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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2021.752568</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Pathogenesis of Enamel-Renal Syndrome Associated Gingival Fibromatosis: A Proteomic Approach</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Simancas Escorcia</surname><given-names>Victor</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1113400"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guillou</surname><given-names>Cl&#xe9;ment</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1446629"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Abbad</surname><given-names>Lilia</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1304053"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Derrien</surname><given-names>Louise</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rodrigues Rezende Costa</surname><given-names>Claudio</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cannaya</surname><given-names>Vidjea</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1508229"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Benassarou</surname><given-names>Mourad</given-names>
</name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1477277"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chatziantoniou</surname><given-names>Christos</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/163519"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Berdal</surname><given-names>Ariane</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Acevedo</surname><given-names>Ana Carolina</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/543926"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cases</surname><given-names>Olivier</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn004"><sup>&#x2021;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/436354"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cosette</surname><given-names>Pascal</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn004"><sup>&#x2021;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1408710"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kozyraki</surname><given-names>Renata</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<xref ref-type="author-notes" rid="fn004"><sup>&#x2021;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/670554"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Centre de Recherche des Cordeliers, Sorbonne Universit&#xe9;, INSERM, Universit&#xe9; de Paris, Oral Molecular Pathophysiology</institution>, <addr-line>Paris</addr-line>, <country>France</country></aff>
<aff id="aff2"><sup>2</sup><institution>Normandie Universit&#xe9;, PISSARO Proteomic Facility, Institute for Research and Innovation in Biomedicine (IRIB)</institution>, <addr-line>Mont-Saint-Aignan</addr-line>, <country>France</country></aff>
<aff id="aff3"><sup>3</sup><institution>Normandie Universit&#xe9;, UMR670 Centre National de la Recherche Scientifique (CNRS)</institution>, <addr-line>Mont-Saint-Aignan</addr-line>, <country>France</country></aff>
<aff id="aff4"><sup>4</sup><institution>UMRS1155, INSERM, Sorbonne Universit&#xe9;</institution>, <addr-line>Paris</addr-line>, <country>France</country></aff>
<aff id="aff5"><sup>5</sup><institution>Oral Center for Inherited Diseases, University Hospital of Bras&#xed;lia, Oral Histopathology Laboratory, Department of Dentistry, Health Sciences Faculty, University of Bras&#xed;lia (UnB)</institution>, <addr-line>Bras&#xed;lia</addr-line>, <country>Brazil</country></aff>
<aff id="aff6"><sup>6</sup><institution>Service de Chirurgie Maxillo-faciale et Stomatologie, H&#xf4;pital De la Piti&#xe9; Salp&#xe9;tri&#xe8;re, Sorbonne Universit&#xe9;</institution>, <addr-line>Paris</addr-line>, <country>France</country></aff>
<aff id="aff7"><sup>7</sup><institution>Centre de R&#xe9;f&#xe9;rence Maladies Rares (CRMR) O-RARES, H&#xf4;pital Rothshild, Unit&#xe9; de Formation et de Recherche (UFR) d&#x2019;Odontologie-Garanci&#xe8;re, Universit&#xe9; de Paris</institution>, <addr-line>Paris</addr-line>, <country>France</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Rodrigo S. Lacruz, New York University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Jan Hu, University of Michigan, United States; Olivier Duverger, National Institute of Dental and Craniofacial Research (NIDCR), United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Renata Kozyraki, <email xlink:href="mailto:renata.kozyraki@inserm.fr">renata.kozyraki@inserm.fr</email></p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Bone Research, a section of the journal Frontiers in Endocrinology</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work and share first authorship</p>
</fn>
<fn fn-type="equal" id="fn004">
<p>&#x2021;These authors share senior authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>10</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>752568</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Simancas Escorcia, Guillou, Abbad, Derrien, Rodrigues Rezende Costa, Cannaya, Benassarou, Chatziantoniou, Berdal, Acevedo, Cases, Cosette and Kozyraki</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Simancas Escorcia, Guillou, Abbad, Derrien, Rodrigues Rezende Costa, Cannaya, Benassarou, Chatziantoniou, Berdal, Acevedo, Cases, Cosette and Kozyraki</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>
<p>The enamel renal syndrome (ERS) is a rare disorder featured by amelogenesis <italic>imperfecta</italic>, gingival fibromatosis and nephrocalcinosis. ERS is caused by bi-allelic mutations in the secretory pathway pseudokinase FAM20A. How mutations in <italic>FAM20A</italic> may modify the gingival connective tissue homeostasis and cause fibromatosis is currently unknown. We here analyzed conditioned media of gingival fibroblasts (GFs) obtained from four unrelated ERS patients carrying distinct mutations and control subjects. Secretomic analysis identified 109 dysregulated proteins whose abundance had increased (69 proteins) or decreased (40 proteins) at least 1.5-fold compared to control GFs. Proteins over-represented were mainly involved in extracellular matrix organization, collagen fibril assembly, and biomineralization whereas those under-represented were extracellular matrix-associated proteins. More specifically, transforming growth factor-beta 2, a member of the TGF&#x3b2; family involved in both mineralization and fibrosis was strongly increased in samples from GFs of ERS patients and so were various known targets of the TGF&#x3b2; signaling pathway including Collagens, Matrix metallopeptidase 2 and Fibronectin. For the over-expressed proteins quantitative RT-PCR analysis showed increased transcript levels, suggesting increased synthesis and this was further confirmed at the tissue level. Additional immunohistochemical and western blot analyses showed activation and nuclear localization of the classical TGF&#x3b2; effector phospho-Smad3 in both ERS gingival tissue and ERS GFs. Exposure of the mutant cells to TGFB1 further upregulated the expression of TGF&#x3b2; targets suggesting that this pathway could be a central player in the pathogenesis of the ERS gingival fibromatosis.</p>
<p>In conclusion our data strongly suggest that TGF&#x3b2; -induced modifications of the extracellular matrix contribute to the pathogenesis of ERS. To our knowledge this is the first proteomic-based analysis of FAM20A-associated modifications.</p>
</abstract>
<kwd-group>
<kwd>FAM20A</kwd>
<kwd>FAM20C</kwd>
<kwd>secretome analysis</kwd>
<kwd>enamel renal syndrome</kwd>
<kwd>gingival fibroblast</kwd>
<kwd>gingival fibromatosis</kwd>
<kwd>fibrosis</kwd>
<kwd>TGF-beta</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="7"/>
<equation-count count="0"/>
<ref-count count="86"/>
<page-count count="18"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>The Enamel Renal Syndrome (ERS) is a rare autosomal recessive disorder caused by loss-of-function mutations in the FAM20A Golgi associated secretory pathway pseudokinase gene (OMIM#611062). ERS is characterized by amelogenesis <italic>imperfecta</italic> (AI), impaired tooth eruption and gingival fibromatosis. Ectopic accumulation of calcium/phosphate complexes, within gingival, pulpal and renal tissues are typically associated with the disease (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>FAM20A and the other two members of the family with sequence similarity 20, FAM20B and FAM20C, were initially identified in hematopoietic cells. FAM20B is a xylosyl-kinase that phosphorylates xylose residues on conserved glycosaminoglycan-protein linkage regions of proteoglycans (<xref ref-type="bibr" rid="B9">9</xref>). Compound heterozygous mutations in <italic>FAM20B</italic> are believed to cause lethal short limb dysplasia (<xref ref-type="bibr" rid="B10">10</xref>). FAM20C is the Golgi associated secretory pathway kinase responsible for phosphorylating most of the secreted phosphoproteins on the SxE/pS motif. Loss of function mutations in the <italic>FAM20C</italic> gene cause the Raine syndrome (RS, OMIM#259775), a rare autosomal recessive disorder, generally leading to a lethal osteosclerotic bone dysplasia. In non-lethal RS forms, hypophosphatemic rickets, neurological disorders, amelogenesis <italic>imperfecta</italic> (AI) and gingival overgrowth were reported (<xref ref-type="bibr" rid="B11">11</xref>). FAM20A is a secreted pathway pseudokinase strongly expressed in dental matrices and gingival fibroblasts (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B12">12</xref>). <italic>In vitro</italic> FAM20A forms a complex with FAM20C and promotes its kinase activity (<xref ref-type="bibr" rid="B13">13</xref>). Although the <italic>in vivo</italic> function of FAM20A remains elusive it is interesting to note that <italic>Fam20A</italic> inactivation in the mouse has been associated with calcifications of muscular arteries in various organs such as heart and kidney (<xref ref-type="bibr" rid="B14">14</xref>).</p>
<p>We previously showed that, in addition to calcium deposits, the ERS gingival connective tissue contained increased amounts of disorganized collagen fiber bundles and abnormally expressed proteoglycans of the heparan and keratan sulfate families including Aggrecan, a major cartilage component. Additionally, Periostin (POSTN) which modulates the expression of collagen, Aggrecan and other extracellular matrix (ECM) components was abnormally distributed throughout the ERS gingival interstitium (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>). Using gingival fibroblasts (GFs) derived from ERS patients&#x2019; gingiva we also showed that, in mineralization-inducing conditions, GFs were prone to form calcium deposits. Ectopic mineralization was preceded by the significant upregulation of <italic>POSTN</italic>, the transcription factor <italic>RUNX2</italic> and <italic>Alkaline phosphatase</italic> transcripts, all involved in both ectopic mineralization and fibrotic processes (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B17">17</xref>&#x2013;<xref ref-type="bibr" rid="B19">19</xref>). These observations provided a cellular basis to previous transcriptional analysis involving FAM20A in ECM biomineralization and remodeling (<xref ref-type="bibr" rid="B12">12</xref>) and shed some light on the pathogenesis of the gingival phenotype.</p>
<p>Gingival fibromatosis, a pathological gingival overgrowth, is a fibrotic condition that may be caused not only by hereditary factors but also drugs and inflammatory diseases. As such, the hallmark of the disease is pathological deposition of ECM. In drug-induced forms the excessive deposition of ECM was associated with increased levels of TGF-beta (TGF&#x3b2;) a factor known to be involved in both fibrosis and calcification (<xref ref-type="bibr" rid="B20">20</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>). Whether the same pathway is responsible for the gingival phenotype of ERS patients is currently unknown.</p>
<p>GFs are the main cellular constituent of the gingival tissue. GFs deposit ECM and secrete signaling molecules to the surrounding cells that affect the inflammatory response and tissue remodeling. Studying the contribution of the secretome, i.e. the part of proteins secreted by specific cells to the extracellular space, provides essential insights in pathological conditions including fibrosis and calcification (<xref ref-type="bibr" rid="B24">24</xref>). The use of conditioned media (CM) can thus lead to the identification of specific protein signatures and pathways that elicit pathological signaling.</p>
<p>We here used CM from human GFs in culture to examine whether the secretome of ERS-derived GFs may contain proteins involved in fibrosis and ectopic calcifications.</p>
<p>We applied a liquid chromatography tandem-mass spectrometry- (LC-MS/MS) based label-free quantitative proteomic approach to differentially analyze the CM of control and ERS-derived GFs cultured in standard conditions. The protein signature of ERS secretomes suggested that the TGF&#x3b2; signaling pathway could be upregulated in the ERS-derived GFs. This was further confirmed by the activation of phosphor-Smad3 and the overexpression of various targets of the TGF&#x3b2; pathway, at the mRNA and/or protein level, in both ERS GFs and gingival tissues. TGF&#x3b2;1 treatment of ERS-derived GFs further amplified the pro-fibrotic/pro-calcific profile indicating that aberrant activation of TGF&#x3b2; signaling may contribute to the ERS gingival phenotype. In addition to decipher normal and ERS secretomes, our results provide the first molecular link between FAM20A, impaired ECM homeostasis and gingival overgrowth.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2_1">
