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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cardiovasc. Med.</journal-id>
<journal-title>Frontiers in Cardiovascular Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cardiovasc. Med.</abbrev-journal-title>
<issn pub-type="epub">2297-055X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcvm.2025.1522603</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cardiovascular Medicine</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Correlation between pulmonary to systemic flow ratio and N-terminal Pro-B-type natriuretic peptide level in children with atrial septal defect</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Liao</surname><given-names>Li-Chin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1849687/overview"/><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Chen</surname><given-names>Yun-Yu</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
<xref ref-type="aff" rid="aff9"><sup>9</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1349980/overview" /><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Fu</surname><given-names>Yun-Ching</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff10"><sup>10</sup></xref>
<xref ref-type="aff" rid="aff11"><sup>11</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/2313677/overview" /><role content-type="https://credit.niso.org/contributor-roles/supervision/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Hung</surname><given-names>Hui-Chih</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="aff" rid="aff12"><sup>12</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/supervision/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><institution>Doctoral Program in Translational Medicine, National Chung Hsing University</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<aff id="aff2"><label><sup>2</sup></label><institution>Rong Hsing Translational Medicine Research Center, National Chung Hsing University</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<aff id="aff3"><label><sup>3</sup></label><institution>Department of Pediatrics, Wuri Lin Shin Hospital</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<aff id="aff4"><label><sup>4</sup></label><institution>Department of Pediatric Cardiology, Children&#x2019;s Medical Center, Taichung Veterans General Hospital</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<aff id="aff5"><label><sup>5</sup></label><institution>Department of Life Sciences, National Chung Hsing University</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<aff id="aff6"><label><sup>6</sup></label><institution>Department of Medical Research, Taichung Veterans General Hospital</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<aff id="aff7"><label><sup>7</sup></label><institution>Cardiovascular Center, Taichung Veterans General Hospital</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<aff id="aff8"><label><sup>8</sup></label><institution>Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital</institution>, <addr-line>Taipei</addr-line>, <country>Taiwan</country></aff>
<aff id="aff9"><label><sup>9</sup></label><institution>Cardiovascular Research Center, College of Medicine, National Chung Hsing University</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<aff id="aff10"><label><sup>10</sup></label><institution>Department of Pediatrics, School of Medicine, National Chung Hsing University</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<aff id="aff11"><label><sup>11</sup></label><institution>Department of Pediatrics and Institute of Clinical Medicine, National Yang Ming Chiao Tung University</institution>, <addr-line>Taipei</addr-line>, <country>Taiwan</country></aff>
<aff id="aff12"><label><sup>12</sup></label><institution>iEGG &#x0026; Animal Biotechnology Center, National Chung Hsing University</institution>, <addr-line>Taichung</addr-line>, <country>Taiwan</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Jaspal Dua, Liverpool Heart and Chest Hospital NHS Trust, United Kingdom</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Siddharth Dubey, Kings County Hospital Center, United States</p>
<p>Wandy Chan, Prince Charles Hospital, Australia</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Yun-Ching Fu <email>yunchingfu@gmail.com</email> Hui-Chih Hung <email>hchung@dragon.nchu.edu.tw</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>14</day><month>03</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2025</year></pub-date>
<volume>12</volume><elocation-id>1522603</elocation-id>
<history>
<date date-type="received"><day>04</day><month>11</month><year>2024</year></date>
<date date-type="accepted"><day>27</day><month>02</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 Liao, Chen, Fu and Hung.</copyright-statement>
