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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.2024.1356430</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>HIV-related stigma and associated factors: a systematic review and meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Dessie</surname> <given-names>Zelalem G.</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>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2384260/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/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zewotir</surname> <given-names>Temesgen</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2733895/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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</contrib-group>
<aff id="aff1"><sup>1</sup><institution>College of Science, Bahir Dar University</institution>, <addr-line>Bahir Dar</addr-line>, <country>Ethiopia</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Mathematics, Statistics and Computer Science, University of KwaZulu-Natal</institution>, <addr-line>Durban</addr-line>, <country>South Africa</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Cyrille Delpierre, INSERM Public Health, France</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Cyrus Mugo Wachira, Kenyatta National Hospital, Kenya</p>
<p>Timothy N. Crawford, Wright State University, United States</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Zelalem G. Dessie <email>Zelalem_getahune&#x00040;yahoo.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>07</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1356430</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>06</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2024 Dessie and Zewotir.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Dessie and Zewotir</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>
<title>Background</title>
<p>It has been recognized that HIV-related stigma hinders efforts in testing, treatment, and prevention. In this systematic review, we aimed to summarize available findings on the association between HIV-related stigma and age, social support, educational status, depression, employment status, wealth index, gender, residence, knowledge about HIV, marital status, duration since diagnosis, and disclosure status using a large number of studies.</p>
</sec>
<sec>
<title>Methods</title>
<p>Electronic databases including Scopus, Medline/PubMed, Web of Sciences (WOS), Cochrane Library, Google Scholar, and Open Research Dataset Challenge were systematically searched until 15 April 2023. We included all kinds of HIV-stigma studies, regardless of language, publishing date, or geographic location. The inclusion criteria were met by 40 studies, with a total of 171,627 patients. A mixed-effect model was used to pool estimates and evaluate publication bias, as well as to conduct sensitivity analysis.</p>
</sec>
<sec>
<title>Results</title>
<p>Factors such as older age, social support, greater education, higher socioeconomic status, good knowledge of HIV, and longer years of living with HIV significantly lowered the likelihood of HIV-related stigma. Contrarily, factors such as depression, residing in rural areas, female respondents, and non-disclosure of HIV status were significantly associated with a high risk of HIV-related stigma.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>To combat systemic HIV-associated stigma, it is crucial to develop wholesome and comprehensive social methods by raising community-level HIV awareness. In addition to activism, local economic development is also crucial for creating thriving communities with a strong social fabric.</p>
</sec></abstract>
<kwd-group>
<kwd>Begg&#x00027;s test</kwd>
<kwd>effect size</kwd>
<kwd>Egger&#x00027;s test</kwd>
<kwd>heterogeneity</kwd>
<kwd>funnel plot</kwd>
<kwd>publication bias</kwd>
<kwd>sensitivity analysis</kwd>
</kwd-group>
<counts>
<fig-count count="9"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="79"/>
<page-count count="21"/>
<word-count count="8748"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Life-Course Epidemiology and Social Inequalities in Health</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>HIV-related stigma and discrimination pose significant obstacles to HIV responses. Progress has thus far been stalled by fragmented efforts to fight HIV-related stigma and prejudice (<xref ref-type="bibr" rid="B1">1</xref>). It is important to analyze the various existing measures to derive lessons that can guide future interventions and strengthen the evidence base on HIV-related stigma.</p>
<p>HIV-related stigma is defined by stigmatizing actions such as treating people differently, verbally abusing them, undervaluing them, and rejecting them in social settings (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>). According to the Joint United Nations Programme on HIV/AIDS (UNAIDS), HIV-related stigma is defined as negative attitudes, feelings, and beliefs toward people living with HIV, groups associated with people living with HIV (PLWH), and other important populations at a higher risk of contracting HIV (<xref ref-type="bibr" rid="B1">1</xref>). There are three wars through which people who live with HIV may feel stigmatized: Internalized stigma, anticipated stigma, and enacted stigma (<xref ref-type="bibr" rid="B4">4</xref>). Internalized stigma is the acceptance of unfavorable thoughts, opinions, and sentiments about oneself in relation to one&#x00027;s HIV-positive status (<xref ref-type="bibr" rid="B5">5</xref>). Anticipated stigma is the awareness of unfavorable social attitudes regarding HIV and the expectation that an HIV-positive individual would eventually face prejudice and discrimination (<xref ref-type="bibr" rid="B6">6</xref>). Enacted stigma describes the prejudice that HIV-positive individuals encounter, and it may take the form of violence and marginalization (<xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>Experiences of stigmatization have been linked to poorer quality of life, poorer mental health and wellbeing, and reduced access to care for people with HIV (<xref ref-type="bibr" rid="B8">8</xref>). Numerous studies have emphasized the detrimental effects of HIV-related stigma on those who are living with the virus. For instance, in recent research on HIV-related stigma, stigma was found to be associated with poorer mental health outcomes, including anxiety (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B9">9</xref>), depression (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>), emotional distress (<xref ref-type="bibr" rid="B12">12</xref>), and life satisfaction (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>). Research conducted by Turan et al. (<xref ref-type="bibr" rid="B15">15</xref>) demonstrated that HIV-related stigma within communities can lead individuals living with HIV to internalize stigma and expect stigmatizing encounters, which can subsequently lead to negative health and psychosocial consequences. Furthermore, a meta-analysis by Rueda et al. (<xref ref-type="bibr" rid="B6">6</xref>) found high levels of stigma to be linked to risky sexual behavior, depression, lower medication adherence, reduced use of health and social services, anxiety, negative self-image, poorer quality of life, mental distress, and reduced social support from friends, family, and health services. These findings imply that stigma associated with HIV can have a negative effect on people living with HIV in terms of a variety of health-related outcomes.</p>
<p>Although several studies (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B16">16</xref>&#x02013;<xref ref-type="bibr" rid="B21">21</xref>) have been carried out to identify potential risk factors of HIV-related stigma, there remains a scarcity of research demonstrating the common causes of HIV-related stigma. Numerous studies have investigated various factors associated with HIV-related stigma; however, they have often been confined to specific geographic areas, cases, or characteristics. Therefore, the objective of this study was to evaluate a wide range of HIV-related stigma risk factors by summarizing findings from over 40 scientific research articles.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec>
