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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2026.1766747</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Correlation between multi-parameter echocardiographic indicators and adverse pregnancy outcomes in women of advanced maternal age with pregnancy-induced hypertension syndrome: clinical application value</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhong</surname>
<given-names>Jing</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Kang</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3219149"/>
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<aff id="aff1"><institution>Department of Ultrasound, Xiangyang No. 1 People's Hospital, Hubei University of Medicine</institution>, <city>Xiangyang</city>, <state>Hubei</state>, <country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Kang Zhang, <email xlink:href="mailto:zhang_k@ldy.edu.rs">zhang_k@ldy.edu.rs</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-25">
<day>25</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>13</volume>
<elocation-id>1766747</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>09</day>
<month>02</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>02</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Zhong and Zhang.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Zhong and Zhang</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-25">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://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.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Hypertensive disorders of pregnancy are a major cause of maternal and perinatal morbidity and mortality, particularly among women of advanced maternal age.</p>
</sec>
<sec>
<title>Materials and methods</title>
<p>This retrospective study evaluated the correlation between echocardiographic parameters and adverse pregnancy outcomes in 240 women aged &#x2265;35&#x202F;years diagnosed with pregnancy-induced hypertension syndrome (PIHS) from February 2019 to June 2022. Patients were classified into a favorable outcome group (<italic>n</italic> =&#x202F;183) and an adverse outcome group (<italic>n</italic> =&#x202F;57). Echocardiographic indicators&#x2014;including ejection fraction (EF), stroke volume (SV), cardiac output (CO), E/A ratio, early diastolic mitral annular velocity (E&#x2032;), E/E&#x2032; ratio, left atrial volume index (LAVI), pulmonary venous flow velocities (S-, D-, Ar-waves), and myocardial performance (Tei) index&#x2014;were compared between groups.</p>
</sec>
<sec>
<title>Results</title>
<p>Women with adverse outcomes had significantly lower EF, SV, CO, E/A ratio, and E&#x2032;, while showing higher E/E&#x2032;, LAVI, Ar-wave velocity, and Tei index, with reduced S- and D-wave velocities (all <italic>p</italic> &#x003C;&#x202F;0.001). A history of hypertension, nephritis, and a family history of hypertension were also identified as significant clinical risk factors. Multivariable logistic regression confirmed that both clinical and echocardiographic parameters were independently associated with poor outcomes. Receiver operating characteristic analysis demonstrated high discriminative power for key indices (AUC range: 0.78&#x2013;0.90), and a combined model integrating multiple echocardiographic variables achieved an AUC of 0.925, indicating excellent predictive performance.</p>
</sec>
<sec>
<title>Discussion</title>
<p>These findings suggest that multi-parameter echocardiographic assessment provides a reliable, non-invasive approach for identification of high-risk PIHS patients, supporting more effective monitoring and timely intervention to improve maternal and fetal prognosis.</p>
</sec>
</abstract>
<kwd-group>
<kwd>advanced maternal age</kwd>
<kwd>cardiac function</kwd>
<kwd>diastolic dysfunction</kwd>
<kwd>echocardiography</kwd>
<kwd>pregnancy outcome</kwd>
<kwd>pregnancy-induced hypertension</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="3"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="55"/>
<page-count count="10"/>
<word-count count="6429"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Obstetrics and Gynecology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>Advanced maternal age (AMA) refers to pregnancy in women aged 35&#x202F;years or older at the time of delivery. In recent decades, delayed childbearing has become increasingly common, leading to a notable rise in pregnancies among older women worldwide (<xref ref-type="bibr" rid="ref1">1</xref>). Statistical data show that the birth rates for women aged 35&#x2013;39 and 40&#x2013;44&#x202F;years have steadily increased across several regions, including China, Taiwan, and many high-income countries (<xref ref-type="bibr" rid="ref2 ref3 ref4 ref5 ref6 ref7 ref8 ref9">2&#x2013;9</xref>). For instance, the proportion of deliveries among women aged &#x2265;35&#x202F;years in Taiwan increased from 11.4% in 2003 to 19.1% in 2013 (<xref ref-type="bibr" rid="ref6">6</xref>), and similar upward trends have been reported in Norway and the United Kingdom (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref9">9</xref>). With advancing maternal age, the risk of pregnancy-related complications increases substantially (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>). Older pregnant women have higher rates of preterm birth, stillbirth, and postpartum hemorrhage compared with younger counterparts (<xref ref-type="bibr" rid="ref12 ref13 ref14">12&#x2013;14</xref>). They are also more likely to experience premature rupture of membranes and require cesarean delivery (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>). Among the complications of AMA, hypertensive disorders of pregnancy remain particularly important, representing one of the major non-obstetric causes of maternal and fetal morbidity and mortality. Hypertensive disorder complicating pregnancy (HDCP) accounts for an estimated 50,000&#x2013;60,000 maternal deaths annually and remains a leading cause of perinatal mortality, particularly in low- and middle-income countries (<xref ref-type="bibr" rid="ref16">16</xref>). Pregnancy-induced hypertension syndrome (PIHS) is a subtype of hypertensive disorders of pregnancy characterized by new-onset hypertension (systolic blood pressure &#x2265;140&#x202F;mmHg and/or diastolic blood pressure &#x2265;90&#x202F;mmHg) occurring after 20&#x202F;weeks of gestation in previously normotensive women, with or without proteinuria, according to contemporary international and Chinese guidelines (<xref ref-type="bibr" rid="ref2 ref3 ref4">2&#x2013;4</xref>, <xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref18">18</xref>). Moreover, women who develop PIHS face a higher lifetime risk of cardiovascular disease.</p>