<title>Ethics - Patients Recruitment</title>
<p>Patients were referred for oral rehabilitation at the Reference Center of rare dental diseases (Rothschild Hospital, CRMR O-RARE, Paris, France). Diagnosis of ERS was based on clinical and radiological features (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B8">8</xref>). Patients and 3 healthy sex- and age-matched controls were recruited following informed consent in accordance with the principles outlined in the declaration of Helsinki. Written informed consent was obtained from probands for the publication of any potentially identifiable images or data included in this article. The samples used were considered as operating waste according to the French law. Samples from probands and controls were harvested during oral rehabilitation and were prepared for histological or cell culture analyses (authorization CODECOH DC-2018-3382).</p>
</sec>
<sec id="s2_2">
<title>Fibroblast Cell Culture</title>
<p>Control and proband gingival fibroblasts were established by plating small pieces of excised gingival on plastic dishes. Cells, particularly gingival fibroblasts, migrate out of the explant and colonize the petri dish. The flasks were filled with low glucose Dulbecco&#x2019;s modified Eagle&#x2019;s medium (DMEM) containing 20% fetal calf serum (FCS), 1% non-essential amino acid, penicillin/streptomycin (100mg/mL) and amphotericin B (2 ng/mL). The flasks were then placed in an incubator programmed at 37&#xb0;C in a humidified atmosphere with 5% CO<sub>2</sub> and the cell culture medium was changed twice a week until confluence (90% after about 3 weeks). Once at confluence, the gingival fibroblasts (GFs) were trypsinized (Trypsin-EDTA, GIBCO<sup>&#xae;</sup>, 1 mL at 0.05%) and single-cell suspensions were seeded in 25 cm<sup>2</sup> flasks containing low glucose DMEM 10% of FCS, passaged by splitting when they reached confluence, and frozen in liquid nitrogen until use. Cells at passages 3 to 6 were used in all experiments. We checked each cell culture for the morphology and the marker of fibroblasts (fibroblast-specific protein 1 [FSP1]; ab27957; Abcam, Cambridge, UK). We confirmed that cell cultures did not exhibit any morphological changes during the passages, and that FSP1 was clearly detected in these cells (data not shown). Each experiment using these cells was repeated at least three times.</p>
</sec>
<sec id="s2_3">
<title>Secretome Analysis by Mass Spectrometry</title>
<p>A high resolution mass spectrometry (MS)-based approach was used to detect the secreted proteins from GFs cultures. GFs cultures (three controls and four ERS) were seeded and cultured in triplicates, in low glucose DMEM 10% FBS for three days and then in serum-deprived DMEM for two additional days. Each serum free cell supernatant or secretome (Controls, n=9; ERS1, n=3; ERS2, n=3; ERS3, n=3; ERS4, n=2) was analysed in a single-run of LC-MS/MS.</p>
</sec>
<sec id="s2_4">
<title>Sample Preparation for Secretome</title>
<p>Each culture supernatant (serum free) was precipitated with DOC/TCA (0.1%/10%) to obtain a concentrated protein pool. Protein concentration was estimated using Bradford Assay (Biorad). Based on Bradford results, 25&#xb5;g of proteins of each sample were loaded into a 7% polyacrylamide gel (Acrylamide/Bis-Acrylamide 30% [29:1], Sigma Aldrich) and an electrophoresis was performed (90 minutes at 10-20mA/gel) to stack all proteins in a small piece of gel. After Coomassie blue staining, the revealed protein bands were excised. Proteins were reduced with 5mM dithiothreitol for 40&#xa0;min followed by alkylation with 20mM iodoacetamide for 40&#xa0;min in the dark (all products from Sigma Aldrich). After washing steps with water and acetonitrile (Sigma Aldrich), gel bands were submitted to protein digestion by 1&#xb5;g of trypsin (Promega). After overnight incubation at 37&#xb0;C, several steps of peptide extraction were performed with of 0.1% formic acid (FA) in water and acetonitrile solutions. Finally, for each sample, peptide fractions were combined and dried.</p>
</sec>
<sec id="s2_5">
<title>Nano LC-MS/MS Analysis</title>
<p>For each sample, peptide fractions were solubilized in FA 0.1% (v/v) and analyzed on a LTQ-Orbitrap Elite apparatus coupled to an Easy nanoLC II system (Thermo Scientific). Peptides were injected onto an enrichment column (C18 Pepmap100, Thermo Scientific). The separation was carried out with an analytical column needle (NTCC-360/100-5-153, Nikkyo-Technos). The flow rate was 300 nL/min and the mobile phase composed of H<sub>2</sub>O/0.1% FA (buffer A) and ACN/0.1% FA (buffer B). The elution gradient duration was 120 minutes: 0-106&#xa0;min, 2-40% B; 106-110&#xa0;min, 40-100% B; 110-120&#xa0;min, 100% B. The mass spectrometer was operated in positive mode with CID fragmentation. For mass spectrometry settings, the capillary voltage was 1.5 kV and the temperature of the capillary was 275&#xb0;C. The <italic>m</italic>/<italic>z</italic> detection range was 400-1800 in MS scan at a resolution of 60&#xa0;000. The 20 most intense peptide ions were selected and the fragmentation occurred with a normalized collision energy of 35. Dynamic exclusion of already fragmented precursor ions was applied for 30 seconds.</p>
</sec>
<sec id="s2_6">
<title>Quantification and Statistical Analysis</title>
<p>After MS analysis, raw data were imported in <italic>Progenesis LC-MS</italic> software (NonLinear Dynamics, Newcastle, UK). To perform quantification, one sample was set as a reference and retention times of all other samples were aligned. After alignment and normalization, statistical analysis was performed using the inbuilt Progenesis statistical box called &#x2018;one-way ANOVA&#x2019;. MS/MS spectra were then exported for peptide identification with Mascot (Matrix Science, version 2.6.0). Database searches were performed with the following parameters: taxonomy: human (22,244 sequences); 1 missed cleavage; variable modification: carbamidomethyl of cysteine and oxidation of methionine. Mass tolerances for precursor and fragment ions were 10 ppm and 0.35 Da respectively. False discovery rates were calculated using a decoy-fusion approach in Mascot. Identified spectrum matches with -10logP value of 20 or higher were kept, at a FDR threshold of 5%. Mascot search results were imported into <italic>Progenesis</italic>. For each condition, the total cumulative abundance of protein was calculated by summing abundances of peptides. Proteins identified with less than 2 peptides were discarded from further analysis.</p>
</sec>
<sec id="s2_7">
<title>Network Biology and Systems Level Analysis of CM Secretome</title>
<p>Secreted proteins identified by MS were entered in STRING database (string-db.org) to create a protein-protein association network (<xref ref-type="bibr" rid="B25">25</xref>). Network nodes represent all the proteins produced by a single protein-coding gene locus noting that splice isoforms or post-translational modifications are collapsed. Edges represent protein-protein associations that are specific and meaningful, such as proteins that jointly contribute to a shared function (note that this does not necessarily mean they physically bind each other). Thickness of network edges indicates the strength of data support based on text mining, experiments, databases, co-expression, neighbourhood, gene fusion and co-occurrence. The minimum required interaction score was set to a high confidence level of 0.7. The exported network image was further refined using Cytoscape 3.8.2 (<uri xlink:href="https://cytoscape.org">https://cytoscape.org</uri>). Significantly deregulated proteins identified in CM secretome were also entered in ToppFun (ToppGene Suite: <uri xlink:href="https://toppgene.cchmc.org/">https://toppgene.cchmc.org/</uri>) that detects functional enrichment of the query list based on transcriptome, proteome, regulome (transcription factors and miRNAs) and ontologies (GO, pathway) amongst other features (<xref ref-type="bibr" rid="B26">26</xref>). Finally, fold of functional enrichment was determined using the GO resource powered by geneontology.org (PANTHER16.0).</p>
</sec>
<sec id="s2_8">
<title>TGF-&#x3b2;1 Treatment</title>
<p>For RT-qPCR and Western blot analyses cells were seeded at 7000 cells per cm<sup>2</sup> surface area in 6 well plates and in 100&#xa0;mm diameter dishes respectively. For immunofluorescence cells chamber slides (Nunc Lab-Tek, Thermofisher) were used. GFs from 3 control and 4 ERS subjects were used for all the experiments. Three replicates of each experiment were performed for each test to ensure reproducibility.</p>
<p>For TGF-&#x3b2;1 treatment, recombinant human TGF-&#x3b2;1 at 5 ng/ml was used (R&amp;D Systems, MN, USA). Prior to TGF-&#x3b2;1 treatment, nearly confluent cells were serum-starved in low-glucose DMEM for 24h and washed with serum-free DMEM. Immediately after, cells were treated with TGF-&#x3b2;1 for 6 hours. Unless otherwise stated &#x2018;ERS GFs&#x2019; or &#x2018;mutant CM&#x2019; refer to untreated cells/CM.</p>
</sec>
<sec id="s2_9">
<title>Western Blotting</title>
<p>Western blotting was performed as previously described (<xref ref-type="bibr" rid="B8">8</xref>). In brief, GFs were washed twice with PBS and protein was isolated in RIPA buffer (Sigma Aldrich) containing protease (Roche Diagnostics) and phosphatase inhibitors (Calbiochem) cocktails. Before loading, protein concentration was determined by Pierce<sup>&#xae;</sup> BCA Protein assay kit (Pierce; Waltham, MA, USA). A 25 &#xb5;g quantity of protein from each sample was separated by sodium dodecyl sulphate polyacrylamide gel electrophoresis (SDS-PAGE) and transferred to nitrocellulose membranes. Conditioned medium made from GF cultures were directly loaded on the gel. Membranes were washed with Tris-buffered saline containing 0.05% Tween-20 (TBS-T) and blocked with 5% dried milk in TBS-T. Primary antibodies for phosphorylated-SMAD3 (p-SMAD3) (ser423/425) (ab52903; Abcam; 1:1000), Periostin (EPR19934; Abcam; 1:500), FAM20A (OACD03385; Aviva; 1:500), and GAPDH (MAB374; Millipore; 1:2000) were used to incubate the membranes for 12 hours. Detection was with appropriate peroxidase-conjugated secondary antibodies (Jackson ImmunoResearch; West Grove, PA, USA; 1:2000), which were developed with SuperSignal Western Pico Chemiluminescence Substrate (Pierce).</p>
</sec>
<sec id="s2_10">
<title>Quantitative RT-qPCR</title>
<p>Total RNA was isolated using commercially available kits according to manufacturer guidelines (RNeasy Mini, Qiagen) and measured (Nanodrop, Peqleb). One &#x3bc;g was used in a reverse transcription reaction (SuperScript First strand synthesis, Thermofisher). Quantitative-PCR was performed using Quantifast SYBR Green PCR Kit (Qiagen), reactions were performed in triplicate. Transcript levels were calculated using the standard curves generated using serial dilutions of cDNA obtained by reverse transcription of control RNA samples then normalized to HPRT. Primer sequences were listed in <xref ref-type="supplementary-material" rid="ST1"><bold>Supplementary Table 1</bold></xref>. Amplification specificities were assessed by melting curve analyses and amplicons were sequenced. Values correspond to the mean of 3 independent experiments in triplicates of three control cultures and the four ERS patient cultures. Data represent mean fold gene expressions &#xb1; s.d. relative to control (without TGF&#x3b2;1). Data were analyzed <italic>via</italic> two-way ANOVA with Bonferroni multiple comparisons test (*p&lt;0.05, **p&lt;0.01, ***p&lt;0.001).</p>
</sec>
<sec id="s2_11">
<title>Immunocytochemistry</title>
<p><italic>Gingival biopsy</italic>: Approximately, 1 cm<sup>3</sup> gingival samples from patients were fixed for 24&#xa0;h at 4&#xb0;C in 4% paraformaldehyde and then embedded in paraffin wax. After sectioning, epitope retrieval was achieved by heat. Sections were incubated overnight at 4&#xb0;C with primary antibodies; rabbit anti-Collagen VI (EPR17077; Abcam; 1:250), rabbit anti-phosphoSMAD3 (ab52903; Abcam; 1:100) and mouse anti-Netrin-1 (ALX-522-100; Enzo Life; 1:100).</p>
<p><italic>GF culture</italic>: Cells were fixed with 4% paraformaldehyde, permeabilized with 0.1% Triton X-100, and blocked with 1% bovine serum albumin. Primary antibodies used were rabbit anti-FAM20A (OACD 03385; Aviva; 1:250) and P-SMAD3 (ab52903; Abcam; 1:100). Golgi staining was achieved by incubating cultures with lectin HPA from <italic>Helix pomatia</italic> Alexa 647-conjugated (Thermo Fisher Scientific; 1:200).</p>
<p>Secondary antibodies used were Alexa 488- or Cy3-conjugated donkey anti-rabbit (Jackson Immunoresearch Laboratories, West Grove, PA; 1:500), and Alexa 488-conjugated donkey anti-mouse (Thermo Fisher Scientific; 1:200). Nuclear staining was achieved by 20&#xa0;min incubation at room temperature in Hoechst 33342 (Thermo Fisher Scientific). No cellular autofluorescence and no nonspecific labeling were detected in these conditions. Images were collected by confocal microscopy (Zeiss LSM8) and processed using ZEN (Zeiss) and ImageJ softwares. ERS photomicrographs in <xref ref-type="fig" rid="f4"><bold>Figure 4</bold></xref> are a representative of all ERS cultures.</p>
</sec>
<sec id="s2_12">
<title>Statistical Analysis</title>
