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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.2025.1655639</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The association between body image and depressive symptoms in pregnant and postpartum women: a meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Jingbo</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/2997918/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Xin</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Luo</surname>
<given-names>Biru</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="c001"><sup>&#x002A;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<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"><sup>1</sup><institution>Department of Nursing, West China Second University Hospital, Sichuan University/ West China School of Nursing, Sichuan University</institution>, <addr-line>Chengdu, Sichuan</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education</institution>, <addr-line>Chengdu, Sichuan</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Obstetrics Nursing, West China Second University Hospital, Sichuan University/ West China School of Nursing, Sichuan University</institution>, <addr-line>Chengdu, Sichuan</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2193728/overview">Virtudes P&#x00E9;rez-Jover</ext-link>, Miguel Hern&#x00E1;ndez University, Spain</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1618013/overview">Zali Yager</ext-link>, Victoria University, Australia</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1851014/overview">Chonnakarn Jatchavala</ext-link>, Prince of Songkla University, Thailand</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Biru Luo, <email>luomr@scu.edu.cn</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1655639</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 He, Chen and Luo.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>He, Chen and Luo</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>Body image is an individual&#x2019;s internal representation of physical appearance. Perinatal depression, a psychological condition with severe implications, is influenced by body dissatisfaction. However, no studies have systematically quantified their association.</p>
</sec>
<sec id="sec2">
<title>Objective</title>
<p>To evaluate the correlation between body image and depressive symptoms in the perinatal period through meta-analysis.</p>
</sec>
<sec id="sec3">
<title>Methods</title>
<p>A systematic search was conducted in PubMed, Embase, The Cochrane Library, Medline, CNKI, Wanfang, and VIP databases, and studies assessing body image and perinatal depression were included. Two researchers independently screened, extracted, and assessed study quality. Meta-analysis used Review Manager 5.4, with the correlation coefficient (r) as the effect size, and studies assessing body image and perinatal depression were included.</p>
</sec>
<sec id="sec4">
<title>Results</title>
<p>Twenty-eight studies involving 7,241 women were included. For pregnancy, the summary r for the reverse and forward scoring groups was 0.34 (95% CI: 0.24, 0.44; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) and &#x2212;0.34 (95% CI: &#x2212;0.37, &#x2212;0.30; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), respectively. The four dimensions of body image (Feeling Fat, Attractiveness, Salience of Weight and Shape, and Strength and Fitness) were 0.34 (95% CI: 0.28, 0.40), &#x2212;0.36 (95% CI: &#x2212;0.42, &#x2212;0.31), 0.31 (95% CI: 0.25, 0.36), and &#x2212;0.32 (95% CI: &#x2212;0.37, &#x2212;0.26), respectively (all <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). For postpartum, the summary <italic>r</italic>&#x202F;=&#x202F;0.35 (95% CI: 0.26, 0.43; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) (reverse scoring group), and for the four dimensions: 0.30 (95% CI: 0.23, 0.38), &#x2212;0.41 (95% CI: &#x2212;0.46, &#x2212;0.36), 0.27 (95% CI: 0.20, 0.35), and &#x2212;0.34 (95% CI: &#x2212;0.39, &#x2212;0.28), respectively (all <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). The results for all subgroups were robust, with no significant publication bias.</p>
</sec>
<sec id="sec5">
<title>Conclusion</title>
<p>Body dissatisfaction is consistently and moderately associated with perinatal depression. Early identification and interventions may help prevent depression and improve maternal&#x2013;infant health outcomes.</p>
</sec>
<sec id="sec89">
<title>Systematic review registration</title>
<p>PROSPERO, identifier CRD42025639158, <ext-link xlink:href="https://www.crd.york.ac.uk/PROSPERO/view/CRD42025639158" ext-link-type="uri">https://www.crd.york.ac.uk/PROSPERO/view/CRD42025639158</ext-link>.</p>
</sec>
</abstract>
<kwd-group>
<kwd>body image</kwd>
<kwd>depression</kwd>
<kwd>pregnancy</kwd>
<kwd>postpartum period</kwd>
<kwd>body dissatisfaction</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="87"/>
<page-count count="19"/>
<word-count count="8825"/>
</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="sec6">
<label>1</label>
<title>Introduction</title>
<p>The perinatal period is a unique phase in women&#x2019;s lives, characterized by multiple transitions in physical, psychological, and social roles. During this period, they not only undergo significant changes but also face psychological challenges associated with identity transformation (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>), making it a vulnerable stage for the development of mental health problems (<xref ref-type="bibr" rid="ref3">3</xref>). Perinatal depression, defined as depression occurring during pregnancy or postpartum, is a particularly pressing mental health concern. Data from the United States Centers for Disease Control and Prevention indicated that pregnancy-related deaths caused by mental health disorders accounted for 22.7% of deaths from 2017 to 2019 in the U. S., making it a major contributor to perinatal mortality (<xref ref-type="bibr" rid="ref4">4</xref>). Beyond impairing maternal mental health, perinatal depression exerts far-reaching implications on offspring and families. Specifically, pregnancy-related depression may increase the risk of adverse outcomes, such as fetal growth restriction, preterm birth, and low birth weight; elevate the incidence of postpartum depression and spousal depression; and reduce breastfeeding rates (<xref ref-type="bibr" rid="ref5">5</xref>). Postpartum depression can disrupt the mother-infant bonding (<xref ref-type="bibr" rid="ref6">6</xref>), which may, in turn, impair the normal development of children&#x2019;s emotions, cognition, and behaviors (<xref ref-type="bibr" rid="ref7">7</xref>) and lead to maternal role maladaptation and decreased quality of life (<xref ref-type="bibr" rid="ref6">6</xref>).</p>
<p>Beyond the impacts, previous studies have identified multiple risk factors for perinatal depression, including a history of depression, inadequate social and economic support, chronic stressful life events, unintended pregnancies (<xref ref-type="bibr" rid="ref8">8</xref>), and traumatic childbirth experiences (<xref ref-type="bibr" rid="ref9">9</xref>). In recent years, body image has emerged as an increasingly recognized factor influencing perinatal mental health. Growing evidence links body image to several perinatal outcomes, such as postpartum anxiety, depression, eating disorders, mother-infant bonding, and other problems (<xref ref-type="bibr" rid="ref10 ref11 ref12 ref13">10&#x2013;13</xref>). Most of these studies were conducted in Western contexts, with relatively fewer studies from Asian populations.</p>
<p>Body image is defined as an individual&#x2019;s internal representation of their physical appearance, encompassing three dimensions: cognition, affective, and behavioral intention (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>). While societal ideals of female beauty have evolved over time, women consistently face pressure to conform to the mainstream aesthetics of their respective societies. Chronic social comparison of one&#x2019;s appearance to these societal ideals may lead to cognitive biases, which in turn may result in body image disturbance or body dissatisfaction&#x2014;negative perceptions and evaluations of one&#x2019;s physical appearance (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>). Existing research has established a moderate-to-strong association between body dissatisfaction and adverse mental health outcomes, including depression, anxiety, and distress (<xref ref-type="bibr" rid="ref16">16</xref>). Although pregnancy is often perceived as a &#x201C;protected&#x201D; phase, growing evidence emphasizes that sociocultural pressures persist, driving women to pursue unrealistic bodily and aesthetic ideals (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref17">17</xref>).</p>
<p>During pregnancy, rapid physiological changes in women&#x2019;s bodies may further diverge from societal ideals of body shape, prompting the reassessment of body image (<xref ref-type="bibr" rid="ref18">18</xref>). Evidence from the United States suggests that over 50% of perinatal women experience body dissatisfaction (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref20">20</xref>). Unlike the non-pregnant states, the changes during pregnancy are normal physiological adaptations to support fetal development. U.S.-based research investigating behaviors associated with positive body image among postpartum mothers has shown that some women prioritize maternal bodily function over aesthetic concerns, facilitating adaptive re-evaluation of their body image and psychological adjustment (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref21">21</xref>). In contrast, others struggle to accept these changes, experiencing heightened awareness of altered physical appearance and negative emotions toward their bodies&#x2014;even perceiving these changes as threats to their self-identity (<xref ref-type="bibr" rid="ref22">22</xref>). Negative body image during pregnancy has been linked to a range of adverse maternal and child health outcomes, most prominently pregnancy and postpartum depression (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref23 ref24 ref25">23&#x2013;25</xref>). Beyond this, negative body image is also significantly associated with impaired emotion regulation (<xref ref-type="bibr" rid="ref26">26</xref>). For instance, a French study found that women with body dissatisfaction were four times more likely to develop perinatal depression (<xref ref-type="bibr" rid="ref27">27</xref>). Similarly, a large longitudinal study from Hong Kong, China, indicated that body dissatisfaction may either precede depression and anxiety (<xref ref-type="bibr" rid="ref25">25</xref>) or serve as a somatic manifestation of emotional symptoms. Given these associations, assessing body image could serve as an effective tool for early identification of perinatal depression.</p>