<p>Pregnancy involves extensive hemodynamic adaptations&#x2014;including increased heart rate, elevated cardiac output, and reduced systemic vascular resistance&#x2014;to accommodate maternal and fetal metabolic demands (<xref ref-type="bibr" rid="ref1">1</xref>). In patients with PIHS, these adaptive mechanisms are disrupted, resulting in altered myocardial performance and ventricular remodeling. Accurate assessment of cardiac function is therefore essential for early diagnosis, risk stratification, and timely management. Echocardiography, a non-invasive and reproducible imaging modality, enables comprehensive evaluation of both systolic and diastolic cardiac function. Owing to its safety, accessibility, and diagnostic precision, echocardiography has become the preferred tool for assessing cardiovascular status in pregnancy (<xref ref-type="bibr" rid="ref19">19</xref>). Recent studies have highlighted its value in identifying subclinical cardiac dysfunction in hypertensive disorders of pregnancy. However, few investigations have systematically explored the relationship between multi-parameter echocardiographic indices and adverse pregnancy outcomes in women of advanced maternal age with PIHS.</p>
<p>Therefore, the present study aimed to evaluate the correlation between various echocardiographic parameters and adverse pregnancy outcomes in women of advanced maternal age diagnosed with PIHS, and to explore the potential clinical application of echocardiographic assessment in assessing cardiac functional alterations associated with adverse pregnancy outcomes.</p>
</sec>
<sec id="sec2">
<title>Patients and methods</title>
<sec id="sec3">
<title>Ethical approval</title>
<p>This retrospective study was approved by the Institutional Ethics Committee of Xiangyang No. 1 People's Hospital, Hubei University of Medicine, Hubei, China (Approval No. PHHUM/C25/H/19). Written informed consent for the use of anonymized clinical and echocardiographic data for research purposes was obtained at the time of hospitalization. The study was conducted in accordance with the ethical principles of the Declaration of Helsinki and relevant national guidelines for research involving human subjects.</p>
</sec>
<sec id="sec4">
<title>Study design and population</title>
<p>A total of 240 elderly pregnant women diagnosed with pregnancy-induced hypertension syndrome (PIHS) and treated at Xiangyang No. 1 People&#x2019;s Hospital between February 2019 and June 2022 were retrospectively analyzed. Participants were divided according to pregnancy outcomes into a favorable outcome group (<italic>n</italic>&#x202F;=&#x202F;183) and an adverse outcome group (<italic>n</italic>&#x202F;=&#x202F;57). A schematic overview of the study design, screening, and analysis procedures is illustrated in <xref ref-type="fig" rid="fig1">Figure 1</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Study flow diagram. Flow diagram showing patient selection, grouping, and analysis in elderly women with pregnancy-induced hypertension syndrome (PIHS).</p>
</caption>
<graphic xlink:href="fmed-13-1766747-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart outlines a study of elderly pregnant women with pregnancy-induced hypertension syndrome, detailing exclusions, participant grouping by pregnancy outcomes, and echocardiographic examinations with statistical methods for analysis.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec5">
<title>Inclusion and exclusion criteria</title>
<p>Participants were enrolled based on strict eligibility conditions to ensure homogeneity of the study population and minimize confounding bias. Inclusion criteria were as follows: pregnant women aged over 35&#x202F;years, with a singleton pregnancy, who had been clinically diagnosed with pregnancy-induced hypertension syndrome (PIHS) in accordance with international diagnostic criteria for hypertensive disorders of pregnancy (<xref ref-type="bibr" rid="ref20">20</xref>). Only patients with complete clinical records and echocardiographic examination data available from the same hospitalization period were included. All diagnoses and echocardiographic assessments were confirmed by two senior obstetricians and a certified sonographer to maintain diagnostic accuracy and reproducibility.</p>
<p>Exclusion criteria were established to minimize confounding and ensure data reliability. Women were excluded if they had a history of psychiatric illness or cognitive impairment that could affect the accuracy of clinical data. Patients with severe uterine fibroids, ovarian cysts, or other gynecological conditions that could interfere with fetal growth or echocardiographic imaging were also excluded. Likewise, individuals with chronic infectious or systemic diseases, including HIV/AIDS, syphilis, chronic viral hepatitis, or autoimmune disorders, were excluded to reduce the influence of systemic inflammation on pregnancy outcomes. Patients with known structural heart disease, cardiomyopathy, congenital heart disease, significant valvular disease, or other pre-existing cardiac conditions affecting cardiac structure or function were excluded. Additional exclusion criteria included multiple gestations and gestational diabetes mellitus.</p>
</sec>
<sec id="sec6">
<title>Echocardiographic examination</title>
<p>All postpartum women underwent echocardiographic examination within 1&#x2013;3&#x202F;days after delivery or pregnancy termination. A Siemens ACUSON Oxana 2 color Doppler ultrasound system (probe frequency 2&#x2013;4&#x202F;MHz) was used. Examinations were performed in a quiet setting with the patient in the left lateral decubitus position by an experienced sonographer who was blinded to pregnancy outcomes. Each patient underwent a single standardized echocardiographic examination.</p>
<p>Standard echocardiographic parameters were acquired as follows:</p>
<p><italic>Structural indices:</italic> Left atrial diameter (LAD), left ventricular end-diastolic diameter (LVDd), and interventricular septal end-diastolic thickness (IVSTd) measured from the parasternal long-axis view.</p>
<p><italic>Transmitral flow velocities:</italic> Early diastolic (E wave) and atrial contraction (A wave) peak velocities recorded from the apical four-chamber view; the E/A ratio was calculated.</p>