<title>Study protocol</title>
<p>To investigate the relationship between high levels of HIV-related stigma and age, social support, educational status, depression, employment status, wealth index, gender, residence, knowledge about HIV, marital status, duration since diagnosis, and disclosure status, we followed PRISMA criteria (<xref ref-type="bibr" rid="B22">22</xref>) to perform a meta-analysis of articles identified through our reviews.</p>
</sec>
<sec>
<title>Search strategy</title>
<p>A comprehensive search was conducted until 15 April 2023, across the following electronic databases: EMBASE, Scopus, Medline/PubMed, Web of Sciences (WOS), Google Scholar, Cochrane Library, and Open Research Dataset. The search terms used in the strategy were &#x0201C;HIV-related stigma&#x0201D; and/or &#x0201C;internalized stigma,&#x0201D; &#x0201C;anticipated stigma,&#x0201D; and &#x0201C;enacted stigma.&#x0201D; In addition, the search was limited to studies that considered sociodemographic traits, risk factors, and clinical aspects as possible indicators of high levels of stigma associated with HIV. No restrictions were applied regarding the timing and language of the publications. We downloaded the literature results into EndNote X9 to speed up the screening process and save time.</p>
</sec>
<sec>
<title>Eligibility criteria</title>
<p>The initial search results were evaluated for relevancy using titles and abstracts after removing duplicates. The eligibility requirements were examined in all the studies (<xref ref-type="fig" rid="F1">Figure 1</xref>). The analysis did not include studies without a full text and/or abstract, expert opinion pieces, novels, theses, editorials, or review articles. It also did not include correspondence letters. In addition, we only utilized studies from the eligible literature if they provided odds ratios (ORs) or estimated coefficients (&#x003B2;) together with 95% confidence intervals (CI) for the correlation between risk factors, epidemiological factors, or demographic variables and HIV-related stigma.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Flow chart of the study search and screening process.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-12-1356430-g0001.tif"/>
</fig>
</sec>
<sec>
<title>Assessment for study quality and data extraction</title>
<p>Both authors separately evaluated the downloaded EndNoteX9 search outputs&#x00027; suitability for inclusion. Any disagreements between the authors were resolved through dialogue and consensus. Both extracted information about the sample size, outcome, publication year, author&#x00027;s name, countries, study design, variables (e.g., age, social support, educational status, depression, employment status, wealth index, gender, residence, knowledge about HIV, marital status, duration since diagnosis, and disclosure status), and odds ratios (ORs) or estimated coefficients (&#x003B2;). The authors independently assessed the quality of the methodological approaches of the studies by using the Newcastle&#x02013;Ottawa method (<xref ref-type="bibr" rid="B23">23</xref>). In this method, the comparability of study groups, the evaluation of results, and patient selection were used as three key components to gauge the quality of the studies. Each of the seven domains in the Newcastle&#x02013;Ottawa method was given a score between 3 and 0 (from low to high bias), and the average score was then calculated.</p>
</sec>
<sec>
<title>Instruments</title>
<p>The eligible studies used various measures to assess HV/AIDS stigma, and the most common were the Berger HIV Stigma Scale (<xref ref-type="bibr" rid="B24">24</xref>), the HIV Stigma Measure (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>), and the Internalized HIV Stigma instrument (<xref ref-type="bibr" rid="B27">27</xref>). When studies reported multiple forms of HIV-related stigma, such as internalized stigma, personalized stigma, self-stigma, enacted stigma, and/or aggregated stigma, the finding that was most strongly associated with the outcome was chosen. The tools in the Berger HIV Stigma Scale consist of four subscales: (1) negative self-image, (2) disclosure concerns, (3) public attitudes, and (4) personalized stigma. Each question can be rated based on a 4-point Likert scale (strongly disagree, disagree, agree, and strongly agree). The overall stigma score is dichotomized as &#x0201C;high level of stigma&#x0201D; if the participants&#x00027; score is greater than or equal to the mean score scales, or otherwise &#x0201C;low level of stigma (<xref ref-type="bibr" rid="B24">24</xref>).&#x0201D; Moreover, the adapted 10-item HIV Stigma Scale by Wright et al. (<xref ref-type="bibr" rid="B26">26</xref>) gauges anticipated stigma, personalized stigma, and negative self-image while also generating an overall stigma assessment. Each item employs a 5-point Likert scale, spanning from 1 (&#x0201C;strongly disagree&#x0201D;) to 5 (&#x0201C;strongly agree&#x0201D;). An overall stigma score from 0 to 100 is computed by adjusting each item&#x00027;s values. Based on the mean, both an overall stigma measure and sub-dimensional measures are categorized, which results in a binary assessment of higher or lower stigma levels.</p>
</sec>
<sec>
<title>Statistical analysis</title>
<p>The effect size statistic was defined as the association between HIV-related stigma and covariates. We examined the link between HIV-related stigma and risk factors from peer-reviewed published research using odds ratios (ORs) or estimated coefficients (&#x003B2;) (with 95%CI). We calculated a mixed-effect model, taking into account the anticipated between-study heterogeneity. We calculated Cochran&#x00027;s Q test and the I<sup>2</sup> statistic measure to evaluate the heterogeneity. The Cochran&#x00027;s Q test was employed to ascertain whether there was heterogeneity in effect sizes; a significant Q value indicated heterogeneity as opposed to homogeneity. The I<sup>2</sup> statistic was employed to determine the percentage of the total variance that could be attributable to study heterogeneity (<xref ref-type="bibr" rid="B28">28</xref>). In addition, mild, moderate, and severe conditions were assigned to I<sup>2</sup> levels between 0% and 39%, 40% and 59%, and 60% and 90%, respectively (<xref ref-type="bibr" rid="B28">28</xref>). Funnel plots using Egger&#x00027;s weighted regression test were employed to assess publication bias (<xref ref-type="bibr" rid="B29">29</xref>). A <italic>p</italic>-value of 0.05 was considered statistically significant. For each analysis, STATA version 17 and R-4.3.0 statistical tools were used to calculate the pooled estimate and analyze publication bias.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Search results</title>
<p>Electronic databases [such as Scopus database, Medline/PubMed, EMBASE, Web of Sciences (WOS), Cochrane Library, and Google Scholar] were used to retrieve a total of 498 titles and abstracts. Duplicate records were eliminated, leaving 182 records that might be relevant. After additional screening, 94 full-text articles were used for the eligibility assessment. These were evaluated under the exclusion criteria, and 87 studies were selected for inclusion. From these 87 studies, 18 qualitative studies and 14 studies with missing data were excluded. A total of 15 studies did not include ORs or &#x003B2; and were thus excluded. Consequently, we only included 40 studies that met all the eligibility requirements (see <xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
</sec>
<sec>
<title>Geographical distribution and demographic characteristics</title>
