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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2025.1536847</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The mediating effect of depressive syndrome on the relationship between adverse childhood experiences and chronic kidney diseases among middle-aged and older adults</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Luo</surname> <given-names>Xinyao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Ke</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Ran</surname> <given-names>Junzhe</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Zhuyun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Yupei</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Su</surname> <given-names>Baihai</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Division of Nephrology, Department of Medicine, West China Hospital, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>West China School of Medicine, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>The Psychiatric Laboratory and Mental Health Center, West China Hospital, Sichuan University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Victoria Alikari, University of West Attica, Greece</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Swetalina Nayak, Regional Medical Research Center (ICMR), India</p>
<p>Aloen Townsend, Case Western Reserve University, United States</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Baihai Su, <email>subaihai@scu.edu.cn</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>04</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1536847</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>12</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>03</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Luo, Wang, Ran, Zhang, Li and Su.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Luo, Wang, Ran, Zhang, Li and Su</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Background</title>
<p>Chronic kidney disease (CKD) is projected to rank among the top five causes of mortality by 2050. In addition to established risk factors, adverse childhood experiences (ACEs) have recently emerged as significant contributors to health risks, including CKD and depressive syndrome (DS). However, the mechanisms linking ACEs, DS, and CKD remain unclear. This study aims to explore the role of ACEs in CKD development, with a focus on the mediating effects of DS.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>This retrospective cohort study analyzed data from 10,247 participants in the China Health and Retirement Longitudinal Study (CHARLS). Logistic regression models were applied to assess the associations between ACEs, DS, and incident CKD, adjusting for demographic and lifestyle factors. Mediation analysis was conducted to evaluate the role of DS in the relationship between ACEs and CKD.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Logistic regression analysis indicated that participants with a history of ACEs were at higher risk for both DS and CKD. Mediation analysis demonstrated that DS partially mediated the associations between CKD and seven specific ACEs: physical abuse, household substance abuse, household mental illness, domestic violence, unsafe neighborhood, peer bullying, and parental disability. Notably, DS fully mediated the relationship between CKD and unsafe neighborhood.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>ACEs significantly influence CKD risk in middle-aged and older adults, with DS serving as a key mediator. These findings underscore the importance of early mental health interventions and ACE-focused preventive strategies to reduce the burden of CKD.</p>
</sec>
</abstract>
<kwd-group>
<kwd>adverse childhood experiences</kwd>
<kwd>chronic kidney disease</kwd>
<kwd>depression syndrome</kwd>
<kwd>logistic regression</kwd>
<kwd>mediation analysis</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="41"/>
<page-count count="10"/>
<word-count count="6624"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Public Mental Health</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Chronic kidney disease (CKD) is a major contributor to the global disease burden, affecting around 10% of adults worldwide and responsible for an estimated 1.57 million deaths in 2022 (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>). Its prevalence is anticipated to place it among the top five causes of mortality by 2050 (<xref ref-type="bibr" rid="ref1">1</xref>). CKD progression is associated with a wide range of adverse health outcomes, including cardiovascular complications, reduced quality of life, and premature mortality (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref4">4</xref>). Given its high morbidity and mortality, identifying and mitigating its underlying risk factors is crucial to improving prevention and management strategies.</p>
<p>CKD pathogenesis is understood to be multifactorial, including inflammatory disorder unhealthy lifestyle behaviors, and genetic predispositions (<xref ref-type="bibr" rid="ref4 ref5 ref6">4&#x2013;6</xref>). In addition to traditional risk factors, psychological factors have been linked to CKD development (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref8">8</xref>). In recent years, however, adverse childhood experiences (ACEs) have emerged as significant contributors to health risk. ACEs denote various stressful experiences that emerge in childhood, involving exposure to abuse (emotional, physical, sexual), neglect (emotional, physical), and household challenges including family substance misuse, mental disorders, criminal activity, intimate partner violence, and parental separation or divorce (<xref ref-type="bibr" rid="ref9">9</xref>). Experiencing adverse events during childhood has been associated with heightened susceptibility to numerous health conditions in later life, such as cognitive impairment, increased morbidity, physical disabilities, chronic respiratory and gastrointestinal disorders, cardiovascular ailments, and cancer (<xref ref-type="bibr" rid="ref10 ref11 ref12 ref13 ref14 ref15">10&#x2013;15</xref>).</p>
<p>Additionally, ACEs are correlated with several adult mental health disorders, such as anxiety, depression, substance use disorders and attention-deficit/hyperactivity disorders (<xref ref-type="bibr" rid="ref16 ref17 ref18 ref19">16&#x2013;19</xref>). These mental health disorders, particularly depression syndrome (DS), are linked to an elevated risk of CKD, indicating a complex interplay between psychological well-being and CKD development (<xref ref-type="bibr" rid="ref18">18</xref>). The mechanisms connecting ACEs, DS, and CKD are not yet fully understood. A potential pathway involves ACEs triggering chronic psychological stress, which elevates the likelihood of mental health disorders and may subsequently disrupt immune regulation, contributing to CKD vulnerability (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref20">20</xref>).</p>
