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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.2025.1535366</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>Saturation effect of brachial-ankle pulse wave velocity on first stroke in adults with hypertension: a prospective cohort study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Zhou</surname><given-names>Wei</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1593251/overview"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/><role content-type="https://credit.niso.org/contributor-roles/investigation/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/></contrib>
<contrib contrib-type="author"><name><surname>Zhu</surname><given-names>Lingjuan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1593253/overview" /><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/investigation/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Wang</surname><given-names>Tao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1593262/overview" /><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/investigation/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Yu</surname><given-names>Chao</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="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/1670321/overview" /><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/><role content-type="https://credit.niso.org/contributor-roles/investigation/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Bao</surname><given-names>Huihui</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><uri xlink:href="https://loop.frontiersin.org/people/1584996/overview" /><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-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Cheng</surname><given-names>Xiaoshu</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><uri xlink:href="https://loop.frontiersin.org/people/1071330/overview" /><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-review-editing/"/></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><institution>Center for Prevention and Treatment of Cardiovascular Diseases, The Second Affiliated Hospital of Nanchang University</institution>, <addr-line>Nanchang, Jiangxi</addr-line>, <country>China</country></aff>
<aff id="aff2"><label><sup>2</sup></label><institution>Jiangxi Provincial Cardiovascular Disease Clinical Medical Research Center</institution>, <addr-line>Nanchang, Jiangxi</addr-line>, <country>China</country></aff>
<aff id="aff3"><label><sup>3</sup></label><institution>Department of Cardiovascular Medicine, The Second Affiliated Hospital of Nanchang University</institution>, <addr-line>Nanchang, Jiangxi</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1279955/overview">Daniel Bia</ext-link>, Universidad de la Rep&#x00FA;blica, Uruguay</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1153897/overview">Feng Hu</ext-link>, Fujian Medical University, China</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1651346/overview">Yuichiro Toma</ext-link>, University of the Ryukyus, Japan</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Chao Yu <email>yuchao9@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>03</day><month>09</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2025</year></pub-date>
<volume>12</volume><elocation-id>1535366</elocation-id>
<history>
<date date-type="received"><day>19</day><month>02</month><year>2025</year></date>
<date date-type="accepted"><day>14</day><month>08</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 Zhou, Zhu, Wang, Yu, Bao and Cheng.</copyright-statement>
<copyright-year>2025</copyright-year><copyright-holder>Zhou, Zhu, Wang, Yu, Bao and Cheng</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>Background</title>
<p>Previous studies have reported a linear association between brachial-ankle pulse wave velocity (baPWV) and stroke in hypertensive individuals, primarily in foreign countries, with few studies conducted in China. This study aimed to investigate the saturation effect of baPWV on the first stroke in adults with hypertension and propose a possible inflection point of baPWV at which the saturation effect occurs.</p>
</sec><sec><title>Methods</title>
<p>A total of 7,198 adults with hypertension and baseline baPWV were enrolled from the China Hypertension Registry Study. The outcome of this study was the first stroke. Cox proportional hazards regression, smoothing curve fitting (restricted cubic spline), Kaplan&#x2013;Meier survival curve analysis, and subgroup analysis were used to investigate the association between baPWV and first stroke.</p>
</sec><sec><title>Results</title>
<p>A total of 281 patients experienced their first stroke during an average of four years of follow-up. There was a saturation effect of baPWV with an inflection value of 17.5&#x2005;m/s on the first stroke. For baPWV&#x2009;&#x003C;&#x2009;17.5&#x2005;m/s, each 1&#x2005;m/s increment was associated with a 31&#x0025; higher risk of first stroke (hazard ratio [HR]: 1.31, 95&#x0025; confidence interval [CI]: 1.17, 1.47). For baPWV&#x2009;&#x2265;&#x2009;17.5&#x2005;m/s, there was no significant association between baPWV and first stroke (HR: 0.99, 95&#x0025; CI: 0.96, 1.02) (for log-likelihood ratio test <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001). Kaplan&#x2013;Meier curves revealed a continual increase in the cumulative hazard for the first stroke from quartile 1&#x2013;3 levels of baPWV (log-rank <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001), whereas a non-significant difference in cumulative hazard between quartiles 3 and 4 was observed (log-rank <italic>P</italic>&#x2009;&#x003D;&#x2009;0.873).</p>
</sec><sec><title>Conclusion</title>
<p>BaPWV exhibited a saturation effect on the first stroke in hypertensive adults in China. Increased baPWV was positively associated with a higher risk of first stroke among hypertensive adults with a baPWV&#x2009;&#x003C;&#x2009;17.5&#x2005;m/s.</p>
</sec>
</abstract>
<kwd-group>
<kwd>brachial-ankle pulse wave velocity</kwd>
<kwd>stroke</kwd>
<kwd>hypertension</kwd>
<kwd>saturation effect</kwd>
<kwd>elderly</kwd>