<p>A thorough description of all the chosen studies (<xref ref-type="bibr" rid="B3">3</xref>&#x02013;<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B30">30</xref>&#x02013;<xref ref-type="bibr" rid="B45">45</xref>) is provided in <xref ref-type="table" rid="T1">Table 1</xref>. Most of the studies were released between 2018 and 2022. All the included studies reported a total number of 171,627 patients. Five of them were carried out in the United States, seven in China, four in South Africa, nine in Ethiopia, four in Uganda, two each in Canada and Thailand, one each in India, Kenya, Morocco, Sub-Saharan Africa, Cameroon, and Tanzania, and one in a mixed region. Between 123 and 56,367 patients were included in the sample. In the studies, the participants&#x00027; age ranged from 42.8 to 68 years (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Characteristics of studies included in the systematic review and meta-analysis.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>References</bold></th>
<th valign="top" align="left"><bold>Country</bold></th>
<th valign="top" align="left"><bold>Sample size</bold></th>
<th valign="top" align="left"><bold>Type of stigma</bold></th>
<th valign="top" align="left"><bold>Stigma measure</bold></th>
<th valign="top" align="left"><bold>Mean (&#x000B1;SD) of HIV stigma/Prevalence of HIV stigma</bold></th>
<th valign="top" align="left"><bold>Mean (&#x000B1;SD)<break/> /Median [IQR] of age</bold></th>
<th valign="top" align="left"><bold>Associated Factors</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Takada et al. (<xref ref-type="bibr" rid="B42">42</xref>)</td>
<td valign="top" align="left">Uganda</td>
<td valign="top" align="left">422</td>
<td valign="top" align="left">Internalized stigma</td>
<td valign="top" align="left">Internalized HIV Stigma instrument</td>
<td valign="top" align="left">1.3(1.9)<sup>a</sup></td>
<td valign="top" align="left">35(34)<sup>a</sup></td>
<td valign="top" align="left">Social support: &#x003B2; = &#x02212;0.13 (&#x02212;0.25, &#x02212;0.005) Higher education: &#x003B2; = &#x02212;0.15(&#x02212;0.26, &#x02212;0.04) Probable depression: &#x003B2; = 0.46 (0.26, 0.67) Household asset: &#x003B2; = &#x02212;0.05 (&#x02212;0.07, &#x02212;0.02)</td>
</tr>
<tr>
<td valign="top" align="left">Wedajo (<xref ref-type="bibr" rid="B46">46</xref>)</td>
<td valign="top" align="left">Ethiopia</td>
<td valign="top" align="left">714</td>
<td valign="top" align="left">Perceived stigma</td>
<td valign="top" align="left">HIV Stigma Measure</td>
<td valign="top" align="left">11.2(4.1)<sup>a</sup></td>
<td valign="top" align="left">37 [30&#x02013;45]</td>
<td valign="top" align="left">Social support: &#x003B2; = &#x02212;0.54 (&#x02013; 0.66, &#x02013; 0.41)</td>
</tr>
<tr>
<td valign="top" align="left">Arinaitwe et al. (<xref ref-type="bibr" rid="B32">32</xref>)</td>
<td valign="top" align="left">Uganda</td>
<td valign="top" align="left">252</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">70.08 (19.34)<sup>a</sup></td>
<td/>
<td valign="top" align="left">Social support: aOR = 0.99 (0.98&#x02013;0.99) Old age: aOR = 0.89 (0.83&#x02013;0.96) Food insecurity: aOR = 1.07(1.01&#x02013;1.15)</td>
</tr>
<tr>
<td valign="top" align="left">Li (<xref ref-type="bibr" rid="B36">36</xref>)</td>
<td valign="top" align="left">Thailand</td>
<td valign="top" align="left">408</td>
<td valign="top" align="left">Perceived stigma</td>
<td valign="top" align="left">Herek and Capitanio</td>
<td valign="top" align="left">21.5(4.9)<sup>a</sup></td>
<td/>
<td valign="top" align="left">Social support: &#x02212;0.09 Income: &#x02212;0.09</td>
</tr>
<tr>
<td valign="top" align="left">Tsai (<xref ref-type="bibr" rid="B47">47</xref>)</td>
<td valign="top" align="left">sub&#x02013;Saharan Africa</td>
<td valign="top" align="left">4313</td>
<td valign="top" align="left">Internalized stigma</td>
<td valign="top" align="left">Internalized HIV Stigma instrument</td>
<td valign="top" align="left">19.8%</td>
<td valign="top" align="left">33.5 [33.2&#x02013;33.8]</td>
<td valign="top" align="left">Higher education: aOR = 0.36 (0.18&#x02013;0.71) Occupation: Professional: aOR = 0.79 (0.64&#x02013;0.97) Household asset wealth: aOR = 0.41 (0.32&#x02013;0.53)</td>
</tr>
<tr>
<td valign="top" align="left">Nikus Fido et al. (<xref ref-type="bibr" rid="B40">40</xref>)</td>
<td valign="top" align="left">Ethiopia</td>
<td valign="top" align="left">318</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">50.5(16.4)<sup>a</sup></td>
<td/>
<td valign="top" align="left">Lower education: &#x003B2; = 30.03 (22.3&#x02013;37.7) Occupation: Others: &#x003B2; = 17.63 (5.6&#x02013;29.7) Social support: &#x003B2; = &#x02212;7.00(&#x02212;11.4, &#x02212;2.6)</td>
</tr>
<tr>
<td valign="top" align="left">Ncitakalo et al. (<xref ref-type="bibr" rid="B48">48</xref>)</td>
<td valign="top" align="left">South Africa</td>
<td/>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">HIV Stigma Measure</td>
<td valign="top" align="left">37.9%</td>
<td/>
<td valign="top" align="left">Higher education: aOR = 0.60 (0.41&#x02013;0.88) Household asset wealth: aOR = 0.69 (0.50&#x02013;0.96) Residence: Rural: aOR = 2.07 (1.25&#x02013;3.41) Self&#x02013;perceived risk of HIV: Yes: aOR = 1.36 (1.03&#x02013;1.78) Correct knowledge about HIV: Yes: aOR = 0.54 (0.37&#x02013;0.80)</td>
</tr>
<tr>
<td valign="top" align="left">Li et al. (<xref ref-type="bibr" rid="B49">49</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">4050</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">HIV Stigma Measure</td>
<td valign="top" align="left">37.0%</td>
<td/>
<td valign="top" align="left">Old age: aOR = 1.26 (1.01&#x02013;1.57) Higher education: aOR = 0.62 (0.53&#x02013;0.73) Correct knowledge about HIV: Yes: aOR = 0.94 (0.93&#x02013;0.95)</td>
</tr>
<tr>
<td valign="top" align="left">Yin et al. (<xref ref-type="bibr" rid="B45">45</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">1248</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">HIV Stigma Measure</td>
<td valign="top" align="left">50.7(8.3)</td>
<td valign="top" align="left">30.2(7.2)<sup>a</sup></td>
<td valign="top" align="left">Correct knowledge about HIV: Yes: &#x003B2; = &#x02212;0.66 (SE = 0.08)</td>
</tr>
<tr>
<td valign="top" align="left">Rayanakorn et al. (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="top" align="left">Thailand</td>
<td valign="top" align="left">161</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">28.31(5.43)<sup>a</sup></td>
<td/>
<td valign="top" align="left">Old age: &#x003B2; = &#x02212;1.81 (&#x02212;3.34, &#x02212;0.28) Household asset wealth: &#x003B2; = 4.89 (2.28&#x02013;7.52) Occupation: Professional: &#x003B2; = 6.93 (2.39&#x02013;11.47)</td>
</tr>
<tr>
<td valign="top" align="left">Moussa et al. (<xref ref-type="bibr" rid="B39">39</xref>)</td>
<td valign="top" align="left">Morocco</td>
<td valign="top" align="left">626</td>
<td valign="top" align="left">Internalized stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">88.2%</td>
<td valign="top" align="left">36 [28&#x02013;43]</td>
<td valign="top" align="left">No formal education: aOR = 1.38 (1.16,1.65) Occupation: full&#x02013;time: aOR = 0.84 (0.73,0.96) Reactions of other adult family members: discriminatory: aOR = 1.28 (1.11,1.49)</td>
</tr>
<tr>
<td valign="top" align="left">Xu et al. (<xref ref-type="bibr" rid="B44">44</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">277</td>
<td valign="top" align="left">Internalized stigma</td>
<td valign="top" align="left">Internalized HIV Stigma instrument</td>
<td valign="top" align="left">32.39(7.16)<sup>a</sup></td>
<td valign="top" align="left">30 [26&#x02013;38]</td>
<td valign="top" align="left">Old age: &#x003B2; = 0.08 (0.01&#x02013;0.16) Social support: &#x003B2; = &#x02212;0.19(&#x02212;0.29, &#x02212;0.10) Increase Stereotype: &#x003B2; = 0.51(0.38&#x02013;0.65)</td>
</tr>
<tr>
<td valign="top" align="left">Peltzer and Pengpid (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="top" align="left">South Africa</td>
<td valign="top" align="left">10473</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">HIV Stigma Measure</td>
<td valign="top" align="left">30.5%</td>
<td/>
<td valign="top" align="left">Old age: aOR = 0.55 (0.39, 0.68) Gender: Women: aOR = 1.32 (1.16, 1.50) Marital status: Single: aOR = 1.51 (1.30, 1.75) Lower number of years of living with HIV: aOR = 1.41 (1.19, 1.66) Household wealth index: aOR = 0.72 (0.58, 0.89) Higher education: aOR = 0.75 (0.62, 0.91) Residence: Urban: aOR = 0.73 (0.63, 0.84) Correct knowledge about HIV: Yes: aOR = 0.77 (0.67, 0.89)</td>