<p>In this context, we hypothesize that DS may mediate the relationship between ACEs and CKD, serving as a psychological pathway linking early-life trauma to later-life physical health outcomes. This study aims to examine the role of ACEs in CKD development, focusing on the mediating effects of DS. Understanding these complex interrelations is essential for advancing public health strategies to reduce CKD burden by addressing both psychological and physiological risk factors.</p>
</sec>
<sec sec-type="methods" id="sec6">
<label>2</label>
<title>Methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Participants and study design</title>
<p>The China Health and Retirement Longitudinal Study (CHARLS) provided data for this study, with its comprehensive study design and sampling methodology previously detailed by Zhao et al. (<xref ref-type="bibr" rid="ref21">21</xref>). In brief, CHARLS employed a multistage probability sampling approach, recruiting 17,708 participants from 450 villages or communities in 28 Chinese provinces during its baseline phase. Follow-up surveys were conducted biennially, including 2013, 2015, and 2018, with new participants added at each stage. Additionally, the 2014 life history survey collected childhood experience data from participants of the 2011 and 2013 surveys.</p>
<p>This research utilized data from the 2011 and 2020 surveys combined with the 2014 life history survey to assess linkages between adverse childhood experiences (ACEs), depressive syndrome (DS), chronic kidney diseases (CKDs), and their comorbid association (DS-CKD). To explore DS&#x2019;s mediating role between ACEs and CKDs, DS data from 2011 and CKDs data from 2020 were also integrated. We used data from 2011 as baseline surveys. We excluded individuals with pre-existing CKD diagnoses prior to 2011 to ensure that all CKD cases identified in 2020 were newly incident cases. Data analysis was conducted from October 1 to 28, 2023. The workflow of the study is illustrated in <xref ref-type="fig" rid="fig1">Figure 1</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Flow chart of this study. CHARLS, China Health and Retirement Longitudinal Study; CESD, Center for Epidemiologic Studies Depression Scale; ACEs, Adverse childhood experiences.</p>
</caption>
<graphic xlink:href="fpubh-13-1536847-g001.tif"/>
</fig>
<p>Ethical approval for CHARLS was granted by Peking University&#x2019;s Institutional Review Board (IRB0000105211015), with all participants providing informed consent. As this study is a secondary analysis of existing datasets, no further ethical clearance or participant consent was required, consistent with established research guidelines. This study followed the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) guidelines.</p>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Assessment of CKDs</title>
<p>In this study, each patient&#x2019;s CKD status is represented as a binary variable based on a questionnaire item asking if they had ever been diagnosed with CKD by a doctor. A response of &#x201C;0&#x201D; indicates that the respondent did not report a physician-diagnosed condition, while a &#x201C;1&#x201D; signifies that the respondent confirmed having received such a diagnosis.</p>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Assessment of ACEs</title>
<p>From the CHARLS dataset, we derived identified ACEs, including 7 standard ACEs (physical abuse, emotional neglect, household substance abuse, household mental illness, domestic violence, household member incarceration, and parental separation or divorce), 2 ACEs from an expanded category (unsafe neighborhood and peer bullying), and 3 additional ACEs cited in prior studies (parental death, sibling death, and parental disability) (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref12">12</xref>). Details on each ACE indicator and corresponding questionnaire items are available in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>. Regarding parental and sibling death, the CHARLS life history survey lacked direct questions about parental death during childhood. Consequently, the respondent&#x2019;s age at parental or sibling death was derived from their birth year and the parent/sibling&#x2019;s death year. Deaths occurring before the respondent turned 18 were coded as &#x201C;1.&#x201D; Responses were dichotomized and aggregated to calculate an individual ACE score for each participant, with total scores ranging from 0 to 12. According to prior epidemiological research (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref23">23</xref>) and the cumulative numbers of the ACE indicators, participants were categorized into three groups according to their scores: 0 (no exposure), scores below 4 (moderate exposure), and scores of 4 or higher (severe exposure).</p>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Assessment of DS</title>
<p>The Center for Epidemiologic Studies Depression Scale (CESD), originally developed by Radloff in 1977, is a self-report tool designed to assess current DS, especially within primary care settings (<xref ref-type="bibr" rid="ref24">24</xref>). Due to the length of the original 20-item CESD scale, the CESD-10&#x2014;a shorter, 10-item version&#x2014;was later introduced to enable quicker screening (<xref ref-type="bibr" rid="ref24">24</xref>). The CESD-10 has been widely utilized in older adult populations in China and has been shown to exhibit adequate reliability and validity (<xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref26">26</xref>). In CHARLS, participants completed the CESD-10 by self-report. This scale provides a total score ranging from 0 to 30, with scores of 10 or above indicating the presence of DS. In this study, participants with a CESD-10 score above 10 were classified as experiencing DS (1&#x202F;=&#x202F;presence of DS, 0&#x202F;=&#x202F;absence of DS) (<xref ref-type="bibr" rid="ref27">27</xref>).</p>
</sec>
<sec id="sec11">
<label>2.5</label>
<title>Other measures</title>