<p>Although many studies and narrative reviews have explored and summarized the role of body image in perinatal depression, they did not provide a quantitatively synthesized effect size or examine stage-specific differences. Most of the existing evidence, particularly from countries such as Australia and the United States, is based on individual observational studies, making it difficult to draw consistent conclusions. Therefore, a meta-analytic approach is needed to integrate the fragmented evidence and provide a precise quantitative estimate of this association. Accordingly, the aim of this review is to (1) systematically assess and quantify the association between body image and perinatal depression; (2) explore potential differences in the strength of this association between the pregnancy and postpartum periods through subgroup analysis; and (3) provide evidence to increase healthcare professionals&#x2019; attention to body shape and weight-related pressures experienced by perinatal women, thereby supporting the integration of body image assessment into routine perinatal care.</p>
</sec>
<sec sec-type="materials|methods" id="sec7">
<label>2</label>
<title>Materials and methods</title>
<p>This meta-analysis is registered in the International Prospective Register of Systematic Reviews (PROSPERO) trial registry (CRD42025639158) and was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines.</p>
<sec id="sec8">
<label>2.1</label>
<title>Search strategy</title>
<p>The following databases were searched to identify relevant research: PubMed, Embase, The Cochrane Library, Medline, China National Knowledge Infrastructure (CNKI), Wanfang Database, and VIP Chinese Journal Database (VIP). Additionally, the reference lists of included studies were checked for a complete literature search. Searches covered the period from the inception of each database to December 2024. The search strategies are presented in <xref rid="SM1" ref-type="supplementary-material">Supplementary Data 1</xref>.</p>
<p>A combination of subject terms and free-text terms was used for the search:</p>
<disp-quote>
<p>Subject Terms: Pregnancy, Pregnancy Trimester; Body Image, Body Dissatisfaction; Depression, Postpartum, Puerperal Disorders, Depressive Disorder/Postnatal Depression.</p>
</disp-quote>
<disp-quote>
<p>Free-text Terms: pregnant&#x002A;, gravida&#x002A;, matern&#x002A;, gestation, prenatal, antenatal; body satisfaction, body appreciation, body concerns, body image disturbance, body schema&#x002A;, body representation&#x002A;; postpartum depression, postnatal depression, depression, postnatal, perinatal depression, puerperium depression, new mother depression, maternal depression, postpartum mood disorders, depression after childbirth, post-birth depression, baby blues.</p>
</disp-quote>
</sec>
<sec id="sec9">
<label>2.2</label>
<title>Selection criteria</title>
<p>The inclusion and exclusion criteria for this study were as follows:</p>
<p>Inclusion Criteria:</p>
<list list-type="order">
<list-item>
<p>Study population: women during pregnancy or the postpartum period;</p>
</list-item>
<list-item>
<p>Outcome measurements: assessment of both body image and depressive symptoms during pregnancy or the postpartum period;</p>
</list-item>
<list-item>
<p>Statistical analysis: reporting of correlation analysis between the body image and depressive symptoms;</p>
</list-item>
<list-item>
<p>Language: studies published in Chinese or English.</p>
</list-item>
</list>
<p>Exclusion Criteria:</p>
<list list-type="order">
<list-item>
<p>Outcome measurement: Use of self-designed questionnaires without validation.</p>
</list-item>
<list-item>
<p>Accessibility: unavailability of the full text.</p>
</list-item>
<list-item>
<p>Data availability: failure to report or extract specific correlation coefficients.</p>
</list-item>
</list>
</sec>
<sec id="sec10">
<label>2.3</label>
<title>Literature screening</title>
<p>Retrieved records were first de-duplicated using EndNote X9 software. Two independent authors then screened the titles and abstracts to exclude ineligible studies, including animal studies, reviews, systematic reviews, meta-analyses, qualitative studies, and case reports based on titles and abstracts. After reading the full text, studies with irrelevant content or those lacking correlation coefficients were further excluded. Any disagreements were resolved through discussion with the research team.</p>
</sec>
<sec id="sec11">
<label>2.4</label>
<title>Quality assessment</title>
<p>Two independent authors used the Agency for Healthcare Research and Quality (AHRQ) checklist to assess the quality of the included studies. Referring to a previous meta-analysis (<xref ref-type="bibr" rid="ref28">28</xref>), each item of the AHRQ checklist was scored as 1 point (for &#x201C;yes&#x201D; responses) or 0 points (for &#x201C;no&#x201D; or &#x201C;unclear&#x201D; responses). A total score of 0&#x2013;3 was categorized as low quality, 4&#x2013;7 as medium quality, and 8&#x2013;11 as high quality. The quality assessment process was the same as the literature screening.</p>
</sec>
<sec id="sec12">
<label>2.5</label>
<title>Data extraction</title>
<p>Two independent authors extracted data from each included study: the first author, publication year, country, study design, sample size, maternal age, timing of outcome measurement, measurement tools and scores, and correlation coefficients between body image and depression symptoms.</p>
</sec>
<sec id="sec13">
<label>2.6</label>
<title>Outcome measures</title>
<sec id="sec14">
<label>2.6.1</label>
<title>Body image levels</title>
<p>The body image was assessed using two categories of measurement tools: pregnancy-specific tools and universal tools.</p>
<p>Pregnancy-specific tools: The Body Understanding Measure for Pregnancy Scale (BUMPs) (<xref ref-type="bibr" rid="ref29">29</xref>) and the Body Image in Pregnancy Scale (BIPS) (<xref ref-type="bibr" rid="ref30">30</xref>).</p>
<p>Universal tools: The Body Attitudes Questionnaire (BAQ) (<xref ref-type="bibr" rid="ref31">31</xref>), Body Shape Questionnaire (BSQ) (<xref ref-type="bibr" rid="ref32">32</xref>), Eating Disorder Inventory (EDI) (<xref ref-type="bibr" rid="ref33">33</xref>), Body Cathexis Scale (BCS) (<xref ref-type="bibr" rid="ref34">34</xref>), Body Image Concern Inventory (BICI) (<xref ref-type="bibr" rid="ref35">35</xref>), Body Areas Satisfaction Scale (BASS) (<xref ref-type="bibr" rid="ref36">36</xref>), and Body Self Questionnaire (BSQ-self) (<xref ref-type="bibr" rid="ref37">37</xref>). Among these tools, the Body Part Satisfaction Scale (BPSS) (<xref ref-type="bibr" rid="ref38">38</xref>), Body Image Scale (BIS) (<xref ref-type="bibr" rid="ref39">39</xref>), and BASS (<xref ref-type="bibr" rid="ref36">36</xref>) are scored in the forward direction; higher scores indicate greater body satisfaction, while the other tools are scored in the reverse direction; higher scores indicate greater body dissatisfaction.</p>
</sec>
<sec id="sec15">
<label>2.6.2</label>
<title>Depression levels</title>
<p>Depressive symptoms were assessed using the following tools: Edinburgh Postnatal Depression Scale (EPDS) (<xref ref-type="bibr" rid="ref40">40</xref>), Beck Depression Inventory (BDI) (<xref ref-type="bibr" rid="ref41">41</xref>), Hospital Anxiety and Depression Scale (HADS) (<xref ref-type="bibr" rid="ref42">42</xref>), Center for Epidemiologic Studies Depression Scale (CES-D) (<xref ref-type="bibr" rid="ref22">22</xref>), and the Depression subscale of the Depression, Anxiety, and Stress Scale (DASS) (<xref ref-type="bibr" rid="ref43">43</xref>).</p>
</sec>
</sec>
<sec id="sec16">
<label>2.7</label>
<title>Data analysis</title>
<p>Statistical analyses were performed using Review Manager 5.4, with a significance level set at <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05.</p>
<p>Heterogeneity was assessed using Cochran&#x2019;s <italic>Q</italic> test and the <italic>I</italic><sup>2</sup> statistics (<xref ref-type="bibr" rid="ref44 ref45 ref46">44&#x2013;46</xref>). The pooled effect size was estimated based on heterogeneity results: a fixed-effects model was used if <italic>p</italic>&#x202F;&#x003E;&#x202F;0.1 and <italic>I</italic><sup>2</sup>&#x202F;&#x003C;&#x202F;50% (low-to-moderate heterogeneity), whereas a random-effects model was used if <italic>p</italic>&#x202F;&#x003C;&#x202F;0.1 and <italic>I</italic><sup>2</sup>&#x202F;&#x2265;&#x202F;50% (high heterogeneity).</p>
<p>Pearson&#x2019;s correlation coefficient (r) was used as the effect size to quantify the association between body image and depressive symptoms. For meta-analysis, (1) Spearman&#x2019;s correlation coefficients from individual studies were first converted to Pearson&#x2019;s <italic>r</italic>. (2) All Pearson&#x2019;s <italic>r</italic> values were transformed using Fisher&#x2019;s <italic>z</italic>-transformation. (3) Inverse transformation of Fisher&#x2019;s <italic>z</italic>-scores was performed to estimate the summary correlation coefficient (summary <italic>r</italic>) (<xref ref-type="bibr" rid="ref47">47</xref>). The detailed formulas are provided in <xref rid="SM1" ref-type="supplementary-material">Supplementary Data 2</xref>. When multiple subgroup results were reported in one study, each result was treated as an independent study.</p>
<p>Subgroup analyses were conducted according to the timing of outcome measurement (pregnancy/postpartum) and the scoring direction of body image tools (forward/reverse scoring). Sensitivity analysis was performed using the leave-one-out method to evaluate the robustness of the pooled result. Publication bias was assessed using funnel plots and the trim-and-fill method in R 4.4.2. The detailed R codes are provided in <xref rid="SM1" ref-type="supplementary-material">Supplementary Data 3</xref>.</p>
</sec>
</sec>
<sec sec-type="results" id="sec17">
<label>3</label>
<title>Results</title>
<sec id="sec18">
<label>3.1</label>
<title>Literature search results</title>
<p>The results of the literature search and screening process are illustrated in <xref ref-type="fig" rid="fig1">Figure 1</xref> (PRISMA flowchart). A total of 925 records were retrieved from the databases. After removing 220 duplicates, 705 records were screened based on titles and abstracts. During this screening stage, 186 records were excluded (including animal studies, narrative reviews, systematic reviews, meta-analyses, case reports, and qualitative studies), leaving 519 records for full-text assessment. After full-text review, 467 records were excluded due to irrelevant content, and 24 records could not extract correlation coefficients or other specific data. Ultimately, 28 articles that met the inclusion and exclusion criteria were included in the meta-analysis (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref48 ref49 ref50 ref51 ref52 ref53 ref54 ref55 ref56 ref57 ref58 ref59 ref60 ref61 ref62 ref63 ref64 ref65 ref66 ref67 ref68 ref69 ref70 ref71 ref72 ref73">48&#x2013;73</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>PRISMA flowchart of study selection.</p>