<p>Statistical analysis was by one-way or two-way ANOVA, as appropriate, followed by Bonferroni multiple comparisons test with Graphpad Software version 5 (Graphpad Software; La Jolla, CA, USA) (p &lt; 0.05 was considered significant). Data are expressed as the mean &#xb1; standard deviation of 3 or 5 individual experiments with independent primary cultures from different subjects. Individual experiments included three replicates.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Mass Spectrometry Analysis Overview</title>
<p>Primary cultures from GFs were obtained from three unrelated controls and four ERS patients carrying distinct FAM20A mutations (<xref ref-type="table" rid="T1"><bold>Table 1</bold></xref>). We previously showed that the c.358C&gt;T mutation (ERS1) resulted in a null protein, undetectable in ERS1 GFs (<xref ref-type="bibr" rid="B8">8</xref>). FAM20A could readily be detected in GFs derived from the other three patients and control subjects (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure 1</bold></xref>). However, whereas in control GFs FAM20A was essentially localized in discoidal vesicles, most likely secretory ones, in the mutant GFs FAM20A was exclusively detected in HPA positive, cis-Golgi structures (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figures 1A&#x2013;D</bold></xref>). Western blot analysis of the CM failed to detect secreted FAM20A in either control or ERS GFs (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure 1E</bold></xref>).</p>
<table-wrap id="T1" position="float">
<label>Table 1</label>
<caption>
<p>FAM20A mutations in ERS patients.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Patient</th>
<th valign="top" align="center">Age (y)</th>
<th valign="top" align="center">Gender</th>
<th valign="top" align="center">Exon</th>
<th valign="top" align="center">Mutation</th>
<th valign="top" align="center">Effect</th>
<th valign="top" align="center">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">ERS1</td>
<td valign="top" align="center">18</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Exon 1</td>
<td valign="top" align="left">c.358C&gt;T</td>
<td valign="top" align="left">p.G120X</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B8">8</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">ERS2</td>
<td valign="top" align="center">16</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Exon 4<break/>Exon 5</td>
<td valign="top" align="left">c.641_719del79bp<break/>c.755_757delTCT</td>
<td valign="top" align="left">p.I214fsX259<break/>p.F252del</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B3">3</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">ERS3</td>
<td valign="top" align="center">20</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Exon 11</td>
<td valign="top" align="left">c.1432C&gt;T</td>
<td valign="top" align="left">p.R478X</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B3">3</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">ERS4</td>
<td valign="top" align="center">22</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Exon 11</td>
<td valign="top" align="left">c.1513delA</td>
<td valign="top" align="left">p.I505fsX506</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B3">3</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Mutations are described on the cDNA and predicted protein changes. Listing of one allele indicated homozygosity; two alleles indicate compound heterozygosity. Every patient had biallelic mutations involving deletions or nonsense changes. Positive family history was found in ERS2 (1 sister) and ERS4 (1sister and 1 brother).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>To gain insight into the pathogenesis of gingival fibromatosis we analyzed the proteome of control and ERS-derived CM using nano-LC-MS/MS. In order to evaluate the reproducibility of the experiments, different linear regressions were performed by plotting the logarithm of protein intensities for the different samples of the same group (as mentioned in the Methods section). The averaged regression coefficient measured to evaluate the robustness of the technical scenario between biological replicates for the different groups of samples was estimated as follows, R<sub>Ctls</sub> = 0.9869, R<sub>ERS1</sub> = 0.9568, R<sub>ERS2</sub> = 0.9095, R<sub>ERS3</sub> = 0.9376, R<sub>ERS4</sub> = 0.9670. Without any filtering criteria, nano-LC-MS analyses allowed to identify 1061 proteins (<xref ref-type="supplementary-material" rid="ST2"><bold>Supplementary Table S2</bold></xref>). After applying classical proteomic filters (at least two unique matched peptides for each protein) this number was decreased to 534 proteins which are further described below. Out of these proteins, 520 were predicted to be secreted (96%), including 187 classically (as based on the presence of a signal peptide using Uniprot; <uri xlink:href="https://www.uniprot.org">https://www.uniprot.org</uri>) and 333 non-classically (<xref ref-type="supplementary-material" rid="ST3"><bold>Supplementary Table S3</bold></xref>). The latter also included proteins found in extracellular vesicles (exosomes, ectosomes and apoptotic bodies) as defined in Vesiclepedia (<xref ref-type="bibr" rid="B27">27</xref>); (<uri xlink:href="http://microvesicles.org/index.html">http://microvesicles.org/index.html</uri>) and Exocarta (<xref ref-type="bibr" rid="B28">28</xref>); (<uri xlink:href="http://exocarta.org/index.html">http://exocarta.org/index.html</uri>). The 17 remaining hits were most likely representing membrane shed peptides.</p>
<p>The set of the 187 classically secreted proteins were the most abundantly represented in all samples. We used Gene Ontology (GO) analysis to evaluate the molecular functions, biological processes and cellular components, related to these proteins. All <italic>p</italic>-values were adjusted with Bonferroni corrections. The most enriched &#x201c;GO Molecular Function&#x201d; represented binding and signalling of ECM structural constituents such as collagens, glycosaminoglycans or integrins (<xref ref-type="table" rid="T2"><bold>Table 2</bold></xref>). ECM organization, collagen trimerization, and collagen fibril organization were accordingly the major &#x201c;GO Biological Process&#x201d; identified (<xref ref-type="table" rid="T2"><bold>Table 2</bold></xref>).</p>
<table-wrap id="T2" position="float">
<label>Table 2</label>
<caption>
<p>Most enriched GO terms: molecular function, biological process, cellular component.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Molecular Function</th>
<th valign="top" align="center">Name</th>
<th valign="top" align="center">pValue</th>
<th valign="top" align="center">Bonferroni</th>
<th valign="top" align="center">Genes from Input</th>
<th valign="top" align="center">Genes in Annotation</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">GO:0005201</td>
<td valign="top" align="left">extracellular matrix structural constituent</td>
<td valign="top" align="center">7.382E-85</td>
<td valign="top" align="center">3.071E-82</td>
<td valign="top" align="center">62</td>
<td valign="top" align="center">185</td>
</tr>
<tr>
<td valign="top" align="left">GO:0005198</td>
<td valign="top" align="left">structural molecule activity</td>
<td valign="top" align="center">4.696E-46</td>
<td valign="top" align="center">1.954E-43</td>
<td valign="top" align="center">63</td>
<td valign="top" align="center">743</td>
</tr>
<tr>
<td valign="top" align="left">GO:0005518</td>
<td valign="top" align="left">collagen binding</td>
<td valign="top" align="center">8.911E-31</td>
<td valign="top" align="center">3.707E-28</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">82</td>
</tr>
<tr>
<td valign="top" align="left">GO:0005539</td>
<td valign="top" align="left">glycosaminoglycan binding</td>
<td valign="top" align="center">8.596E-26</td>
<td valign="top" align="center">3.576E-23</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">252</td>
</tr>
<tr>
<td valign="top" align="left">GO:0005102</td>
<td valign="top" align="left">signaling receptor binding</td>
<td valign="top" align="center">5.808E-24</td>
<td valign="top" align="center">2.416E-21</td>
<td valign="top" align="center">64</td>
<td valign="top" align="center">1842</td>
</tr>
<tr>
<td valign="top" align="left">GO:0002020</td>
<td valign="top" align="left">protease binding</td>
<td valign="top" align="center">1.035E-22</td>
<td valign="top" align="center">4.306E-20</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">350</td>
</tr>
<tr>
<td valign="top" align="left">GO:0008233</td>
<td valign="top" align="left">peptidase activity</td>
<td valign="top" align="center">2.736E-22</td>
<td valign="top" align="center">1.138E-19</td>
<td valign="top" align="center">44</td>
<td valign="top" align="center">868</td>
</tr>
<tr>
<td valign="top" align="left">GO:0005178</td>
<td valign="top" align="left">integrin binding</td>
<td valign="top" align="center">4.904E-22</td>
<td valign="top" align="center">2.040E-19</td>
<td valign="top" align="center">23</td>
<td valign="top" align="center">157</td>
</tr>
<tr>
<td valign="top" align="left">GO:0019838</td>
<td valign="top" align="left">growth factor binding</td>
<td valign="top" align="center">2.418E-21</td>
<td valign="top" align="center">1.006E-18</td>
<td valign="top" align="center">23</td>
<td valign="top" align="center">168</td>
</tr>
<tr>
<td valign="top" align="left">GO:0004175</td>
<td valign="top" align="left">endopeptidase activity</td>
<td valign="top" align="center">1.300E-20</td>
<td valign="top" align="center">5.407E-18</td>
<td valign="top" align="center">37</td>
<td valign="top" align="center">640</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Biological Process</bold></td>
<td valign="top" align="left"><bold>Name</bold></td>
<td valign="top" align="center"><bold>pValue</bold></td>
<td valign="top" align="center"><bold>Bonferroni</bold></td>
<td valign="top" align="center"><bold>Genes from Input</bold></td>
<td valign="top" align="center"><bold>Genes in Annotation</bold></td>
</tr>
<tr>
<td valign="top" align="left">GO:0030198</td>
<td valign="top" align="left">extracellular matrix organization</td>
<td valign="top" align="center">3.792E-82</td>
<td valign="top" align="center">1.601E-78</td>
<td valign="top" align="center">76</td>
<td valign="top" align="center">431</td>
</tr>
<tr>
<td valign="top" align="left">GO:0043062</td>
<td valign="top" align="left">extracellular structure organization</td>
<td valign="top" align="center">4.581E-82</td>
<td valign="top" align="center">1.934E-78</td>
<td valign="top" align="center">76</td>
<td valign="top" align="center">432</td>
</tr>
<tr>
<td valign="top" align="left">GO:0045229</td>
<td valign="top" align="left">external encapsulating structure organization</td>
<td valign="top" align="center">6.673E-82</td>
<td valign="top" align="center">2.818E-78</td>
<td valign="top" align="center">76</td>
<td valign="top" align="center">434</td>
</tr>
<tr>
<td valign="top" align="left">GO:0022610</td>
<td valign="top" align="left">biological adhesion</td>
<td valign="top" align="center">1.685E-42</td>
<td valign="top" align="center">7.115E-39</td>
<td valign="top" align="center">79</td>
<td valign="top" align="center">1578</td>
</tr>
<tr>
<td valign="top" align="left">GO:0007155</td>
<td valign="top" align="left">cell adhesion</td>
<td valign="top" align="center">1.314E-41</td>
<td valign="top" align="center">5.549E-38</td>
<td valign="top" align="center">78</td>
<td valign="top" align="center">1571</td>
</tr>
<tr>
<td valign="top" align="left">GO:0030199</td>
<td valign="top" align="left">collagen fibril organization</td>
<td valign="top" align="center">3.530E-38</td>
<td valign="top" align="center">1.491E-34</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">63</td>
</tr>
<tr>
<td valign="top" align="left">GO:0001944</td>
<td valign="top" align="left">vasculature development</td>
<td valign="top" align="center">1.370E-27</td>
<td valign="top" align="center">5.785E-24</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">903</td>
</tr>
<tr>
<td valign="top" align="left">GO:0001568</td>
<td valign="top" align="left">blood vessel development</td>
<td valign="top" align="center">1.871E-26</td>
<td valign="top" align="center">7.900E-23</td>
<td valign="top" align="center">48</td>
<td valign="top" align="center">866</td>
</tr>
<tr>
<td valign="top" align="left">GO:0001501</td>
<td valign="top" align="left">skeletal system development</td>
<td valign="top" align="center">1.963E-26</td>
<td valign="top" align="center">8.288E-23</td>
<td valign="top" align="center">41</td>
<td valign="top" align="center">583</td>
</tr>
<tr>
<td valign="top" align="left">GO:0016477</td>
<td valign="top" align="left">cell migration</td>
<td valign="top" align="center">8.552E-25</td>
<td valign="top" align="center">3.611E-21</td>
<td valign="top" align="center">64</td>
<td valign="top" align="center">1812</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Cellular Component</bold></td>
<td valign="top" align="left"><bold>Name</bold></td>
<td valign="top" align="center"><bold>pValue</bold></td>
<td valign="top" align="center"><bold>Bonferroni</bold></td>
<td valign="top" align="center"><bold>Genes from Input</bold></td>
<td valign="top" align="center"><bold>Genes in Annotation</bold></td>
</tr>
<tr>
<td valign="top" align="left">GO:0031012</td>
<td valign="top" align="left">extracellular matrix</td>
<td valign="top" align="center">5.96E-148</td>
<td valign="top" align="center">2.14E-145</td>
<td valign="top" align="center">122</td>
<td valign="top" align="center">633</td>
</tr>