<p><italic>Tissue Doppler imaging (TDI):</italic> Early diastolic mitral annular velocity (E&#x2032;) measured at the septal annulus, and the E/E&#x2032; ratio derived.</p>
<p><italic>Pulmonary venous flow:</italic> Pulsed-wave Doppler sampling was performed with the sample volume positioned 1&#x2013;2&#x202F;cm proximal to the orifice of the upper pulmonary vein (right or left) in the apical four-chamber view to obtain systolic (S wave), diastolic (D wave), and atrial reversal (Ar wave) velocities. Measurements were acquired at end-expiration, and the mean value of three consecutive cardiac cycles was used for analysis.</p>
<p><italic>Myocardial performance index (Tei index):</italic> Obtained from apical four-chamber view by measuring isovolumetric contraction time (IVCT), ejection time (ET), and isovolumetric relaxation time (IVRT), calculated as Tei index&#x202F;=&#x202F;(IVRT + IVCT) / ET.</p>
<p><italic>Cardiac output (CO):</italic> Derived from stroke volume (SV)&#x202F;&#x00D7;&#x202F;heart rate (HR), where SV&#x202F;=&#x202F;velocity&#x2013;time integral (VTI) of the left ventricular outflow tract &#x00D7; cross-sectional area.</p>
<p><italic>Ejection fraction (EF):</italic> Calculated from end-diastolic (EDV) and end-systolic (ESV) ventricular volumes using EF&#x202F;=&#x202F;(EDV&#x202F;&#x2212;&#x202F;ESV) / EDV&#x202F;&#x00D7;&#x202F;100%.</p>
<p>Each measurement was repeated across three cardiac cycles, and mean values were used for analysis.</p>
</sec>
<sec id="sec7">
<title>Outcome assessment</title>
<p>Pregnancy outcomes were classified according to established obstetric definitions based on final delivery outcomes. Adverse pregnancy outcomes were predefined as events occurring at or beyond 20&#x202F;weeks of gestation, including stillbirth (intrauterine fetal death &#x2265;20&#x202F;weeks), fetal demise, preterm birth (&#x003C;37&#x202F;weeks), and fetal growth restriction (estimated fetal weight &#x003C;10th percentile for gestational age). Participants without any of these events were classified as having a favorable outcome. Echocardiographic assessments were performed postpartum, within 1&#x2013;3&#x202F;days after delivery or pregnancy termination, and the measured cardiac parameters were analyzed in relation to the documented pregnancy outcomes. Baseline demographic and clinical characteristics of the two groups are summarized in <xref ref-type="table" rid="tab1">Table 1</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Comparison of general and clinical characteristics between the favorable and adverse outcome groups.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top">Favorable outcome group (<italic>n</italic> =&#x202F;183)</th>
<th align="center" valign="top">Adverse outcome group (<italic>n</italic> =&#x202F;57)</th>
<th align="center" valign="top"><italic>t</italic>/<italic>&#x03C7;</italic><sup>2</sup></th>
<th align="center" valign="top"><italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Age (years)</td>
<td align="center" valign="top">36.22&#x202F;&#x00B1;&#x202F;3.71</td>
<td align="center" valign="top">36.45&#x202F;&#x00B1;&#x202F;3.68</td>
<td align="center" valign="top">0.401</td>
<td align="center" valign="top">0.689</td>
</tr>
<tr>
<td align="left" valign="top">BMI (kg/m<sup>2</sup>)</td>
<td align="center" valign="top">25.68&#x202F;&#x00B1;&#x202F;2.17</td>
<td align="center" valign="top">25.82&#x202F;&#x00B1;&#x202F;2.21</td>
<td align="center" valign="top">0.407</td>
<td align="center" valign="top">0.684</td>
</tr>
<tr>
<td align="left" valign="top">SBP (mmHg)</td>
<td align="center" valign="top">150.22&#x202F;&#x00B1;&#x202F;11.31</td>
<td align="center" valign="top">151.38&#x202F;&#x00B1;&#x202F;12.06</td>
<td align="center" valign="top">0.606</td>
<td align="center" valign="top">0.545</td>
</tr>
<tr>
<td align="left" valign="top">DBP (mmHg)</td>
<td align="center" valign="top">92.44&#x202F;&#x00B1;&#x202F;9.05</td>
<td align="center" valign="top">93.08&#x202F;&#x00B1;&#x202F;9.27</td>
<td align="center" valign="top">0.436</td>
<td align="center" valign="top">0.663</td>
</tr>
<tr>
<td align="left" valign="top">History of multiple pregnancies [<italic>n</italic> (%)]</td>
<td align="center" valign="top">32 (17.5)</td>
<td align="center" valign="top">12 (21.1)</td>
<td align="center" valign="top">0.391</td>
<td align="center" valign="top">0.532</td>
</tr>
<tr>
<td align="left" valign="top">Diabetes history [<italic>n</italic> (%)]</td>
<td align="center" valign="top">10 (5.5)</td>
<td align="center" valign="top">5 (8.8)</td>
<td align="center" valign="top">0.851</td>
<td align="center" valign="top">0.356</td>
</tr>
<tr>
<td align="left" valign="top">Hypertension history [<italic>n</italic> (%)]</td>
<td align="center" valign="top">12 (6.6)</td>
<td align="center" valign="top">11 (19.3)</td>
<td align="center" valign="top">8.142</td>
<td align="center" valign="top">0.004</td>
</tr>
<tr>
<td align="left" valign="top">Nephritis history [<italic>n</italic> (%)]</td>
<td align="center" valign="top">9 (4.9)</td>
<td align="center" valign="top">7 (12.3)</td>
<td align="center" valign="top">4.044</td>
<td align="center" valign="top">0.044</td>
</tr>
<tr>
<td align="left" valign="top">Family history of hypertension [<italic>n</italic> (%)]</td>
<td align="center" valign="top">24 (13.1)</td>
<td align="center" valign="top">15 (26.3)</td>
<td align="center" valign="top">6.048</td>
<td align="center" valign="top">0.014</td>
</tr>
<tr>
<td align="left" valign="top">Education years</td>
<td align="center" valign="top">12.35&#x202F;&#x00B1;&#x202F;2.18</td>
<td align="center" valign="top">12.01&#x202F;&#x00B1;&#x202F;2.15</td>
<td align="center" valign="top">0.985</td>
<td align="center" valign="top">0.326</td>
</tr>
<tr>
<td align="left" valign="top">Parity</td>
<td align="center" valign="top">1.54&#x202F;&#x00B1;&#x202F;0.61</td>
<td align="center" valign="top">1.61&#x202F;&#x00B1;&#x202F;0.64</td>
<td align="center" valign="top">0.711</td>
<td align="center" valign="top">0.478</td>
</tr>
<tr>
<td align="left" valign="top">Place of residence (urban/rural)</td>
<td align="center" valign="top">91/92</td>
<td align="center" valign="top">26/31</td>
<td align="center" valign="top">0.009</td>
<td align="center" valign="top">0.926</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Data are presented as mean &#x00B1; SD or number (percentage). <italic>t</italic>, independent-samples <italic>t</italic>-test; <italic>&#x03C7;</italic><sup>2</sup>, chi-square test.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec8">
<title>Clinical data collection</title>