</caption>
<graphic xlink:href="fpubh-13-1655639-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart depicting the identification and screening process of studies. Initially, 925 records were identified. After removing 220 duplicates, 705 records were screened. Of these, 186 were excluded for various reasons, including animal studies and reviews. A total of 519 reports were sought, with 24 excluded for lacking data. Ultimately, 28 studies were included.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec19">
<label>3.2</label>
<title>Characteristics of included studies</title>
<p>The 28 included studies comprised a total sample of 7,241 women. Seventeen were cross-sectional studies (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref48 ref49 ref50 ref51">48&#x2013;51</xref>, <xref ref-type="bibr" rid="ref53 ref54 ref55">53&#x2013;55</xref>, <xref ref-type="bibr" rid="ref60 ref61 ref62">60&#x2013;62</xref>, <xref ref-type="bibr" rid="ref65">65</xref>, <xref ref-type="bibr" rid="ref67">67</xref>, <xref ref-type="bibr" rid="ref70 ref71 ref72">70&#x2013;72</xref>), and 11 were longitudinal (<xref ref-type="bibr" rid="ref52">52</xref>, <xref ref-type="bibr" rid="ref56 ref57 ref58 ref59">56&#x2013;59</xref>, <xref ref-type="bibr" rid="ref63">63</xref>, <xref ref-type="bibr" rid="ref64">64</xref>, <xref ref-type="bibr" rid="ref66">66</xref>, <xref ref-type="bibr" rid="ref68">68</xref>, <xref ref-type="bibr" rid="ref69">69</xref>, <xref ref-type="bibr" rid="ref73">73</xref>). Geographically, the majority of studies were conducted in Australia (<italic>n</italic>&#x202F;=&#x202F;11) (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref48">48</xref>, <xref ref-type="bibr" rid="ref55">55</xref>, <xref ref-type="bibr" rid="ref57 ref58 ref59">57&#x2013;59</xref>, <xref ref-type="bibr" rid="ref61">61</xref>, <xref ref-type="bibr" rid="ref63">63</xref>, <xref ref-type="bibr" rid="ref64">64</xref>, <xref ref-type="bibr" rid="ref66">66</xref>, <xref ref-type="bibr" rid="ref69">69</xref>), followed by the United States (<italic>n</italic>&#x202F;=&#x202F;7) (<xref ref-type="bibr" rid="ref51 ref52 ref53 ref54">51&#x2013;54</xref>, <xref ref-type="bibr" rid="ref56">56</xref>, <xref ref-type="bibr" rid="ref60">60</xref>, <xref ref-type="bibr" rid="ref68">68</xref>), and 3 from China (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref72">72</xref>, <xref ref-type="bibr" rid="ref73">73</xref>). The studies covered three time periods: pre-pregnancy, pregnancy, and postpartum. Seventeen studies reported the correlation coefficients for body image and depression during pregnancy (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref48">48</xref>, <xref ref-type="bibr" rid="ref51">51</xref>, <xref ref-type="bibr" rid="ref54 ref55 ref56 ref57">54&#x2013;57</xref>, <xref ref-type="bibr" rid="ref59">59</xref>, <xref ref-type="bibr" rid="ref62">62</xref>, <xref ref-type="bibr" rid="ref65 ref66 ref67 ref68">65&#x2013;68</xref>, <xref ref-type="bibr" rid="ref70 ref71 ref72">70&#x2013;72</xref>), eleven reported the correlation coefficients for postpartum body image and postpartum depression (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref50">50</xref>, <xref ref-type="bibr" rid="ref52">52</xref>, <xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref57 ref58 ref59 ref60 ref61">57&#x2013;61</xref>, <xref ref-type="bibr" rid="ref64">64</xref>, <xref ref-type="bibr" rid="ref70">70</xref>), one study reported the correlation coefficients for pre-pregnancy body image and postpartum depression (<xref ref-type="bibr" rid="ref63">63</xref>), two reported the correlation coefficients for pre-pregnancy body image and pregnancy depression (<xref ref-type="bibr" rid="ref66">66</xref>, <xref ref-type="bibr" rid="ref69">69</xref>), and two reported the correlation coefficients for pregnancy body image and postpartum depression (<xref ref-type="bibr" rid="ref56">56</xref>, <xref ref-type="bibr" rid="ref73">73</xref>). For depression assessment, the Edinburgh Postnatal Depression Scale (EPDS) was the most widely used tool (<italic>n</italic>&#x202F;=&#x202F;14) (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref48 ref49 ref50">48&#x2013;50</xref>, <xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref54">54</xref>, <xref ref-type="bibr" rid="ref58">58</xref>, <xref ref-type="bibr" rid="ref59">59</xref>, <xref ref-type="bibr" rid="ref61">61</xref>, <xref ref-type="bibr" rid="ref62">62</xref>, <xref ref-type="bibr" rid="ref64">64</xref>, <xref ref-type="bibr" rid="ref70">70</xref>, <xref ref-type="bibr" rid="ref72">72</xref>, <xref ref-type="bibr" rid="ref73">73</xref>). For body image measurement, the Body Attitudes Questionnaire (BAQ) was the most frequently used (<italic>n</italic>&#x202F;=&#x202F;9) (<xref ref-type="bibr" rid="ref55">55</xref>, <xref ref-type="bibr" rid="ref57 ref58 ref59">57&#x2013;59</xref>, <xref ref-type="bibr" rid="ref63">63</xref>, <xref ref-type="bibr" rid="ref64">64</xref>, <xref ref-type="bibr" rid="ref66">66</xref>, <xref ref-type="bibr" rid="ref69">69</xref>, <xref ref-type="bibr" rid="ref71">71</xref>) (<xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of the included studies (<italic>n</italic>&#x202F;=&#x202F;28).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Author<break/>publication year</th>
<th align="left" valign="top">Country</th>
<th align="left" valign="top">Study design</th>
<th align="center" valign="top">Sample size</th>
<th align="center" valign="top">Age</th>
<th align="left" valign="top">Timing of outcome measurement</th>
<th align="center" valign="top">Body image<break/>Measurement tool</th>
<th align="center" valign="top">Scores</th>
<th align="left" valign="top">Depression<break/>measurement tools</th>
<th align="center" valign="top">Scores</th>
<th align="left" valign="top">Correlation coefficients</th>
<th align="center" valign="top">Spearman&#x2019;s r converted to Pearson&#x2019;s r</th>
<th align="left" valign="top">Quality of included studies</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Adele Samra (2024) (<xref ref-type="bibr" rid="ref48">48</xref>)</td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">231</td>
<td align="center" valign="top">31.91&#x202F;&#x00B1;&#x202F;4.39</td>
<td align="left" valign="top">Pregnancy</td>
<td align="center" valign="top">BIPS</td>
<td align="center" valign="top">93.75&#x202F;&#x00B1;&#x202F;19.54</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">8.76&#x202F;&#x00B1;&#x202F;4.44</td>
<td align="left" valign="top">Spearman&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;0.50, <italic>p</italic> &#x003C;&#x202F;0.01</td>
<td align="center" valign="top"><italic>r</italic> =&#x202F;0.52, <italic>p</italic> &#x003C;&#x202F;0.01</td>
<td align="left" valign="top">6 middle</td>
</tr>
<tr>
<td align="left" valign="top">Yang, Yiyun (2024) (<xref ref-type="bibr" rid="ref73">73</xref>)</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">Longitudinal</td>
<td align="center" valign="top">362</td>
<td align="center" valign="top">&#x2264;30, 194 cases;<break/>&#x003E;30, cases</td>
<td align="left" valign="top">1. Late pregnancy (3&#x2013;4&#x202F;Days before delivery)<break/>2. 14&#x202F;Days postpartum</td>
<td align="center" valign="top">BIPS</td>
<td align="center" valign="top">89.24&#x202F;&#x00B1;&#x202F;15.56</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">7.50 (4.00, 11.00)</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;0.402, <italic>p</italic> &#x003C;&#x202F;0.001</td>
<td/>
<td align="left" valign="top">6 middle</td>
</tr>
<tr>
<td align="left" valign="top">Fan-Hao Chou (2004) (<xref ref-type="bibr" rid="ref51">51</xref>)</td>
<td align="left" valign="top">USA</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">113</td>
<td align="center" valign="top">27.06&#x202F;&#x00B1;&#x202F;4.42</td>
<td align="left" valign="top">6&#x2013;10&#x202F;weeks of pregnancy</td>
<td align="center" valign="top">BCS</td>
<td align="center" valign="top">/</td>
<td align="left" valign="top">CES-D</td>
<td align="center" valign="top">/</td>
<td align="left" valign="top">Spearman&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;0.21, <italic>p</italic> &#x003C;&#x202F;0.05</td>
<td align="center" valign="top"><italic>r</italic> =&#x202F;0.22, <italic>p</italic> &#x003C;&#x202F;0.05</td>
<td align="left" valign="top">5 middle</td>
</tr>
<tr>
<td align="left" valign="top">Alissa Haedt (2007) (<xref ref-type="bibr" rid="ref54">54</xref>)</td>
<td align="left" valign="top">USA</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">188</td>
<td align="center" valign="top">28.75&#x202F;&#x00B1;&#x202F;55.40</td>
<td align="left" valign="top">Pregnancy</td>
<td align="center" valign="top">BSQ</td>
<td align="center" valign="top">22.28&#x202F;&#x00B1;&#x202F;8.76</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">7.62&#x202F;&#x00B1;&#x202F;4.08</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;0.39, <italic>p</italic> &#x003C;&#x202F;0.001</td>
<td/>
<td align="left" valign="top">5 middle</td>
</tr>
<tr>
<td align="left" valign="top">Hanna Przyby&#x0142;a-Basista (2020) (<xref ref-type="bibr" rid="ref62">62</xref>)</td>
<td align="left" valign="top">Poland</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">150</td>
<td align="center" valign="top">27.83&#x202F;&#x00B1;&#x202F;4.60</td>
<td align="left" valign="top">Pregnancy</td>
<td align="center" valign="top">BSQ-self</td>
<td align="center" valign="top">Median: 16</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">Median: 8</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;0.629, <italic>p</italic>&#x003C;0.01</td>
<td/>
<td align="left" valign="top">6 middle</td>
</tr>
<tr>
<td align="left" valign="top">Ekaterina Kamysheva (2008) (<xref ref-type="bibr" rid="ref55">55</xref>)</td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">215</td>
<td align="center" valign="top">31.73&#x202F;&#x00B1;&#x202F;4.54</td>
<td align="left" valign="top">15&#x2013;25&#x202F;weeks of pregnancy</td>
<td align="center" valign="top">BAQ</td>
<td align="center" valign="top">BAQ FF:<break/>30.26&#x202F;&#x00B1;&#x202F;9.40<break/>BAQ Attr:<break/>16.31&#x202F;&#x00B1;&#x202F;3.14<break/>BAQ Sal:<break/>11.33&#x202F;&#x00B1;&#x202F;3.15<break/>BAQ SFit:<break/>17.97&#x202F;&#x00B1;&#x202F;4.20</td>
