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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">HSAG</journal-id>
<journal-title-group>
<journal-title>Health SA Gesondheid</journal-title>
</journal-title-group>
<issn pub-type="ppub">1025-9848</issn>
<issn pub-type="epub">2071-9736</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">HSAG-29-2271</article-id>
<article-id pub-id-type="doi">10.4102/hsag.v29i0.2271</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Interaction of social support and depressive symptoms on antiretroviral therapy adherence among people living with HIV in South Africa</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4299-5558</contrib-id>
<name>
<surname>Luthuli</surname>
<given-names>Muziwandile Q.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-3057-6831</contrib-id>
<name>
<surname>John-Langba</surname>
<given-names>Johannes</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<aff id="AF0001"><label>1</label>Discipline of Social Work, School of Applied Human Sciences, University of KwaZulu-Natal, Durban, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Muziwandile Luthuli, <email xlink:href="muziwandileluthuli8@gmail.com">muziwandileluthuli8@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>06</day><month>06</month><year>2024</year></pub-date>
<pub-date pub-type="collection"><year>2024</year></pub-date>
<volume>29</volume>
<elocation-id>2271</elocation-id>
<history>
<date date-type="received"><day>25</day><month>11</month><year>2022</year></date>
<date date-type="accepted"><day>10</day><month>09</month><year>2023</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2024. The Authors</copyright-statement>
<copyright-year>2024</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Licensee: AOSIS. This work is licensed under the Creative Commons Attribution License.</license-p>
</license>
</permissions>
<abstract>
<sec id="st1">
<title>Background</title>
<p>Depression consistently emerges as a significant predictor of poor antiretroviral therapy (ART) adherence among adult people living with human immunodeficiency virus (PLHIV). However, a gap exists regarding how social support and depressive symptoms can interact to influence ART adherence among adult PLHIV in South Africa (SA).</p>
</sec>
<sec id="st2">
<title>Aim</title>
<p>To investigate the interaction between social support and depressive symptoms on ART adherence among adult PLHIV.</p>
</sec>
<sec id="st3">
<title>Setting</title>
<p>A tertiary hospital in Durban, KwaZulu-Natal province of SA.</p>
</sec>
<sec id="st4">
<title>Methods</title>
<p>Utilising a quantitative cross-sectional research design along with time location sampling technique (TLS); the study recruited 201 adult patients enrolled in an ART programme.</p>
</sec>
<sec id="st5">
<title>Results</title>
<p>The results indicated that depressive symptoms were significantly associated with ART adherence with and without the interaction (B = -0.105; odds ratios [OR] 0.901; 95&#x0025; confidence intervals [CI] = 0.827, 0.981; <italic>p</italic> = 0.016), while social support was not significantly associated with ART adherence (B = 0.007; OR 1.007; 95&#x0025;CI = 0.989, 1.025; <italic>p</italic> = 0.475). However, a statistically significant interaction was found between social support and depressive symptoms (B = -0.006; OR 0.994; 95&#x0025;CI = 0.989, 1.000; <italic>p</italic> = 0.037) on ART adherence.</p>
</sec>
<sec id="st6">
<title>Conclusion</title>
<p>Based on the results, depressive symptoms significantly influenced ART adherence. However, social support did not buffer the adverse effects of clinical depression associated with poor ART adherence.</p>
</sec>
<sec id="st7">
<title>Contribution</title>
<p>This study provides an evidence-based approach to address gaps in the mental health and social well-being of PLHIV in the context of ART adherence.</p>
</sec>
</abstract>
<kwd-group>
<kwd>ART adherence</kwd>
<kwd>depressive symptoms</kwd>
<kwd>HIV</kwd>
<kwd>social support</kwd>
<kwd>South Africa</kwd>
</kwd-group>
<funding-group>
<funding-statement><bold>Funding information</bold> This work was supported by the National Research Foundation (NRF) grant number MND190703452772.</funding-statement>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>The global spread of the human immunodeficiency virus (HIV) has led to considerable human suffering, as people living with the disease are more susceptible to different detrimental health conditions. The number of people living with human immunodeficiency virus (PLHIV) globally has also been increasing, and this indicates that HIV remains a serious global health concern. For instance, at the global level, the number of PLHIV increased from 34 million in 2010 to 38.4 million in 2021, with almost three-quarters (74.7&#x0025;) of the people estimated to access antiretroviral therapy (ART) (Joint United Nations Programme on HIV/AIDS [UNAIDS] <xref ref-type="bibr" rid="CIT0022">2022</xref>). Moreover, acquired immunodeficiency syndrome (AIDS)-related deaths have decreased by 52&#x0025;, from 1.4 million people in 2010 to an estimated 650 000 in 2021 (UNAIDS <xref ref-type="bibr" rid="CIT0022">2022</xref>). On the other hand, the increase in ART access has also been a vital factor in reducing the number of new HIV infections by 32&#x0025;, from 2.2 million in 2010 to 1.5 million in 2021 (UNAIDS <xref ref-type="bibr" rid="CIT0022">2022</xref>). Despite this significant progress in prevention and treatment, the global HIV epidemic continues to cause a disproportionate burden of disease among vulnerable groups. This is particularly prevalent among those living in low-and middle-income countries (Shao &#x0026; Williamson <xref ref-type="bibr" rid="CIT0041">2011</xref>).</p>
<p>Moreover, the sub-Saharan Africa (SSA) region stands out for its tremendously higher HIV prevalence compared to other global regions, with South Africa (SA) demonstrating this trend. For example, SA experienced an increase in the population living with HIV from 7.8 million people in 2020 to 8.5 million people in 2021, maintaining its position as the epicentre of the HIV/AIDS pandemic (Statistics South Africa [Stats SA] <xref ref-type="bibr" rid="CIT0046">2022</xref>; UNAIDS <xref ref-type="bibr" rid="CIT0020">2020</xref>). The prevalence rate of HIV among adults aged 15&#x2013;49 years in SA surged from 18.3&#x0025; in 2021 to 19.6&#x0025; by July 2022 (Stats SA <xref ref-type="bibr" rid="CIT0046">2022</xref>). This surpassed the overall HIV prevalence rate of 13.9&#x0025; estimated for the South African population in the mid-2022 by Stats SA (<xref ref-type="bibr" rid="CIT0046">2022</xref>). In the same vein, the distribution of HIV cases in 2021 displayed a gender imbalance, where out of the 7.3 million adult PLHIV aged 15&#x2013;49 years in SA, approximately 4.8 million were women, whereas men living with HIV were 2.4 million (UNAIDS <xref ref-type="bibr" rid="CIT0021">2021</xref>). Notably, the burden of HIV was higher in women, accounting for around 24.5&#x0025;, compared to men at 12.1&#x0025;, indicating a substantial difference of 12.4&#x0025; (UNAIDS <xref ref-type="bibr" rid="CIT0021">2021</xref>). This disproportionality in HIV prevalence between women and men is because of a variety of factors including but not limited to gender-based violence and unequal access to healthcare services such as HIV testing, prevention and treatment services (Muyanga et al. <xref ref-type="bibr" rid="CIT0036">2023</xref>; UNAIDS <xref ref-type="bibr" rid="CIT0020">2020</xref>).</p>