<p>Demographic and obstetric data collected included maternal age, body mass index (BMI), systolic and diastolic blood pressures (SBP, DBP), gravidity and parity, years of education, and place of residence. Medical history variables included a history of pre-existing hypertension, diabetes mellitus, nephritis, and family history of hypertension (maternal or paternal). Information regarding antihypertensive treatment during pregnancy was extracted from medical records, including the use of standard obstetric antihypertensive medications administered according to institutional protocols. All clinical variables were obtained retrospectively from electronic medical records and obstetric charts and were recorded during the same hospitalization period as the echocardiographic examination.</p>
</sec>
<sec id="sec9">
<title>Statistical analysis</title>
<p>Data were analyzed using SPSS version 23.0 (IBM Corp., Armonk, NY, USA). Continuous variables were expressed as mean &#x00B1; standard deviation (SD) and compared between groups using independent-samples <italic>t</italic>-tests. Categorical variables were presented as frequencies and percentages and analyzed using the <italic>&#x03C7;</italic><sup>2</sup> test. Variables with <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05 in univariate analyses were considered candidate predictors and entered into multivariable logistic regression models to identify independent risk factors for adverse pregnancy outcomes. Antihypertensive therapy during pregnancy was not included in the multivariable regression model because of its collinearity with blood pressure variables and to avoid further reduction in the events-per-variable ratio, which could increase the risk of model overfitting. To reduce the risk of overfitting, only variables with clear clinical relevance and statistical significance were retained in the final multivariable model. Baseline confounders, including history of hypertension, nephritis, and family history of hypertension, were incorporated as covariates. Model performance was evaluated using the Hosmer&#x2013;Lemeshow goodness-of-fit test and Nagelkerke <italic>R</italic><sup>2</sup>. Receiver operating characteristic (ROC) curve analysis was performed to assess the predictive accuracy of echocardiographic parameters. A two-sided <italic>p</italic>-value &#x003C; 0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec sec-type="results" id="sec10">
<title>Results</title>
<sec id="sec11">
<title>Comparison of general patient data</title>
<p>Among the 240 elderly pregnant women with pregnancy-induced hypertension syndrome (PIHS), 183 experienced favorable pregnancy outcomes, whereas 57 had adverse outcomes. As summarized in <xref ref-type="table" rid="tab1">Table 1</xref>, there were no significant differences between the two groups in terms of age, body mass index (BMI), systolic or diastolic blood pressure, history of multiple pregnancies, parity, years of education, or place of residence (all <italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). However, patients in the adverse outcome group exhibited a significantly higher prevalence of pre-existing hypertension, nephritis, and a family history of hypertension (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). These findings indicate that hereditary and chronic hypertensive conditions may predispose elderly pregnant women with PIHS to unfavorable pregnancy outcomes.</p>
</sec>
<sec id="sec12">
<title>Comparison of cardiac morphological indicators</title>
<p>Echocardiographic evaluation of structural cardiac indices revealed no statistically significant differences between the two groups in left ventricular end-diastolic diameter (LVDd), interventricular septal thickness (IVSTd), or left atrial diameter (LAD) (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05; <xref ref-type="table" rid="tab2">Table 2</xref>). This suggests that the baseline chamber dimensions and wall thickness were not primary determinants of adverse outcomes in this cohort. The absence of structural differences indicates that functional rather than morphological cardiac alterations may contribute more prominently to PIHS-related complications.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Comparison of cardiac morphological indicators between the favorable and adverse outcome groups (mean &#x00B1; SD, mm).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Parameter</th>
<th align="center" valign="top">Favorable outcome group (<italic>n</italic> =&#x202F;183)</th>
<th align="center" valign="top">Adverse outcome group (<italic>n</italic> =&#x202F;57)</th>
<th align="center" valign="top">
<italic>t</italic>
</th>
<th align="center" valign="top"><italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">LVDd (mm)</td>
<td align="center" valign="top">46.27&#x202F;&#x00B1;&#x202F;3.92</td>
<td align="center" valign="top">46.85&#x202F;&#x00B1;&#x202F;3.87</td>
<td align="center" valign="top">1.023</td>
<td align="center" valign="top">0.307</td>
</tr>
<tr>
<td align="left" valign="top">IVSTd (mm)</td>
<td align="center" valign="top">9.12&#x202F;&#x00B1;&#x202F;1.02</td>
<td align="center" valign="top">9.22&#x202F;&#x00B1;&#x202F;0.98</td>
<td align="center" valign="top">0.610</td>
<td align="center" valign="top">0.542</td>
</tr>
<tr>
<td align="left" valign="top">LAD (mm)</td>
<td align="center" valign="top">33.81&#x202F;&#x00B1;&#x202F;2.58</td>
<td align="center" valign="top">34.06&#x202F;&#x00B1;&#x202F;2.63</td>
<td align="center" valign="top">0.568</td>
<td align="center" valign="top">0.571</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>No statistically significant differences were observed between groups (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05).</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec13">
<title>Comparison of echocardiographic functional parameters</title>
<p>Functional echocardiographic indices differed significantly between the two groups (<xref ref-type="table" rid="tab3">Table 3</xref>). The adverse outcome group demonstrated markedly lower ejection fraction (EF), stroke volume (SV), cardiac output (CO), E/A ratio, and early diastolic mitral annular velocity (E&#x2032;) compared with the favorable outcome group (all <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Conversely, E/E&#x2032; ratio and left atrial volume index (LAVI) were significantly higher in the adverse outcome group (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). These alterations reflect diastolic dysfunction, impaired myocardial relaxation, and increased left atrial pressure load, which collectively suggest subclinical cardiac dysfunction as a contributing factor to poor maternal and fetal outcomes in elderly PIHS patients.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Comparison of left ventricular functional parameters between the favorable and adverse outcome groups.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Parameter</th>