</kwd-group><contract-num rid="cn001">82460670</contract-num><contract-num rid="cn002">20223AEI91007</contract-num><contract-num rid="cn003">20223BCG74012</contract-num><contract-num rid="cn004">20221ZDG02010</contract-num><contract-num rid="cn005">20224BAB206090, 20232BAB206140, 20232ACB216006</contract-num><contract-num rid="cn006">202130440, 202210495, 202310528</contract-num><contract-num rid="cn007">2022JS41, 2023JS26</contract-num><contract-num rid="cn008">2021efyA01, 2023efyA05</contract-num><contract-sponsor id="cn001">National Natural Science Foundation of China</contract-sponsor><contract-sponsor id="cn002">Cultivation of backup projects for National Science and Technology</contract-sponsor><contract-sponsor id="cn003">Jiangxi Science and Technology Innovation Base Plan-Jiangxi Clinical Medical Research Center</contract-sponsor><contract-sponsor id="cn004">Science and Technology Innovation Base Construction Project</contract-sponsor><contract-sponsor id="cn005">Jiangxi Provincial Natural Science Foundation</contract-sponsor><contract-sponsor id="cn006">Jiangxi Provincial Health Commission Science and Technology Project</contract-sponsor><contract-sponsor id="cn007">Jiangxi Provincial Drug Administration Science and Technology Project</contract-sponsor><contract-sponsor id="cn008">Fund project of the Second Affiliated Hospital of Nanchang University</contract-sponsor><counts>
<fig-count count="4"/>
<table-count count="3"/><equation-count count="0"/><ref-count count="32"/><page-count count="10"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Cardioneurology</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>Stroke remains a leading cause of disability and mortality in China, imposing a substantial socioeconomic burden that has escalated steadily over the past three decades (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Although primary prevention and early intervention are recognized as optimal strategies for mitigating stroke-related morbidity and economic costs (<xref ref-type="bibr" rid="B3">3</xref>), the insufficient explanatory power of traditional risk factors in stroke pathogenesis highlights the need to investigate novel biomarkers of vascular dysfunction (<xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>Emerging evidence positions arterial stiffness as a reliable feature of arterial structure and function (<xref ref-type="bibr" rid="B5">5</xref>), with proven prognostic value in hypertensive populations (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). The European guidelines for the management of hypertension introduce the evaluation of arterial stiffness by pulse wave velocity (PWV) as a measure of cardiovascular target organ damage associated with hypertension. PWV is a relatively simple, noninvasive, and reproducible measurement for assessing arterial stiffness and is most widely used in clinical practice. Numerous studies have proven the accuracy of PWV as an independent predictor of cardiovascular events and mortality (<xref ref-type="bibr" rid="B8">8</xref>). Currently, the most commonly used indicators of PWV are carotid-femoral pulse wave velocity (cfPWV) and brachial ankle pulse wave velocity (baPWV). A study comparing aortic PWV and baPWV revealed that baPWV exhibited excellent validity and reproducibility and was an acceptable marker of vascular damage (<xref ref-type="bibr" rid="B9">9</xref>). Additionally, cfPWV is known as the gold standard for measuring arterial stiffness; however, its time-consuming nature and high technical requirements render it unsuitable for large-scale research. Therefore, baPWV is used as an alternative measurement of arterial stiffness (<xref ref-type="bibr" rid="B10">10</xref>). BaPWV exhibited stronger correlations with cardiovascular hemodynamics and coronary calcification than cfPWV (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). Although international studies have reported a linear relationship between baPWV elevation and stroke incidence in hypertensive individuals (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>), critical knowledge gaps persist regarding population-specific risk patterns in China&#x0027;s unique healthcare context and potential threshold effects of baPWV values on disproportionate stroke risk.</p>
<p>To address these uncertainties, this prospective cohort study investigated the association between baPWV and first stroke in the Chinese hypertensive population, with particular emphasis on identifying potential nonlinear relationships.</p>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Methods</title>
<sec id="s2a"><label>2.1</label><title>Study participants</title>
<p>This study was a subset of the China Hypertension Registry Study (Registration website: <ext-link ext-link-type="uri" xlink:href="http://www.chictr.org.cn/">http://www.chictr.org.cn/</ext-link>, Number: ChiCTR1800017274, Date: July 20, 2018), a real-world, prospective, and observational study conducted in Wuyuan, Jiangxi Province, China, from March 2018 to August 2018. The methodology for data acquisition and exclusion criteria has been previously described (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). This study adhered to the Declaration of Helsinki and was approved by the Ethics Committee of the Second Affiliated Hospital of Nanchang University (Ethics No. 2018019) and the Institute of Biomedical Sciences, Anhui Medical University (Ethics No. CH1059). Written informed consent was obtained from all enrolled participants.</p>
<p>From the initial cohort of 14,234 hypertensive individuals recruited at baseline, we sequentially excluded individuals lacking baPWV values (<italic>n</italic>&#x2009;&#x003D;&#x2009;5,965) and those with ankle-brachial index (ABI) &#x003C;0.90 (<italic>n</italic>&#x2009;&#x003D;&#x2009;253), ABI&#x2009;&#x003E;&#x2009;1.4 (<italic>n</italic>&#x2009;&#x003D;&#x2009;5), stroke (<italic>n</italic>&#x2009;&#x003D;&#x2009;552), atrial fibrillation (<italic>n</italic>&#x2009;&#x003D;&#x2009;259) and traumatic subdural hemorrhage (<italic>n</italic>&#x2009;&#x003D;&#x2009;3). Finally, this prospective study included 7,198 participants for analysis. The selection process for the analytic sample is presented in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>.</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Flowchart of the study participants.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fcvm-12-1535366-g001.tif"><alt-text content-type="machine-generated">Flowchart depicting participant selection for a hypertension study. Out of 14,234 subjects, 5,965 without baPWV data were excluded, leaving 8,269 individuals. Another 258 were excluded due to abnormal ankle-brachial index (ABI), followed by 811 more with histories of stroke or atrial fibrillation. Three additional individuals with traumatic subdural hemorrhage were removed, resulting in a final analytic sample of 7,198 individuals.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2b"><label>2.2</label><title>Covariates</title>