<p>Based on previous research (<xref ref-type="bibr" rid="ref12">12</xref>) and existing knowledge, in this study, selected demographic and lifestyle data of the participants were collected as covariates, including age (years), gender (female/male), marital status (married/unmarried), education level (below primary school, primary school, middle school, high school or above), smoking history (yes/no), drinking history (yes/no), sleep duration (hours), and life satisfaction scores. The life satisfaction score is a self-assessment of how satisfied a person is with his or her life (Not at all satisfied&#x202F;=&#x202F;1; Not very satisfied&#x202F;=&#x202F;2; Somewhat satisfied&#x202F;=&#x202F;3; Very satisfied&#x202F;=&#x202F;4; Completely satisfied&#x202F;=&#x202F;5). In addition, data for these covariates were obtained from the 2011 CHARLS baseline survey.</p>
</sec>
<sec id="sec12">
<label>2.6</label>
<title>Statistical analysis</title>
<p>Continuous variables were expressed as means with standard deviations, and categorical variables as frequencies with percentages. Group comparisons employed t-tests or Wilcoxon tests for continuous measures and Chi-square or Fisher&#x2019;s exact tests for categorical measures. Logistic regression models evaluated associations of ACEs with DS and CKD, adjusted for age, gender, education, marital status, smoking/drinking history, sleep duration, and life satisfaction scores, based on prior research and established evidence (<xref ref-type="bibr" rid="ref12">12</xref>). Odds ratios (OR) with 95% confidence intervals (CI) quantified the effects of each ACE on CKDs and DS. Additionally, the marginal effects of ACE count on CKDs, DS, and the co-occurrence of DS and CKDs (DS-CKDs) were also assessed via logistic regression, adjusting for the same covariates.</p>
<p>To explore whether DS mediated the relationship between ACEs and CKD risk, causal mediation analysis was performed, utilizing bootstrap resampling with 1,000 iterations for robustness. Specifically, we decomposed the total effect of ACEs on CKD into direct and indirect effects (mediated through DS). We also performed causal mediation analysis for each of the 12 ACEs as independent variables. To assess whether there were potential exposure-mediator interactions, we examined whether the addition of interactions had a significant impact on the estimated effects compared to models without interactions.</p>
<p>All analyses were conducted in R (Version 4.2.2), with two-tailed <italic>p</italic> values and a significance threshold of <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05. Of these, the mediation analysis was performed by the &#x201C;mediate&#x201D; function (for causal mediation analysis) from the &#x201C;Mediation&#x201D; package (version 4.5.0) in R.</p>
</sec>
</sec>
<sec sec-type="results" id="sec13">
<label>3</label>
<title>Results</title>
<p>In this study, a total of 10,247 participants were included, comprising 4,558 (44.5%) males and 5,689 (55.5%) females, with a mean (SD) age of 57.56 (9.00) years. Among these participants, the prevalence of CKD in 2020 was 8.13%. <xref ref-type="table" rid="tab1">Table 1</xref> provides an overview of participant characteristics. The prevalence of each specific ACE item varied from 0.4% (incarcerated household members) to 32.1% (emotional neglect), as shown in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>. In total, 80.9% of participants reported at least one ACE among the 12 assessed, while 12.9% experiencing four or more. Compared to those with no ACEs, individuals with four or more ACEs were more commonly male, had lower education levels, and exhibited higher rates of alcohol use, smoking, shorter sleep duration, and reduced life satisfaction.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Baseline characteristics of participants.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th colspan="2"></th>
<th align="center" valign="top">ACEs, no</th>
<th/>
<th/>
<th/>
<th/>
</tr>
<tr>
<th align="left" valign="top" colspan="2">Characteristics</th>
<th align="center" valign="top">Overall (<italic>n</italic> =&#x202F;10,247)</th>
<th align="center" valign="top">0 (<italic>n</italic> =&#x202F;1,953)</th>
<th align="center" valign="top">&#x003C;4 (<italic>n</italic> =&#x202F;6,970)</th>
<th align="center" valign="top">&#x2265;4 (<italic>n</italic> =&#x202F;1,324)</th>
<th align="center" valign="top"><italic>P</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="2">Gender (%)</td>
<td align="left" valign="top">Female</td>
<td align="center" valign="top">5,689 (55.5)</td>
<td align="center" valign="top">1,172 (60.0)</td>
<td align="center" valign="top">3,811 (54.7)</td>
<td align="center" valign="top">706 (53.3)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Male</td>
<td align="center" valign="top">4,558 (44.5)</td>
<td align="center" valign="top">781 (40.0)</td>
<td align="center" valign="top">3,159 (45.3)</td>
<td align="center" valign="top">618 (46.7)</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Marital status</td>
<td align="left" valign="top">Married</td>
<td align="center" valign="middle">9,226 (90.0)</td>
<td align="center" valign="middle">1,765 (90.4)</td>
<td align="center" valign="middle">6,270 (90.0)</td>
<td align="center" valign="middle">1,191 (90.0)</td>
<td align="center" valign="top">0.858</td>
</tr>
<tr>
<td align="left" valign="top">Unmarried</td>
<td align="center" valign="middle">1,021 (10.0)</td>
<td align="center" valign="middle">188 (9.6)</td>
<td align="center" valign="middle">700 (10.0)</td>
<td align="center" valign="middle">133 (10.0)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="7">Education level</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Below primary school</td>
<td align="center" valign="top">4,706 (45.9)</td>
<td align="center" valign="top">776 (39.7)</td>
<td align="center" valign="top">3,212 (46.1)</td>
<td align="center" valign="top">718 (54.2)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Primary school</td>
<td align="center" valign="top">2,218 (21.6)</td>
<td align="center" valign="top">446 (22.8)</td>
<td align="center" valign="top">1,492 (21.4)</td>
<td align="center" valign="top">280 (21.1)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Middle school</td>
<td align="center" valign="top">2,190 (21.4)</td>
<td align="center" valign="top">466 (23.9)</td>
<td align="center" valign="top">1,499 (21.5)</td>
<td align="center" valign="top">225 (17.0)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">High school or above</td>
<td align="center" valign="top">1,133 (11.1)</td>
<td align="center" valign="top">265 (13.6)</td>
<td align="center" valign="top">767 (11.0)</td>
<td align="center" valign="top">101 (7.6)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Age, years</td>