<th align="center" valign="top">Favorable outcome group (<italic>n</italic> =&#x202F;183)</th>
<th align="center" valign="top">Adverse outcome group (<italic>n</italic> =&#x202F;57)</th>
<th align="center" valign="top">
<italic>t</italic>
</th>
<th align="center" valign="top"><italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">EF (%)</td>
<td align="center" valign="top">65.83&#x202F;&#x00B1;&#x202F;3.84</td>
<td align="center" valign="top">59.26&#x202F;&#x00B1;&#x202F;4.02</td>
<td align="center" valign="top">11.518</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">SV (mL)</td>
<td align="center" valign="top">73.15&#x202F;&#x00B1;&#x202F;5.62</td>
<td align="center" valign="top">66.08&#x202F;&#x00B1;&#x202F;6.01</td>
<td align="center" valign="top">8.083</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">CO (L/min)</td>
<td align="center" valign="top">5.36&#x202F;&#x00B1;&#x202F;0.63</td>
<td align="center" valign="top">4.78&#x202F;&#x00B1;&#x202F;0.52</td>
<td align="center" valign="top">6.212</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">E/A</td>
<td align="center" valign="top">1.16&#x202F;&#x00B1;&#x202F;0.14</td>
<td align="center" valign="top">0.97&#x202F;&#x00B1;&#x202F;0.13</td>
<td align="center" valign="top">9.389</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">E&#x2032; (cm/s)</td>
<td align="center" valign="top">11.06&#x202F;&#x00B1;&#x202F;1.18</td>
<td align="center" valign="top">9.74&#x202F;&#x00B1;&#x202F;1.11</td>
<td align="center" valign="top">7.330</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">E/E&#x2032;</td>
<td align="center" valign="top">7.46&#x202F;&#x00B1;&#x202F;0.71</td>
<td align="center" valign="top">8.59&#x202F;&#x00B1;&#x202F;0.74</td>
<td align="center" valign="top">9.929</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">LAVI (mL/m<sup>2</sup>)</td>
<td align="center" valign="top">25.88&#x202F;&#x00B1;&#x202F;2.41</td>
<td align="center" valign="top">28.97&#x202F;&#x00B1;&#x202F;2.35</td>
<td align="center" valign="top">8.443</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>EF, ejection fraction; SV, stroke volume; CO, cardiac output; LAVI, left atrial volume index. All parameters showed significant differences between groups (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01).</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec14">
<title>Comparison of pulmonary vein flow parameters and Tei index</title>
<p>As shown in <xref ref-type="table" rid="tab4">Table 4</xref>, analysis of pulmonary venous flow dynamics revealed that the adverse outcome group had significantly lower pulmonary vein S-wave and D-wave velocities, but higher Ar-wave velocity and Tei index values compared with the favorable outcome group (all <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). These changes indicate impaired left atrial compliance and altered ventricular filling dynamics, implying that abnormalities in pulmonary venous flow patterns and an increased myocardial performance index are potential early markers of adverse pregnancy outcomes in PIHS.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Comparison of pulmonary venous flow parameters and myocardial performance (Tei) index between groups.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Parameter</th>
<th align="center" valign="top">Favorable outcome group (<italic>n</italic> =&#x202F;183)</th>
<th align="center" valign="top">Adverse outcome group (<italic>n</italic> =&#x202F;57)</th>
<th align="center" valign="top">
<italic>t</italic>
</th>
<th align="center" valign="top"><italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">S-wave (cm/s)</td>
<td align="center" valign="top">49.15&#x202F;&#x00B1;&#x202F;4.38</td>
<td align="center" valign="top">45.18&#x202F;&#x00B1;&#x202F;4.06</td>
<td align="center" valign="top">6.110</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">D-wave (cm/s)</td>
<td align="center" valign="top">47.26&#x202F;&#x00B1;&#x202F;4.11</td>
<td align="center" valign="top">43.03&#x202F;&#x00B1;&#x202F;3.98</td>
<td align="center" valign="top">6.447</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Ar-wave (cm/s)</td>
<td align="center" valign="top">29.12&#x202F;&#x00B1;&#x202F;3.47</td>
<td align="center" valign="top">33.15&#x202F;&#x00B1;&#x202F;3.65</td>
<td align="center" valign="top">7.014</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Tei index</td>
<td align="center" valign="top">0.46&#x202F;&#x00B1;&#x202F;0.07</td>
<td align="center" valign="top">0.55&#x202F;&#x00B1;&#x202F;0.08</td>
<td align="center" valign="top">8.623</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>S, systolic wave; D, diastolic wave; Ar, atrial reversal wave; Tei, myocardial performance index.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec15">
<title>Multivariate logistic regression analysis of risk factors</title>
<p>To identify independent determinants of adverse pregnancy outcomes, variables with <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05 in univariate analysis were entered into a multivariate binary logistic regression model (<xref ref-type="table" rid="tab5">Table 5</xref>). A history of hypertension, nephritis, and a family history of hypertension emerged as significant independent clinical risk factors (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Among echocardiographic parameters, higher ejection fraction (EF), cardiac output (CO), E/A ratio, and early diastolic mitral annular velocity (E&#x2032;) were independently associated with a <italic>reduced</italic> risk of adverse pregnancy outcomes (OR &#x003C; 1), whereas higher E/E&#x2032; ratio and left atrial volume index (LAVI) were independently associated with an <italic>increased</italic> risk of adverse outcomes (OR &#x003E; 1), indicating impaired systolic and diastolic cardiac function in patients with unfavorable outcomes. The direction of these associations is consistent with the between-group comparisons shown in <xref ref-type="table" rid="tab3">Tables 3</xref>, <xref ref-type="table" rid="tab4">4</xref>. The final model included only the most significant clinical and echocardiographic variables to minimize overfitting. Antihypertensive therapy during pregnancy was not entered into the model because of collinearity with blood pressure variables and concerns regarding the events-per-variable ratio. It demonstrated good calibration (Hosmer&#x2013;Lemeshow <italic>p</italic>&#x202F;=&#x202F;0.63) and strong explanatory power (Nagelkerke <italic>R</italic><sup>2</sup>&#x202F;=&#x202F;0.726), correctly classifying 88.3% of cases.</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Multivariate logistic regression analysis of factors associated with adverse pregnancy outcomes.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top">