<p>Based on the existing literature and clinical applications, covariates obtained from physical examinations, standard questionnaires, and laboratory measurements were selected as potential confounders. Physical examinations and standard questionnaires were administered by trained staff following a standard operating procedure. A fully adjusted model was developed using the following covariates. Categorical variables included gender, current smoking, current drinking, sleep duration, previous medical diagnoses (hypertension, dyslipidemia, diabetes, coronary heart disease, heart failure, atrial fibrillation, and stroke), and current medication based on drug packaging (antihypertensive, lipoprotein-lowering, glucose-lowering, and antiplatelet drugs). Continuous variables included age, body mass index (BMI), systolic blood pressure (SBP), diastolic blood pressure (DBP), homocysteine (Hcy), total cholesterol (TC), triglyceride (TG), high-density lipoprotein cholesterol (HDL-C), and low-density lipoprotein cholesterol (LDL-C). The BMI was calculated as weight (kg)/height (m<sup>2</sup>). Blood pressure was measured thrice using an electronic sphygmomanometer on the right arm positioned at the heart level after a 5-min rest, with a 30-s interval between measurements. The average of the three measurements was used.</p>
</sec>
<sec id="s2c"><label>2.3</label><title>BaPWV measurement</title>
<p>The automatic device of Omron-Colin BP-203RPE (Omron Health Care, Japan) was used to measure simultaneously baPWV and ankle-brachial index (ABI). After resting in the supine position for more than 5&#x2005;min, four cuffs were wrapped around bilateral brachia and ankle arteries of participants, and connected to a plethysmographic sensor and oscillometric pressure sensor. Pulse volume waveform were recorded using semiconductor pressure sensors to assess the time interval between the initial increase in brachial and tibial waves.</p>
<p>The ABI value of each leg was calculated by the ankle SBP divided by the ipsilateral brachial SBP, and the lower value in two legs was used in the analysis. The baPWV was calculated by (La-Lb)/Tba. La is the path distance between the suprasternal notch and the ankle, Lb is the path distance between the suprasternal notch and the brachium, and Tba is the time interval between the brachial and ankle waveform. The larger values of baPWV on the left and right sides were used for the main analysis (<xref ref-type="bibr" rid="B18">18</xref>), and the average values on both sides were used for a sensitivity analysis.</p>
</sec>
<sec id="s2d"><label>2.4</label><title>Outcome assessment</title>
<p>Details on the definition and event adjudication were sourced from the literature (<xref ref-type="bibr" rid="B19">19</xref>). Stroke event identification followed a rigorous, multistep protocol. First, potential cases were preliminarily identified using retrospective patient interviews, medical record reviews (including hospitalizations and emergency department visits), and linkage with the national health insurance database. Subsequently, all suspected cases were systematically verified by retrieving and analyzing neuroimaging records (for instance, CT/MRI scans). Finally, confirmed cases were reviewed and adjudicated through independent discussion by an Endpoint Adjudication Committee comprising neurologists, neurosurgeons, and public health experts.</p>
<p>The primary outcome was the first occurrence of fatal or nonfatal symptomatic stroke (ischemic or hemorrhagic), excluding subarachnoid hemorrhage and silent strokes. Participants with preexisting stroke at baseline were excluded. Recurrent strokes were documented but not considered primary outcomes. The follow-up period was extended from the baseline survey completion date to August 15, 2022.</p>
<p>Patients with a history of stroke at baseline were excluded. The first attack of symptomatic stroke was considered the first stroke in the patient unless there was evidence against it. Any stroke after the first attack was considered a recurrent stroke, which was not the primary outcome of this study.</p>
</sec>
<sec id="s2e"><label>2.5</label><title>Statistical analysis</title>
<p>Continuous variables are presented as mea<italic>n</italic>&#x2009;&#x00B1;&#x2009;standard deviation (SD), and categorical variables are presented as frequencies and percentages (&#x0025;). Differences in baseline characteristics according to baPWV categories were compared using a one-way analysis of variance for continuous variables and a chi-square test for categorical variables. Cox proportional hazard regression was used to evaluate the HRs and 95&#x0025; CIs for the association between baPWV and first stroke, with adjustment for potential covariates in the three models. The proportional hazards assumption was evaluated using Schoenfeld residual tests, which revealed no violations (<italic>P</italic>&#x2009;&#x003E;&#x2009;0.05), indicating that the assumption of proportionality was satisfied. Potential covariates adjusted in the models were included due to their clinical importance, statistical significance in the univariable analysis, and the potential confounder effect estimates being individually changed by at least 10&#x0025;. The cumulative hazards of the first stroke by baPWV categories were estimated using the Kaplan&#x2013;Meier curve, and differences between groups were compared using the log-rank test. The generalized additive model and a restricted cubic spline were used to characterize the dose-response association of baPWV with the first stroke. Additionally, potential modifications to the association between baPWV and first stroke were evaluated using subgroup analyses.</p>
<p>A two-tailed <italic>P</italic>&#x2009;&#x003C;&#x2009;0.05 was considered statistically significant. The R statistical package (version 4.2.3; <ext-link ext-link-type="uri" xlink:href="http://www.r-proje.ct.org">http://www.r-proje.ct.org</ext-link>) and Empower (R) software (version 4.1; <ext-link ext-link-type="uri" xlink:href="http://www.empow.erstats.com">http://www.empow.erstats.com</ext-link>) were used for statistical analyses.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<sec id="s3a"><label>3.1</label><title>Baseline characteristics</title>
<p>This study included 7,198 individuals with hypertension [mean age, 63.7 (9.7) years], and 47.1&#x0025; of them were male. The mean&#x2009;&#x00B1;&#x2009;SD value of baseline baPWV was 18.2&#x2009;&#x00B1;&#x2009;5.4&#x2005;m/s. The baseline characteristics of all participants stratified by the baPWV quartile are listed in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>. Participants with a higher baPWV were more likely to be female and have a higher age, SBP, DBP, Hcy, TC, HDL-C, and LDL-C levels, and a lower BMI. Additionally, they exhibited a longer sleep duration of &#x003C;5 and &#x003E;8&#x2005;h, use of antihypertensive and glucose-lowering drugs, a history of diabetes and congenital heart defect (CHD), a lower rate of current smoking and current drinking, and a history of dyslipidemia (<italic>P</italic>&#x2009;&#x003C;&#x2009;0.05).</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Baseline characteristics of participants stratified by baPWV.</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">Characteristics</th>
<th valign="top" align="center" rowspan="2">Total</th>