<td align="center" valign="middle">57.56 (9.00)</td>
<td align="center" valign="middle">57.20 (9.07)</td>
<td align="center" valign="middle">57.63 (8.97)</td>
<td align="center" valign="middle">57.71 (9.02)</td>
<td align="center" valign="middle">0.147</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">BMI</td>
<td align="center" valign="middle">24.27 (30.96)</td>
<td align="center" valign="middle">24.20 (13.02)</td>
<td align="center" valign="middle">24.13 (22.68)</td>
<td align="center" valign="middle">25.13 (66.81)</td>
<td align="center" valign="middle">0.552</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Creatinine</td>
<td align="center" valign="top">0.75 [0.64, 0.87]</td>
<td align="center" valign="top">0.75 [0.64, 0.86]</td>
<td align="center" valign="top">0.75 [0.64, 0.87]</td>
<td align="center" valign="top">0.76 [0.64, 0.88]</td>
<td align="center" valign="top">0.089</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">BUN</td>
<td align="center" valign="top">15.62 (4.37)</td>
<td align="center" valign="top">15.25 (4.19)</td>
<td align="center" valign="top">15.66 (4.37)</td>
<td align="center" valign="top">15.97 (4.57)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Cholesterol</td>
<td align="center" valign="top">193.52 (38.50)</td>
<td align="center" valign="top">194.49 (37.71)</td>
<td align="center" valign="top">193.02 (38.76)</td>
<td align="center" valign="top">194.69 (38.23)</td>
<td align="center" valign="top">0.144</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">LDL</td>
<td align="center" valign="top">116.43 (34.51)</td>
<td align="center" valign="top">118.04 (35.31)</td>
<td align="center" valign="top">116.04 (34.13)</td>
<td align="center" valign="top">116.11 (35.23)</td>
<td align="center" valign="top">0.061</td>
</tr>
<tr>
<td align="left" valign="top" colspan="7">Chronic disease</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Hypertension (%)</td>
<td align="center" valign="middle">2,433 (23.7)</td>
<td align="center" valign="middle">440 (22.5)</td>
<td align="center" valign="middle">1,697 (24.3)</td>
<td align="center" valign="middle">296 (22.4)</td>
<td align="center" valign="top">0.111</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Diabetes (%)</td>
<td align="center" valign="middle">533 (5.2)</td>
<td align="center" valign="middle">104 (5.3)</td>
<td align="center" valign="middle">358 (5.1)</td>
<td align="center" valign="middle">71 (5.4)</td>
<td align="center" valign="top">0.909</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Memory disease (%)</td>
<td align="center" valign="middle">101 (1.0)</td>
<td align="center" valign="middle">17 (0.9)</td>
<td align="center" valign="middle">64 (0.9)</td>
<td align="center" valign="middle">20 (1.5)</td>
<td align="center" valign="top">0.115</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Chronic lung disease (%)</td>
<td align="center" valign="top">831 (8.1)</td>
<td align="center" valign="top">109 (5.6)</td>
<td align="center" valign="top">576 (8.3)</td>
<td align="center" valign="top">146 (11.0)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Stroke (%)</td>
<td align="center" valign="top">187 (1.8)</td>
<td align="center" valign="top">31 (1.6)</td>
<td align="center" valign="top">130 (1.9)</td>
<td align="center" valign="top">26 (2.0)</td>
<td align="center" valign="top">0.663</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Asthma (%)</td>
<td align="center" valign="top">376 (3.7)</td>
<td align="center" valign="top">44 (2.3)</td>
<td align="center" valign="top">258 (3.7)</td>
<td align="center" valign="top">74 (5.6)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Dyslipidemia (%)</td>
<td align="center" valign="top">949 (9.3)</td>
<td align="center" valign="top">184 (9.4)</td>
<td align="center" valign="top">651 (9.3)</td>
<td align="center" valign="top">114 (8.6)</td>
<td align="center" valign="top">0.677</td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Liver disease (%)</td>
<td align="center" valign="top">290 (2.8)</td>
<td align="center" valign="top">35 (1.8)</td>
<td align="center" valign="top">202 (2.9)</td>
<td align="center" valign="top">53 (4.0)</td>
<td align="center" valign="top">0.001<sup>&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Drinker (%)</td>
<td align="center" valign="top">3,361 (32.8)</td>
<td align="center" valign="top">566 (29.0)</td>
<td align="center" valign="top">2,324 (33.3)</td>
<td align="center" valign="top">471 (35.6)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Smoker (%)</td>
<td align="center" valign="top">3,020 (29.5)</td>
<td align="center" valign="top">506 (25.9)</td>
<td align="center" valign="top">2,096 (30.1)</td>
<td align="center" valign="top">418 (31.6)</td>
<td align="center" valign="top">0.001<sup>&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Sleep time, h</td>
<td align="center" valign="top">7.00 [5.00, 8.00]</td>
<td align="center" valign="top">7.00 [6.00, 8.00]</td>
<td align="center" valign="top">6.50 [5.00, 8.00]</td>
<td align="center" valign="top">6.00 [5.00, 8.00]</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top" colspan="2">Life satisfaction</td>
<td align="center" valign="middle">3.06 (0.70)</td>
<td align="center" valign="middle">3.13 (0.68)</td>
<td align="center" valign="middle">3.06 (0.69)</td>
<td align="center" valign="middle">2.93 (0.73)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>&#x002A;&#x002A;</sup><italic>P</italic>&#x202F;&#x003C;&#x202F;0.01; <sup>&#x002A;&#x002A;&#x002A;</sup><italic>P</italic>&#x202F;&#x003C;&#x202F;0.001. ACEs, adverse childhood experiences; BMI, body mass index; BUN, blood urea nitrogen; LDL, low density lipoprotein.</p>
</table-wrap-foot>
</table-wrap>
<p>The logistic regression analysis in <xref ref-type="fig" rid="fig2">Figure 2</xref> revealed that individuals with four or more ACEs had a significantly higher risk of CKDs compared to those with no ACE exposure (OR: 2.591, 95% CI: 1.999&#x2013;3.360). Moderate ACE exposure (fewer than 4 ACEs) also increased CKD risk compared to no exposure (OR: 1.598, 95% CI: 1.286&#x2013;1.986). The relationships between ACE exposure and DS are further outlined in <xref ref-type="fig" rid="fig2">Figure 2</xref>.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Association of ACEs number with CKDs and DS in adulthood using logistic regression. ACEs, adverse childhood experiences; CKDs, chronic kidney diseases; DS, depression syndrome. Each ACE model was adjusted for age, gender, education level, marital status, smoking and drinking history, sleep duration, and life satisfaction score.</p>
</caption>
<graphic xlink:href="fpubh-13-1536847-g002.tif"/>