<td align="left" valign="top">BDI</td>
<td align="center" valign="top">1.68&#x202F;&#x00B1;&#x202F;0.84</td>
<td align="left" valign="top">Pearson&#x2019;s r:<break/>BAQ FF: 0.29, <italic>p</italic> &#x003C;&#x202F;0.05;<break/>BAQ Attr: &#x2212;0.32, <italic>p</italic> &#x003C;&#x202F;0.05;<break/>BAQ Sal: 0.29, <italic>p</italic> &#x003C;&#x202F;0.05;<break/>BAQ SFit: &#x2212;0.34, <italic>p</italic> &#x003C;&#x202F;0.05</td>
<td/>
<td align="left" valign="top">5 middle</td>
</tr>
<tr>
<td align="left" valign="top">Dianne Duncombe (2008) (<xref ref-type="bibr" rid="ref66">66</xref>)</td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">Longitudinal</td>
<td align="center" valign="top">158</td>
<td align="center" valign="top">31.7&#x202F;&#x00B1;&#x202F;3.7</td>
<td align="left" valign="top">1. Pre-pregnancy (Retrospective)<break/>2. 16&#x2013;23&#x202F;weeks of pregnancy<break/>3. 24&#x2013;30&#x202F;weeks of pregnancy<break/>4. 6&#x2013;10&#x202F;weeks of pregnancy</td>
<td align="center" valign="top">BAQ</td>
<td align="center" valign="top">T1:<break/>BAQ FF:<break/>31.18&#x202F;&#x00B1;&#x202F;10.72<break/>BAQ Attr:<break/>17.67&#x202F;&#x00B1;&#x202F;2.53<break/>BAQ Sal:<break/>11.99&#x202F;&#x00B1;&#x202F;4.12<break/>BAQ SFit:<break/>20.17&#x202F;&#x00B1;&#x202F;4.24<break/>T2:<break/>BAQ FF:<break/>32.81&#x202F;&#x00B1;&#x202F;11.06<break/>BAQ Attr:<break/>17.27&#x202F;&#x00B1;&#x202F;3.25<break/>BAQ Sal:<break/>11.49&#x202F;&#x00B1;&#x202F;3.80<break/>BAQ SFit:<break/>18.51&#x202F;&#x00B1;&#x202F;4.03<break/>T4:<break/>BAQ FF:<break/>30.41&#x202F;&#x00B1;&#x202F;10.55<break/>BAQ Attr:<break/>17.33&#x202F;&#x00B1;&#x202F;3.23<break/>BAQ Sal:<break/>10.70&#x202F;&#x00B1;&#x202F;3.49<break/>BAQ SFit:<break/>19.26&#x202F;&#x00B1;&#x202F;3.98</td>
<td align="left" valign="top">BDI</td>
<td align="center" valign="top">T2: 3.42&#x202F;&#x00B1;&#x202F;3.04<break/>T3: 3.71&#x202F;&#x00B1;&#x202F;2.90</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic>:<break/>Pre-pregnancy Body Image and Depression in First Pregnancy:<break/>BAQ FF: 0.31, <italic>p</italic> &#x003C;&#x202F;0.001;<break/>BAQ Attr: &#x2212;0.20, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Sal: 0.24, <italic>p</italic> &#x003C;&#x202F;0.01<break/>Pre-pregnancy Body Image and Depression in Second Pregnancy:<break/>BAQ FF: 0.28, <italic>p</italic> &#x003C;&#x202F;0.001<break/>Body Image and Depression in First Pregnancy:<break/>BAQ FF: 0.37, <italic>p</italic> &#x003C;&#x202F;0.001;<break/>BAQ Attr: &#x2212;0.39, <italic>p</italic> &#x003C;&#x202F;0.001;<break/>BAQ Sal: 0.31, <italic>p</italic> &#x003C;&#x202F;0.001;<break/>BAQ SFit: &#x2212;0.34, <italic>p</italic> &#x003C;&#x202F;0.001<break/>Body Image in First Pregnancy and Depression in Third Pregnancy:<break/>BAQ FF: 0.32, <italic>p</italic>&#x003C;0.001;<break/>BAQ Attr: &#x2212;0.29, <italic>p</italic> &#x003C;&#x202F;0.001;<break/>BAQ Sal: 0.31, <italic>p</italic> &#x003C;&#x202F;0.001;<break/>BAQ SFit: &#x2212;0.30, <italic>p</italic> &#x003C;&#x202F;0.001<break/>Body Image in Third Pregnancy and Depression:<break/>BAQ FF: 0.45, <italic>p</italic> &#x003C;&#x202F;0.001;<break/>BAQ Attr: &#x2212;0.46, <italic>p</italic> &#x003C;&#x202F;0.001;<break/>BAQ Sal: 0.38, <italic>p</italic> &#x003C;&#x202F;0.001;<break/>BAQ SFit: &#x2212;0.26, <italic>p</italic> &#x003C;&#x202F;0.01</td>
<td/>
<td align="left" valign="top">3 low</td>
</tr>
<tr>
<td align="left" valign="top">Helen Skouteris (2005) (<xref ref-type="bibr" rid="ref69">69</xref>)</td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">Longitudinal</td>
<td align="center" valign="top">128</td>
<td align="center" valign="top">31.63&#x202F;&#x00B1;&#x202F;3.44</td>
<td align="left" valign="top">1. First 3&#x202F;months of pregnancy (Retrospective)<break/>2. 16&#x2013;23&#x202F;weeks of pregnancy<break/>3. 24&#x2013;31&#x202F;weeks of pregnancy<break/>4. 32&#x2013;39&#x202F;weeks of pregnancy</td>
<td align="center" valign="top">BAQ</td>
<td align="center" valign="top">T2:<break/>BAQ FF:<break/>32.82&#x202F;&#x00B1;&#x202F;10.10<break/>BAQ Attr:<break/>17.80&#x202F;&#x00B1;&#x202F;2.72<break/>BAQ Sal:<break/>11.77&#x202F;&#x00B1;&#x202F;3.76<break/>BAQ SFit:<break/>21.11&#x202F;&#x00B1;&#x202F;4.31<break/>T4:<break/>BAQ FF:<break/>30.95&#x202F;&#x00B1;&#x202F;9.82<break/>BAQ Attr:<break/>17.15&#x202F;&#x00B1;&#x202F;3.40<break/>BAQ Sal:<break/>11.26&#x202F;&#x00B1;&#x202F;3.37<break/>BAQ SFit:<break/>19.52&#x202F;&#x00B1;&#x202F;3.95</td>
<td align="left" valign="top">BDI</td>
<td align="center" valign="top">3.26&#x202F;&#x00B1;&#x202F;2.58</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic>:<break/>Pre-pregnancy Body Image and Depression in First Pregnancy:<break/>BAQ FF:0.47, <italic>p</italic> &#x003C;&#x202F;0.001;<break/>BAQ Attr: &#x2212;0.20, <italic>p</italic> &#x003C;&#x202F;0.05;<break/>BAQ Sal: 0.35, <italic>p</italic> &#x003C;0.05</td>
<td/>
<td align="left" valign="top">6 middle</td>
</tr>
<tr>
<td align="left" valign="top">Juliana Meireles (2017) (<xref ref-type="bibr" rid="ref71">71</xref>)</td>
<td align="left" valign="top">Brazil</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">386</td>
<td align="center" valign="top">29.32&#x202F;&#x00B1;&#x202F;6.04</td>
<td align="left" valign="top">Pregnancy</td>
<td align="center" valign="top">BAQ</td>
<td align="center" valign="top">121.39&#x202F;&#x00B1;&#x202F;17.30</td>
<td align="left" valign="top">BDI</td>
<td align="center" valign="top">10.86&#x202F;&#x00B1;&#x202F;8.84</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;0.387, <italic>p</italic> &#x003C;&#x202F;0.05</td>
<td/>
<td align="left" valign="top">4 middle</td>
</tr>
<tr>
<td align="left" valign="top">Rachel Dryer (2020) (<xref ref-type="bibr" rid="ref17">17</xref>)</td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">408</td>
<td align="center" valign="top">28.24&#x202F;&#x00B1;&#x202F;5.04</td>
<td align="left" valign="top">Pregnancy</td>
<td align="center" valign="top">BPSS</td>
<td align="center" valign="top">44.66&#x202F;&#x00B1;&#x202F;10.69</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">10.16&#x202F;&#x00B1;&#x202F;5.64</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;&#x2212;0.37, <italic>p</italic> &#x003C;&#x202F;0.05</td>
<td/>
<td align="left" valign="top">3 low</td>
</tr>
<tr>
<td align="left" valign="top">Kranti S. Kadam (2023) (<xref ref-type="bibr" rid="ref65">65</xref>)</td>
<td align="left" valign="top">India</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">146</td>
<td align="center" valign="top">26.40&#x202F;&#x00B1;&#x202F;4.07</td>
<td align="left" valign="top">Pregnancy</td>
<td align="center" valign="top">BICI</td>
<td align="center" valign="top">23.15&#x202F;&#x00B1;&#x202F;10.43</td>
<td align="left" valign="top">BDI</td>
<td align="center" valign="top">8.67&#x202F;&#x00B1;&#x202F;14.04</td>
<td align="left" valign="top">Spearman&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;0.1854, <italic>p</italic> &#x003C;&#x202F;0.05</td>
<td align="center" valign="top"><italic>r</italic> =&#x202F;0.19,<break/><italic>p</italic> &#x003C;&#x202F;0.05</td>
<td align="left" valign="top">5 middle</td>
</tr>
<tr>
<td align="left" valign="top">Esra Cevik (2019) (<xref ref-type="bibr" rid="ref39">39</xref>)</td>
<td align="left" valign="top">Turkey</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">362</td>
<td align="center" valign="top">26.0&#x202F;&#x00B1;&#x202F;5.1</td>
<td align="left" valign="top">Pregnancy&#x202F;&#x2265;&#x202F;28&#x202F;week</td>
<td align="center" valign="top">BIS</td>
<td align="center" valign="top">148.2&#x202F;&#x00B1;&#x202F;22.4</td>
<td align="left" valign="top">BDI</td>
<td align="center" valign="top">10.4&#x202F;&#x00B1;&#x202F;6.5</td>
<td align="left" valign="top">Spearman&#x2019;s r:<break/><italic>r</italic> =&#x202F;&#x2212;0.291, <italic>p</italic> =&#x202F;0.001</td>
<td align="center" valign="top"><italic>r</italic> =&#x202F;&#x2212;0.30,<break/><italic>p</italic> =&#x202F;0.001</td>
<td align="left" valign="top">5 middle</td>
</tr>
<tr>
<td align="left" valign="top">Lydia Beatrice Munns (2024) (<xref ref-type="bibr" rid="ref67">67</xref>)</td>
<td align="left" valign="top">UK</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">253</td>
<td align="center" valign="top">31.9&#x202F;&#x00B1;&#x202F;5.0</td>
<td align="left" valign="top">Pregnancy</td>
<td align="center" valign="top">BUMPs</td>
<td align="center" valign="top">59.7&#x202F;&#x00B1;&#x202F;13.6</td>
<td align="left" valign="top">HADS</td>
<td align="center" valign="top">5.7&#x202F;&#x00B1;&#x202F;3.1</td>
<td align="left" valign="top"><italic>&#x03B2;</italic> =&#x202F;0.093, <italic>p</italic> &#x003C;&#x202F;0.01</td>
<td align="center" valign="top"><italic>r</italic> =&#x202F;0.093, <italic>p</italic> &#x003C;&#x202F;0.01</td>
<td align="left" valign="top">5 middle</td>
</tr>
<tr>
<td align="left" valign="top">Zhang Xuan (2022) (<xref ref-type="bibr" rid="ref72">72</xref>)</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">946</td>
<td align="center" valign="top">30.56&#x202F;&#x00B1;&#x202F;4.03</td>
<td align="left" valign="top">Pregnancy</td>
<td align="center" valign="top">BUMPs</td>
<td align="center" valign="top">/</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">/</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;0.246, <italic>p</italic> &#x003C;&#x202F;0.001</td>
<td/>
<td align="left" valign="top">5 middle</td>
</tr>
<tr>
<td align="left" valign="top">Erica L. Rauff (2011) (<xref ref-type="bibr" rid="ref68">68</xref>)</td>
<td align="left" valign="top">USA</td>
<td align="left" valign="top">Longitudinal study</td>
<td align="center" valign="top">151</td>
<td align="center" valign="top">30.2&#x202F;&#x00B1;&#x202F;4.0</td>
<td align="left" valign="top">1. 14&#x202F;weeks of pregnancy<break/>2. 21&#x202F;weeks of pregnancy<break/>3. 32&#x202F;weeks of pregnancy</td>
<td align="center" valign="top">BASS</td>
<td align="center" valign="top">T1: 27.9&#x202F;&#x00B1;&#x202F;4.7<break/>T2: 28.2&#x202F;&#x00B1;&#x202F;4.8<break/>T3: 28.0&#x202F;&#x00B1;&#x202F;4.7</td>
<td align="left" valign="top">CES-D</td>
<td align="center" valign="top">T1: 11.8&#x202F;&#x00B1;&#x202F;8.9<break/>T2: 10.2&#x202F;&#x00B1;&#x202F;8.3<break/>T3: 12.0&#x202F;&#x00B1;&#x202F;9.0</td>
<td align="left" valign="top">Body Image in First Trimester and Depression in Second Trimester:<break/><italic>&#x03B2;</italic> =&#x202F;&#x2212;0.22, <italic>p</italic> &#x003C;&#x202F;0.05<break/>Body Image in Second Trimester and Depression:<break/><italic>&#x03B2;</italic> =&#x202F;&#x2212;0.31, <italic>p</italic>&#x003C;0.001</td>