<copyright-year>2025</copyright-year><copyright-holder>Liao, Chen, Fu and Hung</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract><sec><title>Introduction</title>
<p>Atrial septal defect (ASD) increases pulmonary to systemic flow ratio (<italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>) which is an important determinant factor for treatment. N-terminal pro-B-type natriuretic peptide (NT-proBNP) levels are correlated with volume overloading of the heart. This study aims to explore the relationship between <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> and NT-proBNP levels in children with ASD.</p>
</sec><sec><title>Materials and methods</title>
<p>Between January 2010 and December 2023, 464 patients under 20 years old with ASD who underwent cardiac catheterization and received NT-proBNP test were enrolled retrospectively. Baseline characteristics such as sex, body weight, and age were recorded. <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> was measured during standardized right heart catheterization according to Fick principle.</p>
</sec><sec><title>Results</title>
<p>A significant positive correlation existed between NT-proBNP and <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> (R&#x2009;&#x003D;&#x2009;0.507, <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001), with an <italic>R</italic><sup>2</sup> of 0.258. The linear regression model indicates that a one-unit (pg/ml) increase in NT-proBNP corresponded to a 0.003-unit increase in <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001). Patients with a <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio&#x2009;&#x2265;&#x2009;2 had significantly higher NT-proBNP levels than those with a ratio &#x003C;2 (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001).</p>
</sec><sec><title>Conclustion</title>
<p>This study, the largest cohort to date, reveals the correlation between non-invasive NT-proBNP level and invasive <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> measurement in children with ASD.</p>
</sec>
</abstract>
<kwd-group>
<kwd>atrial septal defect</kwd>
<kwd>N-terminal pro-B-type natriuretic peptide</kwd>
<kwd>pulmonary to systemic flow ratio</kwd>
<kwd>children</kwd>
<kwd>intervention</kwd>
</kwd-group><counts>
<fig-count count="2"/>
<table-count count="3"/><equation-count count="0"/><ref-count count="29"/><page-count count="6"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Pediatric Cardiology</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><title>Introduction</title>
<p>Atrial septal defects (ASDs) represent around 10&#x2013;15 percent of all congenital heart diseases. The estimated occurrence at birth is approximately 1&#x2013;2 per 1,000 live births (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>). The left-to-right shunt in ASD increases pulmonary to systemic flow ratio (<italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>) ratio, leading to hemodynamic changes by increasing the volume load on the right heart and affecting the left heart (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>). The indication for surgical repair is a <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> greater than 2.0, as this imposes a significant burden on the heart (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>). N-terminal pro-B-type natriuretic peptide (NT-proBNP) is a hormone secreted by the heart in response to elevated pressure, volume overload, or cardiac stress. Previous studies have shown a correlation between NT-proBNP levels and volume overloading of the heart. However, there were limited studies with small sample sizes that explore the relationship between <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio and NT-proBNP levels in patients with ASD (<xref ref-type="bibr" rid="B10">10</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>). Early intervention has the potential to reduce morbidity and mortality in children (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>). However, Accurate measurement of <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> typically requires cardiac catheterization, which is an invasive procedure. In contrast, NT-proBNP levels can be determined quickly and non-invasively through a simple blood test. Our aim is to explore the correlation between <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> and NT-proBNP levels. If such a correlation exists, NT-proBNP could potentially serve as a non-invasive predictor of the hemodynamic burden in patients with ASD.</p>
</sec>
<sec id="s2" sec-type="methods"><title>Materials and methods</title>
<sec id="s2a"><title>Study participants</title>