</tr>
<tr>
<td valign="top" align="left">Adhikari et al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">444</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">32.7%</td>
<td/>
<td valign="top" align="left">Old age: aOR = 1.54 (1.07,2.28) Household wealth index: aOR = 0.75 (0.57, 0.97) Comorbidities: aOR = 8.49 (3.54, 20.38)</td>
</tr>
<tr>
<td valign="top" align="left">Li et al. (<xref ref-type="bibr" rid="B50">50</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">522</td>
<td valign="top" align="left">Perceived stigma</td>
<td valign="top" align="left">Herek and Capitanio</td>
<td valign="top" align="left">28.95(6.03)<sup>a</sup></td>
<td valign="top" align="left">48.38<sup>a</sup></td>
<td valign="top" align="left">Gender: Women: &#x003B2; = 1.62 (SE = 0.67)</td>
</tr>
<tr>
<td valign="top" align="left">Hargreaves et al. (<xref ref-type="bibr" rid="B51">51</xref>)</td>
<td valign="top" align="left">South Africa and Zambia</td>
<td valign="top" align="left">3859</td>
<td valign="top" align="left">Internalized stigma</td>
<td valign="top" align="left">Internalized HIV Stigma instrument</td>
<td valign="top" align="left">22.5%</td>
<td/>
<td valign="top" align="left">Old age: aOR = 1.58 (1.15, 2.17) Gender: Women: aOR = 1.22 (1.04, 1.43) Many sexual partners in life: aOR = 2.73 (1.19&#x02013;6.26) Household wealth index: aOR = 1.12 (0.84&#x02013;1.51)</td>
</tr>
<tr>
<td valign="top" align="left">Minja et al. (<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="left">Tanzania</td>
<td valign="top" align="left">742</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">2.1(0.7)<sup>a</sup></td>
<td valign="top" align="left">29.6 [18&#x02013;24]</td>
<td valign="top" align="left">Disclosure: &#x003B2; = &#x02212;1.21 (&#x02212;1.92, &#x02212;0.5) Social support: &#x003B2; = &#x02212;0.35 (&#x02212;0.58, &#x02212;0.12) Depression: &#x003B2; = 0.09 (0.06&#x02013;0.12)</td>
</tr>
<tr>
<td valign="top" align="left">Antabe et al. (<xref ref-type="bibr" rid="B31">31</xref>)</td>
<td valign="top" align="left">Malawi</td>
<td valign="top" align="left">24,036</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">19%</td>
<td/>
<td valign="top" align="left">Old age: aOR = 0.98 (0.97, 0.99) No formal education: aOR = 2.81 (2.50,3.15) Correct knowledge about HIV: No: aOR = 1.64 (1.52;1.76) Household wealth index: poorest aOR = 3.21 (2.83, 3.64) Occupation: unemployed: aOR = 1.13 (1.05, 1.21) Residence: Rural: aOR = 2.08 (1.82, 2.37) Marital status: Single: aOR = 1.23 (1.08, 1.39)</td>
</tr>
<tr>
<td valign="top" align="left">Li et al. (<xref ref-type="bibr" rid="B37">37</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">239</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">48.66(6.29)<sup>a</sup></td>
<td valign="top" align="left">51.76(6.96)<sup>a</sup></td>
<td valign="top" align="left">Old age: &#x003B2; = &#x02212;0.57 (&#x02212;0.78,&#x02212;0.35) Years since HIV diagnosis: &#x003B2; = &#x02212;0.13(&#x02212;0.26, &#x02212;0.01)</td>
</tr>
<tr>
<td valign="top" align="left">Nyasulu et al. (<xref ref-type="bibr" rid="B52">52</xref>)</td>
<td valign="top" align="left">South Africa</td>
<td valign="top" align="left">1146</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">51.0%</td>
<td/>
<td valign="top" align="left">Occupation: employed: aOR = 0.78 (0.71&#x02013;0.87) knowledge about HIV: aOR = 0.85 (0.75&#x02013;0.97) Marital status: Married: aOR = 1.14 ( 1.02&#x02013;1.28)</td>
</tr>
<tr>
<td valign="top" align="left">Feyasa et al. (<xref ref-type="bibr" rid="B34">34</xref>)</td>
<td valign="top" align="left">Ethiopia</td>
<td valign="top" align="left">28371</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">35.65%</td>
<td/>
<td valign="top" align="left">Residence: Rural: aOR = 1.82 (1.46, 2.27) Higher education: aOR = 0.43 (0.32, 0.56) Marital status: Married: aOR = 1.38 (1.19, 1.61) Old age: aOR = 0.81 (0.73, 0.91)</td>
</tr>
<tr>
<td valign="top" align="left">Tao et al. (<xref ref-type="bibr" rid="B53">53</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">367</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">HIV Stigma Scale</td>
<td valign="top" align="left">17(0.25)<sup>a</sup></td>
<td valign="top" align="left">28 [25&#x02013;32]</td>
<td valign="top" align="left">Depression: aOR = 1.09 (1.07&#x02013;1.12)</td>
</tr>
<tr>
<td valign="top" align="left">Yator et al. (<xref ref-type="bibr" rid="B54">54</xref>)</td>
<td valign="top" align="left">Kenya</td>
<td valign="top" align="left">123</td>
<td valign="top" align="left">Internalized stigma</td>
<td valign="top" align="left">HIV Stigma Scale</td>
<td valign="top" align="left">0.75(0.40)<sup>a</sup></td>
<td valign="top" align="left">31 [19&#x02013;48]</td>
<td valign="top" align="left">Depression: &#x003B2; = 0.64 (0.38&#x02013;0.89) Old age: &#x003B2; = &#x02212;0.04 (&#x02212;0.06, &#x02212;0.01) Marital status: Married: &#x003B2; = 0.27 (0.01, 0.54) High Income: &#x003B2; = &#x02212;0.25 (&#x02212;0.5, &#x02212;0.02) Social support: &#x003B2; = &#x02212;0.31 (&#x02212;0.55, &#x02212;0.06)</td>
</tr>
<tr>
<td valign="top" align="left">Alemu et al. (<xref ref-type="bibr" rid="B16">16</xref>)</td>
<td valign="top" align="left">Ethiopia</td>
<td valign="top" align="left">638</td>
<td valign="top" align="left">Perceived stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">57.8%</td>
<td/>
<td valign="top" align="left">lower education: aOR = 3.36 (2.07, 5.42) Disclosure: aOR = 1.66 (1.12, 2.45) Social support: No: aOR = 2.05(1.19, 2.43)</td>
</tr>
<tr>
<td valign="top" align="left">Turi et al. (<xref ref-type="bibr" rid="B43">43</xref>)</td>
<td valign="top" align="left">Ethiopia</td>
<td valign="top" align="left">418</td>
<td valign="top" align="left">Perceived stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">48.6%</td>
<td/>
<td valign="top" align="left">Gender: Women: aOR = 2.10(1.15, 3.82) Lower duration of treatment: aOR = 2.63 (1.09, 6.34) Depression: aOR = 1.85(1.08, 3.19) Social support: No: aOR = 2.22(1.09, 4.54) Disclosure: No: aOR = 2.00 (1.11, 3.89)</td>
</tr>
<tr>
<td valign="top" align="left">Ajong et al. (<xref ref-type="bibr" rid="B55">55</xref>)</td>
<td valign="top" align="left">Cameroon</td>
<td valign="top" align="left">308</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">49.8%</td>
<td valign="top" align="left">40.1(10.2)<sup>a</sup></td>
<td valign="top" align="left">Higher education: aOR = 0.70(0.44&#x02013;0.91) Lower number of years since HIV diagnosis: aOR = 1.74 (1.01&#x02013;3.00)</td>
</tr>
<tr>
<td valign="top" align="left">Chekole and Tarekegn (<xref ref-type="bibr" rid="B56">56</xref>)</td>
<td valign="top" align="left">Ethiopia</td>
<td valign="top" align="left">403</td>
<td valign="top" align="left">Perceived stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">42.7%</td>
<td/>
<td valign="top" align="left">Gender: Women: aOR = 2.36 (1.28&#x02013;4.33) Older age: aOR = 1.11 (1.26&#x02013;4.65) Lower education: aOR = 7.50 (3.45&#x02013;9.74)</td>
</tr>
<tr>
<td valign="top" align="left">Nabunya et al. (<xref ref-type="bibr" rid="B57">57</xref>)</td>
<td valign="top" align="left">Uganda</td>
<td valign="top" align="left">702</td>
<td valign="top" align="left">Internalized stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">12.19(3.79)<sup>a</sup></td>
<td/>
<td valign="top" align="left">Social support: Yes: &#x003B2; = &#x02212;0.05(&#x02212;0.09, &#x02212;0.01) Disclosure: No: &#x003B2; = 0.20 (0.03, 0.38)</td>
</tr>
<tr>
<td valign="top" align="left">Abubakari et al. (<xref ref-type="bibr" rid="B58">58</xref>)</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">1437</td>
<td valign="top" align="left">Perceived stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">35%</td>
<td/>
<td valign="top" align="left">HIV Knowledge: Yes: &#x003B2; = &#x02212;0.24(SE = 0.06) Bringing up the topic of HIV: &#x003B2; = &#x02212;0.13(0.04) Older age: &#x003B2; = 0.04 (SE = 0.01)</td>
</tr>
<tr>
<td valign="top" align="left">Adane et al. (<xref ref-type="bibr" rid="B17">17</xref>)</td>
