integrin PSMs (p=0.03) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Specifically, it appears that an exceptionally high citrullination level is connected to high level of inflammation markers.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Relation between citrullination of matrisome and selected inflammation markers. <bold>(A)</bold> Metastatic and tumor samples of colorectal cancer patients (<xref ref-type="bibr" rid="B20">20</xref>). Relative citrullination was calculated by dividing the number of citrullinated matrisome PSMs with all detected matrisome PSMs in the sample (n = 12). Sum of PSMs of PAD2 and PAD4, all detected matrix metalloproteins (MMPs) or all detected leukocyte integrins (ITGAM, ITGAX, ITGB2) was divided by the number of all matrisome PSMs in the sample. <bold>(B)</bold> Subset of CPTAC colon adenocarcinoma dataset containing only tumor tissue samples (n = 22). Relative citrullination intensity was calculated by dividing median intensity of citrullinated PSMs with median intensity of matrisome PSMs in the sample. Median intensity of PSMs of PAD2 and PAD4, all detected matrix metalloproteins (MMPs) or all detected leukocyte integrins (ITGAM, ITGAX, ITGB2) was divided by the median intensity of all matrisome PSMs in the sample. r, Pearson correlation coefficient; r<sub>s</sub>, Spearman correlation coefficient; P, two-tailed P-value.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-12-1035188-g003.tif"/>
</fig>
<p>To confirm that the relation between citrullination and inflammation markers is not restricted to only one dataset, we analyzed a subset of tumor tissue samples (n = 22) of CPTAC colon adenocarcinoma dataset PDC000116 (<xref ref-type="bibr" rid="B50">50</xref>) for citrullination and used MaxQuant software (<xref ref-type="bibr" rid="B41">41</xref>) to quantitate the TMT labelled samples. In this subset, the samples with high citrullination level had also high level of leukocyte integrins and MMPs (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). There seemed to be no clear relation between citrullination and PADs, which may be explained by the fact that, unlike the samples in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>, CPTAC samples have not been enriched for ECM and thus contain also intracellular PADs. Nevertheless, these results suggest that in malignant tumors citrullination of matrisome proteins is associated to inflammation-related release of PADs and matrix degradation rather than direct action of cancer cells or stromal fibroblasts. Furthermore, the level of citrullination varies substantially between metastasis samples of colorectal cancer (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), which further support the idea that citrullination is a side effect of inflammation rather than a prerequisite for metastatic growth.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Post-translational modifications (PTMs), such as citrullination, have the potency to increase the structural and functional diversity of ECM proteins and fibrils (<xref ref-type="bibr" rid="B51">51</xref>). Furthermore, autoantibodies against citrullinated epitopes in proteins, including matrisome proteins, are a hallmark of rheumatoid disease (<xref ref-type="bibr" rid="B52">52</xref>). These antibodies may sustain inflammation and target it to ECM-rich tissues, <italic>e.g.</italic>, cartilage (<xref ref-type="bibr" rid="B52">52</xref>). In tumors, transformed cancer cells actively interact with many other cell types and ECM, but the putative citrullination of matrisome proteins in human cancer has generated much less interest than in inflammation. The new analysis of cancer proteomics data sets in PRIDE, MassIVE and CPTAC indicates that large-scale citrullination of matrisome proteins in tumors is not a common phenomenon. Still, in some data sets it is possible to find citrullinated matrisome PSMs suggesting that in these cases protein citrullination may be a source of neoantigens (<xref ref-type="bibr" rid="B17">17</xref>).</p>
<p>Previously, citrullination of matrisome proteins has been reported in metastatic colon cancer (<xref ref-type="bibr" rid="B4">4</xref>). Detection of citrullinated PSMs by mass spectrometry has several pitfalls and it is critical to check what criteria have been used when citrullination has been analyzed. The most obvious criteria are the spectrum quality, correct monoisotopic ion determination and distinction from deamidation of N or Q, and we have included these to our criteria, too. Yuzhalin et&#xa0;al. (<xref ref-type="bibr" rid="B4">4</xref>) used an unrestricted modification search strategy where all theoretical modifications are searched simultaneously (<xref ref-type="bibr" rid="B53">53</xref>). However, since the frequency of false positives increases with the number of modifications searched (<xref ref-type="bibr" rid="B54">54</xref>), using this strategy can potentially increase the probability of false identification of citrullinated peptide and result in erroneous detection of citrullinated peptides with unlikely additional modifications. Therefore, here we have used only oxidation of M (common spontaneous modification), deamidation of N and Q (common spontaneous modification with the same mass shift as that of citrullination) and hydroxylation of P, and K (common modifications in collagenous proteins) along with citrullination as variable modifications in the database search. In addition, given that the number of spectra matching to a citrullinated peptide is considerably lower than the number of spectra matching to an unmodified peptide of the same protein, we have rejected all spectra matching to a citrullinated peptide with unlikely additional modifications or to a protein having no other evidence of identification. We have also exploited the fact that citrullination increases hydrophobicity leading to a longer retention time (4245) and rejected the citrullinated PSMs that have similar or shorter retention time as their non-citrullinated counterparts. Lee et&#xa0;al. (<xref ref-type="bibr" rid="B55">55</xref>), who conducted a large-scale mining of deep proteomic data of 30 human tissues, used also the neutral loss of isocyanic acid as a criterion of citrullination. However, we decided not to include it to our criteria, since the peak of this ion is not always visible in tandem mass spectra of citrullinated peptides (<xref ref-type="bibr" rid="B45">45</xref>).</p>