<p>Between January 2010 and December 2023, 464 patients under 20 years old with ASD who underwent cardiac catheterization and received NT-proBNP test were enrolled retrospectively. The exclusion criteria were those who had congenital heart disease other than ASD, and patients who were not suitable for cardiac catheterization. This study was approved by the Committee on Human Studies (Institutional Review Board) at Taichung Veterans General Hospital (TCVGH-IRB no. CG16272B).</p>
</sec>
<sec id="s2b"><title>Baseline data collection and hemodynamic assessment procedures</title>
<p>Baseline characteristics were collected including sex, body weight, age, and body surface area. All patients had no other congenital heart or systemic disease. All patients underwent right cardiac catheterization under conscious sedation. Hemodynamic parameters, such as pulmonary blood flow (<italic>Q</italic><sub>p</sub>) and systemic blood flow (<italic>Q</italic><sub>s</sub>), were calculated using the Fick formula. A normal <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio is 1, with a ratio exceeding 2 typically indicating a significant left-to-right shunt and volume overload. Pulmonary hypertension (PH) is diagnosed when the mean pulmonary artery pressure exceeds 20&#x2005;mmHg, as measured directly in the cardiac catheterization lab. Venous blood was collected without fasting beforehand and 5&#x2013;10&#x2005;ml blood was stored in a tube without anticoagulant after admission and was transferred immediately to the hospital&#x0027;s Department of Laboratory Medicine. The normal reference range of NTproBNP was 0&#x2013;125&#x2005;pg/ml in our laboratory. The defect size was measured using standard echocardiographic techniques, including subcostal, precordial, or apical imaging over at least two cardiac cycles, with the results averaged.</p>
</sec>
<sec id="s2c"><title>Statistical methods</title>
<p>Continuous variables were presented as mean&#x2009;&#x00B1;&#x2009;standard deviation (SD), and categorical variables were summarized as absolute numbers and percentages. Group comparisons for continuous variables were conducted using Student&#x0027;s <italic>t</italic>-test for two groups, while categorical variables were analyzed using the Chi-square test. Linear regression was employed to assess the relationship between NT-proBNP (independent variable) and <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> (dependent variable), with the strength of the association quantified by the correlation coefficient (<italic>R</italic>) and the coefficient of determination (<italic>R</italic><sup>2</sup>). To further evaluate the effect of <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> groups on NT-proBNP levels after multivariable adjustment, a generalized estimating equations (GEE) model with a linear link function was utilized. The multivariable model was adjusted for age, sex, body surface area, mean right atrium pressure (RAm), mean pulmonary artery pressure (PAm), fluoroscopy time, and procedure time. The results from the GEE analysis were reported as beta coefficients with 95&#x0025; confidence intervals (CIs). Data were analyzed using SPSS Statistics (Version 23.0, Chicago, IL, USA). A <italic>p</italic>-value &#x003C;0.05 was considered significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><title>Results</title>
<p>The baseline characteristics of the 464 patients with ASD enrolled in this study are presented in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>. The cohort consisted of 200 males (43.1&#x0025;) and 264 females (56.9&#x0025;) with a mean age of 7.8&#x2009;&#x00B1;&#x2009;4.7 years. The mean body weight was 27.4&#x2009;&#x00B1;&#x2009;16.6&#x2005;kg. Hemodynamic assessment via right heart catheterization revealed a RAm of 5.3&#x2009;&#x00B1;&#x2009;3.3&#x2005;mmHg and a PAm of 17.3&#x2009;&#x00B1;&#x2009;4.9&#x2005;mmHg. The mean <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio was 1.89&#x2009;&#x00B1;&#x2009;0.67, with 130 patients (28.0&#x0025;) presenting a <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio&#x2009;&#x2265;&#x2009;2. The mean NT-proBNP level was 84.4&#x2009;&#x00B1;&#x2009;97.6&#x2005;pg/ml. Notably, patients with a <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio&#x2009;&#x2265;&#x2009;2 had significantly higher NT-proBNP levels (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001), higher PAm (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001), longer fluoroscopy time (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.003), and longer procedure time (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001) compared to those with a <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio&#x2009;&#x003C;&#x2009;2.</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Baseline characteristics of children with ASD.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Variables</th>