<td valign="top" align="left">Ethiopia</td>
<td valign="top" align="left">422</td>
<td valign="top" align="left">Perceived stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">41.93%</td>
<td/>
<td valign="top" align="left">Gender: Women: aOR = 2.08 (1.26&#x02013;3.46) Residence: Rural: aOR = 1.801 (1.10&#x02013;2.94) Disclose HIV: No: aOR = 2.39 (1.19&#x02013;4.7)</td>
</tr>
<tr>
<td valign="top" align="left">Williams et al. (<xref ref-type="bibr" rid="B21">21</xref>)</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">603</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">HIV Stigma Scale</td>
<td valign="top" align="left">53.7%</td>
<td valign="top" align="left">49(0.64)<sup>a</sup></td>
<td valign="top" align="left">Gender: male: aOR = 0.90 (0.89&#x02013;0.92) Older age: aOR = 0.73 (0.72&#x02013;0.74) Higher education: aOR = 0.97 (0.97&#x02013;0.98) Depression: aOR = 1.21 (1.19&#x02013;1.22)</td>
</tr>
<tr>
<td valign="top" align="left">Algarin et al. (<xref ref-type="bibr" rid="B59">59</xref>)</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">932</td>
<td valign="top" align="left">Enacted stigma</td>
<td valign="top" align="left">Herek HIV related stigma measure</td>
<td valign="top" align="left">53.1%</td>
<td/>
<td valign="top" align="left">Depression: aOR = 1.61 [1.19, 2.18]</td>
</tr>
<tr>
<td valign="top" align="left">Dahlui et al. (<xref ref-type="bibr" rid="B33">33</xref>)</td>
<td valign="top" align="left">Nigeria</td>
<td valign="top" align="left">56 307</td>
<td valign="top" align="left">Perceived stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">50%</td>
<td/>
<td valign="top" align="left">Gender: male: aOR = 1.76(1.68&#x02013;1.84) Younger age: aOR = 1.20(1.14&#x02013;1.26) Lower education: aOR = 1.75(1.58&#x02013;1.94) Household wealth index: poorest aOR = 1.92 (1.80&#x02013;2.05)</td>
</tr>
<tr>
<td valign="top" align="left">Williams et al. (<xref ref-type="bibr" rid="B60">60</xref>)</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">603</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">HIV Stigma Scale</td>
<td valign="top" align="left">49%</td>
<td/>
<td valign="top" align="left">Gender: male: aOR = 0.77 (0.50&#x02013;1.19) Older age: aOR = 0.28 (0.09&#x02013;0.82) Depression: aOR = 2.87 (1.38&#x02013;5.98)</td>
</tr>
<tr>
<td valign="top" align="left">Deering et al. (<xref ref-type="bibr" rid="B61">61</xref>)</td>
<td valign="top" align="left">Canada</td>
<td valign="top" align="left">215</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">HIV Stigma Scale</td>
<td valign="top" align="left">30.7%</td>
<td valign="top" align="left">46 [39&#x02013;53]</td>
<td valign="top" align="left">Duration since HIV diagnosis: aOR = 0.97(0.94&#x02013;0.99) Non&#x02013;disclosure of HIV: aOR = 2.48(1.57&#x02013;3.94)</td>
</tr>
<tr>
<td valign="top" align="left">Small et al. (<xref ref-type="bibr" rid="B62">62</xref>)</td>
<td valign="top" align="left">Uganda</td>
<td valign="top" align="left">8058</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">41.3%</td>
<td/>
<td valign="top" align="left">Poor Wealth index: aOR = 1.36(1.03&#x02013;1.80)</td>
</tr>
<tr>
<td valign="top" align="left">Yang et al. (<xref ref-type="bibr" rid="B63">63</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">318</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">105.13 (21.58)<sup>a</sup></td>
<td valign="top" align="left">37 [33&#x02013;45]</td>
<td valign="top" align="left">Time since HIV: &#x003B2; = &#x02212;0.06(&#x02212;0.11,&#x02212;0.01) Disclosure: &#x003B2; = 7.65(2.86, 12.42) Social support: &#x003B2; = &#x02212;1.12(&#x02212;1.57, &#x02212;0.68)</td>
</tr>
<tr>
<td valign="top" align="left">Duko et al. (<xref ref-type="bibr" rid="B64">64</xref>)</td>
<td valign="top" align="left">Ethiopia</td>
<td valign="top" align="left">401</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">43.9%</td>
<td valign="top" align="left">38 (10.23)<sup>a</sup></td>
<td valign="top" align="left">Depression: aOR = 2.83 (1.78, 4.48)</td>
</tr>
<tr>
<td valign="top" align="left">Spence et al. (<xref ref-type="bibr" rid="B41">41</xref>)</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">236</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">67.1(8.2)<sup>a</sup></td>
<td valign="top" align="left">42.3(12.3)<sup>a</sup></td>
<td valign="top" align="left">Gender: Women: &#x003B2; = 4.97 (0.61, 9.32) Knowledge about HIV: &#x003B2; = 0.79 (&#x02212;1.16,2.76)</td>
</tr>
<tr>
<td valign="top" align="left">Gurmu and Etana (<xref ref-type="bibr" rid="B35">35</xref>)</td>
<td valign="top" align="left">Ethiopia</td>
<td valign="top" align="left">16,515</td>
<td valign="top" align="left">Overall stigma</td>
<td valign="top" align="left">Berger HIV Stigma Scale</td>
<td valign="top" align="left">72.1%</td>
<td/>
<td valign="top" align="left">Older age: aOR = 0.71 (SE = 0.10) Higher education: aOR = 0.41 (SE = 0.12) Wealth Index: rich: aOR = 0.83(SE = 0.09) Knowledge of HIV: Yes: aOR = 2.89 (0.18)</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>aOR, adjusted odds ratio; SD, Standard deviation; IQR, interquartile range. Stigma: <sup>a</sup>Reported as mean (&#x000B1; SD) of the stigma level. Other studies were reported as prevalence of HIV-related stigma. Age: <sup>a</sup>Reported as mean (&#x000B1; SD). Other studies were reported as median (IQR).</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Pooled prevalence of high HIV-related stigma level</title>
<p>The results from the mixed effect meta-analysis model are shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. We deduced from this plot that, among the studies considered, the prevalence of HIV stigma ranged from a minimum level of 19% (95%CI: 18.9%&#x02212;20.1%) (<xref ref-type="bibr" rid="B31">31</xref>) to a maximum level of 88% (95%CI: 85%&#x02212;91%) (<xref ref-type="bibr" rid="B37">37</xref>). Approximately 171,627 patients were enrolled in the study, of which 69, 978 patients reported high stigma levels, yielding a weighted pooled overall high stigma level of 44% (95% CI, 37%&#x02212;51%) (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>The pooled prevalence of HIV-related stigma.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-12-1356430-g0002.tif"/>
</fig>
</sec>
<sec>
<title>Risk factors for HIV-related stigma</title>
<p>The meta-analysis of 12 studies (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B42">42</xref>&#x02013;<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B65">65</xref>) that examined the association between HIV-related stigma and social support among people living with HIV is presented in <xref ref-type="fig" rid="F3">Figure 3A</xref> and <xref ref-type="table" rid="T2">Table 2</xref>. From the results, we observed that social support reduced the impacts of poor care retention and HIV-related stigma [pooled &#x003B2;: &#x02212;0.34(95%CI: &#x02212;0.52, &#x02212;0.16)]. In <xref ref-type="fig" rid="F3">Figure 3B</xref>, the association between HIV-related stigma and depression is shown to be positive. Depression showed an increased level of stigma, and the pooled estimate was 0.49(95%CI: 0.20, 059). The combined 18 effect sizes from 18 studies (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B33">33</xref>&#x02013;<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B42">42</xref>, <xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B51">51</xref>) revealed that the level of HIV-related stigma significantly decreased with an increasing level of education (pooled &#x003B2;: &#x02212;0.71(95%CI: &#x02212;1.08, &#x02212;0.34) (<xref ref-type="table" rid="T2">Table 2</xref> and <xref ref-type="fig" rid="F4">Figure 4A</xref>). Furthermore, from socioeconomic factors, it was observed that the level of HIV-related stigma significantly decreased among patients who were richer [pooled &#x003B2;: &#x02212;0.43(95%CI: &#x02212;0.64, &#x02212;0.22)] (<xref ref-type="fig" rid="F5">Figure 5A</xref>) and employed (pooled &#x003B2;: &#x02212;0.57(95%CI: &#x02212;1.52, &#x02212;0.37) (<xref ref-type="fig" rid="F4">Figure 4B</xref>), as compared to patients who were poorer and unemployed.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>The pooled effect size showing the association between HIV-related stigma and social support <bold>(A)</bold> and depression <bold>(B)</bold>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-12-1356430-g0003.tif"/>