</fig>
<p>The analysis further illustrates the associations between 12 specific ACE types and the likelihood of experiencing CKDs and DS, after adjusting for confounding factors, as shown in <xref ref-type="fig" rid="fig3">Figure 3</xref>. Significant associations with CKDs were observed for physical abuse (OR: 1.41, 95% CI: 1.21&#x2013;1.64), household mental illness (OR: 1.60, 95% CI: 1.37&#x2013;1.86), domestic violence (OR: 1.40, 95% CI: 1.10&#x2013;1.79), unsafe neighborhood (OR: 1.33, 95% CI: 1.05&#x2013;1.68), peer bullying (OR: 1.40, 95% CI: 1.16&#x2013;1.67), parental disability (OR: 1.37, 95% CI: 1.16&#x2013;1.61), and sibling death (OR: 1.59, 95% CI: 1.35&#x2013;1.88). Similarly, associations with DS were significant for physical abuse (OR: 1.30, 95% CI: 1.17&#x2013;1.43), household mental illness (OR: 1.21, 95% CI: 1.03&#x2013;1.43), domestic violence (OR: 1.38, 95% CI: 1.17&#x2013;1.63), unsafe neighborhood (OR: 1.36, 95% CI: 1.16&#x2013;1.60), peer bullying (OR: 1.43, 95% CI: 1.29&#x2013;1.60), parental disability (OR: 1.43, 95% CI: 1.29&#x2013;1.60), and sibling death (OR: 1.16, 95% CI: 1.03&#x2013;1.31).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Association of different ACEs exposure with CKDs and DS in adulthood using logistic regression. <bold>(A)</bold> Association of different ACEs exposure with CKDs. <bold>(B)</bold> Association of different ACEs exposure with DS. <sup>&#x002A;</sup><italic>p</italic>&#x202F;&#x003C;&#x202F;0.05; <sup>&#x002A;&#x002A;</sup><italic>p</italic>&#x202F;&#x003C;&#x202F;0.01; <sup>&#x002A;&#x002A;&#x002A;</sup><italic>p</italic>&#x202F;&#x003C;&#x202F;0.001. ACEs, adverse childhood experiences. CKDs, chronic kidney diseases. DS, depression syndrome. Each ACE model was adjusted for age, gender, education level, marital status, smoking and drinking history, sleep duration, and life satisfaction score.</p>
</caption>
<graphic xlink:href="fpubh-13-1536847-g003.tif"/>
</fig>
<p><xref ref-type="table" rid="tab2">Table 2</xref> displays the marginal associations between ACEs counts and CKDs, DS, and their co-occurrence (DS-CKDs). The marginal analysis demonstrate that moderate ACE exposure (fewer than 4 ACEs) significantly increases the probability of CKDs, DS, and DS-CKDs, with margins of 0.029 (95% CI: 0.017&#x2013;0.041, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), 0.053 (95% CI: 0.032&#x2013;0.075, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and 0.023 (95% CI: 0.016&#x2013;0.029, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) respectively. Severe ACE exposure (4 or more ACEs) is associated with even higher probabilities: 0.073 (95% CI: 0.052&#x2013;0.093, <italic>p</italic> &#x003C;&#x202F;0.001) for CKDs, 0.142 (95% CI: 0.112&#x2013;0.171, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) for DS, and 0.048 (95% CI: 0.035&#x2013;0.061, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) for DS-CKDs. These findings indicate a strong, statistically significant correlation between higher ACE counts and increased risks for CKDs, DS, and their comorbid presentation, particularly under conditions of severe exposure.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Marginal analysis of ACEs with CKDs, DS, and DS-CKDs.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Margins (95% CI)</th>
<th align="center" valign="top">SE</th>
<th align="center" valign="top">Z</th>
<th align="center" valign="top"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="5">CKDs</td>
</tr>
<tr>
<td align="left" valign="top">Moderate exposure (<italic>n</italic>&#x202F;&#x003C;&#x202F;4)</td>
<td align="center" valign="top">0.029 (0.017, 0.041)</td>
<td align="center" valign="top">0.006</td>
<td align="center" valign="top">4.739</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Severe exposure (<italic>n</italic>&#x202F;&#x2265; 4)</td>
<td align="center" valign="top">0.073 (0.052, 0.093)</td>
<td align="center" valign="top">0.010</td>
<td align="center" valign="top">6.940</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top" colspan="5">DS</td>
</tr>
<tr>
<td align="left" valign="top">Moderate exposure (<italic>n</italic>&#x202F;&#x003C;&#x202F;4)</td>
<td align="center" valign="top">0.053 (0.032, 0.075)</td>
<td align="center" valign="top">0.011</td>
<td align="center" valign="top">4.962</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Severe exposure (<italic>n</italic>&#x202F;&#x2265; 4)</td>
<td align="center" valign="top">0.142 (0.112, 0.171)</td>
<td align="center" valign="top">0.016</td>
<td align="center" valign="top">9.084</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top" colspan="5">DS-CKDs</td>
</tr>
<tr>
<td align="left" valign="top">Moderate exposure (<italic>n</italic>&#x202F;&#x003C;&#x202F;4)</td>
<td align="center" valign="top">0.023 (0.016, 0.029)</td>
<td align="center" valign="top">0.003</td>
<td align="center" valign="top">6.666</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Severe exposure (<italic>n</italic>&#x202F;&#x2265; 4)</td>
<td align="center" valign="top">0.048 (0.035, 0.061)</td>
<td align="center" valign="top">0.007</td>
<td align="center" valign="top">7.150</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>&#x002A;&#x002A;&#x002A;</sup><italic>P</italic>&#x202F;&#x003C;&#x202F;0.001. ACEs, adverse childhood experiences; CKDs, chronic kidney diseases; DS, depression syndrome; DS-CKDs, Co-occurrence of depression syndrome and chronic kidney diseases.</p>
</table-wrap-foot>
</table-wrap>
<p>Given that the mediation analysis results between models with and without interaction terms showed minimal differences (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>), we conclude that there was no evidence of an exposure-mediator interaction between ACE and DS. This implies that the effect of DS (mediator) on CKD (outcome) remained consistent across varying levels of ACE (exposure), and the direct effect of ACE on CKD also remained stable across different DS levels.</p>
<p><xref ref-type="table" rid="tab3">Table 3</xref> presents the mediating effects of DS in the association between ACEs and CKDs. The analysis indicates that DS partially mediates the relationship between ACEs and CKDs under moderate and severe ACE exposure levels. Specifically, under moderate exposure (fewer than 4 ACEs), the indirect effect through DS was 0.003 (95% CI: 0.002, 0.004, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), while the direct effect was 0.026 (95% CI: 0.014, 0.037, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), leading to a total effect of 0.029 (95% CI: 0.017, 0.039, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). For severe exposure (4 or more ACEs), the indirect effect increased to 0.006 (95% CI: 0.002, 0.010, <italic>p</italic>&#x202F;=&#x202F;0.008), while the direct effect was 0.065 (95% CI: 0.045, 0.085, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), resulting in a total effect of 0.071 (95% CI: 0.051, 0.091, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Mediating effects of DS in ACEs and CKDs.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">ACEs exposure</th>