<th valign="top" align="center">Total (<italic>N</italic>&#x2009;&#x003D;&#x2009;464)</th>
<th valign="top" align="center"><italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>&#x2009;&#x003C;&#x2009;2 (<italic>N</italic>&#x2009;&#x003D;&#x2009;334)</th>
<th valign="top" align="center"><italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>&#x2009;&#x2265;&#x2009;2 (<italic>N</italic>&#x2009;&#x003D;&#x2009;130)</th>
<th valign="top" align="center"><italic>P</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Male (<italic>N</italic>, &#x0025;)</td>
<td valign="top" align="center">200 (43.1&#x0025;)</td>
<td valign="top" align="center">143 (42.8&#x0025;)</td>
<td valign="top" align="center">57 (43.8&#x0025;)</td>
<td valign="top" align="center">0.840</td>
</tr>
<tr>
<td valign="top" align="left">Age (years)</td>
<td valign="top" align="center">7.81&#x2009;&#x00B1;&#x2009;4.67</td>
<td valign="top" align="center">7.91&#x2009;&#x00B1;&#x2009;4.15</td>
<td valign="top" align="center">7.55&#x2009;&#x00B1;&#x2009;5.80</td>
<td valign="top" align="center">0.519</td>
</tr>
<tr>
<td valign="top" align="left">Body weight (kg)</td>
<td valign="top" align="center">27.4&#x2009;&#x00B1;&#x2009;16.6</td>
<td valign="top" align="center">28.1&#x2009;&#x00B1;&#x2009;15.9</td>
<td valign="top" align="center">25.5&#x2009;&#x00B1;&#x2009;18.3</td>
<td valign="top" align="center">0.151</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub></td>
<td valign="top" align="center">1.89&#x2009;&#x00B1;&#x2009;0.67</td>
<td valign="top" align="center">1.56&#x2009;&#x00B1;&#x2009;0.17</td>
<td valign="top" align="center">2.74&#x2009;&#x00B1;&#x2009;0.72</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">NT-proBNP (pg/ml)</td>
<td valign="top" align="center">84.4&#x2009;&#x00B1;&#x2009;97.6</td>
<td valign="top" align="center">57.7&#x2009;&#x00B1;&#x2009;49.9</td>
<td valign="top" align="center">152.9&#x2009;&#x00B1;&#x2009;145.5</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Right atrium mean pressure</td>
<td valign="top" align="center">5.3&#x2009;&#x00B1;&#x2009;3.3</td>
<td valign="top" align="center">5.0&#x2009;&#x00B1;&#x2009;3.3</td>
<td valign="top" align="center">6.2&#x2009;&#x00B1;&#x2009;3.0</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Pulmonary artery mean pressure</td>
<td valign="top" align="center">17.3&#x2009;&#x00B1;&#x2009;4.9</td>
<td valign="top" align="center">16.6&#x2009;&#x00B1;&#x2009;4.7</td>
<td valign="top" align="center">19.3&#x2009;&#x00B1;&#x2009;4.8</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Fluoroscopy time (min)</td>
<td valign="top" align="center">14.4&#x2009;&#x00B1;&#x2009;9.4</td>
<td valign="top" align="center">13.5&#x2009;&#x00B1;&#x2009;8.8</td>
<td valign="top" align="center">16.7&#x2009;&#x00B1;&#x2009;10.6</td>
<td valign="top" align="center">0.003</td>
</tr>
<tr>
<td valign="top" align="left">Procedure time (min)</td>
<td valign="top" align="center">44.5&#x2009;&#x00B1;&#x2009;23.9</td>
<td valign="top" align="center">40.1&#x2009;&#x00B1;&#x2009;20.2</td>
<td valign="top" align="center">55.6&#x2009;&#x00B1;&#x2009;28.6</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1"><p>ASD, atrial septal defect; NT-proBNP, N-terminal pro-B-type natriuretic peptide; <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>, pulmonary to systemic flow ratio.</p></fn>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref> illustrates the scatter plot of the association between NT-proBNP and <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>, demonstrating a significant positive correlation (<italic>R</italic>&#x2009;&#x003D;&#x2009;0.507, <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001) with an <italic>R</italic><sup>2</sup> of 0.258. The linear regression model estimated that for each unit increase in NT-proBNP, there was a corresponding increase in <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> by 0.003 units (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001). This indicates a moderate association between higher NT-proBNP levels and increased <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratios. <xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref> depicts the NT-proBNP levels stratified by <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> group (&#x003C;2 vs. &#x2265;2). Patients with a <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio&#x2009;&#x2265;&#x2009;2 exhibited significantly higher NT-proBNP levels compared to those with a <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio &#x003C; 2 (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.001). The box plot shows the distribution of NT-proBNP levels within each group, highlighting the greater dispersion and higher median levels in the <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>&#x2009;&#x2265;&#x2009;2 group.</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Scatter plot of association between NT-proBNP and <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fcvm-12-1522603-g001.tif"/>