<p>In addition, men tend to have higher rates of risky sexual behaviours as well as lower rates of HIV testing, and treatment adherence than women, which further contributes to the gender gap in HIV prevalence in SA (Wechsberg et al. <xref ref-type="bibr" rid="CIT0051">2013</xref>). Moreover, the national coverage of ART among PLHIV increased by just 2&#x0025; in 1 year, with 5.5 million people translating to 74&#x0025; in 2021 (UNAIDS <xref ref-type="bibr" rid="CIT0021">2021</xref>), up from 72&#x0025; in 2020 (UNAIDS <xref ref-type="bibr" rid="CIT0020">2020</xref>). This indicates the slow progress being made in providing access to ART for PLHIV, as the mere 2&#x0025; increase within a year fell significantly below the required 18&#x0025; rise to attain the target of 90&#x0025; for universal access to ART (South African National AIDS Council <xref ref-type="bibr" rid="CIT0044">2017</xref>). As the HIV pandemic continues to ravage KwaZulu-Natal (KZN) province, its HIV prevalence rate remains the highest in the entire country of SA. For example, in 2022, HIV prevalence in KZN was estimated at 18.3&#x0025; (KwaZulu-Natal Department of Health [KZN DoH <xref ref-type="bibr" rid="CIT0029">2022</xref>]), compared to the national prevalence of 19.6&#x0025; (Stats SA <xref ref-type="bibr" rid="CIT0046">2022</xref>). Despite this, HIV prevalence in KZN has decreased gradually over the past few years, from 20.6 &#x0025; in 2017 (HSRC <xref ref-type="bibr" rid="CIT0019">2018</xref>) to 18.3&#x0025; in 2022 (KZN DoH <xref ref-type="bibr" rid="CIT0029">2022</xref>). This demonstrates that comprehensive HIV prevention and treatment options efforts in KZN have been successful and should be continued to further reduce HIV prevalence across the region. KwaZulu-Natal, for instance, had over 2 million PLHIV in 2021, with 1.7 million people reported to be on ART in the province. Despite the high numbers of those living with HIV/AIDS in KZN, the province still managed to provide sufficient ART treatments to those in need. This accounts for approximately 85&#x0025; of the total PLHIV in the KZN province.</p>
<p>Despite wide access to ART, HIV care retention remains unsatisfactory in SA. The data from previous research suggest that while ART coverage has increased, HIV care retention has remained relatively low. This indicates that quality HIV care still poses challenges in SA. In SA, the loss to follow-up (LTFU) among PLHIV has been constantly estimated at between 20&#x0025; and 30&#x0025; of PLHIV (Plazy et al. <xref ref-type="bibr" rid="CIT0039">2014</xref>). For instance, a study conducted in KZN province at a rural hospital revealed a rate of 25.2&#x0025; for LTFU, of which 0.9&#x0025; of these patients died 12 months after ART initiation (Arnesen, Moll &#x0026; Shenoi <xref ref-type="bibr" rid="CIT0005">2017</xref>). Another study conducted by Nyakato et al. (<xref ref-type="bibr" rid="CIT0037">2022</xref>), across three South African provinces reported that over half of their study population (51.9&#x0025;) were LTFU 1 year after ART initiation. These findings suggest that PLHIV in SA face a high risk of LTFU and that this risk can even be exacerbated in resource-limited settings. This further suggests that there are substantial gaps in existing care for PLHIV in SA, highlighting the need for improved retention strategies to ensure long-term care and treatment. Mental health disorders can interact with social, economic and cultural factors in different contexts (Alegr&#x00ED;a et al. <xref ref-type="bibr" rid="CIT0003">2019</xref>), making it difficult to address all the underlying causes of poor adherence to ART.</p>
<p>Thus, although physical symptoms are linked to HIV/AIDS, mental health must be considered when treating PLHIV to ensure successful adherence to ART. People living with human immunodeficiency virus with mental health conditions, such as depression, may find it difficult to remember to take their medication. This can lead to an increased risk of missing doses, which can ultimately lead to virological failure. Depression is a mental disorder that can present with various symptoms such as feeling of sadness and loss of interest, and it affects how one feels, thinks and behaves and can lead to a variety of emotional and physical problems (World Health Organisation. [WHO <xref ref-type="bibr" rid="CIT0053">2023</xref>]). For instance, several studies conducted in SSA have shown that PLHIV with depressive symptoms are less likely to adhere to their ART regimens, leading to poor health outcomes (Asrat et al. <xref ref-type="bibr" rid="CIT0006">2020</xref>; Ekat et al. <xref ref-type="bibr" rid="CIT0017">2020</xref>; Shearer et al. <xref ref-type="bibr" rid="CIT0042">2018</xref>; Spielman et al. <xref ref-type="bibr" rid="CIT0045">2021</xref>; Wagner et al. <xref ref-type="bibr" rid="CIT0050">2019</xref>). As a result, it is imperative to address depression in PLHIV to ensure they are adherent to their ART regimens and maintain better health.</p>
<p>Moreover, South African studies have documented a vast variation in depression prevalence rates that ranges up to over one-third (37&#x0025;) of all PLHIV (Ekat et al. <xref ref-type="bibr" rid="CIT0017">2020</xref>; Kitshoff, Campbell, &#x0026; Naidoo <xref ref-type="bibr" rid="CIT0026">2012</xref>; Shearer et al. <xref ref-type="bibr" rid="CIT0042">2018</xref>). Three recent studies have reported various prevalence estimates for depression among PLHIV in SA: for example, in Kagee et al.&#x2019;s study (<xref ref-type="bibr" rid="CIT0024">2020</xref>), the rate was 24.7&#x0025; (<italic>n</italic> = 170), while out of 688 ART users in Kagee, Saal and Sterley&#x2019;s study (<xref ref-type="bibr" rid="CIT0025">2021</xref>), the rate was 24.9&#x0025;, and in Truong et al.&#x2019;s study (<xref ref-type="bibr" rid="CIT0048">2021</xref>), the prevalence rate was 12.5&#x0025; (<italic>n</italic> = 289). These discrepancies in prevalence estimates could be because of differences in the study populations, methodologies or data-collection techniques used. It is also possible that the prevalence of depression is changing over time, and these studies are showing that trend. In addition, depression is among the three major causes of disease burden in SA and elsewhere (Kitshoff et al. <xref ref-type="bibr" rid="CIT0026">2012</xref>). As such, strategies to identify, assess and treat depression among PLHIV in SA must be prioritised to ensure better physical and mental health for this population (Van Coppenhagen &#x0026; Duvenage <xref ref-type="bibr" rid="CIT0049">2019</xref>). In addition, PLHIV require social support and access to medical resources to help mitigate the risk of developing depressive symptoms.</p>
<p>Having reliable sources of social support can be a key factor in managing depression for those living with HIV. Social support is defined as the provision of resources and assistance by people in one&#x2019;s social network (Cohen &#x0026; Mckay <xref ref-type="bibr" rid="CIT0011">1984</xref>). Cohen and Mckay (<xref ref-type="bibr" rid="CIT0011">1984</xref>) further state that resources and assistance can be procured through emotional (e.g., love, care and concern) or material (e.g., money, housing and food) means. For instance, a recent meta-analysis showed that PLHIV with poor social support had a higher risk of developing depressive symptoms compared to those with high social support (Weldesenbet, Kebede &#x0026; Tusa <xref ref-type="bibr" rid="CIT0052">2020</xref>). The study indicated that those with a poor social support system were over two times more likely to develop depressive symptoms (Weldesenbet et al. <xref ref-type="bibr" rid="CIT0052">2020</xref>). This highlights the importance of social support for PLHIV, and why it should be an important consideration when addressing mental health issues. Adequate social support can be a powerful source of strength, giving those living with HIV/AIDS the motivation to seek out necessary healthcare resources and develop a sense of belonging and hope (Wu et al. <xref ref-type="bibr" rid="CIT0054">2018</xref>). Two general models of social support have been adopted to explain the pivotal role of social support in depressive symptoms: the direct effect model and the stress buffer model. The direct effect model posits that social support directly affects the severity of depression symptoms (Lakey &#x0026; Orehek <xref ref-type="bibr" rid="CIT0030">2011</xref>), while the stress buffer model suggests that social support serves to reduce stress and, in turn, reduce the severity of depression symptoms (Yan et al. <xref ref-type="bibr" rid="CIT0055">2019</xref>). Both models are important and effective in understanding how social support can be used to alleviate depressive symptoms.</p>