<th align="center" valign="top">Indirect effect</th>
<th align="center" valign="top" rowspan="2"><italic>P</italic></th>
<th align="center" valign="top">Direct effect</th>
<th align="center" valign="top" rowspan="2"><italic>P</italic></th>
<th align="center" valign="top">Total effect</th>
<th align="center" valign="top" rowspan="2"><italic>P</italic></th>
</tr>
<tr>
<th align="center" valign="top">Effect (95% CI)</th>
<th align="center" valign="top">Effect (95% CI)</th>
<th align="center" valign="top">Effect (95% CI)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Moderate exposure (<italic>n</italic> &#x003C;&#x202F;4)</td>
<td align="center" valign="top">0.003 (0.002, 0.004)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.026 (0.014,0.037)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.029 (0.017, 0.039)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Severe exposure (<italic>n</italic> &#x2265; 4)</td>
<td align="center" valign="top">0.006 (0.002, 0.010)</td>
<td align="center" valign="top">0.008<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.065 (0.045, 0.085)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.071 (0.051, 0.091)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Physical abuse</td>
<td align="center" valign="top">0.003 (0.002, 0.005)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.023 (0.012, 0.036)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.028 (0.015, 0.040)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Emotional neglect</td>
<td align="center" valign="top">0 (&#x2212;0.001, 0.001)</td>
<td align="center" valign="top">0.440</td>
<td align="center" valign="top">0.009 (&#x2212;0.003, 0.019)</td>
<td align="center" valign="top">0.112</td>
<td align="center" valign="top">0.009 (&#x2212;0.003, 0.019)</td>
<td align="center" valign="top">0.124</td>
</tr>
<tr>
<td align="left" valign="top">Household substance abuse</td>
<td align="center" valign="top">0.002 (0.001, 0.004)</td>
<td align="center" valign="top">0.044<sup>&#x002A;</sup></td>
<td align="center" valign="top">0.014 (&#x2212;0.007, 0.035)</td>
<td align="center" valign="top">0.188</td>
<td align="center" valign="top">0.016 (&#x2212;0.005, 0.037)</td>
<td align="center" valign="top">0.160</td>
</tr>
<tr>
<td align="left" valign="top">Household mental illness</td>
<td align="center" valign="top">0.007 (0.005, 0.009)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.030 (0.017, 0.043)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.037 (0.024, 0.050)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Domestic violence</td>
<td align="center" valign="top">0.005 (0.003, 0.008)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.023 (0.001, 0.049)</td>
<td align="center" valign="top">0.040 <sup>&#x002A;</sup></td>
<td align="center" valign="top">0.029 (0.006, 0.054)</td>
<td align="center" valign="top">0.016<sup>&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Incarcerated Household member</td>
<td align="center" valign="top">0.002 (&#x2212;0.006, 0.012)</td>
<td align="center" valign="top">0.776</td>
<td align="center" valign="top">&#x2212;0.008 (&#x2212;0.081, 0.084)</td>
<td align="center" valign="top">0.732</td>
<td align="center" valign="top">&#x2212;0.006 (&#x2212;0.082, 0.083)</td>
<td align="center" valign="top">0.756</td>
</tr>
<tr>
<td align="left" valign="top">Parental divorce</td>
<td align="center" valign="top">0.007 (0.000, 0.016)</td>
<td align="center" valign="top">0.052</td>
<td align="center" valign="top">0.011 (&#x2212;0.053, 0.071)</td>
<td align="center" valign="top">0.856</td>
<td align="center" valign="top">0.017 (&#x2212;0.049, 0.077)</td>
<td align="center" valign="top">0.716</td>
</tr>
<tr>
<td align="left" valign="top">Unsafe neighborhood</td>
<td align="center" valign="top">0.005 (0.003, 0.007)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.017 (&#x2212;0.001, 0.036)</td>
<td align="center" valign="top">0.072</td>
<td align="center" valign="top">0.022 (0.003, 0.041)</td>
<td align="center" valign="top">0.028<sup>&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Peer bullied</td>
<td align="center" valign="top">0.005 (0.003, 0.007)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.023 (0.007, 0.039)</td>
<td align="center" valign="top">0.008 <sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.027 (0.012, 0.044)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Parental disability</td>
<td align="center" valign="top">0.005 (0.004, 0.007)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.021 (0.006, 0.034)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.026 (0.012, 0.040)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Sibling death</td>
<td align="center" valign="top">0.001 (&#x2212;0.000, 0.003)</td>
<td align="center" valign="top">0.060</td>
<td align="center" valign="top">0.037 (0.023, 0.052)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">0.038 (0.024, 0.053)</td>
<td align="center" valign="top">&#x003C;0.001<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Parental death</td>
<td align="center" valign="top">0.000 (&#x2212;0.001, 0.001)</td>
<td align="center" valign="top">0.896</td>
<td align="center" valign="top">0.010 (&#x2212;0.003, 0.023)</td>
<td align="center" valign="top">0.12</td>
<td align="center" valign="top">0.010 (&#x2212;0.003, 0.023)</td>
<td align="center" valign="top">0.116</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>&#x002A;</sup><italic>P</italic>&#x202F;&#x003C;&#x202F;0.05; <sup>&#x002A;&#x002A;</sup><italic>P</italic>&#x202F;&#x003C;&#x202F;0.01; <sup>&#x002A;&#x002A;&#x002A;</sup><italic>P</italic>&#x202F;&#x003C;&#x202F;0.001. ACEs, adverse childhood experiences. Each ACE model was adjusted for age, gender, education level, marital status, smoking and drinking history, sleep duration, and life satisfaction score.</p>
</table-wrap-foot>
</table-wrap>