</fig>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>NT-proBNP levels according to <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> groups.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fcvm-12-1522603-g002.tif"/>
</fig>
<p>Univariable analysis (<xref ref-type="table" rid="T2">Table&#x00A0;2</xref>) revealed a significant association between the <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio and NT-proBNP levels. For continuous <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>, the analysis showed that for each unit increase in <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>, NT-proBNP levels increased by 74.4&#x2005;pg/ml (95&#x0025; CI: 62.8&#x2013;86.0, <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001). Those with a <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio&#x2009;&#x2265;&#x2009;2 showed a significant increase in NT-proBNP levels (Beta: 95.3, 95&#x0025; CI: 69.8&#x2013;120.7, <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001). Multivariable analysis, adjusted for age, sex, body surface area, RAm, PAm, fluoroscopy time, and procedure time, confirmed that a higher <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio remained independently associated with elevated NT-proBNP levels. Specifically, the multivariable model indicated that for each unit increase in <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>, NT-proBNP levels increased by 68.3&#x2005;pg/ml (95&#x0025; CI: 47.0&#x2013;89.6, <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001). Furthermore, in the multivariable model, patients with a <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratio&#x2009;&#x2265;&#x2009;2 continued to show significantly higher NT-proBNP levels compared to those with <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>&#x2009;&#x003C;&#x2009;2 (Beta: 72.7, 95&#x0025; CI: 50.8&#x2013;94.5, <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001).</p>
<table-wrap id="T2" position="float"><label>Table 2</label>
<caption><p>Effect of <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> groups on NT-proBNP levels after multivariable adjustment.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variables</th>
<th valign="top" align="center" colspan="3">Uni-variable analysis</th>
<th valign="top" align="center" colspan="3">Multi-variable analysis<xref ref-type="table-fn" rid="table-fn3"><sup>a</sup></xref></th>
</tr>
<tr>
<th valign="top" align="center">Beta</th>
<th valign="top" align="center">95&#x0025; CI</th>
<th valign="top" align="center"><italic>P</italic>-value</th>
<th valign="top" align="center">Beta</th>
<th valign="top" align="center">95&#x0025; CI</th>
<th valign="top" align="center"><italic>P</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub></td>
<td valign="top" align="center">74.4</td>
<td valign="top" align="center">62.8&#x2013;86.0</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">68.3</td>
<td valign="top" align="center">47.0&#x2013;89.6</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left" colspan="7"><italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> group:</td>
</tr>
<tr>
<td valign="top" align="left">&#x003C;2</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2265;2</td>
<td valign="top" align="center">95.3</td>
<td valign="top" align="center">69.8&#x2013;120.7</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">72.7</td>
<td valign="top" align="center">50.8&#x2013;94.5</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn2"><p>NT-proBNP, N-terminal pro-B-type natriuretic peptide; <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>, pulmonary to systemic flow ratio.</p></fn>
<fn id="table-fn3"><label><sup>a</sup></label>