<tr>
<td valign="top" align="left">GO:0030312</td>
<td valign="top" align="left">external encapsulating structure</td>
<td valign="top" align="center">9.09E-148</td>
<td valign="top" align="center">3.27E-145</td>
<td valign="top" align="center">122</td>
<td valign="top" align="center">635</td>
</tr>
<tr>
<td valign="top" align="left">GO:0062023</td>
<td valign="top" align="left">collagen-containing extracellular matrix</td>
<td valign="top" align="center">1.505E-147</td>
<td valign="top" align="center">5.41E-145</td>
<td valign="top" align="center">115</td>
<td valign="top" align="center">498</td>
</tr>
<tr>
<td valign="top" align="left">GO:0005788</td>
<td valign="top" align="left">endoplasmic reticulum lumen</td>
<td valign="top" align="center">3.938E-54</td>
<td valign="top" align="center">1.418E-51</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">323</td>
</tr>
<tr>
<td valign="top" align="left">GO:0005604</td>
<td valign="top" align="left">basement membrane</td>
<td valign="top" align="center">9.433E-38</td>
<td valign="top" align="center">3.396E-35</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">122</td>
</tr>
<tr>
<td valign="top" align="left">GO:0005581</td>
<td valign="top" align="left">collagen trimer</td>
<td valign="top" align="center">2.900E-25</td>
<td valign="top" align="center">1.044E-22</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">87</td>
</tr>
<tr>
<td valign="top" align="left">GO:0034774</td>
<td valign="top" align="left">secretory granule lumen</td>
<td valign="top" align="center">7.695E-23</td>
<td valign="top" align="center">2.770E-20</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">324</td>
</tr>
<tr>
<td valign="top" align="left">GO:0060205</td>
<td valign="top" align="left">cytoplasmic vesicle lumen</td>
<td valign="top" align="center">1.101E-22</td>
<td valign="top" align="center">3.965E-20</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">328</td>
</tr>
<tr>
<td valign="top" align="left">GO:0031983</td>
<td valign="top" align="left">vesicle lumen</td>
<td valign="top" align="center">1.315E-22</td>
<td valign="top" align="center">4.734E-20</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">330</td>
</tr>
<tr>
<td valign="top" align="left">GO:0031091</td>
<td valign="top" align="left">platelet alpha granule</td>
<td valign="top" align="center">1.522E-21</td>
<td valign="top" align="center">5.481E-19</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">92</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Selection based on p-value and adjusted with Bonferroni correction. Hit count in genome shows the number of genes in a given pathway, and the hit count in query list shows how many genes in the query list are hit in a given GO terms. The full output table generated by ToppFun is shown in <xref ref-type="supplementary-material" rid="ST4"><bold>Supplementary Table S4</bold></xref>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Research of the most enriched pathways (<xref ref-type="table" rid="T3"><bold>Table 3</bold></xref>) identified 140 out of 187 secreted proteins as belonging to the &#x201c;Ensemble of genes encoding extracellular matrix and extracellular matrix-associated proteins&#x201d;, &#x201c;Ensemble of genes encoding core extracellular matrix including ECM glycoproteins, collagens and proteoglycans&#x201d; and &#x201c;Ensemble of genes encoding ECM-associated proteins including ECM-affiliated proteins, ECM regulators and secreted factors&#x201d; pathways (<xref ref-type="table" rid="T3"><bold>Table 3</bold></xref>).</p>
<table-wrap id="T3" position="float">
<label>Table 3</label>
<caption>
<p>Most enriched pathways.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Pathway</th>
<th valign="top" align="center">Name</th>
<th valign="top" align="center">Source</th>
<th valign="top" align="center">pValue</th>
<th valign="top" align="center">Bonferroni</th>
<th valign="top" align="center">Genes from Input</th>
<th valign="top" align="center">Genes in Annotation</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">M5889</td>
<td valign="top" align="left">Ensemble of genes encoding extracellular matrix and extracellular matrix-associated proteins</td>
<td valign="top" align="left">
<underline>
<uri xlink:href="http://www.broadinstitute.org/gsea/msigdb/cards/NABA_MATRISOME.html">MSigDB C2 BIOCARTA (v7.3)</uri>
</underline></td>
<td valign="top" align="center">6.717E-135</td>
<td valign="top" align="center">6.153E-132</td>
<td valign="top" align="center">140</td>
<td valign="top" align="center">1026</td>
</tr>
<tr>
<td valign="top" align="left">M5884</td>
<td valign="top" align="left">Ensemble of genes encoding core extracellular matrix including ECM glycoproteins, collagens and proteoglycans</td>
<td valign="top" align="left">
<underline>
<uri xlink:href="http://www.broadinstitute.org/gsea/msigdb/cards/NABA_CORE_MATRISOME.html">MSigDB C2 BIOCARTA (v7.3)</uri>
</underline></td>
<td valign="top" align="center">1.567E-85</td>
<td valign="top" align="center">1.435E-82</td>
<td valign="top" align="center">75</td>
<td valign="top" align="center">275</td>
</tr>
<tr>
<td valign="top" align="left">1270244</td>
<td valign="top" align="left">Extracellular matrix organization</td>
<td valign="top" align="left">
<underline>
<uri xlink:href="http://www.ncbi.nlm.nih.gov/biosystems/1270244">BioSystems: REACTOME</uri>
</underline></td>
<td valign="top" align="center">2.416E-69</td>
<td valign="top" align="center">2.213E-66</td>
<td valign="top" align="center">67</td>
<td valign="top" align="center">298</td>
</tr>
<tr>
<td valign="top" align="left">M3008</td>
<td valign="top" align="left">Genes encoding structural ECM glycoproteins</td>
<td valign="top" align="left">
<underline>
<uri xlink:href="http://www.broadinstitute.org/gsea/msigdb/cards/NABA_ECM_GLYCOPROTEINS.html">MSigDB C2 BIOCARTA (v7.3)</uri>
</underline></td>
<td valign="top" align="center">1.949E-55</td>
<td valign="top" align="center">1.785E-52</td>
<td valign="top" align="center">51</td>
<td valign="top" align="center">196</td>
</tr>
<tr>
<td valign="top" align="left">M5885</td>
<td valign="top" align="left">Ensemble of genes encoding ECM-associated proteins including ECM-affiliated proteins, ECM regulators and secreted factors</td>
<td valign="top" align="left">
<underline>
<uri xlink:href="http://www.broadinstitute.org/gsea/msigdb/cards/NABA_MATRISOME_ASSOCIATED.html">MSigDB C2 BIOCARTA (v7.3)</uri>
</underline></td>
<td valign="top" align="center">1.738E-39</td>
<td valign="top" align="center">1.592E-36</td>
<td valign="top" align="center">65</td>
<td valign="top" align="center">751</td>
</tr>
<tr>
<td valign="top" align="left">M3468</td>
<td valign="top" align="left">Genes encoding enzymes and their regulators involved in the remodeling of the extracellular matrix</td>
<td valign="top" align="left">
<underline>
<uri xlink:href="http://www.broadinstitute.org/gsea/msigdb/cards/NABA_ECM_REGULATORS.html">MSigDB C2 BIOCARTA (v7.3)</uri>
</underline></td>
<td valign="top" align="center">9.420E-30</td>
<td valign="top" align="center">8.629E-27</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">238</td>
</tr>
<tr>
<td valign="top" align="left">1270245</td>
<td valign="top" align="left">Collagen formation</td>
<td valign="top" align="left">
<underline>
<uri xlink:href="http://www.ncbi.nlm.nih.gov/biosystems/1270245">BioSystems: REACTOME</uri>
</underline></td>
<td valign="top" align="center">5.373E-29</td>
<td valign="top" align="center">4.921E-26</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">93</td>
</tr>
<tr>
<td valign="top" align="left">M18</td>
<td valign="top" align="left">Beta1 integrin cell surface interactions</td>
<td valign="top" align="left">
<underline>
<uri xlink:href="http://www.broadinstitute.org/gsea/msigdb/cards/PID_INTEGRIN1_PATHWAY.html">MSigDB C2 BIOCARTA (v7.3)</uri>
</underline></td>
<td valign="top" align="center">2.802E-28</td>
<td valign="top" align="center">2.566E-25</td>
<td valign="top" align="center">23</td>
<td valign="top" align="center">66</td>
</tr>
<tr>
<td valign="top" align="left">M7098</td>
<td valign="top" align="left">ECM-receptor interaction</td>
<td valign="top" align="left">
<underline>
<uri xlink:href="http://www.broadinstitute.org/gsea/msigdb/cards/KEGG_ECM_RECEPTOR_INTERACTION.html">MSigDB C2 BIOCARTA (v7.3)</uri>
</underline></td>
<td valign="top" align="center">5.997E-24</td>
<td valign="top" align="center">5.493E-21</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">84</td>
</tr>
<tr>
<td valign="top" align="left">1270256</td>
<td valign="top" align="left">ECM proteoglycans</td>
<td valign="top" align="left">
<underline>
<uri xlink:href="http://www.ncbi.nlm.nih.gov/biosystems/1270256">BioSystems: REACTOME</uri>
</underline></td>
<td valign="top" align="center">4.440E-23</td>
<td valign="top" align="center">4.067E-20</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">57</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Selection based on p-value and adjusted with Bonferroni correction. Hit count in genome shows the number of genes in a given pathway, and the hit count in query list shows how many genes in the query list are hit in a given pathway. The full output table generated by ToppFun is shown in <xref ref-type="supplementary-material" rid="ST4"><bold>Supplementary Table S4</bold></xref>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>In total, 149 out of the 187 proteins were predicted to be linked to structure and organization/remodeling of the ECM (<xref ref-type="bibr" rid="B29">29</xref>) (<xref ref-type="fig" rid="f1"><bold>Figure 1A</bold></xref>) including thirteen different types of Collagens (I, VI, VIII or XII) and several proteoglycans of the small leucine-rich repeat proteins family (Podocan, Biglycan, Decorin, Fibromodulin and Lumican, as well as Versican and the <italic>HSPG2</italic> encoded Perlecan). With the exception of Podocan, all the above small leucine-rich repeat members were previously localized in fibroblasts from human gingiva (<xref ref-type="bibr" rid="B30">30</xref>) confirming the accuracy of GFs CM model. Among the other proteins, we identified the ECM regulators Fibronectin, Osteonectin (SPARC), Laminins and BHG3, the collagenolytic enzymes Matrix metallopeptidases I and II, Cathepsins as well as the so-called &#x2018;ECM-affiliated proteins&#x2019; Annexins, Galectins, and Glypicans. Furthermore, our analysis pinpointed several secreted growth factors such as Follistatin, Follistatin-like protein 1, Angiopoietin 2 and Transforming growth factor beta 2 (TGF&#x3b2;2; <xref ref-type="fig" rid="f1"><bold>Figure 1A</bold></xref>). In addition to the above 149 proteins, we found 7 proteins involved in calcium binding (Calreticulin, Calumenin, Annexins A1 and A6) or calcium homeostasis (Fetuin A, Stanniocalcin 1 and 2). Six of them were forming an interaction network as revealed by String analysis (<xref ref-type="fig" rid="f1"><bold>Figure 1B</bold></xref>). A second interactome was formed among the 9 proteins of the complement pathway (<xref ref-type="fig" rid="f1"><bold>Figure 1C</bold></xref>). In addition, 13 out of the 22 remaining secreted proteins were forming a third protein-protein association network (<xref ref-type="fig" rid="f1"><bold>Figure 1D</bold></xref>), related to lipid metabolism and iron transport and homeostasis.</p>
<fig id="f1" position="float">
<label>Figure 1</label>
<caption>
<p>Proteomic analysis of the classically secreted proteins identified in controls and ERS patients secretomes using MS. <bold>(A)</bold> Classification following Naba et al. (<xref ref-type="bibr" rid="B29">29</xref>) of the 140 ECM proteins. Proteins are represented by their corresponding gene name (HUGO Gene Nomenclature) for clarity. <bold>(B&#x2013;D)</bold> String analyses revealed supplementary interactomes of <bold>(B)</bold> calcium interacting proteins, <bold>(C)</bold> complement cascade and <bold>(D)</bold> remaining classically secreted proteins.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-12-752568-g001.tif"/>
</fig>
<p>The abundance of the 333 non-classically secreted proteins was lower; only 7 were relatively well represented (cytoplasmic Actin, Pyruvate Kinase, Prelamin A/C, Glyceraldehyde-3-phosphate dehydrogenase, Filamin-A, 78 kDa glucose-regulated protein, and Endoplasmin).</p>
</sec>
<sec id="s3_2">
<title>Differentially Secreted Proteins Between Control and ERS-1 to -4 Gingival Fibroblasts</title>
<p>The high regression coefficient of the samples analysed allowed a reliable comparison of the control and mutant secretomes. Principal component analysis clearly demonstrated a segregation between control and ERS CM (<xref ref-type="fig" rid="f2"><bold>Figure 2A</bold></xref>). At the protein level, the volcano plot representation for all the identified proteins revealed a clear separation between more abundant and less abundant proteins (<xref ref-type="fig" rid="f2"><bold>Figure 2B</bold></xref>). It also allowed to visualize the109 differentially regulated proteins, 69 being more abundant (upper right) and 40 being less abundant (upper left) in CM from ERS compared to controls (<xref ref-type="supplementary-material" rid="ST5"><bold>Supplementary Tables S5</bold></xref><bold>,</bold> <xref ref-type="supplementary-material" rid="ST6"><bold>S6</bold></xref>). For the purpose of this work, we decided to focus on the 50 classically secreted, differentially expressed proteins; i.e 38 over-represented and 12 under-represented proteins in the mutant CM (<xref ref-type="table" rid="T4"><bold>Tables 4</bold></xref>, <xref ref-type="table" rid="T5"><bold>5</bold></xref>).</p>