<p>Moreover, Beck&#x2019;s cognitive theory of depression is adopted in the current study which posits that cognitive biases and negative beliefs about oneself (self-schemas) are shaped by environmental stressors (Beck <xref ref-type="bibr" rid="CIT0009">1967</xref>). These self-schemas create negative thought patterns that can lead to feelings of hopelessness and helplessness, which can then lead to depression. The theory suggests that by recognising and challenging these self-schemas, individuals can disrupt the cycle of negative thinking and reduce the effects of depression. Conversely, the social cognitive theory (SCT) posits that personal factors (depressive symptoms) and environmental factors (social support) function as interacting determinants that influence aspects of behaviour (adherence to ART) for a robust behavioural change (Bandura <xref ref-type="bibr" rid="CIT0007">1986</xref>, <xref ref-type="bibr" rid="CIT0008">2001</xref>). Therefore, understanding the complex relationships between personal and environmental factors can be a crucial part of developing successful interventions for improving adherence to ART among the HIV population.</p>
<p>Based on a large body of evidence, social support has been shown to be an effective means of improving adherence to ART and the overall quality of life for PLHIV (Mao et al. <xref ref-type="bibr" rid="CIT0032">2019</xref>; Seffren et al. <xref ref-type="bibr" rid="CIT0040">2018</xref>; Yan et al. <xref ref-type="bibr" rid="CIT0055">2019</xref>). Extensive evidence has been established demonstrating both a positive association between social support and adherence to ART (Damulira et al. <xref ref-type="bibr" rid="CIT0014">2019</xref>; Mireles et al. <xref ref-type="bibr" rid="CIT0034">2023</xref>; Oliveira et al. <xref ref-type="bibr" rid="CIT0038">2020</xref>) and a negative association between social support and depression (Jones et al. <xref ref-type="bibr" rid="CIT0023">2021</xref>; Mao et al. <xref ref-type="bibr" rid="CIT0032">2019</xref>; Yan et al. <xref ref-type="bibr" rid="CIT0055">2019</xref>; Zamanian et al. <xref ref-type="bibr" rid="CIT0056">2021</xref>). However, very little is known about the interactive mechanism between social support, depressive symptoms and ART adherence among adult PLHIV within the South African context. This knowledge gap is particularly concerning because, without understanding the mechanism through which social support and depressive symptoms interact to influence ART adherence, interventions designed to improve adherence may be ineffective. Thus, the purpose of the study was to examine the interactive mechanisms through which social support and depressive symptoms influence ART adherence among adult PLHIV in SA. Guided by cognitive theories of depression, the buffer model and SCT, the study hypothesised the following facts among adult PLHIV in Durban, SA:</p>
<disp-quote>
<p><italic>Hypothesis 1</italic>: Depressive symptoms predict ART adherence.</p>
<p><italic>Hypothesis 2</italic>: There is a statistically significant interaction between social support and depressive symptoms in predicting ART adherence.</p>
</disp-quote>
</sec>
<sec id="s0002">
<title>Methods and design</title>
<sec id="s20003">
<title>Study design, setting and population</title>
<p>A cross-sectional quantitative research design was used. The researcher adopted the post-positivistic paradigm, which recognises the importance of social context in constructing knowledge and posits that knowledge is constructed by people through interaction with their environment. A non-probability time location sampling (TLS) technique was used to recruit participants from an ARV clinic at a tertiary hospital in Durban, KZN. Participants who met all the inclusion criteria were selected voluntarily. The inclusion criteria include PLHIV, age &#x2265; 18 years, enrolled in an ART program and residents of urban communities in Durban, SA. The data were gathered between June and October 2020 during the outbreak of COVID-19 in SA.</p>
<sec id="s30004">
<title>Sample size determination</title>
<p>The sample size was determined considering both financial efficiency and statistical reliability. The minimum sample size was determined using the following formula proposed by Lemeshow et al. (<xref ref-type="bibr" rid="CIT0031">1990</xref>:1).</p>
<p><disp-formula id="FD1"><alternatives><mml:math display="block" id="M1"><mml:mtable columnalign="left"><mml:mtr><mml:mtd><mml:mstyle mathvariant="bold-italic" mathsize="normal"><mml:mi>S</mml:mi></mml:mstyle><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msup><mml:mi>Z</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mi>a</mml:mi><mml:mn>2</mml:mn></mml:mfrac></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mi>p</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mi>p</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:msup><mml:mi>d</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mtext>&#x0009;</mml:mtext><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>1.96</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mn>0.144</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:mn>0.856</mml:mn></mml:mrow><mml:mrow><mml:msup><mml:mrow><mml:mn>0.05</mml:mn></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mfrac><mml:mo>=</mml:mo><mml:mn>189.41</mml:mn><mml:mo>=</mml:mo><mml:mn>189</mml:mn></mml:mtd></mml:mtr></mml:mtable></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="HSAG-29-2271-e001.tif"/></alternatives><label>[Eqn 1]</label></disp-formula></p>
<p>The criteria of 50&#x0025; of missing data was used to ensure that the data were reliable and that the results would be accurate. With the required sample size of 189; 222 questionnaires were completed; of these, 21 were discarded because of incomplete data exceeding 50&#x0025;. Therefore, 201 questionnaires were considered valid for analysis.</p>
</sec>
</sec>
</sec>
<sec id="s0005">
<title>Data collection</title>
<p>As part of the survey questionnaire, socio-demographic data were collected (see <xref ref-type="table" rid="T0001">Table 1</xref>). Nominated experts underwent blind translation of the questionnaire and informed consent form from English to IsiZulu. Participants who volunteered to complete a questionnaire first gave their written consent to participate in the study. The questionnaire took almost 25 min to complete.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Demographics, descriptive statistics and Pearson&#x2019;s Chi-squared results (<italic>N</italic> = 201).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="3">Variable</th>
<th valign="top" align="center" rowspan="3">Frequency</th>
<th valign="top" align="center" rowspan="3">&#x0025;</th>
<th valign="top" align="center" rowspan="3"><italic>M</italic></th>
<th valign="top" align="center" rowspan="3">SD</th>
<th valign="top" align="center" colspan="4">Adherence to ART<hr/></th>
<th valign="top" align="center" rowspan="3"><italic>p</italic><xref ref-type="table-fn" rid="TFN0001">&#x2020;</xref></th>
</tr>
<tr>
<th valign="top" align="center" colspan="2">High adherence<hr/></th>
<th valign="top" align="center" colspan="2">Low adherence<hr/></th>
</tr>
<tr>
<th valign="top" align="center"><italic>N</italic></th>
<th valign="top" align="center">&#x0025;</th>
<th valign="top" align="center"><italic>N</italic></th>
<th valign="top" align="center">&#x0025;</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Age</td>
<td align="center">201</td>
<td align="center">100</td>
<td align="center">39.3</td>
<td align="center">12.1</td>
<td align="center">108</td>
<td align="center">53.7</td>
<td align="center">93</td>
<td align="center">46.3</td>
<td align="center">0.054</td>
</tr>
<tr>
<td align="left"><bold>Sex</bold></td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">1.3</td>
<td align="center">0.5</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">0.468</td>
</tr>
<tr>
<td align="left">Male</td>
<td align="center">58</td>
<td align="center">28.9</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">29</td>
<td align="center">14.5</td>
<td align="center">29</td>
<td align="center">14.5</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Female</td>
<td align="center">142</td>
<td align="center">70.6</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">79</td>
<td align="center">39.5</td>
<td align="center">63</td>
<td align="center">31.5</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">108</td>
<td align="center">54.0</td>
<td align="center">92</td>