<p>The mediating role of DS was also significant for certain specific types of ACEs. Physical abuse, household mental illness, domestic violence, peer bullying, unsafe neighborhood conditions, parental disability, and sibling death were all associated with significant indirect effects via DS, indicating partial mediation. On the other hand, emotional neglect, parental death, and parental divorce showed no statistically significant indirect or direct effects, suggesting no mediated association with CKDs through DS. Additionally, the results for household substance abuse revealed a marginal indirect effect (0.002, 95% CI: 0.001, 0.004, <italic>p</italic>&#x202F;=&#x202F;0.044) but did not demonstrate a significant direct or total effect.</p>
</sec>
<sec sec-type="discussion" id="sec14">
<label>4</label>
<title>Discussion</title>
<p>The objective of this study was to explore the associations between ACEs, DS, CKDs, particularly focusing on the mediating role of DS. Based on a nationally representative sample of 10,247 middle-aged and older adults in the CHARLS study, we identified that individuals with ACEs exhibited increased risks of both DS and CKD compared to ACE-unexposed counterparts. Mediation analysis further indicated that DS substantially mediated the association between ACEs and CKD development.</p>
<p>In our study, results suggested that ACEs was associated with DS and CKD. In particular, individuals exposed to four or more ACEs face over double the odds of developing CKD compared to those without ACEs. Moderate ACE exposure (fewer than four ACEs) also significantly increased CKD risk. This finding aligns with previous research indicating a link between childhood adversity and CKDs (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>). For instance, Zhang et al. (<xref ref-type="bibr" rid="ref28">28</xref>) reported experiences of adversity in childhood could significantly increase the likelihood of CKD in later life, analyzing a large cohort from the UK Biobank. Another study indicates a significant association between ACEs and decreased renal function, suggesting that ACEs may contribute to kidney disease, while decreased renal function further elevates the risk of all-cause mortality (<xref ref-type="bibr" rid="ref29">29</xref>). Our study adds to the existing evidence by employing a large sample size and providing data from the Chinese population, thereby enhancing the understanding of ACEs as risk factors for the onset of CKD in later life. We similarly found the association between DS and ACEs: experiencing ACEs significantly increased the risk of DS compared to counterparts without ACE exposure. This is consistent with the findings of a meta-analysis of 43 studies (<xref ref-type="bibr" rid="ref30">30</xref>). The research of Oshri et al. (<xref ref-type="bibr" rid="ref31">31</xref>) suggests that ACEs are associated with decreased volume in the right amygdala nuclei, and that decreased volume in the right amygdala nuclei is associated with increased depressive symptoms. This provides a possible explanation for our findings.</p>
<p>Additionally, our results provide insights into the underlying pathways, suggesting that DS may act as a bridge connecting ACEs to CKDs. Prior studies have extensively documented the association between ACEs and DS, and our findings further confirm that ACE exposure in childhood is connected to a greater risk of developing DS and DS-CKDs later in life (<xref ref-type="bibr" rid="ref18">18</xref>). Marginal analysis highlighted the elevated risk, emphasizing the importance of early interventions to mitigate the effects of ACEs. Interestingly, we found no significant associations between DS and specific ACE types, such as emotional neglect, parental incarceration, parental divorce, or parental death. The lack of significant associations for parental incarceration and parental divorce may be attributed to the relatively low incidence of these experiences within our study population, occurring at rates of only 0.4 and 0.7%, respectively. This limited sample size has likely reduced the statistical power necessary to detect meaningful associations for these specific ACEs.</p>
<p>The mediation analysis indicated that DS partially mediates the effects of both moderate and severe ACE exposures on CKD risk. Specifically, ACE exposure was associated with increased DS levels, which in turn were linked to a heightened risk of CKD. Notably, among individuals with severe ACE exposure, the mediating effect of DS was stronger, with an indirect effect of 0.006. The mediating effect of DS in disease development has been well-documented in prior research. A study by Sonya et al. (<xref ref-type="bibr" rid="ref32">32</xref>) demonstrated that DS partially mediated the connection between ACEs and coronary heart disease, while health behaviors, including smoking, alcohol dependence, sleep, and physical activity, did not play a significant mediating role.</p>
<p>Several prospective studies have examined additional pathways by which ACEs increase CKD risk, often involving lifestyle-related factors (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref33 ref34 ref35">33&#x2013;35</xref>). ACEs may affect the body&#x2019;s stress response (<xref ref-type="bibr" rid="ref33">33</xref>) and increase the body&#x2019;s susceptibility to chronic inflammation (<xref ref-type="bibr" rid="ref34">34</xref>), which may lead to kidney injury. This may be a mechanism by which ACEs and CKD are associated. In a prospective cohort study, Li et al. (<xref ref-type="bibr" rid="ref35">35</xref>) identified BMI, smoking, and hypertension as key mediators in the pathway linking adverse life events from childhood to adulthood with increased CKD risk. In another study, it was noted that childhood adversity is significantly positively associated with the risk of developing CKD, with unhealthy lifestyles potentially serving as partial mediators of this relationship (<xref ref-type="bibr" rid="ref28">28</xref>). In our study, after adjusting for smoking history, sleep duration, and drinking history, we found that the mediating effect of DS on the ACE-CKD link remained significant. Therefore, DS is important as a pathway to mediating the link between ACE and CKD risk. Public health initiatives should prioritize preventive strategies to mitigate the effects of ACEs, potentially reducing the prevalence of DS and CKD in the older adult population. Integrating mental health support and routine ACE screening within CKD prevention efforts could enhance long-term health outcomes.</p>