<td align="center" valign="top"><italic>r</italic> =&#x202F;&#x2212;0.22, <italic>p</italic> &#x003C;&#x202F;0.05<break/><italic>r</italic> =&#x202F;&#x2212;0.31, <italic>p</italic>&#x003C;0.001</td>
<td align="left" valign="top">5 middle</td>
</tr>
<tr>
<td align="left" valign="top">Danielle Symons Downs (2008) (<xref ref-type="bibr" rid="ref56">56</xref>)</td>
<td align="left" valign="top">USA</td>
<td align="left" valign="top">Longitudinal</td>
<td align="center" valign="top">230</td>
<td align="center" valign="top">30.05&#x202F;&#x00B1;&#x202F;4.13</td>
<td align="left" valign="top">1. First Trimester<break/>2. Second Trimester<break/>3. Third Trimester<break/>4. 6&#x202F;weeks postpartum</td>
<td align="center" valign="top">BASS</td>
<td align="center" valign="top">T1:27.5&#x202F;&#x00B1;&#x202F;4.8<break/>T2:27.6&#x202F;&#x00B1;&#x202F;5.2<break/>T3:27.5&#x202F;&#x00B1;&#x202F;5.6<break/>T4:25.5&#x202F;&#x00B1;&#x202F;5.2</td>
<td align="left" valign="top">CES-D</td>
<td align="center" valign="top">T1:10.9&#x202F;&#x00B1;&#x202F;7.8<break/>T2:9.7&#x202F;&#x00B1;&#x202F;7.8<break/>T3:10.4&#x202F;&#x00B1;&#x202F;7.4<break/>T4:9.9&#x202F;&#x00B1;&#x202F;8.1</td>
<td align="left" valign="top">Pearson&#x2019;s r:<break/>First Trimester: &#x2212;0.36, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>Second Trimester: &#x2212;0.37, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>Third Trimester: &#x2212;0.41, <italic>p</italic> &#x003C;&#x202F;0.01<break/>Body Image in First Pregnancy and Depression in Second/Third Pregnancy: &#x2212;0.33, &#x2212;0.24, all <italic>p</italic> &#x003C;&#x202F;0.01<break/>Body Image in Second Pregnancy and Depression:<break/>&#x2212;0.41, <italic>p</italic> &#x003C;&#x202F;0.01<break/>Body Image in First/Second/Third Pregnancy and Postpartum Depression:<break/>&#x2212;0.36, &#x2013;0.48, &#x2013;0.43, all <italic>p</italic> &#x003C;&#x202F;0.01</td>
<td/>
<td align="left" valign="top">6 middle</td>
</tr>
<tr>
<td align="left" valign="top">Mei-Ling Chen (2023) (<xref ref-type="bibr" rid="ref49">49</xref>)</td>
<td align="left" valign="top">Taiwan, China</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">330</td>
<td align="center" valign="top">20&#x2013;25: 15.7%<break/>26&#x2013;30: 27.6%<break/>31&#x2013;35: 38.8%<break/>&#x003E;35: 17.9%<break/>(Proportion of Each Age Group)</td>
<td align="left" valign="top">4&#x2013;6&#x202F;weeks postpartum</td>
<td align="center" valign="top">BASS</td>
<td align="center" valign="top">27.27&#x202F;&#x00B1;&#x202F;6.71</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">EPDS&#x2266;9: 60%<break/>EPDS&#x003C;9: 40%<break/>(Stratified Proportion)</td>
<td align="left" valign="top">Spearman&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;&#x2212;0.21, <italic>p</italic>&#x003C;0.01</td>
<td align="center" valign="top"><italic>r</italic> =&#x202F;&#x2212;0.22,<break/><italic>p</italic> &#x003C;&#x202F;0.01</td>
<td align="left" valign="top">5 middle</td>
</tr>
<tr>
<td align="left" valign="top">Francisco Javier Riesco-Gonz&#x00E1;lez (2022) (<xref ref-type="bibr" rid="ref50">50</xref>)</td>
<td align="left" valign="top">Spain</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">449</td>
<td align="center" valign="top">31.99&#x202F;&#x00B1;&#x202F;5.829</td>
<td align="left" valign="top">Within 6&#x202F;months postpartum</td>
<td align="center" valign="top">BSQ</td>
<td align="center" valign="top">20.60&#x202F;&#x00B1;&#x202F;8.9</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">8.65&#x202F;&#x00B1;&#x202F;5.67</td>
<td align="left" valign="top">Spearman&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;0.42, <italic>p</italic> &#x003C;&#x202F;0.001</td>
<td align="center" valign="top"><italic>r</italic> =&#x202F;0.44, <italic>p</italic> &#x003C;&#x202F;0.001</td>
<td align="left" valign="top">4 middle</td>
</tr>
<tr>
<td align="left" valign="top">Megan F. Lee (2019) (<xref ref-type="bibr" rid="ref61">61</xref>)</td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">419</td>
<td align="center" valign="top">32.06&#x202F;&#x00B1;&#x202F;5.30</td>
<td align="left" valign="top">6&#x2013;48&#x202F;months postpartum</td>
<td align="center" valign="top">BSQ-self</td>
<td align="center" valign="top">50.69&#x202F;&#x00B1;&#x202F;18.60</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">15.96&#x202F;&#x00B1;&#x202F;10.99</td>
<td align="left" valign="top">Pearson&#x2019;s r:<break/>r&#x202F;=&#x202F;0.52, <italic>p</italic>&#x003C;0.001</td>
<td/>
<td align="left" valign="top">6 middle</td>
</tr>
<tr>
<td align="left" valign="top">Grazia Terrone (2023) (<xref ref-type="bibr" rid="ref70">70</xref>)</td>
<td align="left" valign="top">Italy</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">170</td>
<td align="center" valign="top">41.17&#x202F;&#x00B1;&#x202F;5.23<break/>40.51&#x202F;&#x00B1;&#x202F;5.59</td>
<td align="left" valign="top">1. pregnancy<break/>2. after delivery</td>
<td align="center" valign="top">BSQ</td>
<td align="center" valign="top">T1: 69&#x202F;&#x00B1;&#x202F;33.42<break/>T2: 96.18&#x202F;&#x00B1;&#x202F;47.3</td>
<td align="left" valign="top">pregnancy: BDI;<break/>After Delivery: EPDS</td>
<td align="center" valign="top">T1: 9.194&#x202F;&#x00B1;&#x202F;7.108<break/>T2: 17.52&#x202F;&#x00B1;&#x202F;6.56</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic>:<break/>1. Body Image and Depression in Pregnancy:<break/><italic>r</italic> =&#x202F;0.328, <italic>p</italic>&#x003C;0.05<break/>2. Body Image and Depression after Delivery:<break/><italic>r</italic> =&#x202F;0.354, <italic>p</italic>&#x003C;0.05</td>
<td/>
<td align="left" valign="top">4 middle</td>
</tr>
<tr>
<td align="left" valign="top">Lorraine Walker (2002) (<xref ref-type="bibr" rid="ref52">52</xref>)</td>
<td align="left" valign="top">USA</td>
<td align="left" valign="top">Longitudinal</td>
<td align="center" valign="top">283</td>
<td align="center" valign="top">Anglo/White: 22.8&#x202F;&#x00B1;&#x202F;4.4<break/>African American:<break/>22.2&#x202F;&#x00B1;&#x202F;3.8<break/>Hispanic:<break/>21.9&#x202F;&#x00B1;&#x202F;3.4</td>
<td align="left" valign="top">1. after delivery<break/>2. 6&#x202F;weeks postpartum</td>
<td align="center" valign="top">BCS</td>
<td align="center" valign="top">T1: 68.6&#x202F;&#x00B1;&#x202F;19.0<break/>T2: 68.9&#x202F;&#x00B1;&#x202F;18.2</td>
<td align="left" valign="top">CES-D</td>
<td align="center" valign="top">T1: 22.4&#x202F;&#x00B1;&#x202F;10.2<break/>T2: 20.2&#x202F;&#x00B1;&#x202F;11.2</td>
<td align="left" valign="top">Pearson&#x2019;s r:<break/>1. Body Image and Depression after Delivery:<break/>0.34, <italic>p</italic> &#x003C;&#x202F;0.001<break/>2. Body Image after Delivery and Depression at 6&#x202F;Weeks Postpartum:<break/><italic>r</italic> =&#x202F;0.19, <italic>p</italic> &#x003C;&#x202F;0.01<break/>3. Body Image at 6&#x202F;Weeks Postpartum and Depression after Delivery:<break/><italic>r</italic> =&#x202F;0.28, <italic>p</italic> &#x003C;&#x202F;0.001<break/>4. Body Image and depression at 6&#x202F;Weeks Postpartum:<break/><italic>r</italic> =&#x202F;0.3, <italic>p</italic> &#x003C;&#x202F;0.001</td>
<td/>
<td align="left" valign="top">6 middle</td>
</tr>
<tr>
<td align="left" valign="top">Robyn Birkeland (2005) (<xref ref-type="bibr" rid="ref53">53</xref>)</td>
<td align="left" valign="top">USA</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">149</td>
<td align="center" valign="top">17&#x202F;&#x00B1;&#x202F;1.03</td>
<td align="left" valign="top">3&#x2013;12&#x202F;months postpartum</td>
<td align="center" valign="top">EDI</td>
<td align="center" valign="top">14.22&#x202F;&#x00B1;&#x202F;6.1</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">9.65&#x202F;&#x00B1;&#x202F;5.40</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;0.29, <italic>p</italic>&#x003C;0.01</td>
<td/>
<td align="left" valign="top">4 middle</td>
</tr>
<tr>
<td align="left" valign="top">Abigail Clark (2009) (<xref ref-type="bibr" rid="ref57">57</xref>)</td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">Longitudinal</td>
<td align="center" valign="top">116</td>
<td align="center" valign="top">31.78&#x202F;&#x00B1;&#x202F;3.71</td>
<td align="left" valign="top">1. First Trimester (Retrospective)<break/>2. 17&#x2013;21&#x202F;weeks of pregnancy<break/>3. 32&#x2013;35&#x202F;weeks of pregnancy<break/>4. 6&#x202F;weeks postpartum<break/>5. 6&#x202F;months postpartum<break/>6. 12&#x202F;months postpartum</td>
<td align="center" valign="top">BAQ</td>
<td align="center" valign="top">T1:<break/>BAQ FF:<break/>32.89&#x202F;&#x00B1;&#x202F;10.19<break/>BAQ Attr:<break/>18.01&#x202F;&#x00B1;&#x202F;2.89<break/>BAQ Sal:<break/>12.29&#x202F;&#x00B1;&#x202F;4.14<break/>BAQ SFit:<break/>20.56&#x202F;&#x00B1;&#x202F;4.60<break/>T2:<break/>BAQ FF:<break/>32.71&#x202F;&#x00B1;&#x202F;10.77<break/>BAQ Attr:<break/>17.55&#x202F;&#x00B1;&#x202F;3.31<break/>BAQ Sal:<break/>11.68&#x202F;&#x00B1;&#x202F;3.87<break/>BAQ SFit:<break/>18.66&#x202F;&#x00B1;&#x202F;4.17<break/>T3:<break/>BAQ FF:<break/>29.63&#x202F;&#x00B1;&#x202F;9.70<break/>BAQ Attr:<break/>10.34&#x202F;&#x00B1;&#x202F;3.08<break/>BAQ Sal:<break/>12.61&#x202F;&#x00B1;&#x202F;1.92<break/>BAQ SFit:<break/>19.26&#x202F;&#x00B1;&#x202F;4.29<break/>T4:<break/>BAQ FF:<break/>36.34&#x202F;&#x00B1;&#x202F;11.27<break/>BAQ Attr:<break/>17.90&#x202F;&#x00B1;&#x202F;3.50<break/>BAQ Sal:<break/>11.63&#x202F;&#x00B1;&#x202F;4.15<break/>BAQ SFit:<break/>19.93&#x202F;&#x00B1;&#x202F;4.23<break/>T5:<break/>BAQ FF:<break/>37.45&#x202F;&#x00B1;&#x202F;11.97<break/>BAQ Attr:<break/>17.39&#x202F;&#x00B1;&#x202F;3.68<break/>BAQ Sal:<break/>12.25&#x202F;&#x00B1;&#x202F;4.55<break/>BAQ SFit:<break/>20.39&#x202F;&#x00B1;&#x202F;4.72</td>
<td align="left" valign="top">BDI</td>
<td align="center" valign="top">T2.3.15&#x202F;&#x00B1;&#x202F;2.58<break/>T3.3.96&#x202F;&#x00B1;&#x202F;3.63<break/>T4.3.29&#x202F;&#x00B1;&#x202F;2.88<break/>T5.3.23&#x202F;&#x00B1;&#x202F;3.21<break/>T6.2.86&#x202F;&#x00B1;&#x202F;2.75</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic>:<break/>T1:<break/>BAQ FF: 0.34, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Attr: &#x2212;0.36, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ SFit: &#x2212;0.36, <italic>p</italic> &#x003C;&#x202F;0.01<break/>T2:<break/>BAQ FF: 0.31, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Attr: &#x2212;0.44, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Sal: 0.23, <italic>p</italic> &#x003C;&#x202F;0.05;<break/>BAQ SFit: &#x2212;0.30, <italic>p</italic> &#x003C;&#x202F;0.05<break/>T3:<break/>BAQ FF: 0.43, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Attr: &#x2212;0.44, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Sal: 0.42, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ SFit: &#x2212;0.41, <italic>p</italic> &#x003C;&#x202F;0.01<break/>T4:<break/>BAQ FF: 0.38, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Attr: &#x2212;0.54, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Sal: 0.36, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ SFit: &#x2212;0.35, <italic>p</italic> &#x003C;&#x202F;0.01<break/>T5:<break/>BAQ FF: 0.39, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Attr: &#x2212;0.46, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Sal: 0.37, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ SFit: &#x2212;0.37, <italic>p</italic> &#x003C;&#x202F;0.01</td>