<fig id="f2" position="float">
<label>Figure 2</label>
<caption>
<p><bold>(A)</bold> Principal component analysis plot including all peptides confidently annotated from MS data, that belong to all proteins identified in controls and ERS patients secretomes. <bold>(B)</bold> Volcano plot representation plotting Log (<italic>p</italic>-value) against Log (fold change). Here, <italic>p</italic>-values were obtained from <italic>t</italic>-test performed for all quantified proteins between Controls and ERS patients. In the right upper quarter, red dots represent examples of proteins that were more abundant in secretomes from ERS patients and green dots represent proteins with lower abundance in secretomes from ERS patients (upper left quarter). <bold>(C, D)</bold> Protein-protein association network using String analysis performed with the differentially secreted proteins, over-expressed <bold>(C)</bold> and under-expressed <bold>(D)</bold> in the ERS secretomes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-12-752568-g002.tif"/>
</fig>
<table-wrap id="T4" position="float">
<label>Table 4</label>
<caption>
<p>More abundant classically secreted proteins found in ERS CM.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Accession</th>
<th valign="top" align="center">Description</th>
<th valign="top" align="center">Max fold change</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">CO8A1_HUMAN</td>
<td valign="top" align="left">Collagen alpha-1(VIII) chain &#x2013; COL8A1</td>
<td valign="top" align="center">15.4</td>
</tr>
<tr>
<td valign="top" align="left">HPLN1_HUMAN</td>
<td valign="top" align="left">Hyaluronan and proteoglycan link protein 1 &#x2013; HAPLN1</td>
<td valign="top" align="center">12.2</td>
</tr>
<tr>
<td valign="top" align="left">NET1_HUMAN</td>
<td valign="top" align="left">Netrin-1 &#x2013; NET1</td>
<td valign="top" align="center">11.4</td>
</tr>
<tr>
<td valign="top" align="left">TGFB2_HUMAN</td>
<td valign="top" align="left">Transforming growth factor beta-2 &#x2013; TGFB2</td>
<td valign="top" align="center">6.5</td>
</tr>
<tr>
<td valign="top" align="left">GREM1_HUMAN</td>
<td valign="top" align="left">Gremlin-1 &#x2013; GREM1</td>
<td valign="top" align="center">5.6</td>
</tr>
<tr>
<td valign="top" align="left">MASP1_HUMAN</td>
<td valign="top" align="left">Mannan-binding lectin serine protease 1 &#x2013; MASP1</td>
<td valign="top" align="center">4.4</td>
</tr>
<tr>
<td valign="top" align="left">NPC2_HUMAN</td>
<td valign="top" align="left">Epididymal secretory protein E1 &#x2013; NPC2</td>
<td valign="top" align="center">4.3</td>
</tr>
<tr>
<td valign="top" align="left">PTN_HUMAN</td>
<td valign="top" align="left">Pleiotrophin &#x2013; PTN</td>
<td valign="top" align="center">4.1</td>
</tr>
<tr>
<td valign="top" align="left">ANGL2_HUMAN</td>
<td valign="top" align="left">Angiopoietin-related protein 2 &#x2013; ANGPTL2</td>
<td valign="top" align="center">3.9</td>
</tr>
<tr>
<td valign="top" align="left">SEPR_HUMAN</td>
<td valign="top" align="left">Prolyl endopeptidase FAP &#x2013; FAP</td>
<td valign="top" align="center">3.9</td>
</tr>
<tr>
<td valign="top" align="left">QSOX1_HUMAN</td>
<td valign="top" align="left">Sulfhydryl oxidase 1 &#x2013; QSOX1</td>
<td valign="top" align="center">3.8</td>
</tr>
<tr>
<td valign="top" align="left">DKK3_HUMAN</td>
<td valign="top" align="left">Dickkopf-related protein 3 &#x2013; DKK3</td>
<td valign="top" align="center">3.8</td>
</tr>
<tr>
<td valign="top" align="left">IBP7_HUMAN</td>
<td valign="top" align="left">Insulin-like growth factor-binding protein 7 &#x2013; IGFBP7</td>
<td valign="top" align="center">3.6</td>
</tr>
<tr>
<td valign="top" align="left">TSP2_HUMAN</td>
<td valign="top" align="left">Thrombospondin-2 &#x2013; THBS2</td>
<td valign="top" align="center">3.5</td>
</tr>
<tr>
<td valign="top" align="left">DPP2_HUMAN</td>
<td valign="top" align="left">Dipeptidyl peptidase 2 &#x2013; DPP2</td>
<td valign="top" align="center">3.5</td>
</tr>
<tr>
<td valign="top" align="left">NID2_HUMAN</td>
<td valign="top" align="left">Nidogen-2 &#x2013; NID2</td>
<td valign="top" align="center">3.2</td>
</tr>
<tr>
<td valign="top" align="left">STC1_HUMAN</td>
<td valign="top" align="left">Stanniocalcin-1 &#x2013; STC1</td>
<td valign="top" align="center">3.2</td>
</tr>
<tr>
<td valign="top" align="left">PDGFD_HUMAN</td>
<td valign="top" align="left">Platelet-derived growth factor D &#x2013; PDGFD</td>
<td valign="top" align="center">3.2</td>
</tr>
<tr>
<td valign="top" align="left">SRPX_HUMAN</td>
<td valign="top" align="left">Sushi repeat-containing protein &#x2013; SRPX</td>
<td valign="top" align="center">3.0</td>
</tr>
<tr>
<td valign="top" align="left">TIMP2_HUMAN</td>
<td valign="top" align="left">Metalloproteinase inhibitor 2 &#x2013; TIMP2</td>
<td valign="top" align="center">2.8</td>
</tr>
<tr>
<td valign="top" align="left">MMP2_HUMAN</td>
<td valign="top" align="left">72 kDa type IV collagenase &#x2013; MMP2</td>
<td valign="top" align="center">2.8</td>
</tr>
<tr>
<td valign="top" align="left">SVEP1_HUMAN</td>
<td valign="top" align="left">Sushi, von Willebrand factor type A, EGF and pentraxin domain-containing protein 1 &#x2013; SVEP1</td>
<td valign="top" align="center">2.7</td>
</tr>
<tr>
<td valign="top" align="left">CO6A2_HUMAN</td>
<td valign="top" align="left">Collagen alpha-2(VI) chain &#x2013; COL6A2</td>
<td valign="top" align="center">2.7</td>
</tr>
<tr>
<td valign="top" align="left">CO6A3_HUMAN</td>
<td valign="top" align="left">Collagen alpha-3(VI) chain &#x2013; COL6A3</td>
<td valign="top" align="center">2.7</td>
</tr>
<tr>
<td valign="top" align="left">EDIL3_HUMAN</td>
<td valign="top" align="left">EGF-like repeat and discoidin I-like domain-containing protein 3 &#x2013; EDIL3</td>
<td valign="top" align="center">2.7</td>
</tr>
<tr>
<td valign="top" align="left">CALU_HUMAN</td>
<td valign="top" align="left">Calumenin &#x2013; CALU</td>
<td valign="top" align="center">2.6</td>
</tr>
<tr>
<td valign="top" align="left">COEA1_HUMAN</td>
<td valign="top" align="left">Collagen alpha-1(XIV) chain &#x2013; COL14A1</td>
<td valign="top" align="center">2.5</td>
</tr>
<tr>
<td valign="top" align="left">CEMIP_HUMAN</td>
<td valign="top" align="left">Cell migration-inducing and hyaluronan-binding protein &#x2013; CEMIP</td>
<td valign="top" align="center">2.5</td>
</tr>
<tr>
<td valign="top" align="left">CATZ_HUMAN</td>
<td valign="top" align="left">Cathepsin Z &#x2013; CTZ</td>
<td valign="top" align="center">2.2</td>
</tr>
<tr>
<td valign="top" align="left">FINC_HUMAN</td>
<td valign="top" align="left">Fibronectin &#x2013; FN1</td>
<td valign="top" align="center">2.2</td>
</tr>
<tr>
<td valign="top" align="left">PGBM_HUMAN</td>
<td valign="top" align="left">Basement membrane-specific heparan sulfate proteoglycan core protein &#x2013; HSPG2</td>
<td valign="top" align="center">2.2</td>
</tr>
<tr>
<td valign="top" align="left">CBPQ_HUMAN</td>
<td valign="top" align="left">Carboxypeptidase Q - CBQ</td>
<td valign="top" align="center">2.1</td>
</tr>
<tr>
<td valign="top" align="left">LUM_HUMAN</td>
<td valign="top" align="left">Lumican &#x2013; LUM</td>
<td valign="top" align="center">2.1</td>
</tr>
<tr>
<td valign="top" align="left">PGS2_HUMAN</td>
<td valign="top" align="left">Decorin _ DCN</td>
<td valign="top" align="center">2.0</td>
</tr>
<tr>
<td valign="top" align="left">PEDF_HUMAN</td>
<td valign="top" align="left">Pigment epithelium-derived factor &#x2013; SERPINF1</td>
<td valign="top" align="center">1.9</td>
</tr>
<tr>
<td valign="top" align="left">PLOD3_HUMAN</td>
<td valign="top" align="left">Procollagen-lysine,2-oxoglutarate 5-dioxygenase 3 &#x2013; PLOD3</td>
<td valign="top" align="center">1.8</td>
</tr>
<tr>
<td valign="top" align="left">BMP1_HUMAN</td>
<td valign="top" align="left">Bone morphogenetic protein 1 &#x2013; BMP1</td>
<td valign="top" align="center">1.7</td>
</tr>
<tr>
<td valign="top" align="left">PLOD1_HUMAN</td>
<td valign="top" align="left">Procollagen-lysine,2-oxoglutarate 5-dioxygenase 1 &#x2013; PLOD1</td>
<td valign="top" align="center">1.5</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T5" position="float">
<label>Table 5</label>
<caption>
<p>Less abundant classically secreted proteins found in ERS CM.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Accession</th>
<th valign="top" align="center">Description</th>
<th valign="top" align="center">Max fold change</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">ESM1_HUMAN</td>
<td valign="top" align="left">Endothelial cell-specific molecule 1 &#x2013; ESM1</td>
<td valign="top" align="center">15.4</td>
</tr>
<tr>
<td valign="top" align="left">PTX3_HUMAN</td>
<td valign="top" align="left">Pentraxin-related protein - PTX3</td>
<td valign="top" align="center">4.2</td>
</tr>
<tr>
<td valign="top" align="left">CO9_HUMAN</td>
<td valign="top" align="left">Complement component - C9</td>
<td valign="top" align="center">4.0</td>
</tr>
<tr>
<td valign="top" align="left">ISLR_HUMAN</td>
<td valign="top" align="left">Immunoglobulin superfamily containing leucine-rich repeat protein</td>
<td valign="top" align="center">3.5</td>
</tr>
<tr>
<td valign="top" align="left">ANXA6_HUMAN</td>
<td valign="top" align="left">Annexin A6 &#x2013; ANXA6</td>
<td valign="top" align="center">3.2</td>
</tr>
<tr>
<td valign="top" align="left">SFRP2_HUMAN</td>
<td valign="top" align="left">Secreted frizzled-related protein 2 &#x2013; SFRP2</td>
<td valign="top" align="center">2.4</td>
</tr>
<tr>
<td valign="top" align="left">LOXL3_HUMAN</td>
<td valign="top" align="left">Lysyl oxidase homolog 3 &#x2013; LOXL3</td>
<td valign="top" align="center">2.4</td>
</tr>
<tr>
<td valign="top" align="left">PAI1_HUMAN</td>
<td valign="top" align="left">Plasminogen activator inhibitor 1 &#x2013; SERPINE1</td>
<td valign="top" align="center">2.2</td>
</tr>
<tr>
<td valign="top" align="left">PGS1_HUMAN</td>
<td valign="top" align="left">Biglycan &#x2013; BGN</td>
<td valign="top" align="center">2.2</td>
</tr>
<tr>
<td valign="top" align="left">ANXA5_HUMAN</td>
<td valign="top" align="left">Annexin A5 &#x2013; ANXA5</td>
<td valign="top" align="center">2.2</td>
</tr>
<tr>
<td valign="top" align="left">GDN_HUMAN</td>
<td valign="top" align="left">Glia-derived nexin &#x2013; SERPINE2</td>
<td valign="top" align="center">1.6</td>
</tr>
<tr>
<td valign="top" align="left">LTBP2_HUMAN</td>
<td valign="top" align="left">Latent-transforming growth factor beta-binding protein 2 &#x2013; LTBP2</td>
<td valign="top" align="center">1.5</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_3">
<title>Gene Ontology of Differentially Expressed Proteins</title>
<p>ECM and collagen fibril organization (<xref ref-type="table" rid="T6"><bold>Table 6</bold></xref>, highlighted in blue) as well as angiogenesis (<xref ref-type="table" rid="T6"><bold>Table 6</bold></xref>, highlighted in yellow) were the most enriched biological processes related to the group of over-expressed proteins (<xref ref-type="table" rid="T6"><bold>Table 6</bold></xref> and <xref ref-type="supplementary-material" rid="ST7"><bold>Supplementary Table S7</bold></xref>). GO analysis of the molecular functions showed a very strong enrichment in the ECM structural constituents conferring &#x2018;compression resistance&#x2019; and &#x2018;tensile strength&#x2019;. Molecular functions related to collagen, integrin and glycosaminoglycan binding were also significantly enriched (<xref ref-type="table" rid="T7"><bold>Table 7</bold></xref> and <xref ref-type="supplementary-material" rid="ST7"><bold>Supplementary Table S7</bold></xref>). As expected, in this group of proteins, all the enriched pathways converged to the pathway &#x201c;Ensemble of genes encoding extracellular matrix and extracellular matrix-associated proteins&#x201d; (<xref ref-type="supplementary-material" rid="ST7"><bold>Supplementary Table S7</bold></xref>; 15 over 21 pathways). GO disease analysis showed that among the five diseases associated to the over-expressed proteins (<xref ref-type="supplementary-material" rid="ST7"><bold>Supplementary Table S7</bold></xref>) tumor angiogenesis (<italic>p</italic>-value 2.747E-8) and fibrosis, liver (<italic>p-</italic>value 1.229E-5) were highly significant. In this context, it is interesting to note that the number and size of gingival vessels and fibrotic modifications are typically observed ERS gingival tissue (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B31">31</xref>).</p>
<table-wrap id="T6" position="float">
<label>Table 6</label>
<caption>
<p>Most enriched GO terms: Biological Process, classed hierarchically by fold increase.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">GO biological processes</th>
<th valign="top" align="center">Hit count in query list</th>
<th valign="top" align="center">Hit count in the genome</th>
<th valign="top" align="center">Hit in query list</th>
<th valign="top" align="center">Fold</th>
<th valign="top" align="center">P value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" style="background-color:#deeaf6">collagen fibril organization GO:0030199</td>
<td valign="top" align="center" style="background-color:#deeaf6">10</td>
<td valign="top" align="center" style="background-color:#deeaf6">103</td>
<td valign="top" align="left" style="background-color:#deeaf6">PLOD3, TGFB2, COL6A3, PLOD1, COL14A1, COL6A2, COL8A1, LUM, GREM1, BMP1.</td>
<td valign="top" align="center" style="background-color:#deeaf6">60.59</td>