<th valign="top" align="center" colspan="4">Quartiles of baPWV (m/s)</th>
<th valign="top" align="center" rowspan="2"><italic>P</italic></th>
</tr>
<tr>
<th valign="top" align="center">Q1 (5.6&#x2013;15.0)</th>
<th valign="top" align="center">Q2 (15.1&#x2013;17.0)</th>
<th valign="top" align="center">Q3 (17.1&#x2013;19.9)</th>
<th valign="top" align="center">Q4 (20.0&#x2013;64.8)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">N</td>
<td valign="top" align="center">7198</td>
<td valign="top" align="center">1,799</td>
<td valign="top" align="center">1,799</td>
<td valign="top" align="center">1,799</td>
<td valign="top" align="center">1,801</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Age, y</td>
<td valign="top" align="center">63.73&#x2009;&#x00B1;&#x2009;9.66</td>
<td valign="top" align="center">58.14&#x2009;&#x00B1;&#x2009;9.13</td>
<td valign="top" align="center">62.77&#x2009;&#x00B1;&#x2009;8.81</td>
<td valign="top" align="center">65.26&#x2009;&#x00B1;&#x2009;8.70</td>
<td valign="top" align="center">68.75&#x2009;&#x00B1;&#x2009;8.77</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Male, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">23.53&#x2009;&#x00B1;&#x2009;3.53</td>
<td valign="top" align="center">990 (55.03)</td>
<td valign="top" align="center">868 (48.20)</td>
<td valign="top" align="center">787 (43.75)</td>
<td valign="top" align="center">748 (41.53)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">BMI (kg/m<sup>2</sup>)</td>
<td valign="top" align="center">146.82&#x2009;&#x00B1;&#x2009;17.10</td>
<td valign="top" align="center">24.06&#x2009;&#x00B1;&#x2009;3.50</td>
<td valign="top" align="center">23.75&#x2009;&#x00B1;&#x2009;3.49</td>
<td valign="top" align="center">23.42&#x2009;&#x00B1;&#x2009;3.54</td>
<td valign="top" align="center">22.87&#x2009;&#x00B1;&#x2009;3.47</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">SBP (mmHg)</td>
<td valign="top" align="center">88.93&#x2009;&#x00B1;&#x2009;10.76</td>
<td valign="top" align="center">137.42&#x2009;&#x00B1;&#x2009;14.02</td>
<td valign="top" align="center">144.12&#x2009;&#x00B1;&#x2009;14.58</td>
<td valign="top" align="center">149.74&#x2009;&#x00B1;&#x2009;15.69</td>
<td valign="top" align="center">155.99&#x2009;&#x00B1;&#x2009;18.05</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">DBP (mmHg)</td>
<td valign="top" align="center">17.84&#x2009;&#x00B1;&#x2009;10.91</td>
<td valign="top" align="center">88.05&#x2009;&#x00B1;&#x2009;9.96</td>
<td valign="top" align="center">88.30&#x2009;&#x00B1;&#x2009;10.42</td>
<td valign="top" align="center">88.63&#x2009;&#x00B1;&#x2009;10.82</td>
<td valign="top" align="center">90.74&#x2009;&#x00B1;&#x2009;11.58</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Hcy (mmol/L)</td>
<td valign="top" align="center">5.09&#x2009;&#x00B1;&#x2009;1.11</td>
<td valign="top" align="center">17.12&#x2009;&#x00B1;&#x2009;10.81</td>
<td valign="top" align="center">17.44&#x2009;&#x00B1;&#x2009;9.84</td>
<td valign="top" align="center">17.96&#x2009;&#x00B1;&#x2009;11.20</td>
<td valign="top" align="center">18.84&#x2009;&#x00B1;&#x2009;11.62</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">TC (mmol/L)</td>
<td valign="top" align="center">1.81&#x2009;&#x00B1;&#x2009;1.28</td>
<td valign="top" align="center">4.97&#x2009;&#x00B1;&#x2009;1.10</td>
<td valign="top" align="center">5.01&#x2009;&#x00B1;&#x2009;1.11</td>
<td valign="top" align="center">5.16&#x2009;&#x00B1;&#x2009;1.11</td>
<td valign="top" align="center">5.22&#x2009;&#x00B1;&#x2009;1.11</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">TG (mmol/L)</td>
<td valign="top" align="center">1.52&#x2009;&#x00B1;&#x2009;0.40</td>
<td valign="top" align="center">1.76&#x2009;&#x00B1;&#x2009;1.26</td>
<td valign="top" align="center">1.81&#x2009;&#x00B1;&#x2009;1.25</td>
<td valign="top" align="center">1.84&#x2009;&#x00B1;&#x2009;1.41</td>
<td valign="top" align="center">1.83&#x2009;&#x00B1;&#x2009;1.20</td>
<td valign="top" align="center">0.272</td>
</tr>
<tr>
<td valign="top" align="left">HDL-C (mmol/L)</td>
<td valign="top" align="center">2.94&#x2009;&#x00B1;&#x2009;0.77</td>
<td valign="top" align="center">1.50&#x2009;&#x00B1;&#x2009;0.39</td>
<td valign="top" align="center">1.51&#x2009;&#x00B1;&#x2009;0.41</td>
<td valign="top" align="center">1.54&#x2009;&#x00B1;&#x2009;0.41</td>
<td valign="top" align="center">1.54&#x2009;&#x00B1;&#x2009;0.40</td>
<td valign="top" align="center">0.007</td>
</tr>
<tr>
<td valign="top" align="left">LDL-C (mmol/L)</td>
<td valign="top" align="center">63.73&#x2009;&#x00B1;&#x2009;9.66</td>
<td valign="top" align="center">2.90&#x2009;&#x00B1;&#x2009;0.76</td>
<td valign="top" align="center">2.90&#x2009;&#x00B1;&#x2009;0.77</td>
<td valign="top" align="center">2.97&#x2009;&#x00B1;&#x2009;0.76</td>
<td valign="top" align="center">2.99&#x2009;&#x00B1;&#x2009;0.78</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Current smoking, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">1,990 (27.65)</td>
<td valign="top" align="center">557 (30.96)</td>
<td valign="top" align="center">546 (30.32)</td>
<td valign="top" align="center">475 (26.40)</td>
<td valign="top" align="center">412 (22.88)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Current drinking, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">1,701 (23.63)</td>
<td valign="top" align="center">485 (26.96)</td>
<td valign="top" align="center">440 (24.43)</td>
<td valign="top" align="center">408 (22.68)</td>
<td valign="top" align="center">368 (20.43)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Sleep duration, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x003C;5&#x2005;h</td>
<td valign="top" align="center">297 (4.12)</td>
<td valign="top" align="center">56 (3.11)</td>
<td valign="top" align="center">71 (3.94)</td>
<td valign="top" align="center">81 (4.50)</td>
<td valign="top" align="center">89 (4.94)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;5&#x2013;8&#x2005;h</td>
<td valign="top" align="center">3,704 (51.46)</td>
<td valign="top" align="center">1,041 (57.87)</td>
<td valign="top" align="center">900 (49.97)</td>
<td valign="top" align="center">913 (50.75)</td>
<td valign="top" align="center">850 (47.21)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x003E;8&#x2005;h</td>
<td valign="top" align="center">3,197 (44.42)</td>
<td valign="top" align="center">702 (39.02)</td>
<td valign="top" align="center">830 (46.09)</td>
<td valign="top" align="center">805 (44.75)</td>
<td valign="top" align="center">860 (47.75)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Antihypertensive drugs, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">4,357 (60.51)</td>
<td valign="top" align="center">1,136 (63.15)</td>
<td valign="top" align="center">1,066 (59.19)</td>
<td valign="top" align="center">1,057 (58.75)</td>