<p>PAD enzymes are expressed in cancer cells, and their main substrates are intracellular proteins. The mechanism of citrullination of extracellular proteins by PADs is not known very well. It is possible that cells have some mechanism to release PADs to interstitial space, either directly or in exosomes or extracellular vesicles (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B57">57</xref>). In cancer, cell death and degradation are also quite common mechanisms that may explain the interaction of extracellular proteins with intracellular enzymes. Inflammatory cells are also known to release PADs. One possible mechanism is related to neutrophil extracellular traps (NETs). NETs are web-like structures of chromatin decorated with a variety of other proteins. PADs have been connected to the formation of NETs that are released by neutrophils in a process called NETosis (<xref ref-type="bibr" rid="B58">58</xref>). Interestingly, NETs have been detected in <italic>e.g.</italic>, colon cancer and they may participate in processes such as mesenchymal-epithelial transition (<xref ref-type="bibr" rid="B59">59</xref>). Our conclusion that the citrullination of matrisome proteins in cancer is mainly related to inflammation is based on the following facts: Firstly, analysis of cancer proteomics data sets revealed that many of the most frequently citrullinated matrisome proteins, such as fibrinogen and fibronectin, are also abundantly citrullinated in <italic>e.g.</italic>, synovial fluid in rheumatoid disease (<xref ref-type="bibr" rid="B11">11</xref>). Secondly, we could not detect cancer cell or fibroblast associated citrullination in a three-dimensional spheroid cell culture system that in many ways mimics tumor microenvironment (<xref ref-type="bibr" rid="B60">60</xref>). Finally, citrullination of matrisome proteins in tumors significantly correlated with the presence of leukocyte specific receptors.</p>
<p>In our cell culture experiments the treatment of spheroids with PAD4 led to the increased citrullination of intracellular proteins. The fact that spheroids also contain dead and dying cells may explain this phenomenon, since the intracellular proteins released after cell death are susceptible for citrullination by externally added PAD4. Furthermore, the result suggests that PADs released by inflammatory cells may also citrullinate proteins of intracellular origin. Importantly, the citrullinated forms of intracellular proteins, such as &#x3b1;-enolase (<xref ref-type="bibr" rid="B61">61</xref>) and nucleophosmin (<xref ref-type="bibr" rid="B62">62</xref>) are potential targets in cancer immunotherapy.</p>
<p>Citrullination of matrisome proteins may also affect their function. Arginine residues are often located at the critical protein&#x2013;protein interaction sites (<xref ref-type="bibr" rid="B11">11</xref>). A good example is that integrin family cell adhesion receptors can recognize motifs such as <underline>R</underline>GD in fibronectin and fibrinogen and triple helical GFOGE<underline>R</underline> (O=hydroxyproline) in collagens. Integrins mediate the anchorage of cells to ECM and orchestrate chemical and mechanical signal transduction that may play critical role in the regulation of cancer cell behavior. Interestingly, we could detect citrullination of an additional integrin ligand, periostin. In cancer periostin has been associated with the regulation of cell survival, invasion, angiogenesis, metastasis, and the epithelial-mesenchymal transition (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>). We also identified citrullinated peptides of basement membrane-specific heparan sulfate proteoglycan core protein (HSPG2). Angiostatic activity of endorepellin, which is a C-terminal module of HSPG2, has been shown to be mediated by integrin interaction (<xref ref-type="bibr" rid="B65">65</xref>).</p>
<p>To conclude, our results indicate that in human cancer, inflammation promotes citrullination of matrisome proteins. Citrullination has the potency to affect protein function and create neoantigens, and consequently modify the cancer-related cellular processes.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <uri xlink:href="https://www.ebi.ac.uk/pride/archive/">https://www.ebi.ac.uk/pride/archive/</uri>, PXD033555.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>JH conceived the project. JH, PR, US and ES planned the experiments. ES performed the cell experiments. PR and US conducted mass spectrometry experiments and data analysis. JH, PR, and US wrote the manuscript. All authors contributed to manuscript preparation. The work reported in the paper has been performed by the authors, unless clearly specified in the text.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This research was supported by the grants from Jane and Aatos Erkko Foundation, Sigrid Jus&#xe9;lius Foundation, Finnish Cancer Research Foundation and the Academy of Finland (grant 329743).</p>
</sec>
<sec id="s8" sec-type="acknowledgments">
<title>Acknowledgments</title>
<p>Mass spectrometry analyses were performed at the Turku Proteomics Facility, University of Turku, supported by Biocenter Finland. We thank the Core Facilities of the Turku Bioscience Centre. Maria Tuominen is acknowledged for skillful technical assistance.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fonc.2022.1035188/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fonc.2022.1035188/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Image_1.jpeg" id="SF1" mimetype="image/jpeg"/>
<supplementary-material xlink:href="Table_1.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_2.xlsx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
</sec>
<sec id="s12">
<title>Abbreviations</title>
<p>CAF, cancer-associated fibroblast; DMEM, Dulbecco&#x2019;s modified Eagle&#x2019;s medium; ECM, extracellular matrix; GFB, gingival fibroblast; MMP, matrix metalloproteinase; PAD, protein arginine deiminase; PSM, peptide-spectrum match; SCC, squamous cell carcinoma; SFB, skin fibroblast; TEAB, triethylammonium bicarbonate.</p>
</sec>
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