<td valign="top" align="center" style="background-color:#deeaf6">1.23E-11</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#deeaf6">glycosaminoglycan catabolic process GO:0006027</td>
<td valign="top" align="center" style="background-color:#deeaf6">4</td>
<td valign="top" align="center" style="background-color:#deeaf6">62</td>
<td valign="top" align="left" style="background-color:#deeaf6">HSPG2, LUM, DCN, CEMIP</td>
<td valign="top" align="center" style="background-color:#deeaf6">40.26</td>
<td valign="top" align="center" style="background-color:#deeaf6">3.32E-02</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffff00">negative regulation of angiogenesis GO:0016525</td>
<td valign="top" align="center" style="background-color:#ffff00">6</td>
<td valign="top" align="center" style="background-color:#ffff00">103</td>
<td valign="top" rowspan="3" align="left" style="background-color:#ffff00">HSPG2, THBS2, SERPINF1, TGFB2, PTN, DCN</td>
<td valign="top" align="center" style="background-color:#ffff00">36.35</td>
<td valign="top" align="center" style="background-color:#ffff00">1.70E-04</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffff00">negative regulation of blood vessel morphogenesis GO:2000181</td>
<td valign="top" align="center" style="background-color:#ffff00">6</td>
<td valign="top" align="center" style="background-color:#ffff00">104</td>
<td valign="top" align="center" style="background-color:#ffff00">36.01</td>
<td valign="top" align="center" style="background-color:#ffff00">1.80E-04</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffff00">negative regulation of vasculature development GO:1901343</td>
<td valign="top" align="center" style="background-color:#ffff00">6</td>
<td valign="top" align="center" style="background-color:#ffff00">105</td>
<td valign="top" align="center" style="background-color:#ffff00">35.66</td>
<td valign="top" align="center" style="background-color:#ffff00">1.90E-04</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#deeaf6">extracellular matrix organization GO:0030198</td>
<td valign="top" align="center" style="background-color:#deeaf6">18</td>
<td valign="top" align="center" style="background-color:#deeaf6">383</td>
<td valign="top" rowspan="3" align="left" style="background-color:#deeaf6">HSPG2, TIMP2, PLOD3, TGFB2, COL6A3, HAPLN1, QSOX1, MMP2, NID2, PLOD1, COL14A1, COL6A2, COL8A1, DCN LUM, GREM1, BMP1.</td>
<td valign="top" align="center" style="background-color:#deeaf6">29.33</td>
<td valign="top" align="center" style="background-color:#deeaf6">7.79E-19</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#deeaf6">extracellular structure organization GO:0043062</td>
<td valign="top" align="center" style="background-color:#deeaf6">18</td>
<td valign="top" align="center" style="background-color:#deeaf6">384</td>
<td valign="top" align="center" style="background-color:#deeaf6">29.25</td>
<td valign="top" align="center" style="background-color:#deeaf6">8.15E-19</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#deeaf6">external encapsulating structure organization GO:0045229</td>
<td valign="top" align="center" style="background-color:#deeaf6">18</td>
<td valign="top" align="center" style="background-color:#deeaf6">385</td>
<td valign="top" align="center" style="background-color:#deeaf6">29.10</td>
<td valign="top" align="center" style="background-color:#deeaf6">8.92E-19</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffff00">regulation of angiogenesis GO:0045765</td>
<td valign="top" align="center" style="background-color:#ffff00">7</td>
<td valign="top" align="center" style="background-color:#ffff00">282</td>
<td valign="top" align="left" style="background-color:#ffff00">HSPG2, THBS2, SERPINF1, TGFB2, PTN, DCN, GREM1</td>
<td valign="top" align="center" style="background-color:#ffff00">15.49</td>
<td valign="top" align="center" style="background-color:#ffff00">2.81E-03</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffff00">regulation of vasculature development GO:1901342</td>
<td valign="top" align="center" style="background-color:#ffff00">7</td>
<td valign="top" align="center" style="background-color:#ffff00">283</td>
<td valign="top" align="left" style="background-color:#ffff00">HSPG2, THBS2, SERPINF1, TGFB2, PTN, DCN, GREM1</td>
<td valign="top" align="center" style="background-color:#ffff00">15.27</td>
<td valign="top" align="center" style="background-color:#ffff00">3.08E-03</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffff00">angiogenesis GO:0001525</td>
<td valign="top" align="center" style="background-color:#ffff00">7</td>
<td valign="top" align="center" style="background-color:#ffff00">318</td>
<td valign="top" align="left" style="background-color:#ffff00">HSPG2, MMP2, COL8A1, GREM1, FAP, ANGPTL2, FN1</td>
<td valign="top" align="center" style="background-color:#ffff00">13.74</td>
<td valign="top" align="center" style="background-color:#ffff00">6.19E-03</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffff00">blood vessel morphogenesis GO:0048514</td>
<td valign="top" align="center" style="background-color:#ffff00">8</td>
<td valign="top" align="center" style="background-color:#ffff00">492</td>
<td valign="top" align="left" style="background-color:#ffff00">HSPG2, MMP2, COL8A1, GREM1, FAP, ANGPTL2, FN1, TGFB2</td>
<td valign="top" align="center" style="background-color:#ffff00">12.18</td>
<td valign="top" align="center" style="background-color:#ffff00">2.16E-13</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Selection based on p-value and adjusted with Bonferroni correction. Hit count in genome shows the number of genes in a given pathway, and the hit count in query list shows how many genes in the query list are hit in a given GO term. In BLUE, themes belonging to ECM organization along with collagen fibril organization and glycosaminoglycan catabolic processes and in YELLOW terms belonging to angiogenesis. The full output table generated by ToppFun is shown in <xref ref-type="supplementary-material" rid="ST7"><bold>Supplementary Table S7</bold></xref>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T7" position="float">
<label>Table 7</label>
<caption>
<p>Most enriched GO terms: Molecular function, classed by fold increase.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">GO molecular function</th>
<th valign="top" align="center">Hit count in query list</th>
<th valign="top" align="center">Hit count in the genome</th>
<th valign="top" align="center">Hit in query list</th>
<th valign="top" align="center">Fold</th>
<th valign="top" align="center">P value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">extracellular matrix structural constituent conferring compression resistance GO:0030021</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">22</td>
<td valign="top" align="left">HSPG2, HAPLN1, LUM, DCN.</td>
<td valign="top" align="center">&gt;100</td>
<td valign="top" align="center">2.32E-4</td>
</tr>
<tr>
<td valign="top" align="left">extracellular matrix structural constituent conferring tensile strength GO:0030020</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">41</td>
<td valign="top" align="left">COL6A3, COL6A2, COL14A1, COL8A1.</td>
<td valign="top" align="center">60.89</td>
<td valign="top" align="center">2.27E-3</td>
</tr>
<tr>
<td valign="top" align="left">collagen binding GO:0005518</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">70</td>
<td valign="top" align="left">COL14A1, LUM, COL6A2, DCN, NID2, FN1</td>
<td valign="top" align="center">53.49</td>
<td valign="top" align="center">6.15E-6</td>
</tr>
<tr>
<td valign="top" align="left">extracellular matrix structural constituent GO:0005201</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">173</td>
<td valign="top" align="left">HSPG2, THBS2, SRPX, HAPLN1, COL8A1, COL6A2, COL6A3, LUM, COL14A1, EDIL3, IGFBP7, NID2, DCN, FN1.</td>
<td valign="top" align="center">50.50</td>
<td valign="top" align="center">3.20E-17</td>
</tr>
<tr>
<td valign="top" align="left">integrin binding GO:0005178</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">147</td>
<td valign="top" align="left">HSPG2, TIMP2, PTN, FAP, EDIL3, FN1.</td>
<td valign="top" align="center">25.47</td>
<td valign="top" align="center">4.16E-4</td>
</tr>
<tr>
<td valign="top" align="left">glycosaminoglycan binding GO:0005539</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">234</td>
<td valign="top" align="left">THBS2, HAPLN1, PTN, DCN, FN1, CEMIP.</td>
<td valign="top" align="center">16.00</td>
<td valign="top" align="center">5.83E-3</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Selection based on p-value and adjusted with Bonferroni correction. Hit count in genome shows the number of genes in a given pathway, and the hit count in query list shows how many genes in the query list are hit in a given GO term. The full output table generated by ToppFun is shown in <xref ref-type="supplementary-material" rid="ST7"><bold>Supplementary Table S7</bold></xref>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>GO analysis of the 12 under-expressed proteins showed an enrichment in &#x2018;regulation of coagulation&#x2019;, &#x2018;ECM organization&#x2019;, and &#x2018;regulation of wound healing&#x2019; biological processes (<xref ref-type="supplementary-material" rid="ST8"><bold>Supplementary Table S8</bold></xref>). Enzymatic regulation by (endo)peptidase activity (Serpine1, Serpine2 and ESM1) and calcium binding (ANXA2, ANXA5 and ANXA6) were the most significant molecular functions. Not surprisingly the most enriched pathways were &#x201c;Ensemble of genes encoding extracellular matrix and extracellular matrix-associated proteins &#x201c;and &#x201c;Dissolution of fibrin clot&#x201d; (<xref ref-type="supplementary-material" rid="ST8"><bold>Supplementary Table S8</bold></xref>). Tumor angiogenesis (<italic>p</italic>-value 8.847E-5) and idiopathic pulmonary fibrosis (<italic>p</italic>-value 2.188E-3) were significantly associated diseases (<xref ref-type="supplementary-material" rid="ST8"><bold>Supplementary Table S8</bold></xref>).</p>
<p>Moreover, 33 out of the 38 over-expressed proteins were structural (HAPLN1, Lumican, Decorin, Perlecan and Collagens type 8, type 6 and type 14) or regulating/remodeling factors (Fibronectin, BMP1, Thrombospondin 2, Nidogen 2, IGFBP7, EDIL3, QSOX1, FAP, SerpinF1, PLOD3, Cathepsin Z, TIMP2, MMP2 and Gremlin 1). STRING analysis revealed interactions among all these proteins (<xref ref-type="fig" rid="f2"><bold>Figure 2C</bold></xref>).</p>
<p>Ten out of the 12 under-represented proteins were ECM-associated proteins (<xref ref-type="table" rid="T5"><bold>Table 5</bold></xref>). This set comprised the membrane traffic proteins, Annexin 2 (ANXA2) and 5 (ANXA5) involved in calcification and fibrosis (<xref ref-type="bibr" rid="B32">32</xref>&#x2013;<xref ref-type="bibr" rid="B34">34</xref>), the serine protease inhibitors Serpine1 and Serpine2, Pentraxin 3 (PTX3) and the SLRP family member Biglycan (BGN) involved in ECM organization. Interactions between ANXA2, ANXA5, ANXA6, Serpine1, Serpine2, BGN, PTX3 are shown in <xref ref-type="fig" rid="f2"><bold>Figure 2D</bold></xref>.</p>
</sec>
<sec id="s3_4">
<title>Gene Expression of Differentially Secreted Proteins and Effect of TGF Beta</title>
<p>We used lysates of GFs cultured under standard conditions to analyse the mRNAs levels of ten significantly over-represented proteins (<italic>TGFB2</italic>, <italic>Gremlin 1</italic>, <italic>Collagen alpha</italic> (1) <italic>type VIII</italic>, <italic>Collagen alpha</italic> (2) <italic>type VI</italic>, <italic>Collagen alpha</italic> (3) <italic>type VI</italic>, <italic>Matrix Metallopeptidase 2</italic>, <italic>EGF Like Repeats and Discoidin Domains 3</italic>, <italic>Fibronectin</italic>, <italic>Calumenin</italic> and <italic>Stanniocalcin 1</italic>) and of four significantly under-represented ones: <italic>PTX3</italic>, <italic>BGN</italic>, <italic>ANXA2</italic> and <italic>Serpine1</italic> (blue columns in <xref ref-type="fig" rid="f3"><bold>Figures 3A, B</bold></xref>). Increased mRNA levels were identified for all the over-represented proteins, suggesting that increased protein synthesis may at least partly explain their abundance in the mutant CM (<xref ref-type="fig" rid="f3"><bold>Figure 3A</bold></xref>, blue columns). Similarly, the transcripts encoding the selected under-represented proteins were significantly downregulated, with a dramatic decrease in <italic>PTX3</italic> mRNA level (5-fold; <xref ref-type="fig" rid="f3"><bold>Figure 3B</bold></xref>, blue columns).</p>
<fig id="f3" position="float">
<label>Figure 3</label>
<caption>
<p>Real Time RT-PCR analysis of candidate genes corresponding to secreted proteins with differential abundance characterized in proteomic analysis. GFs from control and ERS cultured without TGF&#x3b2;1 (blue columns) or with TGF&#x3b2;1 (5 ng/ml; red columns) for 6 hours. <bold>(A)</bold> Selected secreted candidates with increased abundance: <italic>TGF&#x3b2;2</italic>, <italic>Gremlin 1</italic> (<italic>GREM1</italic>), <italic>Collagen alpha</italic> (1) <italic>type VIII</italic> (<italic>COL8A1</italic>), <italic>Collagen alpha</italic> (2) <italic>type VI</italic> (<italic>COL6A2</italic>), <italic>Collagen alpha</italic> (3) <italic>type VI</italic> (<italic>COL6A3</italic>), <italic>Matrix Metallopeptidase 2</italic> (<italic>MMP2</italic>), <italic>EGF Like Repeats and Discoidin Domains 3</italic> (<italic>EDIL3</italic>), <italic>Fibronectin</italic> (<italic>FN</italic>), <italic>Calumenin</italic> (<italic>CALU</italic>) and <italic>Stanniocalcin 1</italic> (STC1). <bold>(B)</bold> Selected secreted candidates with decreased abundance: <italic>Pentraxin 3</italic> (<italic>PTX3</italic>), <italic>Biglycan</italic> (<italic>BGN</italic>), <italic>Annexin A2</italic> (<italic>ANXA2</italic>), and <italic>Plasminogen Activator Inhibitor-1</italic> (<italic>Serpine1</italic>). Control values correspond to the mean of 3 independent experiments in triplicates of three control cultures. ERS values correspond to the mean of 3 independent experiments in triplicates of the four ERS patient cultures. Datas represent mean fold gene expressions &#xb1; s.d. relative to control (without TGF&#x3b2;1). Data was analyzed <italic>via</italic> two-way ANOVA with Bonferroni multiple comparisons test (*p &lt; 0.05, **p &lt; 0.01, ***p &lt; 0.001).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-12-752568-g003.tif"/>