<td valign="top" align="center">1,098 (60.97)</td>
<td valign="top" align="center">0.029</td>
</tr>
<tr>
<td valign="top" align="left">Glucose-lowering drugs, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">310 (4.31)</td>
<td valign="top" align="center">54 (3.00)</td>
<td valign="top" align="center">71 (3.94)</td>
<td valign="top" align="center">85 (4.72)</td>
<td valign="top" align="center">100 (5.55)</td>
<td valign="top" align="center">0.001</td>
</tr>
<tr>
<td valign="top" align="left">Lipoprotein-lowering drugs, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">180 (2.50)</td>
<td valign="top" align="center">40 (2.22)</td>
<td valign="top" align="center">59 (3.28)</td>
<td valign="top" align="center">45 (2.50)</td>
<td valign="top" align="center">36 (2.00)</td>
<td valign="top" align="center">0.076</td>
</tr>
<tr>
<td valign="top" align="left">Antiplatelet drugs, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">161 (2.24)</td>
<td valign="top" align="center">32 (1.78)</td>
<td valign="top" align="center">42 (2.33)</td>
<td valign="top" align="center">42 (2.33)</td>
<td valign="top" align="center">45 (2.50)</td>
<td valign="top" align="center">0.485</td>
</tr>
<tr>
<td valign="top" align="left">Diabetes, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">1,283 (17.82)</td>
<td valign="top" align="center">237 (13.17)</td>
<td valign="top" align="center">297 (16.49)</td>
<td valign="top" align="center">352 (19.57)</td>
<td valign="top" align="center">397 (22.04)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Coronary heart disease, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">394 (5.47)</td>
<td valign="top" align="center">76 (4.22)</td>
<td valign="top" align="center">92 (5.11)</td>
<td valign="top" align="center">107 (5.95)</td>
<td valign="top" align="center">119 (6.61)</td>
<td valign="top" align="center">0.011</td>
</tr>
<tr>
<td valign="top" align="left">Heart failure, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">74 (1.03)</td>
<td valign="top" align="center">25 (1.39)</td>
<td valign="top" align="center">14 (0.78)</td>
<td valign="top" align="center">15 (0.83)</td>
<td valign="top" align="center">20 (1.11)</td>
<td valign="top" align="center">0.239</td>
</tr>
<tr>
<td valign="top" align="left">Dyslipidemia, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">1,187 (16.49)</td>
<td valign="top" align="center">339 (18.84)</td>
<td valign="top" align="center">309 (17.16)</td>
<td valign="top" align="center">279 (15.51)</td>
<td valign="top" align="center">260 (14.44)</td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left">First stroke, <italic>n</italic> (&#x0025;)</td>
<td valign="top" align="center">281 (3.90)</td>
<td valign="top" align="center">33 (1.83)</td>
<td valign="top" align="center">61 (3.39)</td>
<td valign="top" align="center">92 (5.11)</td>
<td valign="top" align="center">95 (5.27)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1"><p>BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; Hcy, homocysteine; TC, total cholesterol; TG, triglycerides; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; CHD, coronary heart disease.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3b"><label>3.2</label><title>Association of baPWV with first stroke</title>
<p>During an average follow-up period of four years, 281 cases were identified with the first stroke. The independent effects of baPWV on the first stroke are illustrated in <xref ref-type="table" rid="T2">Table&#x00A0;2</xref>. After adjusting for potential confounders in model 3, each 1&#x2005;m/s increment of baPWV was associated with a 2&#x0025; increase in the risk of the first stroke (HR: 1.02; 95&#x0025; CI: 1.01, 1.04). When baPWV was measured in quartiles, the HRs (95&#x0025; CIs) of the first stroke for participants in quartiles 1, 2, and 4 were 0.39 (0.26, 0.59), 0.69 (0.50, 0.96), and 1.00 (0.74, 1.33) respectively, compared with those in quartile 3 (<italic>P</italic> for trend&#x2009;&#x003D;&#x2009;0.810) (<xref ref-type="table" rid="T2">Table&#x00A0;2</xref>).</p>
<table-wrap id="T2" position="float"><label>Table 2</label>
<caption><p>Association between baPWV and first stroke.</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"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">baPWV, m/s</th>
<th valign="top" align="center" rowspan="2">N</th>
<th valign="top" align="center" rowspan="2">Events, <italic>n</italic> (&#x0025;)</th>
<th valign="top" align="center" colspan="2">Model 1</th>
<th valign="top" align="center" colspan="2">Model 2</th>
<th valign="top" align="center" colspan="2">Model 3</th>
</tr>
<tr>
<th valign="top" align="center">HR (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>P</italic></th>
<th valign="top" align="center">HR (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>P</italic></th>
<th valign="top" align="center">HR (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Per 1&#x2005;m/s increase</td>
<td valign="top" align="center">7,198</td>
<td valign="top" align="center">281 (3.9)</td>
<td valign="top" align="center">1.02 (1.01, 1.04)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">1.02 (1.01, 1.04)</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">1.02 (1.01, 1.04)</td>
<td valign="top" align="center">0.025</td>
</tr>
<tr>
<td valign="top" align="left" colspan="9">Quartiles</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Q1 (&#x003C;15.0)</td>
<td valign="top" align="center">1,799</td>
<td valign="top" align="center">33 (1.8)</td>
<td valign="top" align="center">0.35 (0.24, 0.52)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">0.37 (0.24, 0.55)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">0.39 (0.26, 0.59)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Q2 (15.1&#x2013;17.0)</td>
<td valign="top" align="center">1,799</td>
<td valign="top" align="center">61 (3.4)</td>
<td valign="top" align="center">0.66 (0.48, 0.91)</td>
<td valign="top" align="center">0.012</td>
<td valign="top" align="center">0.66 (0.48, 0.91)</td>
<td valign="top" align="center">0.012</td>
<td valign="top" align="center">0.69 (0.50, 0.96)</td>
<td valign="top" align="center">0.026</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Q3 (17.1&#x2013;19.9)</td>
<td valign="top" align="center">1,799</td>
<td valign="top" align="center">92 (5.1)</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Q4 (&#x2265;20.0)</td>
<td valign="top" align="center">1,801</td>
<td valign="top" align="center">95 (5.3)</td>
<td valign="top" align="center">1.05 (0.79, 1.40)</td>
<td valign="top" align="center">0.722</td>
<td valign="top" align="center">1.04 (0.78, 1.38)</td>
<td valign="top" align="center">0.810</td>
<td valign="top" align="center">1.00 (0.74, 1.33)</td>