<p>Multi-variable model was adjusted for: age, sex, body surface area, right atrium mean pressure, pulmonary artery mean pressure, fluoroscopy time, procedure time.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Further analysis presented in <xref ref-type="table" rid="T3">Table&#x00A0;3</xref> examined the effect of NT-proBNP levels on <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratios. Univariable analysis indicated that continuous NT-proBNP levels were significantly associated with <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>, with a Beta of 0.003 (95&#x0025; CI: 0.002&#x2013;0.004, <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001). Stratifying NT-proBNP into groups using &#x003C;125&#x2005;pg/ml as the reference, patients with NT-proBNP levels &#x2265;125&#x2005;pg/ml exhibited significantly higher <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratios (Beta: 0.755, 95&#x0025; CI: 0.567&#x2013;0.943, <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001). The multivariable analysis, adjusted for the same covariates, corroborated these findings, showing that NT-proBNP levels &#x2265;125&#x2005;pg/ml remained significantly associated with higher <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> ratios (Beta: 0.664, 95&#x0025; CI: 0.470&#x2013;0.858, <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001). Our study revealed significant differences in NT-ProBNP level between the <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>&#x2009;&#x003C;&#x2009;2 and <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>&#x2009;&#x2265;&#x2009;2 groups (57.7&#x2009;&#x00B1;&#x2009;49.9 vs. 152.9&#x2009;&#x00B1;&#x2009;145.5&#x2005;pg/ml; <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001). The scatter plot of the association between NT-proBNP and <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> showed a significant correlation (<italic>P</italic>&#x2009;&#x003D;&#x2009;0.001).</p>
<table-wrap id="T3" position="float"><label>Table 3</label>
<caption><p>Effect of NT-proBNP groups on <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> levels after multivariable adjustment.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variables</th>
<th valign="top" align="center" colspan="3">Uni-variable analysis</th>
<th valign="top" align="center" colspan="3">Multi-variable analysis<xref ref-type="table-fn" rid="table-fn5"><sup>a</sup></xref></th>
</tr>
<tr>
<th valign="top" align="center">Beta</th>
<th valign="top" align="center">95&#x0025; CI</th>
<th valign="top" align="center"><italic>P</italic>-value</th>
<th valign="top" align="center">Beta</th>
<th valign="top" align="center">95&#x0025; CI</th>
<th valign="top" align="center"><italic>P</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">NT-proBNP</td>
<td valign="top" align="center">0.003</td>
<td valign="top" align="center">0.002&#x2013;0.004</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">0.003</td>
<td valign="top" align="center">0.002&#x2013;0.004</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left" colspan="7">NT-proBNP group:</td>
</tr>
<tr>
<td valign="top" align="left">&#x003C;125</td>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">Reference</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2265;125</td>
<td valign="top" align="center">0.755</td>
<td valign="top" align="center">0.567&#x2013;0.943</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">0.664</td>
<td valign="top" align="center">0.470&#x2013;0.858</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn4"><p>NT-proBNP, N-terminal pro-B-type natriuretic peptide; <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub>, pulmonary to systemic flow ratio.</p></fn>
<fn id="table-fn5"><label><sup>a</sup></label>
<p>Multi-variable model was adjusted for: age, sex, body surface area, right atrium mean pressure, pulmonary artery mean pressure, fluoroscopy time, procedure time.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4" sec-type="discussion"><title>Discussion</title>
<p>This study represents the largest cohort to date examining the strong relationship between non-invasive NT-proBNP levels and invasive <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> measurements in children with ASD. Smaller-scale studies with limited sample sizes have reported that NT-proBNP levels were higher in their ASD group (79&#x2005;pg/ml) than in the control cohort (57&#x2005;pg/ml), with statistical significance (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.05). This finding highlights the potential of NT-proBNP level to serve as a diagnostic indicator for ASD size, aligning with echocardiographic assessments (<xref ref-type="bibr" rid="B15">15</xref>). Additionally, a prior study found elevated serum NT-proBNP levels in individuals with larger defects. These studies indicate that employing NT-proBNP level as a diagnostic marker can effectively anticipate the size of these cardiac defects (<xref ref-type="bibr" rid="B16">16</xref>).</p>