<italic>B</italic>
</th>
<th align="center" valign="top">S.E.</th>
<th align="center" valign="top">Wald</th>
<th align="center" valign="top"><italic>p</italic>-value</th>
<th align="center" valign="top">OR</th>
<th align="center" valign="top">95% CI for OR</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">History of hypertension</td>
<td align="center" valign="top">1.214</td>
<td align="center" valign="top">0.385</td>
<td align="center" valign="top">9.955</td>
<td align="center" valign="top">0.002</td>
<td align="center" valign="top">3.366</td>
<td align="center" valign="top">1.624&#x2013;6.978</td>
</tr>
<tr>
<td align="left" valign="top">History of nephritis</td>
<td align="center" valign="top">0.978</td>
<td align="center" valign="top">0.412</td>
<td align="center" valign="top">5.635</td>
<td align="center" valign="top">0.018</td>
<td align="center" valign="top">2.661</td>
<td align="center" valign="top">1.179&#x2013;6.005</td>
</tr>
<tr>
<td align="left" valign="top">Family history of hypertension</td>
<td align="center" valign="top">0.864</td>
<td align="center" valign="top">0.378</td>
<td align="center" valign="top">5.218</td>
<td align="center" valign="top">0.022</td>
<td align="center" valign="top">2.372</td>
<td align="center" valign="top">1.132&#x2013;4.969</td>
</tr>
<tr>
<td align="left" valign="top">Ejection fraction (EF, %)</td>
<td align="center" valign="top">&#x2212;1.241</td>
<td align="center" valign="top">0.349</td>
<td align="center" valign="top">12.646</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">0.289</td>
<td align="center" valign="top">0.147&#x2013;0.568</td>
</tr>
<tr>
<td align="left" valign="top">Cardiac output (CO, L/min)</td>
<td align="center" valign="top">&#x2212;1.874</td>
<td align="center" valign="top">0.488</td>
<td align="center" valign="top">14.760</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">0.153</td>
<td align="center" valign="top">0.059&#x2013;0.400</td>
</tr>
<tr>
<td align="left" valign="top">E/A ratio</td>
<td align="center" valign="top">&#x2212;1.095</td>
<td align="center" valign="top">0.389</td>
<td align="center" valign="top">7.942</td>
<td align="center" valign="top">0.005</td>
<td align="center" valign="top">0.335</td>
<td align="center" valign="top">0.156&#x2013;0.717</td>
</tr>
<tr>
<td align="left" valign="top">Early diastolic mitral annular velocity (E&#x2032;, cm/s)</td>
<td align="center" valign="top">&#x2212;1.213</td>
<td align="center" valign="top">0.426</td>
<td align="center" valign="top">8.092</td>
<td align="center" valign="top">0.004</td>
<td align="center" valign="top">0.297</td>
<td align="center" valign="top">0.130&#x2013;0.680</td>
</tr>
<tr>
<td align="left" valign="top">E/E&#x2032; ratio</td>
<td align="center" valign="top">1.158</td>
<td align="center" valign="top">0.429</td>
<td align="center" valign="top">7.272</td>
<td align="center" valign="top">0.007</td>
<td align="center" valign="top">3.183</td>
<td align="center" valign="top">1.360&#x2013;7.447</td>
</tr>
<tr>
<td align="left" valign="top">Left atrial volume index (LAVI, mL/m<sup>2</sup>)</td>
<td align="center" valign="top">1.256</td>
<td align="center" valign="top">0.466</td>
<td align="center" valign="top">7.251</td>
<td align="center" valign="top">0.007</td>
<td align="center" valign="top">3.512</td>
<td align="center" valign="top">1.408&#x2013;8.762</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Model fit: Nagelkerke <italic>R</italic><sup>2</sup>&#x202F;=&#x202F;0.726; Hosmer&#x2013;Lemeshow <italic>&#x03C7;</italic><sup>2</sup>&#x202F;=&#x202F;6.18, <italic>p</italic>&#x202F;=&#x202F;0.63. The model correctly classified 88.3% of cases. Only clinically relevant variables that were statistically significant in univariate analyses were included in the multivariate model to reduce the risk of overfitting. Given the number of adverse events (<italic>n</italic>&#x202F;=&#x202F;57), the events-per-variable ratio was relatively low; therefore, the results should be interpreted with appropriate caution.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec16">
<title>Receiver operating characteristic (ROC) curve analysis</title>
<p>Receiver operating characteristic analysis was performed to evaluate the diagnostic utility of echocardiographic indices in predicting adverse pregnancy outcomes (<xref ref-type="fig" rid="fig2">Figures 2A</xref>&#x2013;<xref ref-type="fig" rid="fig2">E</xref>). The area under the curve (AUC) values indicated strong predictive ability for several parameters: EF (AUC&#x202F;=&#x202F;0.894, 95% CI 0.828&#x2013;0.952), E/A ratio (AUC&#x202F;=&#x202F;0.877, 95% CI 0.803&#x2013;0.951), SV (AUC&#x202F;=&#x202F;0.811, 95% CI 0.723&#x2013;0.898), CO (AUC&#x202F;=&#x202F;0.780, 95% CI 0.684&#x2013;0.875), E&#x2032; (AUC&#x202F;=&#x202F;0.893, 95% CI 0.826&#x2013;0.959), and E/E&#x2032; ratio (AUC&#x202F;=&#x202F;0.865, 95% CI 0.786&#x2013;0.943). For pulmonary vein flow parameters, S-wave (AUC&#x202F;=&#x202F;0.896, 95% CI 0.832&#x2013;0.960), D-wave (AUC&#x202F;=&#x202F;0.863, 95% CI 0.784&#x2013;0.941), Ar-wave (AUC&#x202F;=&#x202F;0.824, 95% CI 0.733&#x2013;0.914), and Tei index (AUC&#x202F;=&#x202F;0.791, 95% CI 0.695&#x2013;0.888) also exhibited good discriminative value. Importantly, a combined diagnostic model integrating all echocardiographic parameters achieved an AUC of 0.925 (95% CI 0.872&#x2013;0.989), reflecting excellent reflecting excellent discriminatory performance in distinguishing patients with adverse versus favorable pregnancy outcomes.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Receiver operating characteristic (ROC) curves for echocardiographic parameters predicting adverse pregnancy outcomes in women with pregnancy-induced hypertension syndrome (PIHS). <bold>(A)</bold> EF and E/A ratio; <bold>(B)</bold> SV, CO, and LAVI; <bold>(C)</bold> E&#x2032; and E/E&#x2032; ratio; <bold>(D)</bold> pulmonary vein S-, D-, Ar-waves, and Tei index; <bold>(E)</bold> combined diagnostic model integrating multiple echocardiographic parameters.</p>
