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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">87</journal-id>
      <journal-id journal-id-type="index">urn:lsid:arphahub.com:pub:A116C711-4C18-5A38-8F1E-5E97753A8A64</journal-id>
      <journal-title-group>
        <journal-title xml:lang="en">Folia Medica</journal-title>
        <abbrev-journal-title xml:lang="en">FM</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="ppub">0204-8043</issn>
      <issn pub-type="epub">1314-2143</issn>
      <publisher>
        <publisher-name>Plovdiv Medical University</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.3897/folmed.66.e137403</article-id>
      <article-id pub-id-type="publisher-id">137403</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Research Note</subject>
        </subj-group>
        <subj-group subj-group-type="scientific_subject">
          <subject>Nursing &amp; Midwifery</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Metabolomic biomarkers in amniotic fluid for early diagnosis of preterm birth and fetal growth restriction</article-title>
      </title-group>
      <contrib-group content-type="authors">
        <contrib contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Kolvatzis</surname>
            <given-names>Charalampos</given-names>
          </name>
          <email xlink:type="simple">charis_kolv@hotmail.com</email>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Tsiantas</surname>
            <given-names>Konstantinos</given-names>
          </name>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Tsakiridis</surname>
            <given-names>Ioannis</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0003-4337-7871</uri>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Christodoulou</surname>
            <given-names>Paris</given-names>
          </name>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Cheilari</surname>
            <given-names>Antigoni</given-names>
          </name>
          <xref ref-type="aff" rid="A3">3</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Kalogiannidis</surname>
            <given-names>Ioannis</given-names>
          </name>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Zoumpoulakis</surname>
            <given-names>Panagiotis</given-names>
          </name>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Athanasiadis</surname>
            <given-names>Apostolos</given-names>
          </name>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
      </contrib-group>
      <aff id="A1">
        <label>1</label>
        <addr-line content-type="verbatim">Third Department of Obstetrics and Gynecology, School of Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece</addr-line>
        <institution>Aristotle University of Thessaloniki</institution>
        <addr-line content-type="city">Thessaloniki</addr-line>
        <country>Greece</country>
      </aff>
      <aff id="A2">
        <label>2</label>
        <addr-line content-type="verbatim">Department of Food Science and Technology, University of West Attica, Athens, Greece</addr-line>
        <institution>University of West Attica</institution>
        <addr-line content-type="city">Athens</addr-line>
        <country>Greece</country>
      </aff>
      <aff id="A3">
        <label>3</label>
        <addr-line content-type="verbatim">Department of Pharmacognosy and Natural Products Chemistry, Faculty of Pharmacy, National and Kapodistrian University of Athens, Athens, Greece</addr-line>
        <institution>National and Kapodistrian University of Athens</institution>
        <addr-line content-type="city">Athens</addr-line>
        <country>Greece</country>
      </aff>
      <author-notes>
        <fn fn-type="corresp">
          <p>Corresponding author: Charalampos Kolvatzis, Third Department of Obstetrics and Gynecology, School of Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece; Email: <email xlink:type="simple">charis_kolv@hotmail.com</email></p>
        </fn>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2024</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>31</day>
        <month>10</month>
        <year>2024</year>
      </pub-date>
      <volume>66</volume>
      <issue>5</issue>
      <fpage>717</fpage>
      <lpage>720</lpage>
      <uri content-type="arpha" xlink:href="http://openbiodiv.net/7D182750-4F15-5EC8-81E9-79DFED8610F9">7D182750-4F15-5EC8-81E9-79DFED8610F9</uri>
      <history>
        <date date-type="received">
          <day>20</day>
          <month>09</month>
          <year>2024</year>