<p>The persistent left-to-right shunt in heart defects continuously influences the pulmonary artery, inducing vascular remodeling. This process leads to a progressive increase in arterial pressure and resistance, ultimately resulting in pulmonary hypertension. Numerous humoral regulators actively participate in the intricate regulation of the cardiovascular system during the progression of this condition. The levels of circulating NTproBNP have been shown to be correlated with pulmonary hypertension. NTproBNP levels have also been correlated with mean pulmonary pressure, pulmonary vascular resistance, right atrial pressure, and cardiac index (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>). Elevated NTproBNP levels might indicate remodeling of the right ventricle, resulting in compromised systolic function of the right ventricle (<xref ref-type="bibr" rid="B19">19</xref>). We observed a positive correlation between NTproBNP increase and shunt volume, as measured by cardiac catheterization, in patients with ASD. NTproBNP demonstrated acceptable accuracy in predicting intracardiac shunt magnitude in ASD cases. A previous study with a smaller sample size demonstrated an association between B-type natriuretic peptide (BNP) levels and shunt severity in septal defect patients, indicating a significant positive correlation between plasma BNP levels and the magnitude of the shunts (<xref ref-type="bibr" rid="B20">20</xref>). Combining NTproBNP with Doppler echocardiography enhances prognostic accuracy, sensitivity, specificity, and predictive values for pulmonary hypertension in CHD patients. These outcomes align with the findings of Yin et al. that showed a combined assessment of NTproBNP/BNP and doppler echocardiography enhances diagnostic value and aids in clinical decision-making (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>). The combination of Doppler echocardiography with NTproBNP provides enhanced diagnostic efficacy for pulmonary artery hypertension associated with CHD. This is particularly notable when Doppler echocardiography yields negative results in screening for pulmonary arterial hypertension in patients (<xref ref-type="bibr" rid="B23">23</xref>&#x2013;<xref ref-type="bibr" rid="B26">26</xref>). Holmstrom et al. and Choi et al. have suggested that consecutive BNP measurements can offer clinically relevant insights, and may be useful in the assessment of shunt severity as well as approach to managing preterm infants diagnosed with a patent ductus arteriosus (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>). BNP determinations could aid in the identification of children with septal defects complicated by pulmonary hypertension (<xref ref-type="bibr" rid="B29">29</xref>).</p>
<p>However, there are some limitations in this study. First, neither <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> nor NT-proBNP could accurately predict the size of the ASD. This may be due to measurement errors as well as the association between larger ASD size and increased pulmonary pressure. Second, for clinical convenience, we did not adjust NT-proBNP levels based on age, which could introduce bias. Lastly, this study is a retrospective cohort study that have several limitations, including reliance on potentially incomplete or inaccurate data, difficulty in controlling for confounding factors, selection bias due to the non-random selection of participants, and challenges in establishing clear causality due to time errors. These limitations necessitate careful interpretation of the study&#x0027;s findings to ensure reliability and validity. Large multi-institutional studies will need to be conducted to conclusively determine the clinical value of NT-proBNP as a biomarker for shunt severity in pediatric patients with ASD. In conclusion, our study demonstrates a correlation between non-invasive NT-proBNP levels and invasive <italic>Q</italic><sub>p</sub>/<italic>Q</italic><sub>s</sub> measurements in children with ASD.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability"><title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by the Committee on Human Studies (Institutional Review Board) at Taichung Veterans General Hospital (TCVGH-IRB no. CG16272B). The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation was not required from the participants or the participants&#x0027; legal guardians/next of kin in accordance with the national legislation and institutional requirements.</p>
</sec>
<sec id="s7" sec-type="author-contributions"><title>Author contributions</title>
<p>LL: Conceptualization, Data curation, Formal Analysis, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. YC: Data curation, Formal Analysis, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. YF: Supervision, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. HH: Methodology, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information"><title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</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="s19" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s10" sec-type="disclaimer"><title>Publisher&#x0027;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>
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