</caption>
<graphic xlink:href="fmed-13-1766747-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Grouped image of five ROC curve charts labeled panels A to E comparing diagnostic accuracy of different cardiac parameters. Each plot displays sensitivity versus 1-specificity, with AUC values in the legends indicating performance. Panel A compares EF and E/A; B compares SV, CO, and LAVI; C compares E&#x2019; and E&#x2019;/E; D compares S-wave, D-wave, Ar-wave, and Tei index; E presents a single curve with AUC 0.925 (CI: 0.872&#x2013;0.989). Dashed diagonal lines represent reference for random classification.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec17">
<title>Representative echocardiographic findings</title>
<p>Representative echocardiographic images are shown in <xref ref-type="fig" rid="fig3">Figures 3A</xref>&#x2013;<xref ref-type="fig" rid="fig3">E</xref>. <xref ref-type="fig" rid="fig3">Figure 3A</xref> shows a Doppler image of the mitral inflow velocity spectrum in a patient with an adverse pregnancy outcome, demonstrating attenuated E-wave and increased A-wave amplitude, findings suggestive of diastolic dysfunction. <xref ref-type="fig" rid="fig3">Figure 3B</xref> displays the corresponding image from a patient with a favorable pregnancy outcome, showing preserved diastolic filling and a normal E/A ratio. <xref ref-type="fig" rid="fig3">Figure 3C</xref> illustrates the echocardiographic assessment of left ventricular and atrial dimensions in a patient with an adverse outcome, revealing mild chamber dilation and increased left atrial volume. <xref ref-type="fig" rid="fig3">Figure 3D</xref> presents the same parameters in a patient with a favorable outcome, demonstrating normal chamber geometry and preserved systolic performance. <xref ref-type="fig" rid="fig3">Figure 3E</xref> provides a comparative composite image emphasizing the distinct functional patterns between favorable and adverse outcome groups. These findings collectively underscore the diagnostic relevance of functional echocardiographic indices&#x2014;rather than purely structural measurements&#x2014;in predicting pregnancy outcomes among elderly patients with pregnancy-induced hypertension syndrome (PIHS).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Doppler echocardiography images in women with pregnancy-induced hypertension syndrome (PIHS). <bold>(A)</bold> Mitral inflow velocity spectrum in a PIHS patient with an adverse pregnancy outcome. <bold>(B)</bold> Mitral inflow velocity spectrum in a PIHS patient with a favorable pregnancy outcome. <bold>(C)</bold> Left ventricular and left atrial diameters and wall thickness in a PIHS patient with an adverse outcome. <bold>(D)</bold> Left ventricular and left atrial diameters and wall thickness in a PIHS patient with a favorable outcome.</p>
</caption>
<graphic xlink:href="fmed-13-1766747-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Panel A shows a Doppler echocardiogram with velocity and pressure gradient measurements labeled in yellow, while panel B presents similar Doppler data with color flow imaging inset. Panel C and panel D display grayscale echocardiographic images with distance measurements marked in centimeters using yellow labels, highlighting various internal cardiac structures.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec18">
<title>Discussion</title>
<p>Pregnancy-induced hypertension syndrome (PIHS) is a pregnancy-specific disorder characterized by new-onset hypertension and proteinuria after 20&#x202F;weeks of gestation in previously normotensive women. Affecting approximately 5&#x2013;8% of pregnancies, it remains a major cause of maternal and fetal morbidity and mortality worldwide (<xref ref-type="bibr" rid="ref21">21</xref>). The present study examined the association between echocardiographic parameters and adverse pregnancy outcomes in elderly women with PIHS, highlighting the clinical value of these indicators.</p>
<p>Our findings revealed no significant differences in structural echocardiographic parameters&#x2014;left ventricular end-diastolic diameter (LVDd), interventricular septum end-diastolic thickness (IVSTd), and left atrial diameter (LAD)&#x2014;between the favorable and adverse outcome groups. However, functional parameters showed marked disparities. The adverse outcome group demonstrated reduced ejection fraction (EF), stroke volume (SV), cardiac output (CO), E/A ratio, and early diastolic mitral annular velocity (E&#x2032;), along with elevated E/E&#x2032; ratio and left atrial volume index (LAVI). Pulmonary venous flow analysis demonstrated significantly reduced S-wave and D-wave velocities, accompanied by increased Ar-wave velocity and elevated Tei index values in the adverse outcome group, indicating impaired left ventricular compliance and global myocardial dysfunction. PIHS is associated with widespread microvascular spasm, leading to increased peripheral resistance, elevated afterload, and progressive left ventricular hypertrophy, which ultimately impairs systolic and diastolic performance (<xref ref-type="bibr" rid="ref22">22</xref>). These hemodynamic changes contribute to placental insufficiency, fetal growth restriction, preterm birth, and even intrauterine demise (<xref ref-type="bibr" rid="ref23">23</xref>). Systemic vasoconstriction and endothelial dysfunction reduce placental perfusion, inducing intrauterine hypoxia and fetal cardiovascular stress. Prolonged cardiac overload further exacerbates myocardial injury and functional decline. Previous studies have reported similar findings, linking PIHS with abnormal cardiac remodeling and persistent cardiovascular risk (<xref ref-type="bibr" rid="ref24 ref25 ref26 ref27">24&#x2013;27</xref>). Rayes et al. (<xref ref-type="bibr" rid="ref28">28</xref>) further emphasized that PIHS predisposes women to long-term cardiovascular disease, underscoring the importance of recognizing pregnancy-related cardiac functional alterations in women with PIHS.</p>