</fig>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Results of the subgroup analysis based on clinical and demographic variables associated with high stigma levels.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>Risk factors</bold></th>
<th valign="top" align="center"><bold>Numbers of study</bold></th>
<th valign="top" align="center"><bold>Effect size (95% CI)</bold></th>
<th valign="top" align="center" colspan="2"><bold>Heterogeneity</bold></th>
<th valign="top" align="center"><bold>Egger&#x00027;s test <italic>p</italic>-value<sup>&#x00023;</sup></bold></th>
<th valign="top" align="center"><bold>Begg&#x00027;s test <italic>p</italic>-value<sup>&#x00023;</sup></bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:#919498;color:#ffffff">
<td/>
<td/>
<td/>
<td valign="top" align="center"><bold>I</bold><sup>2</sup></td>
<td valign="top" align="center"><italic><bold>p</bold></italic><bold>-value</bold></td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Social support: Yes vs. No</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">&#x02212;0.34(&#x02212;0.52, &#x02212;0.16)</td>
<td valign="top" align="center">98.43</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.421</td>
<td valign="top" align="center">0.621</td>
</tr>
<tr>
<td valign="top" align="left">Depression: Yes vs. No</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">0.49(0.20, 059)</td>
<td valign="top" align="center">99.72</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.293</td>
<td valign="top" align="center">0.272</td>
</tr>
<tr>
<td valign="top" align="left">Higher education</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">&#x02212;0.71(&#x02212;1.08, &#x02212;0.34)</td>
<td valign="top" align="center">99.60</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.088</td>
<td valign="top" align="center">0.090</td>
</tr>
<tr>
<td valign="top" align="left">Employed occupational status</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">&#x02212;0.57(&#x02212;1.52, &#x02212;0.37)</td>
<td valign="top" align="center">99.61</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.312</td>
<td valign="top" align="center">0.101</td>
</tr>
<tr>
<td valign="top" align="left">Higher wealth index</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">&#x02212;0.43(&#x02212;0.64, &#x02212;0.22)</td>
<td valign="top" align="center">98.76</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.051</td>
<td valign="top" align="center">0.049</td>
</tr>
<tr>
<td valign="top" align="left">Older age</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">&#x02212;0.04(&#x02212;0.28, &#x02212;0.01)</td>
<td valign="top" align="center">99.00</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.341</td>
<td valign="top" align="center">0.231</td>
</tr>
<tr>
<td valign="top" align="left">Urban residence</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">&#x02212;0.33(&#x02212;0.81, &#x02212;0.15)</td>
<td valign="top" align="center">95.94</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.341</td>
<td valign="top" align="center">0.231</td>
</tr>
<tr>
<td valign="top" align="left">Good knowledge of HIV</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">&#x02212;0.36(&#x02212;0.51, &#x02212;0.20)</td>
<td valign="top" align="center">94.51</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.410</td>
<td valign="top" align="center">0.388</td>
</tr>
<tr>
<td valign="top" align="left">Marital status</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">0.01(&#x02212;0.26, 0.29)</td>
<td valign="top" align="center">94.24</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.343</td>
<td valign="top" align="center">0.413</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">0.47(0.11, 0.84)</td>
<td valign="top" align="center">99.79</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.123</td>
<td valign="top" align="center">0.076</td>
</tr>
<tr>
<td valign="top" align="left">Duration since diagnosis</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">&#x02212;0.17(&#x02212;0.31, &#x02212;0.03)</td>
<td valign="top" align="center">92.14</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.231</td>
<td valign="top" align="center">0.221</td>
</tr>
<tr>
<td valign="top" align="left">Disclosure: No vs. Yes</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">0.75(0.41, 1.09)</td>
<td valign="top" align="center">71.13</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.432</td>
<td valign="top" align="center">0.471</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>The effect size statistic was defined as the association between HIV-related stigma and covariates. (&#x00023;) H0 there are no small study effects.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>The pooled effect size showing the association between HIV-related stigma and educational level <bold>(A)</bold> and occupational status <bold>(B)</bold>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-12-1356430-g0004.tif"/>
</fig>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>The pooled effect size showing the association between HIV-related stigma and wealth index <bold>(A)</bold> and age <bold>(B)</bold>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-12-1356430-g0005.tif"/>
</fig>
<p>The meta-analysis of 16 studies (<xref ref-type="bibr" rid="B30">30</xref>&#x02013;<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B54">54</xref>) that examined the association between the level of HIV-related stigma and age is presented in <xref ref-type="fig" rid="F5">Figure 5B</xref> and <xref ref-type="table" rid="T2">Table 2</xref>. From the results, we observed that older age was associated with a decreased level of stigma, and the pooled estimate was &#x02212;0.04 (95%CI: &#x02212;0.28, &#x02212;0.01). According to five studies (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B48">48</xref>), patients living in urban areas faced a considerably decreased level of stigma, and the pooled estimate was &#x02212;0.33(95%CI: &#x02212;0.81, &#x02212;0.15) (<xref ref-type="fig" rid="F6">Figure 6A</xref> and <xref ref-type="table" rid="T2">Table 2</xref>).</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p>The pooled effect size showing the association between HIV-related stigma and residence <bold>(A)</bold> and knowledge about HIV <bold>(B)</bold>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-12-1356430-g0006.tif"/>
</fig>
<p>The HIV/AIDS knowledge score significantly predicted the level of HIV-related stigma. As shown in <xref ref-type="fig" rid="F6">Figure 6B</xref>, we observed that the level of stigma significantly decreased with an increasing HIV/AIDS knowledge score, and the pooled estimate was &#x02212;0.36(95%CI: &#x02212;0.51, &#x02212;0.20). The combined 11 effect sizes from 11 studies (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B51">51</xref>) revealed that women were more likely to face a high level of stigma, and the pooled estimate was 0.47(95%CI: 0.11, 0.84) (<xref ref-type="fig" rid="F7">Figure 7B</xref>). However, the association of marital status with HIV-related stigma was not found to be significant (pooled &#x003B2;: 0.01; 95% CI: &#x02212;0.26, 0.29; <xref ref-type="fig" rid="F7">Figure 7A</xref> and <xref ref-type="table" rid="T3">Table 3</xref>). The association between the level of HIV-related stigma and disclosure status is presented in <xref ref-type="fig" rid="F8">Figure 8B</xref>. We observed that not disclosing their HIV status was positively associated with HIV-related stigma (pooled &#x003B2;: 0.75(95%CI: 0.41, 1.09). Furthermore, the level of HIV-related stigma significantly decreased with increasing years of living with HIV, and the pooled estimate was &#x02212;0.17 (95%CI: &#x02212;0.31, &#x02212;0.03) (<xref ref-type="fig" rid="F8">Figure 8A</xref> and <xref ref-type="table" rid="T2">Table 2</xref>). However, marital status association with HIV-related stigma was not found to be significant (pooled &#x003B2;: 0.01; 95% CI: &#x02212;0.26, 0.29; <xref ref-type="fig" rid="F7">Figure 7A</xref> and <xref ref-type="table" rid="T3">Table 3</xref>).</p>