<td valign="top" align="center">0.970</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;<italic>P</italic> for trend</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">0.260</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.452</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.810</td>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn2"><p>Model 1 was adjusted for none.</p></fn>
<fn id="table-fn3"><p>Model 2 was adjusted for gender and age.</p></fn>
<fn id="table-fn4"><p>Model 3 was adjusted for gender, age, BMI, SBP, DBP, Hcy, TC, TG, HDL-C, LDL-C, current smoking, current drinking, sleep duration, antihypertensive drugs, glucose-lowering drugs, lipid-lowering drugs, antiplatelet drugs, diabetes, CHD, heart failure, and dyslipidemia.</p></fn>
<fn id="table-fn5"><p>HR, hazard ratio; CI, confidence interval; LLR, log-likelihood ratio; BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; Hcy, homocysteine; TC, total cholesterol; TG, triglycerides; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; CHD, coronary heart disease.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3c"><label>3.3</label><title>Saturation effect of baPWV on first stroke</title>
<p>The smoothing curve fitting revealed a saturation effect of baPWV on the first stroke (<xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>). The saturation effect analysis revealed that the inflection point of baPWV was 17.5&#x2005;m/s. For baPWV&#x2009;&#x003C;&#x2009;17.5&#x2005;m/s, the adjusted HR (95&#x0025; CI) was 1.31 (1.17, 1.47), and the adjusted HR (95&#x0025; CI) was 0.99 (0.96, 1.02) for baPWV&#x2009;&#x2265;&#x2009;17.5&#x2005;m/s (<italic>P</italic> for log-likelihood ratio test&#x2009;&#x003C;&#x2009;0.001) (<xref ref-type="table" rid="T3">Table&#x00A0;3</xref>). In addition, the Kaplan&#x2013;Meier curves revealed a consistent increase in cumulative hazard for the first stroke from quartile 1 to quartile 3 of baPWV (log-rank <italic>P</italic>&#x2009;&#x003C;&#x2009;0.001), whereas there was a non-significant difference in cumulative hazard between quartiles 3 and 4 (log-rank <italic>P</italic>&#x2009;&#x003D;&#x2009;0.873) (<xref ref-type="fig" rid="F3">Figure&#x00A0;3</xref>). To verify the robustness of our findings, we also conducted a sensitivity analysis using the average of both sides, and the conclusions remained consistent with the main analysis (<xref ref-type="sec" rid="s12">Supplementary Table S1 and Table S2</xref>).</p>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>Restricted cubic spline curve of the association between baPWV and first stroke. The solid and dashed lines represent the estimated values and their corresponding 95&#x0025; CI. Adjustment factors included gender, age, BMI, SBP, DBP, Hcy, TC, TG, HDL-C, LDL-C, current smoking, current drinking, sleep duration, antihypertensive drugs, glucose-lowering drugs, lipid-lowering drugs, antiplatelet drugs, diabetes, CHD, heart failure, and dyslipidemia. BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; Hcy, homocysteine; TC, total cholesterol; TG, triglycerides; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; CHD, coronary heart disease.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fcvm-12-1535366-g002.tif"><alt-text content-type="machine-generated">Line graph illustrating the nonlinear association between brachial-ankle pulse wave velocity (BaPWV) in meters per second and hazard ratio (HR) with 95% confidence intervals. The x-axis represents BaPWV values from 0 to 60, and the y-axis shows HR ranging from 0 to 12. A vertical magenta line at BaPWV 17.5 indicates the reference point. The HR curve increases sharply after this reference value, with widening confidence intervals. A dashed horizontal line at HR = 1 represents the baseline. The p-value for non-linearity is 0.0001, indicating significant deviation from linearity.</alt-text>
</graphic>
</fig>
<table-wrap id="T3" position="float"><label>Table 3</label>
<caption><p>Saturation effect analysis of baPWV on stroke.</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"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">baPWV (m/s)</th>
<th valign="top" align="center" rowspan="2">N</th>
<th valign="top" align="center" rowspan="2">Events, <italic>n</italic> (&#x0025;)</th>
<th valign="top" align="center" colspan="2">Model 1</th>
<th valign="top" align="center" colspan="2">Model 2</th>
<th valign="top" align="center" colspan="2">Model 3</th>
</tr>
<tr>
<th valign="top" align="center">HR (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>P</italic></th>
<th valign="top" align="center">HR (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>P</italic></th>
<th valign="top" align="center">HR (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Per 1&#x2005;m/s increase</td>
<td valign="top" align="center">7,198</td>
<td valign="top" align="center">281 (3.9)</td>
<td valign="top" align="center">1.02 (1.01, 1.04)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">1.02 (1.01, 1.04)</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">1.02 (1.01, 1.04)</td>
<td valign="top" align="center">0.025</td>
</tr>
<tr>
<td valign="top" align="left" colspan="9">Inflection point</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x003C;17.5&#x2005;m/s</td>
<td valign="top" align="center">3,824</td>
<td valign="top" align="center">104 (2.7)</td>
<td valign="top" align="center">1.37 (1.24, 1.52)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">1.36 (1.22, 1.51)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">1.31 (1.17, 1.47)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2265;17.5&#x2005;m/s</td>
<td valign="top" align="center">3,374</td>
<td valign="top" align="center">177 (5.2)</td>
<td valign="top" align="center">0.99 (0.97, 1.02)</td>
<td valign="top" align="center">0.687</td>
<td valign="top" align="center">0.99 (0.96, 1.02)</td>
<td valign="top" align="center">0.627</td>
<td valign="top" align="center">0.99 (0.96, 1.02)</td>
<td valign="top" align="center">0.431</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;<italic>P</italic> for LLR test</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center"/>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center"/>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn6"><p>Model 1 was adjusted for none.</p></fn>
<fn id="table-fn7"><p>Model 2 was adjusted for gender and age.</p></fn>
<fn id="table-fn8"><p>Model 3 was adjusted for gender, age, BMI, SBP, DBP, Hcy, TC, TG, HDL-C, LDL-C, current smoking, current drinking, sleep duration, antihypertensive drugs, glucose-lowering drugs, lipid-lowering drugs, antiplatelet drugs, diabetes, CHD, heart failure, and dyslipidemia.</p></fn>
<fn id="table-fn9"><p>HR, hazard ratio; CI, confidence interval; LLR, log-likelihood ratio; BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; Hcy, homocysteine; TC, total cholesterol; TG, triglycerides; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; CHD, coronary heart disease.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F3" position="float"><label>Figure 3</label>