<td align="center">46.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>Marital status</bold></td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">1.4</td>
<td align="center">0.8</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">0.126</td>
</tr>
<tr>
<td align="left">Never married</td>
<td align="center">147</td>
<td align="center">73.1</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">86</td>
<td align="center">43.4</td>
<td align="center">61</td>
<td align="center">30.8</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Married</td>
<td align="center">36</td>
<td align="center">17.9</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">13</td>
<td align="center">6.6</td>
<td align="center">23</td>
<td align="center">11.6</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Divorced</td>
<td align="center">6</td>
<td align="center">3.0</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">2</td>
<td align="center">1.0</td>
<td align="center">4</td>
<td align="center">2.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Widowed</td>
<td align="center">5</td>
<td align="center">2.5</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">2</td>
<td align="center">1.0</td>
<td align="center">3</td>
<td align="center">1.5</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Separated</td>
<td align="center">4</td>
<td align="center">2.0</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">2</td>
<td align="center">1.0</td>
<td align="center">2</td>
<td align="center">1.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">105</td>
<td align="center">53.0</td>
<td align="center">93</td>
<td align="center">47.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>Education status</bold></td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">2.9</td>
<td align="center">0.9</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">0.320</td>
</tr>
<tr>
<td align="left">No education</td>
<td align="center">16</td>
<td align="center">8.0</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">10</td>
<td align="center">5.1</td>
<td align="center">6</td>
<td align="center">3.1</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Primary</td>
<td align="center">36</td>
<td align="center">17.9</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">23</td>
<td align="center">11.7</td>
<td align="center">13</td>
<td align="center">6.6</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Secondary</td>
<td align="center">97</td>
<td align="center">48.3</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">46</td>
<td align="center">23.5</td>
<td align="center">51</td>
<td align="center">26.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Tertiary</td>
<td align="center">47</td>
<td align="center">23.4</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">25</td>
<td align="center">12.8</td>
<td align="center">22</td>
<td align="center">11.2</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">104</td>
<td align="center">53.1</td>
<td align="center">92</td>
<td align="center">46.9</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>Employment</bold></td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">1.5</td>
<td align="center">0.7</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">0.033</td>
</tr>
<tr>
<td align="left">Unemployed</td>
<td align="center">132</td>
<td align="center">65.7</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">80</td>
<td align="center">40.2</td>
<td align="center">52</td>
<td align="center">26.1</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Employed</td>
<td align="center">41</td>
<td align="center">20.4</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">15</td>
<td align="center">7.5</td>
<td align="center">26</td>
<td align="center">13.1</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Self-employed</td>
<td align="center">24</td>
<td align="center">11.9</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">10</td>
<td align="center">9.4</td>
<td align="center">14</td>
<td align="center">7.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Retired</td>
<td align="center">2</td>
<td align="center">1.0</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">0.5</td>
<td align="center">1</td>
<td align="center">0.5</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">106</td>
<td align="center">53.3</td>
<td align="center">93</td>
<td align="center">46.7</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>Depressive symptoms</bold></td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">10.2</td>
<td align="center">4.6</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">0.003</td>
</tr>
<tr>
<td align="left">Mild</td>
<td align="center">65</td>
<td align="center">32.3</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">37</td>
<td align="center">18.5</td>
<td align="center">28</td>
<td align="center">14.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Moderate</td>
<td align="center">35</td>
<td align="center">17.4</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">25</td>
<td align="center">12.5</td>
<td align="center">10</td>
<td align="center">5.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Moderately severe</td>
<td align="center">18</td>
<td align="center">9.0</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">11</td>
<td align="center">5.5</td>
<td align="center">7</td>
<td align="center">3.5</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Severe</td>
<td align="center">5</td>
<td align="center">2.5</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">5</td>
<td align="center">2.5</td>
<td align="center">0</td>
<td align="center">0.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">108</td>
<td align="center">54.0</td>
<td align="center">92</td>
<td align="center">46.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>Social support</bold></td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">63.6</td>
<td align="center">20.2</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">0.094</td>
</tr>
<tr>
<td align="left">High support</td>
<td align="center">102</td>
<td align="center">50.7</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">61</td>
<td align="center">31.1</td>
<td align="center">41</td>
<td align="center">20.9</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Low support</td>
<td align="center">94</td>
<td align="center">46.8</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">45</td>
<td align="center">23.0</td>
<td align="center">49</td>
<td align="center">25.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">106</td>
<td align="center">54.1</td>
<td align="center">90</td>
<td align="center">45.9</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>M, mean; SD, standard deviation; ART, antiretroviral therapy.</p></fn>
<fn id="TFN0001"><label>&#x2020;</label><p>, represents significance given between high adherent and low adherent individuals.</p></fn>
</table-wrap-foot>
</table-wrap>
<sec id="s20006">
<title>Measures</title>
<sec id="s30007">
<title>Adherence to antiretroviral therapy: A simplified medication adherence questionnaire</title>
<p>The outcome variable, ART adherence was measured utilising the six-item simplified medication adherence questionnaire (SMAQ) (Knobel et al. <xref ref-type="bibr" rid="CIT0027">2002</xref>). The SMAQ was invented by Knobel et al. (<xref ref-type="bibr" rid="CIT0027">2002</xref>) on the foundational basis of the Morisky&#x2019;s Medication Adherence Scale. The SMAQ is a self-report measure of ART adherence which is suitable for use among adults living with HIV (Knobel et al. <xref ref-type="bibr" rid="CIT0027">2002</xref>). The SMAQ assesses various facets of patient treatment adherence, specifically addressing forgetfulness, adverse effects, routine and quantification of omissions (Knobel et al. <xref ref-type="bibr" rid="CIT0027">2002</xref>).</p>