<td/>
<td align="left" valign="top">5 middle</td>
</tr>
<tr>
<td align="left" valign="top">Joanne Phillips (2013) (<xref ref-type="bibr" rid="ref58">58</xref>)</td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">Longitudinal</td>
<td align="center" valign="top">126</td>
<td align="center" valign="top">31.00&#x202F;&#x00B1;&#x202F;4.11</td>
<td align="left" valign="top">1. 3&#x202F;months postpartum<break/>2. 6&#x202F;months postpartum<break/>3. 9&#x202F;months postpartum</td>
<td align="center" valign="top">BAQ</td>
<td align="center" valign="top">T1:<break/>BAQ FF:<break/>39.60&#x202F;&#x00B1;&#x202F;10.28<break/>BAQ Attr:<break/>15.92&#x202F;&#x00B1;&#x202F;3.16<break/>BAQ Sal:<break/>12.78&#x202F;&#x00B1;&#x202F;3.91<break/>BAQ SFit:<break/>18.00&#x202F;&#x00B1;&#x202F;2.62<break/>T2:<break/>BAQ FF:<break/>36.28&#x202F;&#x00B1;&#x202F;10.16<break/>BAQ Attr:<break/>15.98&#x202F;&#x00B1;&#x202F;2.77<break/>BAQ Sal:<break/>12.02&#x202F;&#x00B1;&#x202F;3.63<break/>BAQ SFit:<break/>19.04&#x202F;&#x00B1;&#x202F;3.33</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">T1: 6.63&#x202F;&#x00B1;&#x202F;4.31<break/>T2: 9.16&#x202F;&#x00B1;&#x202F;4.65</td>
<td align="left" valign="top">Pearson&#x2019;s r:<break/>T1:<break/>BAQ FF: 0.31, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Attr: &#x2212;0.44, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Sal: 0.19, <italic>p</italic> &#x003C;&#x202F;0.05;<break/>BAQ SFit: &#x2212;0.33, <italic>p</italic> &#x003C;&#x202F;0.01<break/>T2:<break/>BAQ FF: 0.29, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Attr: &#x2212;0.37, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Sal: 0.31, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ SFit: &#x2212;0.36, <italic>p</italic> &#x003C;&#x202F;0.01</td>
<td/>
<td align="left" valign="top">5 middle</td>
</tr>
<tr>
<td align="left" valign="top">Rhian Collings (2018) (<xref ref-type="bibr" rid="ref59">59</xref>)</td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">Longitudinal</td>
<td align="center" valign="top">178</td>
<td align="center" valign="top">19&#x2013;25: 9.9%<break/>26&#x2013;29: 26.9%<break/>30&#x2013;34: 39.5%<break/>35&#x2013;39: 20.5%<break/>40&#x2013;43: 2.5%<break/>(Proportion of Each Age Group)</td>
<td align="left" valign="top">T1: First trimester (16.97&#x202F;&#x00B1;&#x202F;1.35&#x202F;Weeks)<break/>T2: Third trimester (33.33&#x202F;&#x00B1;&#x202F;2.05&#x202F;weeks)<break/>T3: 12&#x202F;months postpartum (53.12&#x202F;&#x00B1;&#x202F;3.34&#x202F;weeks)</td>
<td align="center" valign="top">BAQ</td>
<td align="center" valign="top">T2:<break/>BAQ FF:<break/>28.17&#x202F;&#x00B1;&#x202F;8.02<break/>BAQ Attr:<break/>13.03&#x202F;&#x00B1;&#x202F;1.93<break/>BAQ Sal:<break/>12.61&#x202F;&#x00B1;&#x202F;1.92<break/>BAQ SFit:<break/>17.49&#x202F;&#x00B1;&#x202F;2.67<break/>T3:<break/>BAQ FF:<break/>33.78&#x202F;&#x00B1;&#x202F;10.13<break/>BAQ Attr:<break/>15.39&#x202F;&#x00B1;&#x202F;2.81<break/>BAQ Sal:<break/>13.43&#x202F;&#x00B1;&#x202F;2.58<break/>BAQ SFit:<break/>16.44&#x202F;&#x00B1;&#x202F;2.76</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">T2: 18.45&#x202F;&#x00B1;&#x202F;2.31<break/>T3: 18.82&#x202F;&#x00B1;&#x202F;2.06</td>
<td align="left" valign="top">Pearson&#x2019;s r:<break/>T2:<break/>BAQ FF: &#x2212;0.24, <italic>p</italic> &#x003C;&#x202F;0.05;<break/>BAQ Sal: &#x2212;0.27, <italic>p</italic> &#x003C;&#x202F;0.05;<break/>T3:<break/>BAQ FF: 0.23, <italic>p</italic> &#x003C;&#x202F;0.05;<break/>BAQ Attr: &#x2212;0.32, <italic>p</italic> &#x003C;&#x202F;0.05;<break/>BAQ Sal: 0.20, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ SFit: &#x2212;0.30, <italic>p</italic> &#x003C;&#x202F;0.05</td>
<td/>
<td align="left" valign="top">5 middle</td>
</tr>
<tr>
<td align="left" valign="top">Sofia Rallis (2007) (<xref ref-type="bibr" rid="ref63">63</xref>)</td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">Longitudinal</td>
<td align="center" valign="top">79</td>
<td align="center" valign="top">32.45&#x202F;&#x00B1;&#x202F;3.76</td>
<td align="left" valign="top">1. First 3&#x202F;months of pregnancy<break/>2. 32&#x2013;39&#x202F;weeks of pregnancy<break/>3. 6&#x202F;weeks postpartum<break/>4. 6&#x202F;months postpartum<break/>5. 12&#x202F;months postpartum</td>
<td align="center" valign="top">BAQ</td>
<td align="center" valign="top">T1:<break/>BAQ FF:<break/>33.84 9.30<break/>BAQ Attr:<break/>18.01 2.55<break/>BAQ Sal:<break/>12.29 3.90<break/>BAQ SFit:<break/>21.42&#x202F;&#x00B1;&#x202F;4.26</td>
<td align="left" valign="top">BDI</td>
<td align="center" valign="top">T4: 3.16&#x202F;&#x00B1;&#x202F;3.14</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic> (Body Image in the First 3&#x202F;Months of Pregnancy and Depression at 6&#x202F;Months Postpartum):<break/>BAQ FF: 0.24, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Attr: 0.29, <italic>p</italic> &#x003C;&#x202F;0.05; <break/>BAQ Sal: 0.13, <italic>p</italic> &#x003E;&#x202F;0.05; <break/>BAQ SFit: &#x2212;0.34, <italic>p</italic> &#x003C;&#x202F;0.05</td>
<td align="center" valign="top">BAQ FF:<break/>0.25, <italic>p</italic> &#x003C;&#x202F;0.01;<break/>BAQ Attr:<break/>0.30, <italic>p</italic> &#x003C;&#x202F;0.05;<break/>BAQ Sal:<break/>0.14, <italic>p</italic> &#x003C;&#x202F;0.05;<break/>BAQ SFit:<break/>&#x2212;0.35, <italic>p</italic> &#x003C;&#x202F;0.05</td>
<td align="left" valign="top">4 middle</td>
</tr>
<tr>
<td align="left" valign="top">Eliza Hartley (2018) (<xref ref-type="bibr" rid="ref64">64</xref>)</td>
<td align="left" valign="top">Australia</td>
<td align="left" valign="top">Longitudinal</td>
<td align="center" valign="top">364</td>
<td align="center" valign="top">31.0&#x202F;&#x00B1;&#x202F;4.6</td>
<td align="left" valign="top">1.6&#x2013;10&#x202F;weeks of pregnancy<break/>2. 3&#x202F;months postpartum<break/>3. 6&#x202F;months postpartum<break/>4. 12&#x202F;months postpartum</td>
<td align="center" valign="top">BAQ</td>
<td align="center" valign="top">/</td>
<td align="left" valign="top">EPDS</td>
<td align="center" valign="top">T2: 6.0&#x202F;&#x00B1;&#x202F;4.3<break/>T3: 5.9&#x202F;&#x00B1;&#x202F;4.6<break/>T4: 5.0&#x202F;&#x00B1;&#x202F;4.1</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic> (3&#x202F;Months Postpartum):<break/>BAQ FF: <italic>r</italic> =&#x202F;0.18, <italic>p</italic>&#x003C;0.01;<break/>BAQ Attr: <italic>r</italic> =&#x202F;&#x2212;0.4, <italic>p</italic>&#x003C;0.01;<break/>BAQ Sal: <italic>r</italic> =&#x202F;0.16, <italic>p</italic>&#x003C;0.05;<break/>BAQ SFit: <italic>r</italic> =&#x202F;&#x2212;0.31, <italic>p</italic>&#x003C;0.01</td>
<td/>
<td align="left" valign="top">7<break/>middle</td>
</tr>
<tr>
<td align="left" valign="top">Rachel F. Rodgers (2018) (<xref ref-type="bibr" rid="ref60">60</xref>)</td>
<td align="left" valign="top">USA</td>
<td align="left" valign="top">Cross-sectional</td>
<td align="center" valign="top">151</td>
<td align="center" valign="top">32.77&#x202F;&#x00B1;&#x202F;4.47</td>
<td align="left" valign="top">6&#x202F;months postpartum</td>
<td align="center" valign="top">EDI</td>
<td align="center" valign="top">29.87&#x202F;&#x00B1;&#x202F;6.88</td>
<td align="left" valign="top">DASS</td>
<td align="center" valign="top">32.75&#x202F;&#x00B1;&#x202F;8.87</td>
<td align="left" valign="top">Pearson&#x2019;s <italic>r</italic>:<break/><italic>r</italic> =&#x202F;0.27, <italic>p</italic>&#x003C;0.01</td>
<td/>
<td align="left" valign="top">5 middle</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec20">
<label>3.3</label>
<title>Quality assessment results</title>
<p>The quality of the 28 included studies was assessed using the 11-item AHRQ checklist. Of the 28 studies, 2 studies were rated as low quality (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref66">66</xref>), and the remaining 26 were rated as moderate quality (<xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref48 ref49 ref50 ref51 ref52 ref53 ref54 ref55 ref56 ref57 ref58 ref59 ref60 ref61 ref62 ref63 ref64">48&#x2013;64</xref>, <xref ref-type="bibr" rid="ref67 ref68 ref69 ref70 ref71 ref72 ref73">67&#x2013;73</xref>). No high-quality studies were identified. None of the studies described measures taken to ensure data quality and/or control for confounding factors, resulting in a score of 0 for these items. Among the 11 longitudinal studies, all except two (<xref ref-type="bibr" rid="ref52">52</xref>, <xref ref-type="bibr" rid="ref58">58</xref>) described the completeness of follow-up data. Three studies did not report participant response rates or data collection completeness (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref70">70</xref>). Detailed quality assessment scores for each study are presented in <xref ref-type="table" rid="tab1">Table 1</xref> and <xref rid="SM1" ref-type="supplementary-material">Supplementary Table 1</xref>.</p>
</sec>
<sec id="sec21">
<label>3.4</label>
<title>Meta-analysis results</title>
<p>Subgroup analyses were conducted based on the timing of outcome measurement and the scoring direction of body image measurement tools. For studies using the BAQ, subgroup analyses were performed for its four dimensions (Feeling Fat, FF; Strength and Fitness, SFit; Salience of Weight and Shape, Sal; Attractiveness, Attr). The overall forest plot for all meta-analyses is shown in <xref ref-type="fig" rid="fig2">Figures 2</xref>, <xref ref-type="fig" rid="fig3">3</xref>.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Forest plots for the pregnancy period subgroup.</p>
</caption>
<graphic xlink:href="fpubh-13-1655639-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Forest plot illustrating meta-analysis subgroup data. Each subgroup lists studies with Fisher&#x2019;s Z values, standard errors, weights, and ninety-five percent confidence intervals. Plot includes red squares proportional to study weight and black diamonds for subtotal effects. Subgroups are: Reverse Scoring Scales, Forward Scoring Scales, FF, Attr, 5 Fail, 5 Fit, with heterogeneity statistics below each. Overall heterogeneity is high, with I&#x00B2; at 99.3%.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Forest plots for the postpartum period subgroup.</p>