<caption><p>Kaplan&#x2013;Meier curves for the cumulative hazard of the first stroke stratified by baPWV quartiles. Adjustment factors included gender, age, BMI, SBP, DBP, Hcy, TC, TG, HDL-C, LDL-C, current smoking, current drinking, sleep duration, antihypertensive drugs, glucose-lowering drugs, lipid-lowering drugs, antiplatelet drugs, diabetes, CHD, heart failure, and dyslipidemia. BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; Hcy, homocysteine; TC, total cholesterol; TG, triglycerides; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; CHD, coronary heart disease.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fcvm-12-1535366-g003.tif"><alt-text content-type="machine-generated">Line graph showing cumulative hazard for first stroke over a 4-year follow-up period, stratified by quartiles of brachial-ankle pulse wave velocity (baPWV) in meters per second. The y-axis represents cumulative hazard, and the x-axis indicates time in years. Four lines represent quartiles: Q1 (red), Q2 (green), Q3 (blue), and Q4 (light blue). The graph shows a dose-response relationship, with higher baPWV quartiles (Q3 and Q4) associated with increased stroke risk over time compared to lower quartiles (Q1 and Q2).</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3d"><label>3.4</label><title>Subgroup analyses</title>
<p>To determine the effect of covariates on the association between baPWV (per 1&#x2005;m/s increment) and first stroke, stratified analyses were performed in two groups of participants separated by the inflection point of baPWV (17.5&#x2005;m/s). The stratified analysis results revealed that the association of baPWV with the first stroke in various subgroups was consistent with the findings of the saturation effect analysis (<xref ref-type="fig" rid="F4">Figure&#x00A0;4</xref>). In both the baPWV&#x2009;&#x003C;&#x2009;17.5&#x2005;m/s and the baPWV&#x2009;&#x2265;&#x2009;17.5&#x2005;m/s groups, there were no significant interactions in the following subgroups: gender (male vs. Female), age (60 vs. &#x2265;&#x2009;60 years), BMI (&#x003C;24 vs.&#x2009;&#x2265;&#x2009;24&#x2005;kg/m<sup>2</sup>), current smokers (no vs. yes), hcy (15 vs. &#x2265;&#x2009;15&#x2005;mmol/L), current smoking (no vs. yes), current drinking (no vs. yes), diabetes (no vs. yes), CHD (no vs. yes), heart failure (no vs. yes), and dyslipidemia (no vs. yes) (<italic>P</italic>&#x2009;&#x003E;&#x2009;0.05 for interaction).</p>
<fig id="F4" position="float"><label>Figure 4</label>
<caption><p>Subgroup analyses of the effect of baPWV on first stroke, grouped by baPWV &#x003C; 17.5 m/s <bold>(A)</bold> and baPWV &#x2265; 17.5 m/s <bold>(B)</bold>. Each subgroup analysis was adjusted, if not stratified, for gender, age, BMI, SBP, DBP, Hcy, TC, TG, HDL-C, LDL-C, current smoking, current drinking, sleep duration, antihypertensive drugs, glucose-lowering drugs, lipid-lowering drugs, antiplatelet drugs, diabetes, CHD, heart failure, and dyslipidemia. BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; Hcy, homocysteine; TC, total cholesterol; TG, triglycerides; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; CHD, coronary heart disease.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fcvm-12-1535366-g004.tif"><alt-text content-type="machine-generated">Forest plot comparing odds ratios (ORs) with 95% confidence intervals across subgroups stratified by brachial-ankle pulse wave velocity (baPWV) below and above 17.5 meters per second. Panel A (left) shows increased risk associations in several subgroups when baPWV is below 17.5 m/s, especially among women, younger individuals, and those with no comorbidities. Panel B (right) shows consistently neutral ORs near 1.00 across subgroups when baPWV is equal to or above 17.5 m/s, with no statistically significant interactions. P-values for interaction are displayed to the right of each comparison.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>This cohort study demonstrated a saturation effect with the inflection point of 17.5&#x2005;m/s of baPWV on the first stroke. Higher baPWV was positively associated with a higher risk of first stroke among hypertensive adults with baPWV&#x2009;&#x003C;&#x2009;17.5&#x2005;m/s.</p>
<p>Several studies have reported associations between baPWV and cardiovascular and cerebrovascular diseases. A Meta-analysis of 12 cohort studies revealed that baPWV is an independent predictor of cardiovascular disease, and an increase of 1&#x2005;m/s was associated with a 12&#x0025; increase in the risk of cardiovascular events (<xref ref-type="bibr" rid="B20">20</xref>). Li C et al. followed up 19,217 Chinese patients with hypertension for three years and discovered that increased baPWV was significantly associated with new-onset stroke among patients with hypertension aged&#x2009;&#x003C;&#x2009;65 years (<xref ref-type="bibr" rid="B21">21</xref>). Hu L et al. followed up 9,787 patients with hypertension for 20.8 months in China and demonstrated that higher baPWV levels were associated with an increased risk of first stroke (<xref ref-type="bibr" rid="B22">22</xref>). Kim HL et al. investigated 2,561 Korean patients with hypertension with a follow-up period of 4.14 years and discovered that increased baPWV was associated with a higher risk of future cardiovascular events (<xref ref-type="bibr" rid="B5">5</xref>). Kawai et al. investigated 338 Japanese patients with essential hypertension with a mean follow-up of 6.3 years and discovered that patients with higher baPWV exhibited more cardiovascular events and stroke (<xref ref-type="bibr" rid="B7">7</xref>). Consistent with these findings, our results revealed that an increased baPWV (&#x003C;17.5&#x2005;m/s) was positively associated with a higher risk of first stroke among hypertensive adults. Compared to other studies, we discovered a threshold saturation effect between baPWV and stroke rather than a linear association. Consequently, we propose that baPWV within a certain range could be an effective index for predicting future cerebrovascular events in patients with hypertension.</p>
<p>Several mechanisms could explain the association between baPWV and the first stroke. First, increased arterial stiffness is related to decreased local cerebral blood flow and higher cerebrovascular reactivity (<xref ref-type="bibr" rid="B23">23</xref>). Changes in cerebrovascular hemodynamics and arteriolar damage can cause central nervous system damage, including stroke. As baPWV levels increase, endothelial function is impaired in patients with acute stroke (<xref ref-type="bibr" rid="B24">24</xref>). Second, increased arterial stiffness indicates a narrowing of the peripheral arteries, which is conducive to cardiovascular disease (<xref ref-type="bibr" rid="B25">25</xref>).</p>