<p>The SMAQ consists of four items that are dichotomous <italic>(yes/no)</italic>, while one additional item is open <italic>(less/more than 2 days)</italic>, and further one item is Likert-type <italic>(from never to more than 10 times)</italic>. Participants were instructed to report if over the past 3 months (<italic>e.g. &#x2018;do you ever forget to take your medicine?&#x2019;</italic>) on a dichotomous response option (<italic>0 = yes/1 = no</italic>) and with one item (<italic>e.g. &#x2018;Thinking about the last week, how often have you not taken your medicine?&#x2019;</italic>) on a 5-point Likert scale from 0 (<italic>Never</italic>) to 5 (<italic>More than 10 times</italic>). All items within the SMAQ measure are phrased negatively, with a need for reverse scoring in two of them. Previous studies have established high internal consistency for SMAQ in adults with HIV/AIDS with alpha coefficients above 0.70 (Knobel et al. <xref ref-type="bibr" rid="CIT0027">2002</xref>). The cut-off median value of 5 was employed to differentiate between high and low ART adherence. This approach aligns with the established median split technique, facilitating a clear demarcation between high and low groups on the variable in question (MacCallum et al. <xref ref-type="bibr" rid="CIT0033">2002</xref>). This methodological choice of dichotomising at the median enhances precision and reliability of analysis within ART adherence measure (MacCallum et al. <xref ref-type="bibr" rid="CIT0033">2002</xref>).</p>
<p>Values ranging from 0 to 4 were indicative of high ART adherence, while values exceeding 5 denoted comparatively low ART adherence.</p>
</sec>
<sec id="s30008">
<title>Depressive symptoms: Patient health questionnaire</title>
<p>A predictor variable, depression, was measured using a self-report patient health questionnaire (PHQ-9) which consists of nine items used to assess the presence of depressive symptoms over the previous 2 weeks (Kroenke, Spitzer &#x0026; Williams <xref ref-type="bibr" rid="CIT0028">2001</xref>). The PHQ has shown robust validity and internal consistency when applied with PLHIV in sub-Saharan Africa (Monahan et al. <xref ref-type="bibr" rid="CIT0035">2008</xref>). The nine items match up with the symptoms that tend to be diagnosed in accordance with the Diagnostic and Statistics Manual (DSM) and responses to each item are on a 4-point Likert-type scale ranging from 0 (&#x2018;not at all&#x2019;) to 3 (&#x2018;nearly every day&#x2019;). The scores of items are summed up and scores of (5&#x2013;9) indicate mild depressive symptoms, whereas a score of 10 &#x003E; has been found to represent major depressive symptoms (Kroenke et al. <xref ref-type="bibr" rid="CIT0028">2001</xref>). The past study by Kroenke et al. (<xref ref-type="bibr" rid="CIT0028">2001</xref>), has established a high internal consistency with Cronbach&#x2019;s alpha ranges from 0.86 to 0.89 in the study that consists of two various patient populations.</p>
</sec>
<sec id="s30009">
<title>Social support: Multidimensional scale of perceived social support</title>
<p>A moderator variable, social support was measured using a self-report multidimensional scale of perceived social support (MSPSS) (Zimet et al. <xref ref-type="bibr" rid="CIT0058">1988</xref>). The MSPSS is a self-report scale consisting of 12 items, and these items are categorised into three-factor groups associated with each dimension of perceived social support namely the support from family (4 items), friends (4 items) and significant others (4 items) (Zimet et al. <xref ref-type="bibr" rid="CIT0058">1988</xref>). The responses to the scale are rated on a 7-point Likert scale from 1 (very strongly disagree) to 7 (very strongly agree), and the high scores on all dimensions are indicative of greater social support. The MSPSS-12 has been found to have an excellent overall internal consistency that ranges between 0.80 and 0.95 (Duru <xref ref-type="bibr" rid="CIT0016">2007</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s0010">
<title>Data analysis</title>
<sec id="s20011">
<title>Statistical analysis</title>
<p>All analyses were conducted using SPSS version 28 and predictor variables were measured as continuous variables while the outcome variable was measured as a dichotomous variable. The missing data of participants were assumed to be missing at random and the normality of the data for all variables of interest was not confirmed using the Shapiro-Wilk test; therefore, non-parametric statistics were conducted. Descriptive statistics were reported in the form of standard deviations (SD), means (M) and frequencies (<italic>n</italic>). We also presented rates of ART adherence, depressive symptoms and social support.</p>
<p>Bivariate analyses assessed the main effects of all variables on ART adherence. Spearman&#x2019;s rank order correlation coefficient was used to test the association between the study variables. Pearson&#x2019;s chi-square tests were performed to analyse differences in demographic characteristics between high-adherent and low-adherent participants. Multiple logistic regression was conducted to test the regression model and interaction effect. Before the interaction term was computed, both predictor variables were standardised by subtracting the mean from all original scores. This is also referred to as centring deviation scores (Aiken Reno &#x0026; West <xref ref-type="bibr" rid="CIT0002">1991</xref>). The product term was computed by multiplying predictor variables together (social support &#x00D7; depressive symptoms) in SPSS (Aguinis, Gottfredson &#x0026; Culpepper <xref ref-type="bibr" rid="CIT0001">2013</xref>).</p>
<p>The hypothesised predictor variables (social support and depressive symptoms) were entered into the main effect model with multiple logistic regression to test for their independent effect on the dependent variable (ART adherence). The product term (social support &#x00D7; depressive symptoms) was added to the second logistic regression model to test if a statistical interaction exists in predicting the outcome variable (ART adherence). To compare the proportion of unique effects contributed by each explanatory variable and the interaction term, Wald chi-squared was used. Confidence intervals (95&#x0025; CI), odds ratios (OR), standardised beta coefficients (B), standard errors (SE) and <italic>p</italic>-values were used to examine statistically significant effects in the multiple logistic regression models. For all analyses, statistical significance was observed with a cutoff probability value of 0.05 or less.</p>
</sec>
<sec id="s20012">
<title>Validity and reliability</title>
<p>The results of the pilot study were used to validate the accuracy of the scales. The pilot study allowed researchers to test the scales with a sample of participants and measure the accuracy of their responses. It helped to determine if the translated data-collection tool was accurate and reliable in the population under study, and necessary changes were made to the measure before it was used in the larger study. The reliability of the scales was further validated by assessing Cronbach&#x2019;s alpha coefficients score, which must meet a minimum threshold of 0.70 for the measure to be considered valid (Taber <xref ref-type="bibr" rid="CIT0047">2017</xref>). The internal consistency of MSPSS-12 was excellent (&#x03B1; = 0.888) and slightly higher than the score of the pilot study (&#x03B1; = 0.793), while that of PHQ-9 was acceptable (&#x03B1; = 0.768) and significantly higher than the score of the pilot study (&#x03B1; = 0.413). The internal consistency between the MSPSS-12 and PHQ-9 scores improved from the pilot study to the current study, which indicates that the measures were reliable and valid. In addition, SMAQ-6 score of the larger study was significantly higher (&#x03B1; = 0.646) than the pilot study (&#x03B1; = 0.345), reflecting acceptable reliability coefficient.</p>
</sec>
<sec id="s20013">
<title>Ethical considerations</title>
<p>Ethical clearance for this study was obtained from the University of KwaZulu-Natal&#x2019;s Humanities and Social Sciences Research Ethics and Health Research Review Board Ethics Committee of KwaZulu-Natal Department of Health. All human participants granted written consent before enrolling in the study. (HSSREC/00000607/2019); HSSREC-13 December 2019.</p>
</sec>
</sec>
<sec id="s0014">
<title>Results</title>
<sec id="s20015">
<title>Demographic and descriptive statistics</title>