<p>Echocardiography provides a sensitive, non-invasive modality for evaluating these hemodynamic changes. Prior research indicates that PIHS patients exhibit increased systemic vascular resistance and reduced cardiac index due to elevated afterload (<xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref30">30</xref>). Even after delivery, endothelial dysfunction and myocardial stress persist, predisposing patients to chronic cardiovascular morbidity (<xref ref-type="bibr" rid="ref31">31</xref>, <xref ref-type="bibr" rid="ref32">32</xref>). Structural echocardiographic measurements alone are insufficient, as pregnancy itself induces physiological remodeling of preload and afterload (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref34">34</xref>). Therefore, diastolic functional assessment is crucial. Diastolic dysfunction often precedes overt systolic failure and may exist despite preserved ejection fraction (<xref ref-type="bibr" rid="ref35 ref36 ref37">35&#x2013;37</xref>). Echocardiographic indicators such as E/A ratio, E&#x2032;, E/E&#x2032; ratio, and LAVI reliably reflect ventricular relaxation and filling pressures (<xref ref-type="bibr" rid="ref38 ref39 ref40 ref41 ref42 ref43 ref44 ref45 ref46">38&#x2013;46</xref>). In this study, diastolic parameters (E/A ratio, E&#x2032;, E/E&#x2032;, and LAVI) and global performance indices (Tei index) demonstrated high predictive value for adverse outcomes. Elevated E/E&#x2032; and LAVI values indicate increased left atrial pressure and ventricular stiffness, while decreased E/A and E&#x2032; suggest impaired relaxation. These alterations reflect subclinical myocardial dysfunction and hemodynamic compromise that may contribute to placental hypoperfusion and fetal distress.</p>
<p>The pulmonary vein flow parameters further corroborated these findings. In the adverse outcome group, reduced S-wave and D-wave velocities together with elevated Ar-wave velocity suggested increased atrial pressure and impaired left ventricular compliance. The Tei index, a global measure of myocardial performance encompassing both systolic and diastolic function, was also higher in the adverse outcome group, reinforcing its clinical value in evaluating PIHS-related cardiac dysfunction (<xref ref-type="bibr" rid="ref47">47</xref>, <xref ref-type="bibr" rid="ref48">48</xref>). Multivariate analysis confirmed that a history of hypertension, nephritis, and a family history of hypertension were significant independent clinical risk factors. Echocardiographic indicators reflecting both systolic and diastolic dysfunction, including reduced EF, CO, E/A ratio, and E&#x2032;, together with elevated E/E&#x2032; and LAVI, were independently associated with adverse pregnancy outcomes. These parameters reflect impaired myocardial relaxation, increased filling pressure, and compromised ventricular performance, consistent with previous studies on cardiac dysfunction in pregnancy-induced hypertension. Receiver operating characteristic (ROC) curve analysis demonstrated high diagnostic performance, with area under the curve (AUC) values ranging from 0.780 to 0.925. The combined diagnostic model achieved an AUC of 0.925, underscoring the strong predictive utility of integrated echocardiographic assessment. These results are consistent with previous reports linking cardiac dysfunction to increased maternal and fetal morbidity in PIHS (<xref ref-type="bibr" rid="ref49 ref50 ref51 ref52 ref53 ref54 ref55">49&#x2013;55</xref>).</p>
<p>Despite its strengths, this study has several limitations. First, the sample size was relatively modest and derived from a single-center cohort, which may limit the generalizability of the findings. Regional, ethnic, and socioeconomic heterogeneity was not examined, and long-term maternal cardiovascular outcomes beyond the perinatal period were not assessed. Second, although efforts were made to limit model complexity, the number of adverse pregnancy events was relatively small in relation to the number of candidate predictors, resulting in a low events-per-variable ratio and a potential risk of model overfitting. Therefore, the reported associations should be interpreted with appropriate caution. In addition, although information on antihypertensive therapy during pregnancy was collected, medication use was not included in the multivariable analysis because of collinearity with blood pressure variables and concerns regarding the events-per-variable ratio; consequently, residual confounding related to treatment effects cannot be completely excluded. Finally, echocardiographic assessments were performed in the postpartum period, and future prospective studies incorporating serial antepartum and postpartum echocardiographic evaluations are warranted. Large, multicenter studies with more diverse populations and extended follow-up are needed to validate these findings and to further refine echocardiographic risk stratification strategies in women with pregnancy-induced hypertension syndrome (PIHS).</p>
</sec>
<sec sec-type="conclusions" id="sec19">
<title>Conclusion</title>
<p>Echocardiography serves as an effective, non-invasive tool for evaluating cardiac structure and function in elderly women with pregnancy-induced hypertension syndrome. Functional parameters, including EF, SV, CO, E/A ratio, E&#x2032;, E/E&#x2032;, LAVI, pulmonary vein flow indices, and Tei index, demonstrate significant predictive value for adverse pregnancy outcomes. Recognition of pregnancy-related cardiac functional alterations through echocardiography may contribute to improved postpartum cardiovascular assessment and longer-term risk evaluation in women with PIHS.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec20">
<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 sec-type="ethics-statement" id="sec21">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Institutional Ethics Committee of Xiangyang No. 1 People&#x2019;s Hospital, Hubei University of Medicine, Hubei, China (Approval No. PHHUM/C25/H/19). The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec22">
<title>Author contributions</title>
<p>JZ: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. KZ: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="COI-statement" id="sec23">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec24">
<title>Generative AI statement</title>
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<title>Publisher&#x2019;s note</title>
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</sec>
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<fn-group>
<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1626931/overview">Rajeev Gupta</ext-link>, Spectrum Medical Center, United Arab Emirates</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1994450/overview">Samia Amer</ext-link>, Ain Shams University, Egypt</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1984039/overview">Julian Dewantiningrum</ext-link>, Diponegoro University, Indonesia</p>
</fn>
</fn-group>
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