</fig>
<p>TGFB2, a multi-functional TGFB isoform with pro-fibrotic and pro-calcific functions was significantly increased in the mutant CM and cell lysates at the protein and mRNA levels respectively (<xref ref-type="table" rid="T4"><bold>Table 4</bold></xref> and <xref ref-type="fig" rid="f3"><bold>Figure 3A</bold></xref>, blue column). The <italic>TGFB2</italic> gene was recently identified as a key factor in drug-induced gingival overgrowth and autocrine TGF&#x3b2;2 signaling could contribute to the pathogenesis of hereditary or pharmacological-induced gingival fibromatosis (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B35">35</xref>&#x2013;<xref ref-type="bibr" rid="B37">37</xref>). Additionally, TGF&#x3b2;2 was shown to favor ectopic calcification in various cell types including vascular smooth muscle cells, dermal fibroblasts and trabecular meshwork cells (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>). To exert these effects TGF&#x3b2;2 employed the canonical Smad-signaling pathway, a pathway also shown to induce Gremlin1 or COL8A1 expression in various cell types (<xref ref-type="bibr" rid="B39">39</xref>&#x2013;<xref ref-type="bibr" rid="B43">43</xref>).</p>
<p>We therefore hypothesized that impaired TGF&#x3b2; signaling could contribute to the dysregulation of the ERS secretome and the pathogenesis of the ERS gingival phenotype.</p>
<p>In canonical TGF&#x3b2; signaling binding of TGF&#x3b2;1 or TGF&#x3b2;2 to and activation of TGF&#x3b2;- receptors results in the phosphorylation of the intracellular effectors, the cytoplasmic SMAD2 and SMAD3 proteins. The &#x2018;activated&#x2019; phosphorylated SMAD2/3 complex translocates to the nucleus and modulates the expression of genes regulated by TGF&#x3b2; (<xref ref-type="bibr" rid="B44">44</xref>).</p>
<p>To further investigate whether TGF&#x3b2; signalling was intrinsically activated we analysed control and mutant GFs treated or not with recombinant TGFB1 (5ng/ml, 6h). In control GFs, TGF&#x3b2;1 exposure significantly upregulated the transcription level of the selected genes; a dramatic increase (4-fold) was observed for <italic>MMP2</italic> and <italic>Fibronectin</italic> (<italic>FN1</italic>) (<xref ref-type="fig" rid="f3"><bold>Figure 3A</bold></xref>, red columns). It is interesting to note that the levels of <italic>MMP2</italic>, <italic>Col6A2</italic>, <italic>Col6A3</italic>, <italic>FN1</italic>, <italic>EDIL3</italic>, <italic>Calumenin</italic> and <italic>Staniocalcin1</italic> mRNA in treated control cells were similar to those of untreated ERS cells (<xref ref-type="fig" rid="f3"><bold>Figure 3A</bold></xref>, compare red Ctl to blue ERS columns). Exposure of the ERS GFs to TGF&#x3b2;1 further and significantly increased the expression of <italic>TGF&#x3b2;2</italic>, <italic>MMP2</italic> and <italic>FN1</italic> mRNA (<xref ref-type="fig" rid="f3"><bold>Figure 3A</bold></xref>). This observation may suggest that aberrant autocrine activation of the TGF&#x3b2; pathway could contribute to the gingival phenotype of ERS patients.</p>
<p>The TGF&#x3b2;1 treatment had contrasting effects on the gene expression of under-represented proteins (<xref ref-type="fig" rid="f3"><bold>Figure 3B</bold></xref>). Compared to the untreated controls, <italic>PTX3</italic> mRNA level was dramatically decreased; <italic>Serpine1</italic> mRNA level was significantly increased while <italic>BGN</italic> and <italic>ANXA2</italic> mRNA levels were unchanged after treatment (<xref ref-type="fig" rid="f3"><bold>Figure 3B</bold></xref>, blue and red Ctl columns). Exposure of ERS cultures to TGF&#x3b2;1 did not change the levels of <italic>PTX3</italic>, <italic>BGN</italic> or <italic>ANXA2</italic> mRNA. We only observed an increase in <italic>Serpine1</italic> mRNA levels (<xref ref-type="fig" rid="f3"><bold>Figure 3B</bold></xref>). It is interesting to note however that the mRNA levels of <italic>PTX3</italic> and <italic>Serpine1</italic> were very similar in treated control and ERS-derived GFs (<xref ref-type="fig" rid="f3"><bold>Figure 3B</bold></xref>, red Ctl and ERS columns). This set of results furthers supports the role of TGF&#x3b2; and may reflect the contribution of additional pathways.</p>
<p>In agreement with the proteomic and quantitative RT-PCR data suggesting activation of the TGF&#x3b2; pathway the levels of the effector protein phospho-SMAD3 (p-SMAD3) was significantly increased in treated control (<xref ref-type="fig" rid="f4"><bold>Figures 4A, B</bold></xref> red column) as well as treated and untreated ERS GFs (<xref ref-type="fig" rid="f4"><bold>Figures 4A, B</bold></xref> blue and red ERS columns). Immunomorphological data showing nuclear accumulation of p-SMAD3 in untreated ERS GFs (<xref ref-type="fig" rid="f4"><bold>Figure 4D</bold></xref>) and in treated control and ERS GFs (<xref ref-type="fig" rid="f4"><bold>Figures 4E, F</bold></xref>) further suggested that this pathway was intrinsically activated in ERS GFs. The ratio p-SMAD3-positive nuclei/total number of nuclei was significantly increased in untreated ERS GFs compared to untreated control GFs (<xref ref-type="fig" rid="f4"><bold>Figure 4G</bold></xref>, blue columns). Upon TGF&#x3b2;1 exposure a tenfold increase in the ratio of p-SMAD3-positive nuclei to the total number of nuclei in control GFs was seen (<xref ref-type="fig" rid="f4"><bold>Figures 4G</bold></xref>, Ctl). In treated ERS GFs, a further increase in this ratio was seen but it was not significantly different from that of treated control GFs (<xref ref-type="fig" rid="f4"><bold>Figure 4G</bold></xref>).</p>
<fig id="f4" position="float">
<label>Figure 4</label>
<caption>
<p>SMAD3 activation in untreated ERS GFs and treated control and ERS GFs. GFs from control and ERS cultured without TGF&#x3b2;1 (blue columns) or with TGF&#x3b2;1 (5 ng/ml; red columns) for 6 hours. <bold>(A)</bold> Western blots were performed on cell lysates. P-SMAD3 protein levels were increased in control GFs cultured with TGF&#x3b2;1. P-SMAD3 protein levels were increased in ERS GFs cultured without or with TGF&#x3b2;1 compared to Control. <bold>(B)</bold> Densitometric analysis of Phospho-SMAD3 bands normalized to corresponding GAPDH bands. Data represent mean fold change in band intensity &#xb1; s.d. relative to GAPDH of 3 independent experiments in triplicates. Data was analyzed <italic>via</italic> two-way ANOVA with Bonferroni multiple comparisons test (**p &lt; 0.01, ***p &lt; 0.001). <bold>(C&#x2013;F)</bold> Immunocytochemical staining of control <bold>(C, E)</bold> and ERS <bold>(D, F)</bold> GFs cultured without TGF&#x3b2;1 <bold>(C, D)</bold> or with TGF&#x3b2;1 (5 ng/mL) <bold>(E, F)</bold> for 6 hours. Cells were fluorescently labeled for p-SMAD3 (green) and nuclei (blue). Co-localization of p-SMAD3 and nuclei indicate nuclear translocation of p-SMAD3. ERS photomicrographs is a representative of all ERS cultures. <bold>(G)</bold> Average ratios of p-SMAD3-positive GFs normalized to total number of cells per field of view at 40X magnification were quantified from 20 images per condition. Data represent mean ratio &#xb1; s.d. of 3 independent experiments in triplicates of three control GF cultures and the four ERS patient cultures. Data were analyzed using two-way ANOVA with Bonferroni multiple comparisons test (***p &lt; 0.001). Scale bars: 50 &#x3bc;m.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-12-752568-g004.tif"/>
</fig>
<p>To determine whether the results obtained <italic>in vitro</italic> reflected what occurs in the ERS gingiva we analysed the distribution of p-Smad3 and the TGF&#x3b2; targets Netrin1 and COL6A in the gingival connective tissue of unaffected subjects and ERS patients (<xref ref-type="fig" rid="f5"><bold>Figure 5</bold></xref> and <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure 2</bold></xref>). P-Smad3 was only occasionally seen in control gingiva (<xref ref-type="fig" rid="f5"><bold>Figure 5A</bold></xref> and <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure 2A</bold></xref>) but was readily observed within the nuclei of ERS fibroblasts (<xref ref-type="fig" rid="f5"><bold>Figures 5B, C</bold></xref> and <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figures 2B, C</bold></xref>). Netrin1, a laminin-like protein involved in angiogenesis, tumor progression and fibrosis (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B46">46</xref>) exhibited a scattered distribution within fibroblasts of the control gingiva (<xref ref-type="fig" rid="f5"><bold>Figure 5D</bold></xref>). In agreement with the mass spectrometry data the Netrin-1 staining was much stronger in the ERS gingiva and Netrin1 positive puncta could be seen along the entire ERS fibroblasts (<xref ref-type="fig" rid="f5"><bold>Figures 5E, F</bold></xref>). Netrin1 has previously been involved in the intercellular cross-talk among bone cells (<xref ref-type="bibr" rid="B47">47</xref>); its strong expression may reflect the osteogenic potential of ERS GFs (<xref ref-type="bibr" rid="B8">8</xref>). Finally, the expression of the fibrillar COL6A, low in the control gingiva, was patchy and strongly decorated the disorganized collagen fibres of the ERS gingiva (<xref ref-type="fig" rid="f5"><bold>Figures 5G&#x2013;I</bold></xref> and <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figures 2D&#x2013;F</bold></xref>). This set of results clearly supports the hypothesis that aberrant activation of the TGF&#x3b2; pathway may contribute to the ERS gingival phenotype.</p>
<fig id="f5" position="float">
<label>Figure 5</label>
<caption>
<p>Representative p-SMAD3 staining in gingival tissues from healthy subject <bold>(A)</bold> and ERS patients <bold>(B, C)</bold>. <bold>(A)</bold> A small number of nuclei (arrows) displayed p-SMAD3 immunoreactivity in control gingiva. <bold>(B, C)</bold> The number of p-SMAD3 immunoreactive nuclei (arrowheads) was dramatically increased in ERS patients. <bold>(D)</bold> Netrin1 was expressed in discrete spots at fibroblast extremities. <bold>(E, F)</bold> In ERS patients, Netrin1 immunoreactivty was found in intense spots along the entire fibroblast soma. <bold>(G)</bold> Fibrous Collagen VI immunoreactivity was found in the Ctl connective tissue (arrow). <bold>(H, I)</bold> In ERS patients, collagen VI immunoreactivity was increased and expressed along thick and disorganized fibers. Scale bars: <bold>(A&#x2013;C)</bold>, <bold>(G&#x2013;I)</bold>: 50 &#x3bc;m; <bold>(D&#x2013;F)</bold>: 20 &#x3bc;m.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-12-752568-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>We here differentially analyzed the secretomes from control human GFs and GFs carrying 4 distinct <italic>FAM20A</italic> mutations. We identified an ERS-specific protein signature composed of 109 dysregulated proteins including the overexpressed COL8A1, HAPLN1, Netrin 1, TGF&#x3b2;2 and Gremlin 1 as well as the under-represented PTX3, C9, BGN, Serpine1 and Serpine2, ANXA2 and ANXA5.</p>
<p>We correlated the proteomic data of dysregulated proteins with the respective transcript levels in cell lysates. We found a similar trend for almost all the proteins analyzed indicating that the dysfunction of FAM20A in GFs primarily affected protein synthesis. Since most of the overexpressed proteins are known to be directly or indirectly regulated by TGF&#x3b2; signaling, an important actor of ECM deposition and remodeling (<xref ref-type="bibr" rid="B48">48</xref>) we further investigated whether effectors and targets of this pathway were modified in the ERS gingival tissue. The <italic>in vivo</italic> overexpression of Netrin-1 and COL6A as well as the nuclear accumulation of p-Smad-3 indeed supported the idea that aberrant TGF&#x3b2; signaling may contribute in the pathogenesis of ERS gingival fibromatosis.</p>
<p>Consistent with the ERS gingival phenotype, characterized by ECM accumulation and calcium deposition, most of the dysregulated proteins have biomineralization functions (<xref ref-type="bibr" rid="B49">49</xref>) and were previously associated to ectopic calcification and/or fibrosis (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B50">50</xref>&#x2013;<xref ref-type="bibr" rid="B53">53</xref>).</p>