<p><xref ref-type="table" rid="T0001">Table 1</xref> shows the socio-demographic characteristics of the sample. Out of the 201 participants enrolled in the study, most participants were females (<italic>n</italic> = 142, 70.6&#x0025;). The participants had a mean age of 39.3 years (SD = 12.1), with the majority never having been married (<italic>n</italic> = 147, 73.1&#x0025;), while 97 participants (48.3&#x0025;) had completed secondary education. Additionally, a significant proportion of participants were unemployed (<italic>n</italic> = 132, 65.7&#x0025;) and most demonstrated high ART adherence (<italic>n</italic> = 108, 53.7&#x0025;), experienced depression (<italic>n</italic> = 123, 61.2&#x0025;) and reported high perceived social support (50.7&#x0025;). The average score of depressive symptoms was 10.2 (SD = 4.6) with just over one-third (<italic>n</italic> = 65, 32.3&#x0025;) having scores of 5&#x2013;9 indicative of mild depression and (<italic>n</italic> = 58, 28.9&#x0025;) having scores greater than 9 suggestive of clinical depression. The mean score of perceived social support was 63.6 (SD = 20.2), with nearly half (<italic>n</italic> = 94, 46.8&#x0025;) of respondents having scores below the median observed to have low levels of perceived social support, while half (<italic>n</italic> = 102, 50.7&#x0025;) had high levels of perceived social support with scores at and/or above the median (see <xref ref-type="table" rid="T0001">Table 1</xref>).</p>
<p>The mean score of ART adherence was 6.2 (SD = 1.3), with almost half (<italic>n</italic> = 93, 46.3&#x0025;) of participants reporting low ART adherence, with scores below the median, while over half (<italic>n</italic> = 108, 53.7&#x0025;) of participants had high ART adherence with scores at and/or over the median (see <xref ref-type="table" rid="T0001">Table 1</xref> &#x0026; <xref ref-type="table" rid="T0002">Table 2</xref>). The mean scores and corresponding SD derived from the sample data suggest moderate levels of depressive symptoms (M = 10.2, SD = 4.6) and ART adherence (M = 6.2, SD = 1.3). Conversely, participants reported high levels of perceived social support (M = 63.6, SD = 20.2) as detailed in <xref ref-type="table" rid="T0002">Table 2</xref>.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Means, standard deviations, and inter-correlations among study variables.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Variables</th>
<th valign="top" align="center">Mean</th>
<th valign="top" align="center">Standard deviation</th>
<th valign="top" align="center">Depressive symptoms</th>
<th valign="top" align="center">Social support</th>
<th valign="top" align="center">ART adherence</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Depressive symptoms</td>
<td align="center">10.2</td>
<td align="center">4.6</td>
<td align="center">1</td>
<td align="center">&#x2212;0.037</td>
<td align="center">&#x2212;0.180<xref ref-type="table-fn" rid="TFN0002">*</xref></td>
</tr>
<tr>
<td align="left">Social support</td>
<td align="center">63.6</td>
<td align="center">20.2</td>
<td align="center">&#x2212;0.037</td>
<td align="center">1</td>
<td align="center">0.145<xref ref-type="table-fn" rid="TFN0002">*</xref></td>
</tr>
<tr>
<td align="left">ART adherence</td>
<td align="center">6.2</td>
<td align="center">1.3</td>
<td align="center">&#x2212;0.180<xref ref-type="table-fn" rid="TFN0002">*</xref></td>
<td align="center">0.145<xref ref-type="table-fn" rid="TFN0002">*</xref></td>
<td align="center">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>ART, antiretroviral therapy.</p></fn>
<fn id="TFN0002"><label>*</label><p>, <italic>p</italic> &#x003C; 0.05 (2-tailed).</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s20016">
<title>Bivariate analysis</title>
<p>Statistically significant differences were observed in only two demographic characteristics between low-adherent and high-adherent participants (see <xref ref-type="table" rid="T0001">Table 1</xref>). Participants significantly differed on ART adherence based on age (&#x03C7;<sup>2</sup> [5] = 10.86, <italic>p</italic> = 0.054) and employment status (&#x03C7;<sup>2</sup> [3] = 8.75, <italic>p</italic> = 0.033), whereas sex (&#x03C7;<sup>2</sup> [1] = 0.53, <italic>p</italic> = 0.468), marital (&#x03C7;<sup>2</sup> [4] = 7.20, <italic>p</italic> = 0.126) and education status (&#x03C7;<sup>2</sup> [5] = 3.51, <italic>p</italic> = 0.320) did not significantly differ in relation to ART adherence. We also tested differences in depressive symptoms (&#x03C7;<sup>2</sup> [4] = 16.14, <italic>p</italic> = 0.003) and social support (&#x03C7;<sup>2</sup> [1] = 2.80, <italic>p</italic> = 0.094), but social support did not reach significance, while depressive symptoms were significantly different between low-adherent and high-adherent participants (see <xref ref-type="table" rid="T0001">Table 1</xref>). Bivariate correlations (Spearman&#x2019;s rank order correlation coefficients) are presented in <xref ref-type="table" rid="T0002">Table 2</xref>. Depressive symptoms were significantly and negatively correlated with adherence to ART (rs = -0.180, <italic>p</italic> = 0.046), while social support was significantly and positively associated with adherence to ART (rs = 0.145, <italic>p</italic> = 0.043). Both social support and depressive symptoms were not significantly related to each other (rs = -0.037, <italic>p</italic> = 0.686).</p>
</sec>
<sec id="s20017">
<title>Main and interaction effects</title>
<p>Binary logistic regressions of depressive symptoms and social support on ART adherence were performed without and with interaction terms (see <xref ref-type="table" rid="T0003">Table 3</xref>). Social support was not significantly associated with ART adherence in the regression model without the product term (B = 0.007; odds ratios [OR 1.007; 95&#x0025; Confidence intervals [CI] = 0.989, 1.025; <italic>p</italic> = 0.475). The statistical test indicated a significant inverse association between depressive symptoms and ART adherence (B = -0.105; 0R 0.901; 95&#x0025;CI = 0.827, 0.981; <italic>p</italic> = 0.016) in the main effect model without the interaction term. The observed OR value of 0.901 between depressive symptoms and ART adherence suggests that higher levels of depression were associated with lower levels of ART adherence by a multiplicative factor of about 0.90 (see <xref ref-type="table" rid="T0003">Table 3</xref>). The product term of depressive symptoms and social support was also added to the regression model to examine the synergistic effect of these predictor variables on ART adherence (see <xref ref-type="table" rid="T0003">Table 3</xref>). The interaction between depressive symptoms and social support on ART adherence was statistically significant (B = -0.006; 0R 0.994; 95&#x0025;CI = 0.989, 1.000; <italic>p</italic> = 0.037), which suggest that the effect of depressive symptoms on ART adherence depends on the values of social support. An OR value of 0.994 for the interaction term indicates a comparatively weaker association of social support and depressive symptoms with ART adherence. However, this indicates that among PLHIV with depressive symptoms the odds of ART adherence decrease by a factor of 0.99 for every unit increase in social support scores.</p>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Interaction between depression, and social support on antiretroviral therapy adherence in logistic regression.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variable</th>
<th valign="top" align="center" colspan="4">Adherence to ART<hr/></th>
<th valign="top" align="center" rowspan="2"><italic>p</italic></th>
</tr>
<tr>
<th valign="top" align="center">B</th>
<th valign="top" align="center">SE</th>
<th valign="top" align="center">OR</th>
<th valign="top" align="center">95&#x0025; CI</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left" colspan="6"><bold>Main effect model</bold></td>
</tr>
<tr>
<td align="left">Depressive symptoms</td>
<td align="center">&#x2212;0.105</td>
<td align="center">0.044</td>
<td align="center">0.901</td>
<td align="center">0.827, 0.981</td>
<td align="center">0.016</td>
</tr>
<tr>
<td align="left">Social Support</td>
<td align="center">0.007</td>
<td align="center">0.009</td>
<td align="center">1.007</td>
<td align="center">0.989, 1.025</td>
<td align="center">0.475</td>
</tr>
<tr>
<td align="left" colspan="6"><bold>Interaction model</bold></td>
</tr>
<tr>
<td align="left">Depressive symptoms</td>
<td align="center">&#x2212;0.102</td>