<fig id="F7" position="float">
<label>Figure 7</label>
<caption><p>The pooled effect size showing the association between HIV-related stigma and marital status <bold>(A)</bold> and gender <bold>(B)</bold>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-12-1356430-g0007.tif"/>
</fig>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Risk of bias assessment of 40 studies included in the meta-analysis using the Newcastle&#x02013;Ottawa Scale.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:#919498;color:#ffffff">
<th valign="top" align="left"><bold>References</bold></th>
<th valign="top" align="center" colspan="4"><bold>Selection (4)</bold></th>
<th valign="top" align="center" colspan="2"><bold>Comparability of Cohorts (2)</bold></th>
<th valign="top" align="center" colspan="3"><bold>Outcome (3)</bold></th>
<th valign="top" align="center"><bold>Total</bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:#919498;color:#ffffff">
<td/>
<td valign="top" align="center"><bold>Representativeness ofexposed cohort</bold></td>
<td valign="top" align="center"><bold>Selection of non-exposed cohort</bold></td>
<td valign="top" align="center"><bold>Ascertainment ofexposure</bold></td>
<td valign="top" align="center"><bold>Demonstration that the outcome of interest was not present atthe start of study</bold></td>
<td valign="top" align="center"><bold>Study control for age and sex</bold></td>
<td valign="top" align="center"><bold>Additional factors, controlled for</bold> &#x02265; <bold>2 variables including comorbidities</bold></td>
<td valign="top" align="center"><bold>Assessmentof outcomes</bold></td>
<td valign="top" align="center"><bold>Was follow-up long enough for outcomes tooccur</bold></td>
<td valign="top" align="center"><bold>Adequacy of follow-up of cohorts</bold></td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Takada et al. (<xref ref-type="bibr" rid="B42">42</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Wedajo (<xref ref-type="bibr" rid="B46">46</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Arinaitwe et al. (<xref ref-type="bibr" rid="B32">32</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Li (<xref ref-type="bibr" rid="B36">36</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Tsai (<xref ref-type="bibr" rid="B47">47</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Nikus Fido et al. (<xref ref-type="bibr" rid="B40">40</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Ncitakalo et al. (<xref ref-type="bibr" rid="B48">48</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Li et al. (<xref ref-type="bibr" rid="B49">49</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Yin et al. (<xref ref-type="bibr" rid="B45">45</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Rayanakorn et al. (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Moussa et al. (<xref ref-type="bibr" rid="B39">39</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Xu et al. (<xref ref-type="bibr" rid="B44">44</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">Peltzer and Pengpid (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">7</td>
</tr>
<tr>
<td valign="top" align="left">Adhikari et al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">Li et al. (<xref ref-type="bibr" rid="B50">50</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">Hargreaves et al. (<xref ref-type="bibr" rid="B51">51</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Minja et al. (<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">7</td>
</tr>
<tr>
<td valign="top" align="left">Antabe et al. (<xref ref-type="bibr" rid="B31">31</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Li et al. (<xref ref-type="bibr" rid="B37">37</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">Nyasulu et al. (<xref ref-type="bibr" rid="B52">52</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">Feyasa et al. (<xref ref-type="bibr" rid="B34">34</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Tao et al. (<xref ref-type="bibr" rid="B53">53</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Yator et al. (<xref ref-type="bibr" rid="B54">54</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Alemu et al. (<xref ref-type="bibr" rid="B16">16</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Turi et al. (<xref ref-type="bibr" rid="B43">43</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">Ajong et al. (<xref ref-type="bibr" rid="B55">55</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">Chekole and Tarekegn (<xref ref-type="bibr" rid="B56">56</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">Nabunya et al. (<xref ref-type="bibr" rid="B57">57</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">7</td>
</tr>
<tr>
<td valign="top" align="left">Abubakari et al. (<xref ref-type="bibr" rid="B58">58</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Adane et al. (<xref ref-type="bibr" rid="B17">17</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">Williams et al. (<xref ref-type="bibr" rid="B21">21</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">Algarin et al. (<xref ref-type="bibr" rid="B59">59</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Dahlui et al. (<xref ref-type="bibr" rid="B33">33</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
</tr>
<tr>
<td valign="top" align="left">Williams et al. (<xref ref-type="bibr" rid="B60">60</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Deering et al. (<xref ref-type="bibr" rid="B61">61</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">7</td>
</tr>
<tr>
<td valign="top" align="left">Small et al. (<xref ref-type="bibr" rid="B62">62</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Yang et al. (<xref ref-type="bibr" rid="B63">63</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Duko et al. (<xref ref-type="bibr" rid="B64">64</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Spence et al. (<xref ref-type="bibr" rid="B41">41</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">Gurmu and Etana (<xref ref-type="bibr" rid="B35">35</xref>)</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center" colspan="2">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
</tr></tbody>
</table>
</table-wrap>
<fig id="F8" position="float">
<label>Figure 8</label>
<caption><p>The pooled effect size showing the association between HIV-related stigma and duration since diagnosis <bold>(A)</bold> and disclosure status <bold>(B)</bold>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-12-1356430-g0008.tif"/>
</fig>
</sec>
<sec>
<title>Quality assessment</title>
<p>The selected studies had a Newcastle&#x02013;Ottawa score of 7&#x02013;9, and the studies&#x00027; quality was considered to be high (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
</sec>
<sec>
<title>Heterogeneity, sensitivity, and publication bias</title>
<p>The I<sup>2</sup> values for age, social support, educational status, depression, employment status, wealth index, gender, residence, knowledge about HIV, marital status, duration since diagnosis, and disclosure status demonstrated heterogeneity among the studies under consideration. According to the results of the sensitivity analysis, the estimates for the overall effects of age, social support, educational status, depression, employment status, wealth index, gender, residence, knowledge about HIV, marital status, duration since diagnosis, and disclosure status on the level of HIV-related stigma did not depend on any particular study. According to the funnel plots of the studies included in the meta-analysis, no discernible bias was observed (<xref ref-type="fig" rid="F9">Figure 9</xref>). In addition, neither Egger&#x00027;s regression nor Begg&#x00027;s correlation rank revealed any discernible publication bias (see <xref ref-type="table" rid="T2">Table 2</xref>).</p>
<fig id="F9" position="float">
<label>Figure 9</label>