<p>In particular, COL8A1, a network forming collagen necessary for migration and proliferation of vascular cells (<xref ref-type="bibr" rid="B54">54</xref>) was more than 15-fold increased in the mutant CMs. Increased COL8A1 levels are observed during the development of atherosclerosis or after injury and are known to favor cancer progression (<xref ref-type="bibr" rid="B55">55</xref>). <italic>COL8A1</italic> mRNA is induced by TGF&#x3b2;1 and has been shown to stimulate <italic>MMP2</italic> synthesis in smooth muscle cells during vascular remodeling (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B57">57</xref>). In ERS GFs, MMP2 protein and <italic>MMP2</italic> mRNA level were 3-fold increased both at the protein (CM) and transcript levels (cell lysates) suggesting that increased expression of COL8A1 and MMP2 would contribute to the pathogenesis of gingival fibromatosis. Supporting this hypothesis GFs exposure to TGF&#x3b2;1 further increased the levels of <italic>MMP2</italic> transcripts.</p>
<p>That was also the case for COL6A2 and COL6A3 that are fibrillar collagens playing an important role in ECM organization. Both are involved in the pathogenesis of various myopathies and their upregulation, including by TGF&#x3b2; signaling is associated with many cancer types or fibrosis (<xref ref-type="bibr" rid="B58">58</xref>). The abundance of COL6A2 and COL6A3 was much higher in the mutant CM in agreement with the increased mRNA levels and the immunostaining data. A further transcript upregulation was observed after exposure to TGF&#x3b2;1 arguing that, as in adipose tissue fibrosis (<xref ref-type="bibr" rid="B59">59</xref>), a positive TGF&#x3b2;/COL6 feedback loop may operate in the ERS gingiva to induce expression of additional collagens. It is very interesting to note that the concomitant upregulation of <italic>COL8A1</italic>, <italic>COL6A2</italic> and <italic>COL6A3</italic> has been identified as part of the <italic>adamantinomatous craniopharyngioma</italic> signature (<xref ref-type="bibr" rid="B60">60</xref>), an aggressive rare pediatric brain tumor in which calcifications are a diagnostic hallmark.</p>
<p>Besides, HAPLN1, a cross-linking protein that stabilizes the interactions between hyaluronan and chondroitin sulfate proteoglycans or Aggrecan was strongly overexpressed (&gt;12-fold) in the mutant CM. HAPLN1 has been shown to stimulate aggrecan synthesis in the cartilage (<xref ref-type="bibr" rid="B61">61</xref>) and changes in HAPLN1 expression could impact collagen organization. HAPLN1 induced by TGF&#x3b2; in lung fibroblasts is thought to be involved in lung fibrosis (<xref ref-type="bibr" rid="B62">62</xref>). Furthermore, increased expression of Aggrecan has also been associated with vascular calcification (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>). We previously showed that in ERS gingiva, Aggrecan was aberrantly expressed and mainly localized within/around mineral deposits (<xref ref-type="bibr" rid="B8">8</xref>). The concurrent overexpression of the HAPLN1 and aggrecan is compatible with the ERS gingival phenotype and so is strong and concurrent overexpression of TGF&#x3b2;2 and Gremlin1, possibly involving these factors in &#x2018;feed-forward&#x2019; pro-fibrotic and pro-calcific pathway. Alternatively, a high expression of <italic>Gremlin 1</italic> could be protective during early steps of gingival fibromatosis whereas a progressive downregulation could contribute to formation of calcium deposits. It is interesting to note that <italic>Gremlin 1</italic> levels are differentially regulated in some pathological conditions including coronary artery disease (<xref ref-type="bibr" rid="B65">65</xref>).</p>
<p>Among the other over-expressed proteins several ones, including Decorin, Lumican, Thrombospondin, Fibronectin and MMPs, have been clearly associated with bone formation and remodeling as mineral matrix formers, nucleation assisters or remodelers (<xref ref-type="bibr" rid="B49">49</xref>). Additionally, the calcium binding proteins Calumenin, EDIL3 and Stanniocalcin 1 associated with the initiation of mineralization were more than 2-times increased in the mutant CM, observations compatible with the calcifying potential of ERS GFs (<xref ref-type="bibr" rid="B8">8</xref>) and the literature data on these proteins.</p>
<p>Calumenin, a six-EF-hand calcium-binding protein, can be secreted out of the cell and may act in an autocrine manner to modulate rearrangement of cytoskeletal proteins (<xref ref-type="bibr" rid="B66">66</xref>). Overexpression of Calumenin is thought to favor ECM mineralization and has been associated with vascular calcification (<xref ref-type="bibr" rid="B67">67</xref>). EDIL3 is an ECM protein that acts as a pro-angiogenic and anti-inflammatory factor. EDIL3 was shown to activate TGF&#x3b2; signaling (<xref ref-type="bibr" rid="B68">68</xref>) and its capacity to bind calcium ions and extracellular vesicles (<xref ref-type="bibr" rid="B69">69</xref>) suggests a role in calcification.</p>
<p>Stanniocalcin 1 is a glycoprotein that acts in a paracrine and autocrine fashion to maintain phosphate and calcium metabolism and is usually overexpressed in tumoral tissues and during lung fibrosis (<xref ref-type="bibr" rid="B70">70</xref>). The upregulation of Stanniocalcin 1 is induced by TGF&#x3b2;1 and is thought to protect the damaged tissues by maintaining local homeostasis. Whether a similar protective role can be attributed to Stanniocalcin 1 in the pathological ERS gingiva requires further investigation.</p>
<p>We and others previously documented the low inflammatory status of the ERS gingiva (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B31">31</xref>). The low abundance of the pro-inflammatory molecule PTX3, an acute phase protein increased during aggressive periodontitis (<xref ref-type="bibr" rid="B71">71</xref>), or the complement component C9 is in agreement with the histological and clinical findings reported. Furthermore, lower PTX3 levels were associated with liver fibrosis progression (<xref ref-type="bibr" rid="B72">72</xref>) whereas in mouse models PTX3 deficiency was associated with excessive fibrin accumulation, augmented collagen deposition and defective tissue repair (<xref ref-type="bibr" rid="B73">73</xref>). It is thus possible that low PTX3 amounts may influence progression of both gingival fibromatosis and inflammation.</p>
<p>It was also previously reported that Annexins, calcium-binding proteins with anti-inflammatory, wound healing and defense responses were normal constituents of healthy gingiva and the gingival crevicular fluid. Higher levels of Annexins in these tissues may be associated with a healthy periodontal status (<xref ref-type="bibr" rid="B74">74</xref>&#x2013;<xref ref-type="bibr" rid="B76">76</xref>). ANXA2 and ANXA5 were both under-expressed in the mutant GFs; we anticipate that dysregulated responses of ERS GFs to chronic inflammatory and fibrotic conditions may contribute to the fibromatosis. Serpine1, the Plasminogen activator inhibitor 1, is often highly expressed in fibrotic tissues where it favors accumulation of Fibrin and other ECM components (<xref ref-type="bibr" rid="B77">77</xref>). Increased Serpine1 expression was indeed shown to play a role in the cyclosporine-induced gingival overgrowth (<xref ref-type="bibr" rid="B78">78</xref>). In this model however <italic>Serpine 1</italic> could be independently induced by HIF1&#x3b1; (<xref ref-type="bibr" rid="B79">79</xref>). <italic>Serpine1</italic> deficiency was reported to promote spontaneous cardiac fibrosis and in these patients plasma TGF&#x3b2; levels were upregulated (<xref ref-type="bibr" rid="B80">80</xref>). In our hands, the short TGF&#x3b2; treatment upregulated <italic>Serpine1</italic> in both control and mutant GFs. SERPINE 1 was however 2 times decreased in the mutant GFs. This observation may suggest that the upregulation of <italic>Serpine 1</italic> is an early event not sustained in time.</p>
<p>The cytokine SFRP2, a soluble inhibitor of the canonical Wnt pathway, known to suppress osteoblast differentiation and bone mineralization (<xref ref-type="bibr" rid="B81">81</xref>) was decreased in the mutant GFs. It is interesting to note that DKK3, a Wnt modulator and positive target of TGF&#x3b2;1 signaling (<xref ref-type="bibr" rid="B82">82</xref>) was 3.8 times overexpressed suggesting that the TGF&#x3b2;-Wnt signaling cross-talk was perturbed in the mutant GFs.</p>
<p>It is noteworthy to mention that the matricellular protein connective tissue growth factor (CCN2) a TGF&#x3b2; target, previously detected by transcriptomic analysis, albeit in low levels, in the gingival tissue from one ERS patient (<xref ref-type="bibr" rid="B12">12</xref>) has not been identified in any one of the 4 ERS secretomes analyzed here. Although CCN2 expression in the ERS gingiva has never been published, it is possible that, like previously reported in HGF by Kantarci et al. (<xref ref-type="bibr" rid="B83">83</xref>), the extracellular (secreted) protein levels of CCN2 are much lower than the intracellular ones.</p>
<p>In that case the lack of CCN2 protein may be due to the experimental design: conditioned media were collected after a 48h period of serum deprivation (longer periods of serum deprivation may be deleterious for GFs and are avoided prior to secretome analyses). It is thus possible that the amount of CCN2 secreted in 48h is below the detection limit of our LC-MS/MS analysis.</p>
<p>Very little is currently known about the physiological FAM20A distribution and activities. Endogenous FAM20A expression has only been investigated in murine dental/skeletal cells and embryonic fibroblasts (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B4">4</xref>). In these studies, FAM20A was exclusively found in cell lysates.</p>
<p>Our results agree with the above observations and indicate that in human gingival fibroblasts FAM20A is located within intracellular compartments. The staining was vesicular most likely representing FAM20A along the secretory pathway, albeit not in the cis-Golgi. We did not see FAM20A in the CM of human gingival fibroblasts using either western blot or mass spectrometry analyses; we cannot however exclude that minute amounts of FAM20A may be secreted. It was beyond the scope of this work to detail FAM20A expression; we however clearly showed that the mutations analyzed profoundly modified the intracellular distribution of FAM20A. ERS1 resulted in a null protein and was previously described (<xref ref-type="bibr" rid="B8">8</xref>). ERS3 and 4 resulted in C-terminal truncated proteins that were abnormally located within the cis-Golgi. It is interesting to note that the ERS2 mutation, p.F252del, is located within the critical interface, necessary for FAM20A homodimerization (<xref ref-type="bibr" rid="B84">84</xref>). ERS2 may not affect FAM20A stability, as previously reported for other mutations within the same interface (<xref ref-type="bibr" rid="B84">84</xref>). Indeed, a strong FAM20A signal was observed in the mutant gingival fibroblasts but was abnormally localized in the cis-Golgi. This specific mutation has never been analyzed but seems to be sufficient to alter the subcellular distribution of FAM20A.</p>
<p>According to the available data (<xref ref-type="bibr" rid="B84">84</xref>) ERS2 would alter the capacity of FAM20A to act as a FAM20C activator. Nevertheless, the same would stand for ERS1, 2, 3 and 4 (<xref ref-type="bibr" rid="B8">8</xref>) as previously reported for FAM20A mutations associated with amelogenesis imperfecta (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Whether and how the above mutations modify FAM20C activity in the gingiva are open questions. It is interesting to note however that lack or ectopic expression of FAM20A similarly activate the TGF&#x3b2; pathway. This novel finding extends our past data (<xref ref-type="bibr" rid="B8">8</xref>) and suggests that the aberrant ECM modification and the osteogenic-like transformation of ERS GFs are at least partly supported by aberrant autocrine TGF&#x3b2; signaling.</p>
<p>In sum, our data provided the first secretomic analysis of ERS gingival fibroblasts and uncovered the hitherto unknown involvement of the TGF&#x3b2; signaling cascade in ERS gingival fibromatosis. We propose that as previously described for other diseases (<xref ref-type="bibr" rid="B85">85</xref>, <xref ref-type="bibr" rid="B86">86</xref>), the dysfunction/mislocalization of FAM20A may favor the abnormal secretion of selected mineral-interacting, extracellular proteins and create a specific microenvironment that facilitates the progression of the gingival disease.</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 here: ProteomeXChange PXD028003.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics Statement</title>
<p>Ethical review and approval was not required for the study on human participants in accordance with the local legislation and institutional requirements. 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>OC, PC, and RK conceived the study. AB, CC, and AA participated in the design of the study. VS, CG, OC, PC, and RK wrote the manuscript. VS, CG, LA, LD, CR, and VC performed the experiments. VS, CG, and LA analyzed the data. MB participated in histological study. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by INSERM and Idex SPC &#x201c;Once upon a tooth&#x201d; (grant number: ANR-11-IDEX-0005-02; AB), FHU-DDS ParisNet (Universit&#xe9; de Paris, AP-HP, INSERM), ECOS-Nord (C21501) and CAPES/COFECUB (#918/2018). This study contributes to the IdEx Universit&#xe9; de Paris ANR-18-IDEX-0001.</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 sec-type="supplementary-material" id="s11">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fendo.2021.752568/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fendo.2021.752568/full#supplementary-material</ext-link></p>
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