<td align="center">0.046</td>
<td align="center">0.903</td>
<td align="center">0.826, 0.987</td>
<td align="center">0.025</td>
</tr>
<tr>
<td align="left">Social support</td>
<td align="center">0.001</td>
<td align="center">0.010</td>
<td align="center">1.001</td>
<td align="center">0.981, 1.020</td>
<td align="center">0.959</td>
</tr>
<tr>
<td align="left">Interaction term</td>
<td align="center">&#x2212;0.006</td>
<td align="center">0.003</td>
<td align="center">0.994</td>
<td align="center">0.989, 1.000</td>
<td align="center">0.037</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>ART, antiretroviral therapy; B, unstandardised coefficient; SE, standard error; OR, odds ratios; CI, confidence intervals.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s0018">
<title>Discussion</title>
<p>This study aimed to explore how social support and depressive symptoms interact to influence ART adherence among adult PLHIV in SA. This research adds to the existing literature on the complex and bidirectional relationship between social support, depression, and ART adherence.</p>
<p>In light of Beck&#x2019;s cognitive theory of depression, the study hypothesised that depressive symptoms predict ART adherence among adult PLHIV in SA. The results of the study showed that there was a statistically significant association between depressive symptoms and ART adherence. This result confirmed the hypothesis. Additionally, a statistically significant difference was found between depressive symptoms and ART adherence. This result was significant, further supporting the hypothesis and indicating that depressive symptoms can profoundly affect ART adherence. This result was consistent with what has been observed in the Republic of Congo (Ekat et al. <xref ref-type="bibr" rid="CIT0017">2020</xref>), in Uganda (Wagner et al. 2020) and elsewhere (Andini, Yona &#x0026; Waluyo <xref ref-type="bibr" rid="CIT0004">2019</xref>; Shearer et al. <xref ref-type="bibr" rid="CIT0042">2018</xref>; Mao et al. <xref ref-type="bibr" rid="CIT0032">2019</xref>; Spielman et al. <xref ref-type="bibr" rid="CIT0045">2021</xref>), where depressive symptoms were found to be a significant predictor of poor ART adherence.</p>
<p>This suggests that those with severe depressive symptoms were less likely to adhere to their ART regimen than those with less severe symptoms. However, a study conducted over a decade ago in SA by Kitshoff et al. (<xref ref-type="bibr" rid="CIT0026">2012</xref>), found different results. They surveyed 146 adult PLHIV on ART in the KZN province and found no significant association between depressive symptoms and poor ART adherence. Although the study found no significant association between depressive symptoms and poor ART adherence, it is imperative to note that this study has become outdated. The inconsistencies in findings between this study and the previous study can be attributed to variations in sample characteristics, sample size, methodological approaches, and geographical location (Dattani et al. <xref ref-type="bibr" rid="CIT0013">2022</xref>), given their potential influence on the relationship between depressive symptoms and ART adherence.</p>
<p>Beck&#x2019;s Cognitive Theory of Depression has provided insight into the core issues underlying depressive symptoms and the interpretation of findings in this study. Beck theorised that depressed people focus on the negative aspects of events, interactions and situations, overlooking any evidence of positive outcomes, which further contributes to depressive symptoms (Beck <xref ref-type="bibr" rid="CIT0009">1967</xref>). For instance, this theory states that depressed individuals living with HIV might have distorted thoughts about themselves, their illness and treatment, which could lead to poor ART adherence. His theory further proposes that by changing these cognitive distortions (Beck <xref ref-type="bibr" rid="CIT0009">1967</xref>), PLHIV can better manage their health conditions, reduce depressive symptoms and improve ART adherence.</p>
<p>The study further utilises SCT to underscore the critical role of environmental factors in influencing behaviour, highlighting its significance in shaping the extent of social support that individuals receive. This theory is integral to this study as it further provides insight regarding how social support plays an essential role in the context of external factors influencing behaviour (Bandura <xref ref-type="bibr" rid="CIT0008">2001</xref>). This theory is useful in understanding the mechanisms by which external factors such as social support and internal factors such as depressive symptoms interact to influence individual behaviour such as ART adherence and outcomes (Bandura <xref ref-type="bibr" rid="CIT0008">2001</xref>). Thus, from an eclectic lens of the theory of depression (Beck <xref ref-type="bibr" rid="CIT0009">1967</xref>), SCT (Bandura <xref ref-type="bibr" rid="CIT0007">1986</xref>) and the buffer model (Cohen &#x0026; Wills <xref ref-type="bibr" rid="CIT0012">1985</xref>), the study postulated that social support could buffer the negative effects of stress and can serve as a protective factor against depressive symptoms and poor ART adherence outcomes.</p>
<p>As a result, the study hypothesised that there is a statistically significant interaction between social support and depressive symptoms in predicting ART adherence. The results from the study showed that the variables tested had a statistically significant interaction in predicting ART adherence. This indicates that the hypothesis was supported by this result. By examining the effect of perceived social support on poor ART adherence, this study further supports the notion of a buffer model (Cohen &#x0026; Wills <xref ref-type="bibr" rid="CIT0012">1985</xref>), where the presence of social support provides a protective factor either directly or indirectly against poor ART adherence. Contrary to our expectations, this study did not find a significant association between social support and ART adherence with and without the product term in the regression model. This result was consistent with the study conducted in SA by George and McGrath (<xref ref-type="bibr" rid="CIT0018">2018</xref>), who found that social support was not significantly associated with ART adherence.</p>
<p>Additionally, this suggests that the buffer model of social support, which states that social support has a protective effect against stress, was not applicable in this case more specifically in terms of the direct effect model (Lakey &#x0026; Orehek <xref ref-type="bibr" rid="CIT0030">2011</xref>). It may be that the relationship between social support and ART adherence is more complex than the buffer model suggests. Although social support is crucial for treatment adherence (Deshmukh et al. <xref ref-type="bibr" rid="CIT0015">2018</xref>; Shushtari et al. <xref ref-type="bibr" rid="CIT0043">2022</xref>), its effectiveness may be dependent on the quality, quantity and timing of support provided to PLHIV. For example, if the support given is too intrusive or if the support is not given in a timely manner, it can be less effective in helping the patients adhere to their treatment. Our finding of a non-significant association between social support and ART adherence aligns with results of George and McGrath (<xref ref-type="bibr" rid="CIT0018">2018</xref>), however a substantial body of evidence has been established demonstrating a significant association between social support and ART adherence (Damulira et al. <xref ref-type="bibr" rid="CIT0014">2019</xref>; Mireles et al. <xref ref-type="bibr" rid="CIT0034">2023</xref>; Oliveira et al. <xref ref-type="bibr" rid="CIT0038">2020</xref>). The divergence in study findings could stem from changes in the accessibility, quality, and perceived significance of social support across different contexts. Factors such as cultural differences, subjective understanding of support, and varying support systems (Zheng et al. <xref ref-type="bibr" rid="CIT0057">2021</xref>) might shape the impact of social support on ART adherence, contributing to divergent results.</p>