<p>Among these ACEs, we also observed significant indirect effects of DS for certain adversities, including physical abuse, household mental illness, domestic violence, peer bullying, and parental disability. These experiences consistently showed partial mediation via DS, suggesting that specific types of adversity exert a particularly strong psychological impact, thereby elevating CKD risk. Furthermore, in these instances of adversity, significant direct effects were also observed, indicating that DS partially, but not fully, mediates the relationship between these ACEs and CKD. This implies potential unidentified factors or pathways underlying the ACE-CKD link, especially regarding sibling death, highlighting the need for additional research.</p>
<p>In contrast, we found that DS fully mediated the association between living in an unsafe neighborhood and CKD. An unsafe neighborhood, characterized by limited access to health resources, increased stressors, and lower social cohesion, has been identified as a CKD risk factor, as demonstrated in prior studies (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref36">36</xref>). The analysis revealed no evidence of DS serving as a complete mediator in the association between household substance abuse and CKDs.</p>
<p>While our findings support the mediating role of DS in the ACEs-CKD pathway, the observed effect sizes were relatively small in magnitude. This is consistent with prior studies on ACEs and chronic diseases, where individual effect sizes are often modest due to the multifactorial nature of CKD pathogenesis (<xref ref-type="bibr" rid="ref10">10</xref>). Importantly, even small effects at the individual level may translate to significant population health impacts given the high prevalence of ACEs (<xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref38">38</xref>).</p>
<p>Several limitations should be acknowledged. First, CKD was identified solely through self-reported data without medical diagnoses, which may affect accuracy. We addressed this by cross-referencing data from the fourth wave with earlier waves in CHARLS to minimize reporting errors. Second, ACE data were collected retrospectively, raising the possibility of recall bias, particularly for subjective experiences like emotional neglect. Although retrospective measures are prone to bias, research supports their validity when prospective data are unavailable (<xref ref-type="bibr" rid="ref39">39</xref>). Future studies might enhance measurement precision by employing weighted ACE scores, although previous studies suggest similar associations between unweighted and weighted ACE scores with inflammatory and metabolic health outcomes (<xref ref-type="bibr" rid="ref40">40</xref>, <xref ref-type="bibr" rid="ref41">41</xref>). Unfortunately, this study could not utilize weighted scores due to data constraints. Additionally, we assumed equal risk for all components of ACEs, and the ACE grouping in the analysis was based on cumulative ACE scores. While this approach aligns with established methodologies, using weighted scores might offer greater precision. Third, while categorizing ACEs into 0, 1&#x2013;3, and&#x202F;&#x2265;4 aligns with prior studies, this approach has limitations. The labels &#x201C;moderate ACE&#x201D; (1&#x2013;3) and &#x201C;severe ACE&#x201D; (&#x2265;4) may oversimplify the cumulative and interactive nature of ACEs, as different ACE combinations could have distinct biological impacts. Future studies should explore data-driven approaches (e.g., latent class analysis) to refine ACEs classification. In addition, we acknowledge that our cross-sectional assessment of DS limits the ability to distinguish between acute and chronic manifestations of depression. Finally, our study faced potential bias due to a high rate of missing data, which could limit the representativeness of findings.</p>
</sec>
<sec sec-type="conclusions" id="sec15">
<label>5</label>
<title>Conclusion</title>
<p>In conclusion, this study underscores the significant impact of ACEs on the development of CKDs in middle-aged and older adults, with DS serving as a crucial mediator. These findings highlight the importance of early mental health interventions and ACE-focused prevention strategies to alleviate the burden of CKDs. Policymakers and healthcare professionals should prioritize public health approaches that address childhood adversity as a means of promoting better physical and mental health outcomes across the lifespan.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec16">
<title>Data availability statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found at: <ext-link xlink:href="https://charls.charlsdata.com/pages/data/111/zh-cn.html" ext-link-type="uri">https://charls.charlsdata.com/pages/data/111/zh-cn.html</ext-link>.</p>
</sec>
<sec sec-type="ethics-statement" id="sec17">
<title>Ethics statement</title>
<p>In this study, we performed secondary analyses using existing datasets. Ethical review and approval was not required for the study on human participants in accordance with the local legislation and institutional requirements. Written informed consent from the patients/participants or the patients&#x2019;/participants&#x2019; legal guardian/next of kin was not required to participate in this study in accordance with the national legislation and the institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="sec18">
<title>Author contributions</title>
<p>XL: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Writing &#x2013; original draft. KW: Data curation, Formal analysis, Methodology, Software, Writing &#x2013; review &#x0026; editing. JR: Data curation, Formal analysis, Software, Writing &#x2013; review &#x0026; editing. ZZ: Data curation, Formal analysis, Writing &#x2013; review &#x0026; editing. YL: Formal analysis, Software, Writing &#x2013; review &#x0026; editing. BS: Funding acquisition, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec19">
<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 financially sponsored by the National Natural Science Foundation of China (grant nos. U21A2098, 82300848, and 82302211), the Sichuan Provincial Science and Technology Support Program (grant no. 2024YFFK0060), and the Chengdu Municipal Science and Technology Program (2024-YF09-00013-SN).</p>
</sec>
<ack>
<p>We are grateful to the CHARLS research team for providing data for this study.</p>
</ack>
<sec sec-type="COI-statement" id="sec20">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec21">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec22">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec23">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fpubh.2025.1536847/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fpubh.2025.1536847/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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