<caption><p>Funnel plots for the publication bias of the effect of age, social support, educational status, depression, employment status, wealth index, gender, residence, knowledge about HIV, marital status, duration since diagnosis, and disclosure status on HIV-related stigma.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-12-1356430-g0009.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>This review used a series of meta-analyses and data gathered from 40 published studies involving people living with HIV to explore the relationship between a number of health, risk, and sociodemographic factors and HIV-related stigma. In terms of the scale and breadth of risk, health, and sociodemographic factors, our study is by far the largest meta-analysis on the level of HIV-related stigma.</p>
<p>According to our findings, which were consistent with those of earlier research (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B66">66</xref>), social support significantly reduced the level of HIV-related stigma. According to self-report data from prior studies (<xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B68">68</xref>), PLWH with little social support had a higher likelihood of engaging in suicidal behaviors. Social support accessibility provides guidance and relevant information on HIV treatment to people living with HIV (<xref ref-type="bibr" rid="B69">69</xref>). Previous reports have suggested that HIV-related stigma could be reduced by improving positive social support, including self-reported social support (<xref ref-type="bibr" rid="B70">70</xref>). Thus, social support is crucial for the psychological adjustment of PLWH. Both policymakers and healthcare professionals should look toward enhancing family counseling and support services, such as care for PLWH, and increasing HIV screening among high-risk populations.</p>
<p>In our study, depression was significantly associated with higher levels of HIV-related stigma. This finding was consistent with those of earlier research that found a robust correlation between high levels of HIV-related stigma and high levels of depression (<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B71">71</xref>, <xref ref-type="bibr" rid="B72">72</xref>). It is plausible that stigmatizing beliefs and reactions associated with HIV could evoke feelings of self-blame, guilt, or rejection in people living with HIV (<xref ref-type="bibr" rid="B54">54</xref>). Other previous studies (<xref ref-type="bibr" rid="B73">73</xref>, <xref ref-type="bibr" rid="B74">74</xref>) on PLWH have discovered that stigma related to HIV is associated with mental health problems, including depression. Thus, to guide future interventions, more research is required to determine how depression affects HIV-related stigma.</p>
<p>Older age at diagnosis was associated with a lower level of HIV-related stigma. Previous studies conducted in different countries also reported similar findings (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B75">75</xref>). This could be attributed to increased awareness of the disease among older HIV/AIDS patients due to advancement in the education level, exposure to different media, and utilization of the Internet, which promotes HIV-related knowledge. We also observed that women were more likely to face a high level of stigma. This finding was in accordance with those of previous studies (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B76">76</xref>, <xref ref-type="bibr" rid="B77">77</xref>) that observed that being a woman was significantly associated with a high level of stigma. Existing biases against women may make them more susceptible to HIV-related stigma (<xref ref-type="bibr" rid="B40">40</xref>).</p>
<p>We also observed that socioeconomic factors were positively associated with HIV-related stigma. A higher level of education was found to be associated with a lower level of HIV-related stigma in patients. This finding was in accordance with those of previous studies (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B78">78</xref>) that observed that a lower level of education was significantly associated with a higher level of HIV-related stigma. It has also been demonstrated that an increased level of education reduces HIV-related stigma (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B79">79</xref>). Moreover, lower household wealth was significantly associated with a high level of HIV-related stigma. This finding was consistent with the findings of previous research that suggested that a higher socioeconomic status helps combat HIV-related stigma (<xref ref-type="bibr" rid="B31">31</xref>).</p>
<p>In addition, our data implied that stigmatizing PLWH was associated with psychological issues. For instance, among patients, a lower risk of HIV-related stigma was associated with having high clinical knowledge about HIV and longer years of living with HIV. These findings were consistent with those of previous research (<xref ref-type="bibr" rid="B31">31</xref>) that suggested the usefulness of HIV knowledge in rejecting HIV misconceptions and being receptive to PLWH. Therefore, biomedical and clinical knowledge absolve PLWH from being social outcasts who require stigmatization.</p>
<sec>
<title>Study limitations</title>
<p>Despite providing pooled estimates from 40 studies across various geographic regions, our analysis has a few limitations. First, some of the included studies had very small sample sizes, which made it difficult to identify any potential influences on high HIV-related stigma. Second, high heterogeneity was observed, which may be due to the wide range of study approaches and sample sizes (ranging from 123 to 56,367 patients).</p>
</sec>
</sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusion</title>
<p>Our study indicated a consistent and statistically significant effect of socioeconomic, demographic, psychosocial, and risk variables, including older age, social support, higher educational level, higher socioeconomic status, good knowledge about HIV, disclosure of HIV status, and longer years of living with HIV, which significantly reduced the level of HIV-related stigma. It is crucial to develop complete and comprehensive social strategies through community-level awareness about HIV to tackle systemic HIV-associated stigma.</p>
<p>Moreover, our systematic review results also confirmed that depression, residing in rural areas, female respondents, and poor economic status were significantly associated with a high risk of HIV-related stigma. In addition to advocacy, community economic development or local economic development is essential to build healthy and socially cohesive communities. It would be especially important for policies and programs to effectively integrate agendas across psychosocial, demographic, and socioeconomic interventions to fulfill the UNAIDS 95-95-95 objective by 2030.</p>
</sec>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>ZD: Conceptualization, Data curation, Formal analysis, Methodology, Software, Visualization, Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing. TZ: Conceptualization, Methodology, Supervision, Validation, Writing &#x02013; review &#x00026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. Bahir Dar University and the University of KwaZulu-Natal did not have any role in the study design and collection, analysis, and interpretation of data and in writing the manuscript.</p>
</sec>
<ack><p>We would like to thank Bahir Dar University and the University of KwaZulu-Natal for providing their guidance and support.</p>
</ack>
<sec sec-type="COI-statement" id="conf1">
<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="disclaimer" id="s9">
<title>Publisher&#x00027;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>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label>
<citation citation-type="book"><person-group person-group-type="author"><collab>HIV/AIDS JUNPo</collab></person-group>. <source>Reduction of HIV-related Stigma and Discrimination: Guidance Note</source>. <publisher-loc>Geneva</publisher-loc>: <publisher-name>UNAIDS</publisher-name> (<year>2014</year>).</citation>
</ref>
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