<p>Moreover, it was found, however, that the negative interaction effect of depressive symptoms and social support was significantly associated with ART adherence. This result was aligned with findings from just two studies conducted in China (Mao et al. <xref ref-type="bibr" rid="CIT0032">2019</xref>) and Thailand (Mireles et al. <xref ref-type="bibr" rid="CIT0034">2023</xref>). This result indicates that when both high levels of social support and high levels of depression coexist, they jointly influence ART adherence, potentially leading to low adherence levels. In other words, the presence of high levels of depression counteracts the positive effect of high levels of social support in the combined influence on ART adherence, resulting in low ART adherence levels. In this context, despite receiving high levels of social support, individuals with high levels of depression would exhibit low ART adherence levels. Conversely, in the study conducted by Mao et al. (<xref ref-type="bibr" rid="CIT0032">2019</xref>), among 319 PLHIV in Guangxi, those with higher levels of social support had a greater reduction in depressive symptoms, which was associated with high levels of ART adherence. More recently, a study by Mireles et al. (<xref ref-type="bibr" rid="CIT0034">2023</xref>), highlighted the fact that in a group of 214 young men who had sex with men living with HIV, those with severe depressive symptoms were more likely to benefit from social support, which was associated with improved ART adherence. A key finding of this study suggests that social support might be less effective in facilitating ART adherence among PLHIV, particularly when they experience high levels of depression. In simple terms, for PLHIV who for instance have strong feelings of sadness and hopelessness, getting support from family, friends and or significant others might not be beneficial in helping them adhere to their ART.</p>
<p>The integration of the Social Cognitive Theory, the Buffer Model and the Cognitive Theory of Depression was essential in informing our understanding of why a link exists between social support and ART adherence among individuals with depressive symptoms in the context of our study. Therefore, while social support could be helpful in improving ART adherence for certain individuals with depression, it is essential to explore additional factors that might also have potential to reduce depressive symptoms.</p>
<sec id="s20019">
<title>Limitations and strengths</title>
<p>Firstly, this study targeted only adult PLHIV between the ages of 18 and 75 years, and many participants were females from semi-urban regions of Durban. Furthermore, the study was conducted in a single province, and thus our results may not be generalisable to other parts of SA. Secondly, the self-reported measures may not accurately capture the true condition of the participants as they are not directly observed or tested. This may lead to inaccurate responses that may not accurately reflect the true condition of the participants. Thirdly, it was not clear in this study what type of support the participants had received from each specific source as social support is a multidimensional construct. The type of support perceived from each source can vary greatly from emotional, practical, informational or appraisal (Cohen <xref ref-type="bibr" rid="CIT0010">2004</xref>). Knowing this information could provide valuable insight into the overall effectiveness of social support on individuals&#x2019; mental health and well-being. Finally, the study gathered cross-sectional data which did not allow the description of relationship patterns between study variables over time. To further understand the complexity of these relationships, future studies should incorporate longitudinal data.</p>
<p>Despite affirmed limitations, the strength of this study lies in the intricate and complex interplay between social support and depressive symptoms and how they influence ART adherence within the South African context. It also identified potential avenues to improve interventions to support ART adherence among PLHIV in SA.</p>
</sec>
<sec id="s20020">
<title>Practical implications</title>
<p>This study highlights the significance of a holistic support framework for PLHIV. While acknowledging the pivotal role of healthcare professionals in addressing the psychosocial needs of PLHIV, this study recommends a multi-dimensional approach. Firstly, considering the evidence suggesting the dearth of depression diagnosis within healthcare facilities, the study recommends robust mental health awareness and regular screening practices within healthcare settings. Secondly, recognising that social support extends beyond clinical settings, the study advocates for family and community-based initiatives. These initiatives could encompass a range of strategies such as support groups that facilitate the sharing of experiences and sense of solidarity among PLHIV and community-based educational programs that could provide key information on mental health, ART adherence and overall well-being. Additionally, the study suggests family involvement as a primary component within these efforts and it stands out as a basic pillar in fostering a supportive and enabling environment that contributes to overall well-being and better health outcomes of PLHIV. Such a comprehensive approach will better cater to the multifaceted needs of PLHIV and promote better levels of ART adherence.</p>
</sec>
</sec>
<sec id="s0021">
<title>Conclusion</title>
<p>The study has shown that the PLHIV with depressive symptoms were less likely to adhere to their ART than those without symptoms, suggesting that depression had a negative direct effect on ART adherence. The second key finding indicates that when depressive symptoms and social support were both present, the positive effect of social support on ART adherence was weakened because of the negative direction of the interaction effect associated with poor ART adherence outcomes. The evidence from this study suggests that social support did not sufficiently act as a buffer against the negative effect of depression on ART adherence in this population. A further study should delve into more in-depth exploration of specific contextual factors, such as sociodemographic influences including but not limited to age and employment status. Exploring these factors can provide insights into how sociodemographic factors contribute to the complex interplay between depression, social support and ART adherence.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>The authors acknowledge the adult patients receiving HIV care and treatment services at Philani ARV Clinic of King Edward VIII tertiary Hospital who participated in this study.</p>
<sec id="s20022" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors declare that they have no financial or personal relationships that may have inappropriately influenced them in writing this article.</p>
</sec>
<sec id="s20023">
<title>Authors&#x2019; contributions</title>
<p>M,Q.L. designed the study, implemented the research, analysed the results and wrote the manuscript. J.J.-L designed the study and supervised the interpretation of the results. All authors discussed the results and contributed to the review of the final manuscript.</p>
</sec>
<sec id="s20025" sec-type="data-availability">
<title>Data availability</title>
<p>The data that support the findings of this study are available from the corresponding author, M.L, upon reasonable request.</p>
</sec>
<sec id="s20026">
<title>Disclaimer</title>
<p>The views and opinions expressed in this article are those of the authors and are the product of professional research. It does not necessarily reflect the official policy or position of any affiliated institution, funder, agency, or that of the publisher. The authors are responsible for this article&#x2019;s results, findings, and content.</p>
</sec>
</ack>
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<fn><p><bold>How to cite this article:</bold> Luthuli, M.Q. &#x0026; John-Langba, J., 2024, &#x2018;Interaction of social support and depressive symptoms on antiretroviral therapy adherence among people living with HIV in South Africa&#x2019;, <italic>Health SA Gesondheid</italic> 29(0), a2271. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/hsag.v29i0.2271">https://doi.org/10.4102/hsag.v29i0.2271</ext-link></p></fn>
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