        </date>
        <date date-type="accepted">
          <day>20</day>
          <month>09</month>
          <year>2024</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>Charalampos Kolvatzis, Konstantinos Tsiantas, Ioannis Tsakiridis, Paris Christodoulou, Antigoni Cheilari, Ioannis Kalogiannidis, Panagiotis Zoumpoulakis, Apostolos Athanasiadis</copyright-statement>
        <license license-type="creative-commons-attribution" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
          <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
        </license>
      </permissions>
      <abstract>
        <label>Abstract</label>
        <p>Preterm birth, affecting about 10% of pregnancies, significantly contributes to perinatal morbidity and mortality. Recent research indicates that metabolomics could enhance pregnancy outcomes and reduce costs by identifying biomarkers related to common pregnancy complications. Our team focused on analyzing amniotic fluid collected during the second trimester to identify potential biomarkers for preterm birth using 1H-NMR metabolomic analysis. We compared amniotic fluid samples from women who delivered prematurely with those who delivered at term. Multivariate principal component analysis revealed dimethylglycine, glucose, myo-inositol, and succinic acid as potential biomarkers for preterm birth prognosis and early diagnosis. Further analysis demonstrated distinct regulation patterns of these metabolites in relation to fetal growth centiles. For instance, dimethylglycine and glucose were upregulated in fetuses above the 20th centile, while citrate and succinate were upregulated in those below it. With Area Under the Curve (<abbrev xlink:title="Area Under the Curve" id="ABBRID0EEF">AUROC</abbrev>) values over 0.75 and p-values less than 0.05, these metabolites show promise as reliable biomarkers for predicting fetal growth restriction. This approach could significantly impact maternal-fetal medicine by facilitating early diagnosis and personalized interventions. Future research should focus on validating these findings in larger populations and exploring the underlying mechanisms of metabolite regulation.</p>
      </abstract>
      <kwd-group>
        <label>Keywords</label>
        <kwd>amniotic fluid</kwd>
        <kwd>preterm delivery</kwd>
        <kwd>NMR metabolomics</kwd>
        <kwd>multivariate analysis</kwd>
      </kwd-group>
    </article-meta>
    <notes>
      <sec sec-type="Citation" id="SECID0EPF">
        <title>Citation</title>
        <p>Kolvatzis C, Tsiantas K, Tsakiridis I, Christodoulou P, Cheilari A, Kalogiannidis I, Zoumpoulakis P, Athanasiadis A. Metabolomic biomarkers in amniotic fluid for early diagnosis of preterm birth and fetal growth restriction. Folia Med (Plovdiv) 2024;66(5):717-720. doi: <ext-link xlink:type="simple" ext-link-type="doi" xlink:href="10.3897/folmed.66.e137403">10.3897/folmed.66.e137403</ext-link>.</p>
      </sec>
    </notes>
  </front>
  <body>
    <sec sec-type="" id="SECID0E2F">
      <title/>
      <p>Preterm birth is a major contributor of perinatal morbidity and mortality, complicating about one out of ten pregnancies.<sup>[<xref ref-type="bibr" rid="B1">1</xref>]</sup> Several studies of metabolomics are currently available regarding common complications of pregnancy; their use could improve pregnancy outcomes and lead to cost reduction.<sup>[<xref ref-type="bibr" rid="B2 B3 B4">2–4</xref>]</sup></p>
      <p>Recently, our team investigated whether the analysis of the metabolic composition of amniotic fluid collected from pregnant women in the second trimester could provide valuable information on preterm birth. We used 1H-NMR metabolomic analysis to examine amniotic fluid samples from women who delivered prematurely and those who delivered at term. Using multivariate principal component analysis, dimethylglycine, glucose, myo-inositol and succinic acid were identified as potential biomarkers for the prognosis and early diagnosis of preterm birth.<sup>[<xref ref-type="bibr" rid="B5">5</xref>]</sup></p>