</caption>
<graphic xlink:href="fpubh-13-1655639-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Forest plot displaying the meta-analysis results for various studies and subgroups. It shows Fisher's Z values, standard errors, and weights for each study. Subgroups include reverse scoring scales, FF, Atr, Sal, and SFit. Each subgroup has a subtotal with a confidence interval and statistical heterogeneity results. The plot includes red squares representing individual study estimates and black diamonds indicating pooled estimates for subgroups, demonstrating overall effects.</alt-text>
</graphic>
</fig>
<sec id="sec22">
<label>3.4.1</label>
<title>Correlation between body image and depression symptoms during pregnancy</title>
<p>Reverse-Scoring Body Image Scales (BIPS, BCS, BSQ, EDI, BUMPs, BICI): A meta-analysis of 9 studies (<xref ref-type="bibr" rid="ref48">48</xref>, <xref ref-type="bibr" rid="ref51">51</xref>, <xref ref-type="bibr" rid="ref54">54</xref>, <xref ref-type="bibr" rid="ref62">62</xref>, <xref ref-type="bibr" rid="ref65">65</xref>, <xref ref-type="bibr" rid="ref67">67</xref>, <xref ref-type="bibr" rid="ref70 ref71 ref72">70&#x2013;72</xref>) using a random-effects model showed the following results: summary Fisher&#x2019;s <italic>Z</italic>&#x202F;=&#x202F;0.35 (95% CI: 0.24, 0.47; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), <italic>I</italic><sup>2</sup>&#x202F;=&#x202F;87% (high heterogeneity), summary <italic>r</italic>&#x202F;=&#x202F;0.34 (95% CI: 0.24, 0.44). The effect size was statistically significant, indicating a moderate positive correlation between body dissatisfaction and depression during pregnancy.</p>
<p>Forward-Scoring Body Image Scales (BPSS, BIS, BASS): A meta-analysis of 4 studies (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref56">56</xref>, <xref ref-type="bibr" rid="ref68">68</xref>) using a random-effects model showed the following results: summary Fisher&#x2019;s <italic>Z</italic>&#x202F;=&#x202F;&#x2212;0.35 (95% CI: &#x2212;0.39, &#x2212;0.31; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), <italic>I</italic><sup>2</sup>&#x202F;=&#x202F;10% (low heterogeneity), summary <italic>r</italic>&#x202F;=&#x202F;&#x2212;0.34 (95% CI: &#x2212;0.37, &#x2212;0.30). The effect size was statistically significant, indicating a moderate negative correlation between body satisfaction and depression during pregnancy.</p>
<p>BAQ Subgroup Analysis: After excluding outliers (details in Section 3.5 Sensitivity Analysis), the meta-results of 3 studies (<xref ref-type="bibr" rid="ref55">55</xref>, <xref ref-type="bibr" rid="ref57">57</xref>, <xref ref-type="bibr" rid="ref66">66</xref>) were as follows:</p>
<p>FF: summary Fisher&#x2019;s <italic>Z</italic>&#x202F;=&#x202F;0.35 (95% CI: 0.29, 0.42; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), <italic>I</italic><sup>2</sup>&#x202F;=&#x202F;0%, summary <italic>r</italic>&#x202F;=&#x202F;0.34 (95% CI: 0.28, 0.40);</p>
<p>Attr: summary Fisher&#x2019;s <italic>Z</italic>&#x202F;=&#x202F;&#x2212;0.38 (95% CI: &#x2212;0.45, &#x2212;0.32; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), <italic>I</italic><sup>2</sup>&#x202F;=&#x202F;0%, summary <italic>r</italic>&#x202F;=&#x202F;&#x2212;0.36 (95% CI: &#x2212;0.42, &#x2212;0.31);</p>
<p>Sal: summary Fisher&#x2019;s <italic>Z</italic>&#x202F;=&#x202F;0.32 (95% CI: 0.25, 0.38; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), <italic>I</italic><sup>2</sup>&#x202F;=&#x202F;0%, summary <italic>r</italic>&#x202F;=&#x202F;0.31 (95% CI: 0.25, 0.36);</p>
<p>SFit: summary Fisher&#x2019;s <italic>Z</italic>&#x202F;=&#x202F;&#x2212;0.33 (95% CI: &#x2212;0.39, &#x2212;0.27; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), <italic>I</italic><sup>2</sup>&#x202F;=&#x202F;0%, summary <italic>r</italic>&#x202F;=&#x202F;&#x2212;0.32 (95% CI: &#x2212;0.37, &#x2212;0.26).</p>
<p>All dimensions showed statistically significant effect sizes with low heterogeneity. Perceptions of fatness and weight/shape were moderately positively correlated with depression, while perceptions of strength, fitness, and attractiveness were moderately negatively correlated with depression.</p>
</sec>
<sec id="sec23">
<label>3.4.2</label>
<title>Correlation between body image and depression symptoms during postpartum</title>
<p>Only one article (<xref ref-type="bibr" rid="ref49">49</xref>) used a forward-scoring scale; a descriptive analysis was performed directly: this study reported a negative correlation between body satisfaction and postpartum depressive symptoms.</p>
<p>Reverse-Scoring Body Image Scales (BIPS, BCS, BSQ, EDI, BUMPs, BICI): A meta-analysis of 6 studies (<xref ref-type="bibr" rid="ref50">50</xref>, <xref ref-type="bibr" rid="ref52">52</xref>, <xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref60">60</xref>, <xref ref-type="bibr" rid="ref61">61</xref>, <xref ref-type="bibr" rid="ref70">70</xref>) using a random-effects model showed the following results: summary Fisher&#x2019;s <italic>Z</italic>&#x202F;=&#x202F;0.36 (95% CI: 0.27, 0.46; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), <italic>I</italic><sup>2</sup>&#x202F;=&#x202F;79% (high heterogeneity), summary <italic>r</italic>&#x202F;=&#x202F;0.35 (95% CI: 0.26, 0.43). The effect size was statistically significant, indicating a moderate positive correlation between body dissatisfaction and depression during the postpartum period.</p>
<p>BAQ Subgroup Analysis: The meta-results of 4 studies (<xref ref-type="bibr" rid="ref57 ref58 ref59">57&#x2013;59</xref>, <xref ref-type="bibr" rid="ref64">64</xref>) were as follows:</p>
<p>FF: summary Fisher&#x2019;s <italic>Z</italic>&#x202F;=&#x202F;0.31 (95% CI: 0.23, 0.40; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), <italic>I</italic><sup>2</sup>&#x202F;=&#x202F;46% (moderate heterogeneity), summary <italic>r</italic>&#x202F;=&#x202F;0.30 (95% CI: 0.23, 0.38);</p>
<p>Attr: summary Fisher&#x2019;s <italic>Z</italic>&#x202F;=&#x202F;&#x2212;0.44 (95% CI: &#x2212;0.50, &#x2212;0.38; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), <italic>I</italic><sup>2</sup>&#x202F;=&#x202F;2%, summary <italic>r</italic>&#x202F;=&#x202F;&#x2212;0.41 (95% CI: &#x2212;0.46, &#x2212;0.36);</p>
<p>Sal: summary Fisher&#x2019;s <italic>Z</italic>&#x202F;=&#x202F;0.28 (95% CI: 0.20, 0.37; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), <italic>I</italic><sup>2</sup>&#x202F;=&#x202F;52% (moderate heterogeneity), summary <italic>r</italic>&#x202F;=&#x202F;0.27 (95% CI: 0.20, 0.35);</p>
<p>SFit: summary Fisher&#x2019;s <italic>Z</italic>&#x202F;=&#x202F;&#x2212;0.35 (95% CI: &#x2212;0.41, &#x2212;0.29; <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), <italic>I</italic><sup>2</sup>&#x202F;=&#x202F;0%, summary <italic>r</italic>&#x202F;=&#x202F;&#x2212;0.34 (95% CI: &#x2212;0.39, &#x2212;0.28).</p>
<p>All dimensions showed statistically significant effect sizes, with moderate heterogeneity for FF and Sal dimensions and low heterogeneity for Attr and SFit dimensions. Perceptions of fatness and weight/shape were moderately positively correlated with depression, while perceptions of strength, fitness, and attractiveness were moderately negatively correlated with depression.</p>
</sec>
</sec>
<sec id="sec24">
<label>3.5</label>
<title>Sensitivity analysis</title>
<p>Sensitivity analysis using the leave-one-out method showed that the overall meta-results were robust, and it was not performed for the &#x201C;pre-pregnancy body image and depression symptoms in pregnancy&#x201D; subgroup due to the small number of included studies (<italic>n</italic> =&#x202F;2). The rest of the detailed results are presented in <xref rid="SM1" ref-type="supplementary-material">Supplementary Tables 2.1, 2.2</xref>.</p>
<p>For the FF and Sal dimensions of the BAQ during pregnancy, excluding the study by Rhian Collings (<xref ref-type="bibr" rid="ref59">59</xref>), significantly reduced heterogeneity (FF: I<sup>2</sup> from 90 to 0%; Sal: <italic>I</italic><sup>2</sup> from 91 to 0%) and altered the effect sizes (FF: from 0.27 [0.10, 0.45] to 0.30 [0.29, 0.42]; Sal: from 0.22 [0.02, 0.41] to 0.32 [0.25, 0.38]). Given the negative effect size in this study, contrary to the rest of the studies, combined with the sensitivity analysis results, the data from this study was classified as an outlier and excluded from the final analysis.</p>
</sec>
<sec id="sec25">
<label>3.6</label>
<title>Publication bias assessment</title>
<p>Funnel plots and the trim-and-fill method were used to assess publication bias. Publication bias analysis was not performed for the &#x201C;pre-pregnancy body image and depression symptoms during pregnancy&#x201D; subgroup (<italic>n</italic> =&#x202F;2, insufficient for reliable funnel plot interpretation). No significant publication bias was observed for the pregnancy subgroups (0&#x2013;2 missing studies). There was a slight publication bias in the postpartum subgroups (particularly for the FF dimension), which may limit the interpretation of results. The funnel plots and the results of the trim-and-fill method are provided in <xref ref-type="fig" rid="fig4">Figure 4</xref> and <xref rid="SM1" ref-type="supplementary-material">Supplementary Table 3</xref>.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>The funnel plots of each subgroup.</p>
</caption>
<graphic xlink:href="fpubh-13-1655639-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Ten funnel plots compare observed outcomes and standard errors across pregnancy and postpartum conditions, labeled as Forward, Reverse, FF, Attr, Sal, and SFit. Each plot shows a symmetrical distribution with data points inside, representing different studies or data values.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec26">
<label>4</label>
<title>Discussion</title>
<p>This meta-analysis synthesized 28 studies to quantify the association between body image and perinatal depression, addressing a critical gap in prior quantitative synthesis. The results indicate a significant, moderate association between body image and perinatal depression, which is consistent with multiple previous studies and narrative reviews (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref23 ref24 ref25">23&#x2013;25</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref29">29</xref>, <xref ref-type="bibr" rid="ref74">74</xref>). Women who are more satisfied with their body image are less likely to have depression during pregnancy and postpartum, reinforcing body image disturbance as an important risk factor for perinatal depression. This study extends prior work by explicitly testing for stage-specific differences. Although previous studies suggest that postpartum women experience less protective body image compared to pregnancy and are more susceptible to pressures of achieving an ideal postpartum body shape (<xref ref-type="bibr" rid="ref13">13</xref>), our analysis did not find a significant difference between stages (<xref ref-type="table" rid="tab2">Table 2</xref>). To ensure that our findings reflect the most up-to-date evidence, we conducted a supplementary search in September 2025 for studies published after our original search period (up to December 2024). This additional search did not identify any eligible studies.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Summary of meta-analysis subgroup results.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Period</th>