<p>Identifying an effective threshold value for baPWV will aid in guiding treatment strategies for cardiovascular and cerebrovascular diseases. A Japanese study proposed a cutoff value of 18.3&#x2005;m/s for baPWV to predict future cardiovascular events in hypertensive populations (<xref ref-type="bibr" rid="B26">26</xref>). Similarly, the Japanese Circulation Society proposed a baPWV of 18&#x2005;m/s as the threshold for high-risk (<xref ref-type="bibr" rid="B27">27</xref>). A South Korean study supported a baPWV cutoff point of 16.3&#x2005;m/s for predicting cardiovascular diseases in patients with hypertension (<xref ref-type="bibr" rid="B5">5</xref>). In Chinese studies, baPWV cutoff values of 21.43 (<xref ref-type="bibr" rid="B22">22</xref>) and 20&#x2005;m/s (<xref ref-type="bibr" rid="B13">13</xref>) were proposed to predict future cerebrovascular events. We identified a threshold of 17.5&#x2005;m/s for stroke risk prediction, consistent with the findings of a Japanese cohort study (<xref ref-type="bibr" rid="B7">7</xref>). Variations across studies may be attributed to differences in ethnicity, study endpoints, or follow-up durations. The observed threshold effect (17.5&#x2005;m/s) can be mechanistically explained as follows: First, the pathophysiological threshold of arterial remodeling; when arterial stiffness reaches a critical level, the elastic reserve of the vascular wall may be completely depleted, stabilizing hemodynamic impacts of further stiffness progression, while other risk factors (for instance, blood pressure variability, and plaque vulnerability) may become more direct triggers of stroke (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>). Second, cerebrovascular compensatory mechanisms (<xref ref-type="bibr" rid="B30">30</xref>); under severe arterial stiffness, cerebral vessels may partially compensate for hypoperfusion through autoregulation (for instance, collateral circulation recruitment), leading to slower acceleration of stroke risk (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>). Additionally, the inclusion of patients with hypertension with baseline vascular damage exceeding that of the general population might obscure the additional risks associated with higher baPWV (<xref ref-type="bibr" rid="B32">32</xref>).</p>
<p>Our study has several advantages, including the large sample size, the study design, and advanced statistical techniques. Moreover, to our knowledge, this is the first report of the saturation effect of baPWV on the first stroke in adults with hypertension. However, this study has several limitations. First, although a few confounding covariates were adjusted, other potential confounding effects could not be completely excluded. Second, all enrolled patients were from China, limiting the generalizability of the findings to other populations. Third, the large number of random baPWV deletions resulted in a relatively small sample size. Fourth, accurate stroke subtyping (ischemic stroke and intracerebral hemorrhage) could not be performed in some cases due to incomplete neuroimaging data (for instance, missing or low-quality CT/MRI scans), which may limit subtype-specific interpretations.</p>
</sec>
<sec id="s5" sec-type="conclusions"><label>5</label><title>Conclusions</title>
<p>BaPWV exhibited a saturation effect on the first stroke in hypertensive adults in China. Increased baPWV (&#x003C;17.5&#x2005;m/s) was positively associated with a higher risk of first stroke among hypertensive adults. Our results demonstrate that baPWV could be an effective and simple tool for assessing first stroke in China. Intervention strategies, including intensified blood pressure control, comprehensive vascular risk management, and dynamic monitoring of baPWV, should be prioritized for patients with hypertension with elevated baPWV. If risk levels persist or escalate, further evaluation of the target organ damage is warranted.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s12">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethics Committee of the Second Affiliated Hospital of Nanchang University (Ethics NO. 2018019) and the Institute of Biomedical Sciences, Anhui Medical University (Ethics NO. CH1059). 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="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>WZ: Formal analysis, Funding acquisition, Investigation, Writing &#x2013; original draft. LZ: Data curation, Investigation, Writing &#x2013; review &#x0026; editing. TW: Data curation, Investigation, Writing &#x2013; review &#x0026; editing. CY: Formal analysis, Funding acquisition, Investigation, Writing &#x2013; review &#x0026; editing. HB: Methodology, Supervision, Writing &#x2013; review &#x0026; editing. XC: Methodology, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec id="s9" sec-type="funding-information"><title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by the National Natural Science Foundation of China (82460670), the Cultivation of backup projects for National Science and Technology Awards (20223AEI91007), Jiangxi Science and Technology Innovation Base Plan-Jiangxi Clinical Medical Research Center (20223BCG74012), Science and Technology Innovation Base Construction Project (20221ZDG02010), Jiangxi Provincial Natural Science Foundation (20224BAB206090, 20232BAB206140, 20232ACB216006), Jiangxi Provincial Health Commission Science and Technology Project (202130440,202210495, 202310528), Jiangxi Provincial Drug Administration Science and Technology Project (2022JS41, 2023JS26), Fund project of the Second Affiliated Hospital of Nanchang University (2021efyA01, 2023efyA05).</p>
</sec>
<ack><title>Acknowledgments</title>
<p>Thanks to all staffs and subjects who participated in the China Hypertension Registry Study.</p>
</ack>
<sec id="s10" 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>
<p>The reviewer FH declared a past co-authorship with the author to the handling editor.</p>
</sec>
<sec id="s11" 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>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s13" 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>
<sec id="s12" sec-type="supplementary-material"><title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcvm.2025.1535366/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcvm.2025.1535366/full&#x0023;supplementary-material</ext-link></p>
<supplementary-material id="SD1" content-type="local-data">
<media mimetype="application" mime-subtype="pdf" xlink:href="Datasheet1.pdf"/></supplementary-material>
<supplementary-material id="SD2" content-type="local-data">
<media mimetype="application" mime-subtype="pdf" xlink:href="Datasheet2.pdf"/></supplementary-material>
</sec>
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