      <p>Following further analyses, utilizing the same methodology<sup>[<xref ref-type="bibr" rid="B5">5</xref>]</sup>, we found that the previously identified metabolites show distinct patterns of regulation that correlate with specific pregnancy milestones. This means that the levels of these metabolites change predictably, according to the fetal growth centile. For example, according to <bold>Fig. <xref ref-type="fig" rid="F1">1</xref></bold>, dimethylglycine and glucose are upregulated in fetuses &gt;20 centile, while citrate and succinate are upregulated in those &lt;20 centile. Based on the fact that these metabolites are validated (Area Under the Curve, <abbrev xlink:title="Area Under the Curve" id="ABBRID0EFH">AUROC</abbrev> &gt;0.75 and p-value &lt;0.05), this regulation pattern suggests that the above metabolites could be used as reliable biomarkers to predict fetal growth restriction. This may have a significant impact in maternal-fetal medicine since accurate prediction of birthweight could favor early diagnosis of implications related to prenatal monitoring, allowing personalized and timely interventions to ensure the health and safety of the fetus/neonate.</p>
      <fig id="F1" position="float" orientation="portrait">
        <object-id content-type="arpha">AF7BB38C-FF90-5A57-93AE-E403C77CCE6B</object-id>
        <label>Figure 1.</label>
        <caption>
          <p>Metabolites of interest derived by discriminant analysis of fetal growth centile.</p>
        </caption>
        <graphic xlink:href="foliamedica-66-5-e137403-g001.jpg" position="float" orientation="portrait" xlink:type="simple" id="oo_1169071.jpg">
          <uri content-type="original_file">https://binary.pensoft.net/fig/1169071</uri>
        </graphic>
      </fig>
      <p>Herein, by combining NMR metabolomics and a unique multivariate statistical approach, we provided new insights into amniotic fluid biomarker discovery anhighlighted the potential for metabolomics to contribute to improving maternal and neonatal outcomes. Future studies should aim to validate these biomarkers in larger and more diverse populations and investigate the mechanisms driving these regulatory changes.</p>
    </sec>
    <sec sec-type="Acknowledgements" id="SECID0EWH">
      <title>Acknowledgements</title>
      <p>The authors have no support to report.</p>
    </sec>
    <sec sec-type="Funding" id="SECID0E2H">
      <title>Funding</title>
      <p>The authors have no funding to report.</p>
    </sec>
    <sec sec-type="Competing Interests" id="SECID0EBAAC">
      <title>Competing Interests</title>
      <p>The authors have declared that no competing interests exist.</p>
    </sec>
    <sec sec-type="Author contributions" id="SECID0EGAAC">
      <title>Author contributions</title>
      <p>Conceptualization: A.A., I.K., P.Z., C.K., and P.C.; methodology: P.C., I.T., K.T., A.C., P.Z., A.A., and C.K.; software: P.C., K.T., and A.C.; investigation: C.K., I.T., K.T., and P.C.; data curation: C.K., P.C., K.T., and A.C.; resources: P.Z., A.A., and C.K.; visualization: P.C.; writing original draft preparation: C.K., I.T., P.C., K.T., and A.C.; writing review and editing: C.K., I.T., P.C., K.T., N.S.T., A.A., and I.K.; supervision: A.A., I.K., and P.Z.; project administration: P.Z. and A.A. All authors have read and agreed to the published version of the manuscript.</p>
    </sec>
    <sec sec-type="Ethical statement" id="SECID0ELAAC">
      <title>Ethical statement</title>
      <p>Institutional Review Board Statement: The study was conducted in accordance with the Declaration of Helsinki and approved by the Aristotle University of Thessaloniki Research Ethics Committee (Prot. No. 1.662/21 November 2018) for studies involving humans. Informed Consent Statement: Informed consent was obtained from all subjects involved in the study.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <title>References</title>
      <ref id="B1">
        <mixed-citation xlink:type="simple">1. Kolvatzis C, Tsakiridis I, Kalogiannidis IA, et al. Utilizing amniotic fluid metabolomics to monitor fetal well-being: a narrative review of the literature. Cureus 2023;15(3):e36986.</mixed-citation>
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      <ref id="B2">
        <mixed-citation xlink:type="simple">2. Bardanzellu F, Fanos V. How could metabolomics change pediatric health? Italian J Pediat 2020; 46(1):1–13.</mixed-citation>
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        <mixed-citation xlink:type="simple">3. Fattuoni C, Palmas F, Noto A, et al. Primary HCMV infection in pregnancy from classic data towards metabolomics: an exploratory analysis. Clinica Chimica Acta 2016; 460:23–32.</mixed-citation>
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        <mixed-citation xlink:type="simple">5. Kolvatzis C, Christodoulou P, Kalogiannidis I, et al. Metabolomic profiling of second-trimester amniotic fluid for predicting preterm delivery: insights from NMR analysis. Metabolites 2023; 13(11):1147.</mixed-citation>
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  </back>
</article>