<th align="left" valign="top">Subgroup</th>
<th align="center" valign="top">No. of studies</th>
<th align="center" valign="top">Effect size (r) (95% CI)</th>
<th align="center" valign="top">
<italic>p</italic>
</th>
<th align="center" valign="top">I<sup>2</sup></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="6">Pregnancy</td>
<td align="left" valign="middle">Reverse Scoring Scales</td>
<td align="center" valign="middle">9</td>
<td align="center" valign="middle">0.34 (0.24, 0.44)</td>
<td align="center" valign="middle">&#x003C; 0.01</td>
<td align="center" valign="middle">87%</td>
</tr>
<tr>
<td align="left" valign="middle">Forward Scoring Scales</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">&#x2212;0.34 (&#x2212;0.37, &#x2212;0.30)</td>
<td align="center" valign="middle">&#x003C; 0.01</td>
<td align="center" valign="middle">10%</td>
</tr>
<tr>
<td align="left" valign="middle">BAQ (FF)</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">0.34 (0.28, 0.40)</td>
<td align="center" valign="middle">&#x003C; 0.01</td>
<td align="center" valign="middle">0%</td>
</tr>
<tr>
<td align="left" valign="middle">BAQ (Attr)</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">&#x2212;0.36 (&#x2212;0.42, &#x2212;0.31)</td>
<td align="center" valign="middle">&#x003C; 0.01</td>
<td align="center" valign="middle">0%</td>
</tr>
<tr>
<td align="left" valign="middle">BAQ (Sal)</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">0.31 (0.25, 0.36)</td>
<td align="center" valign="middle">&#x003C; 0.01</td>
<td align="center" valign="middle">0%</td>
</tr>
<tr>
<td align="left" valign="middle">BAQ (SFit)</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">&#x2212;0.32 (&#x2212;0.37, &#x2212;0.26)</td>
<td align="center" valign="middle">&#x003C; 0.01</td>
<td align="center" valign="middle">0%</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="5">Postpartum</td>
<td align="left" valign="middle">Reverse Scoring Scales</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">0.35 (0.26, 0.43)</td>
<td align="center" valign="middle">&#x003C; 0.01</td>
<td align="center" valign="middle">79%</td>
</tr>
<tr>
<td align="left" valign="middle">BAQ (FF)</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">0.30 (0.23, 0.38)</td>
<td align="center" valign="middle">&#x003C; 0.01</td>
<td align="center" valign="middle">46%</td>
</tr>
<tr>
<td align="left" valign="middle">BAQ (Attr)</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">&#x2212;0.41 (&#x2212;0.46, &#x2212;0.36)</td>
<td align="center" valign="middle">&#x003C; 0.01</td>
<td align="center" valign="middle">2%</td>
</tr>
<tr>
<td align="left" valign="middle">BAQ (Sal)</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">0.27 (0.20, 0.35)</td>
<td align="center" valign="middle">&#x003C; 0.01</td>
<td align="center" valign="middle">52%</td>
</tr>
<tr>
<td align="left" valign="middle">BAQ (SFit)</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">&#x2212;0.34 (&#x2212;0.39, &#x2212;0.28)</td>
<td align="center" valign="middle">&#x003C; 0.01</td>
<td align="center" valign="middle">0%</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Subgroup analyses were conducted using a random-effects model.</p>
</table-wrap-foot>
</table-wrap>
<p>Subgroup analyses provided additional insights. Reverse-scored tools (pregnancy and postpartum) showed a significant positive correlation between body dissatisfaction and depression symptoms. Forward-scored tools (during pregnancy) indicated a significant negative correlation between body image satisfaction and depression symptoms. BAQ subgroup analysis further revealed dimension-specific differences in body image: perception of body fat (FF), salience of weight and body shape (Sal) showed positive correlations with depression, while perception of body attractiveness (Attr) and physical strength and fitness (SFit) correlated negatively. The subgroup analyzing pre-pregnancy body image and depression symptoms during pregnancy showed the same results, but with only 2 included studies (no sensitivity/publication bias analyses).</p>
<p>Body image disturbance may contribute to depression via various psychological and social pathways. Psychologically, body dissatisfaction may directly reduce self-esteem and self-worth, creating a vicious cycle where low self-esteem exacerbates negative feelings about appearance and attractiveness (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref75">75</xref>). Additionally, depressive symptoms such as guilt, worthlessness, and hopelessness, as well as rumination and catastrophic thinking, can further amplify focus on perceived bodily &#x201C;flaws,&#x201D; deepening this cycle (<xref ref-type="bibr" rid="ref76">76</xref>). In terms of social factors, exposure to idealized slimness can negatively affect body image and mood, while positive portrayals of bodily changes offer protection (<xref ref-type="bibr" rid="ref77 ref78 ref79">77&#x2013;79</xref>). Social support, particularly from partners, is also critical&#x2014;receiving positive feedback on their bodies from partners is an overwhelmingly positive experience for women, and those whose partners are delighted with their body shape tend to show greater body satisfaction (<xref ref-type="bibr" rid="ref80">80</xref>, <xref ref-type="bibr" rid="ref81">81</xref>). Family involvement more broadly may help reduce societal pressures and promote healthier adjustment to bodily changes.</p>
<p>Therefore, body image could be considered as part of prenatal mental health screening, and the assessment may be an effective tool for early identification of perinatal depression (<xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref29">29</xref>). However, less than one-third of professionals assess or discuss body image in routine prenatal care (<xref ref-type="bibr" rid="ref82">82</xref>, <xref ref-type="bibr" rid="ref83">83</xref>), and nearly 20% of women report weight-related stigma in healthcare settings (<xref ref-type="bibr" rid="ref84">84</xref>). As a result, a growing number of studies are calling for increased training for healthcare professionals to provide more specialized support for pregnant women (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref85">85</xref>, <xref ref-type="bibr" rid="ref86">86</xref>), especially since over 80% of women are willing to participate in body image-focused programs (<xref ref-type="bibr" rid="ref19">19</xref>). Prenatal courses and psychological education that emphasize normal physical changes and highlight the body&#x2019;s functionality may help pregnant women reduce excessive concerns about appearance and may therefore represent promising strategies to support maternal mental health (<xref ref-type="bibr" rid="ref87">87</xref>). Although this study provides a theoretical basis for the association between body image and depression during the perinatal period, there are some limitations. First, high heterogeneity in pregnancy (<italic>I</italic><sup>2</sup> =&#x202F;87%) and postpartum (<italic>I</italic><sup>2</sup> =&#x202F;79%) reverse-scoring subgroups, probably due to differences in the measurement tools, which somewhat limits the explanatory power of the results. Second, the small number of studies in some subgroups (e.g., pre-pregnancy body image) affected the generalizability of the results.</p>
<p>This study is the first meta-analysis to quantify the association between body image and perinatal depression, reinforcing the view that body image disturbance is an important risk factor and providing scientific evidence for clinical practice. Future research should adopt longitudinal designs or risk-based metrics (e.g., odds ratios or risk ratios) to more directly quantify the likelihood of perinatal depression associated with body dissatisfaction, thereby offering a clearer understanding of the magnitude of this risk. In addition, future studies should design and implement interventions to improve body image, which may provide new pathways for supporting maternal mental health.</p>
</sec>
<sec sec-type="conclusions" id="sec27">
<label>5</label>
<title>Conclusion</title>
<p>This meta-analysis indicate a significant, moderate association between body image and perinatal depression, highlighting the importance of body image in this period. Early identification and targeted interventions may help reduce the risk of perinatal depression and improve maternal and infant health outcomes. Future research can further explore the mechanisms and develop intervention strategies to support clinical practice.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec28">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref>, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec sec-type="author-contributions" id="sec29">
<title>Author contributions</title>
<p>JH: Conceptualization, Data curation, Formal analysis, Methodology, Writing &#x2013; original draft. XC: Data curation, Formal analysis, Methodology, Writing &#x2013; original draft. BL: Project administration, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec30">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<ack>
<p>We want to thank all the researchers and participants who contributed to this study. Special thanks to our supervisor, Biru Luo, for her invaluable guidance and support throughout the research and manuscript preparation process. We also extend our appreciation to the editors and reviewers for their insightful comments and constructive criticism.</p>
</ack>
<sec sec-type="COI-statement" id="sec31">
<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="sec32">
<title>Generative AI statement</title>
<p>The authors declare that no Gen 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 sec-type="disclaimer" id="sec33">
<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="sec34">
<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.2025.1655639/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fpubh.2025.1655639/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_1.DOCX" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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