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Linkage to HIV care, postpartum depression, and HIV-related stigma in newly diagnosed pregnant women living with HIV in Kenya: a longitudinal observational study

Identifieur interne : 000675 ( Pmc/Corpus ); précédent : 000674; suivant : 000676

Linkage to HIV care, postpartum depression, and HIV-related stigma in newly diagnosed pregnant women living with HIV in Kenya: a longitudinal observational study

Auteurs : Bulent Turan ; Kristi L. Stringer ; Maricianah Onono ; Elizabeth A. Bukusi ; Sheri D. Weiser ; Craig R. Cohen ; Janet M. Turan

Source :

RBID : PMC:4261547

Abstract

Background

While studies have suggested that depression and HIV-related stigma may impede access to care, a growing body of literature also suggests that access to HIV care itself may help to decrease internalized HIV-related stigma and symptoms of depression in the general population of persons living with HIV. However, this has not been investigated in postpartum women living with HIV. Furthermore, linkage to care itself may have additional impacts on postpartum depression beyond the effects of antiretroviral therapy. We examined associations between linkage to HIV care, postpartum depression, and internalized stigma in a population with a high risk of depression: newly diagnosed HIV-positive pregnant women.

Methods

In this prospective observational study, data were obtained from 135 HIV-positive women from eight antenatal clinics in the rural Nyanza Province of Kenya at their first antenatal visit (prior to testing HIV-positive for the first time) and subsequently at 6 weeks after giving birth.

Results

At 6 weeks postpartum, women who had not linked to HIV care after testing positive at their first antenatal visit had higher levels of depression and internalized stigma, compared to women who had linked to care. Internalized stigma mediated the effect of linkage to care on depression. Furthermore, participants who had both linked to HIV care and initiated antiretroviral therapy reported the lowest levels of depressive symptoms.

Conclusions

These results provide further support for current efforts to ensure that women who are newly diagnosed with HIV during pregnancy become linked to HIV care as early as possible, with important benefits for both physical and mental health.


Url:
DOI: 10.1186/s12884-014-0400-4
PubMed: 25467187
PubMed Central: 4261547

Links to Exploration step

PMC:4261547

Le document en format XML

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<title>Background</title>
<p>While studies have suggested that depression and HIV-related stigma may impede access to care, a growing body of literature also suggests that access to HIV care itself may help to decrease internalized HIV-related stigma and symptoms of depression in the general population of persons living with HIV. However, this has not been investigated in postpartum women living with HIV. Furthermore, linkage to care itself may have additional impacts on postpartum depression beyond the effects of antiretroviral therapy. We examined associations between linkage to HIV care, postpartum depression, and internalized stigma in a population with a high risk of depression: newly diagnosed HIV-positive pregnant women.</p>
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<title>Methods</title>
<p>In this prospective observational study, data were obtained from 135 HIV-positive women from eight antenatal clinics in the rural Nyanza Province of Kenya at their first antenatal visit (prior to testing HIV-positive for the first time) and subsequently at 6 weeks after giving birth.</p>
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<p>At 6 weeks postpartum, women who had not linked to HIV care after testing positive at their first antenatal visit had higher levels of depression and internalized stigma, compared to women who had linked to care. Internalized stigma mediated the effect of linkage to care on depression. Furthermore, participants who had both linked to HIV care and initiated antiretroviral therapy reported the lowest levels of depressive symptoms.</p>
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<p>These results provide further support for current efforts to ensure that women who are newly diagnosed with HIV during pregnancy become linked to HIV care as early as possible, with important benefits for both physical and mental health.</p>
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<pmc article-type="research-article">
<pmc-dir>properties open_access</pmc-dir>
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">BMC Pregnancy Childbirth</journal-id>
<journal-id journal-id-type="iso-abbrev">BMC Pregnancy Childbirth</journal-id>
<journal-title-group>
<journal-title>BMC Pregnancy and Childbirth</journal-title>
</journal-title-group>
<issn pub-type="epub">1471-2393</issn>
<publisher>
<publisher-name>BioMed Central</publisher-name>
<publisher-loc>London</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="pmid">25467187</article-id>
<article-id pub-id-type="pmc">4261547</article-id>
<article-id pub-id-type="publisher-id">400</article-id>
<article-id pub-id-type="doi">10.1186/s12884-014-0400-4</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Linkage to HIV care, postpartum depression, and HIV-related stigma in newly diagnosed pregnant women living with HIV in Kenya: a longitudinal observational study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Turan</surname>
<given-names>Bulent</given-names>
</name>
<address>
<email>bturanb@gmail.com</email>
</address>
<xref ref-type="aff" rid="Aff1"></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Stringer</surname>
<given-names>Kristi L</given-names>
</name>
<address>
<email>Kls5n@uab.edu</email>
</address>
<xref ref-type="aff" rid="Aff2"></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Onono</surname>
<given-names>Maricianah</given-names>
</name>
<address>
<email>maricianah@yahoo.com</email>
</address>
<xref ref-type="aff" rid="Aff3"></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bukusi</surname>
<given-names>Elizabeth A</given-names>
</name>
<address>
<email>ebukusi@rctp.or.ke</email>
</address>
<xref ref-type="aff" rid="Aff3"></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Weiser</surname>
<given-names>Sheri D</given-names>
</name>
<address>
<email>Sheri.Weiser@ucsf.edu</email>
</address>
<xref ref-type="aff" rid="Aff4"></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cohen</surname>
<given-names>Craig R</given-names>
</name>
<address>
<email>CCohen@globalhealth.ucsf.edu</email>
</address>
<xref ref-type="aff" rid="Aff5"></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Turan</surname>
<given-names>Janet M</given-names>
</name>
<address>
<email>jmturan@uab.edu</email>
</address>
<xref ref-type="aff" rid="Aff6"></xref>
</contrib>
<aff id="Aff1">
<label></label>
Department of Psychology, University of Alabama at Birmingham, CH 415, 1530 3rd Avenue South, Birmingham, AL 35294-1170 USA</aff>
<aff id="Aff2">
<label></label>
Department of Sociology, University of Alabama at Birmingham, HHB 460, 1720 2nd Ave South, Birmingham, AL 35294-1152 USA</aff>
<aff id="Aff3">
<label></label>
Centre for Microbiology Research, Kenya Medical Research Institute (KEMRI), Nairobi, Kenya</aff>
<aff id="Aff4">
<label></label>
Department of Medicine, University of California, San Francisco, San Francisco, CA USA</aff>
<aff id="Aff5">
<label></label>
Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, San Francisco, CA USA</aff>
<aff id="Aff6">
<label></label>
Department of Health Care Organization and Policy, School of Public Health, University of Alabama at Birmingham, Birmingham, AL USA</aff>
</contrib-group>
<pub-date pub-type="epub">
<day>3</day>
<month>12</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="pmc-release">
<day>3</day>
<month>12</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="collection">
<year>2014</year>
</pub-date>
<volume>14</volume>
<elocation-id>400</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>6</month>
<year>2014</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>11</month>
<year>2014</year>
</date>
</history>
<permissions>
<copyright-statement>© Turan et al.; licensee BioMed Central Ltd. 2014</copyright-statement>
<license license-type="open-access">
<license-p>This is an Open Access article distributed under the terms of the Creative Commons Attribution License (
<ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0">http://creativecommons.org/licenses/by/4.0</ext-link>
), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (
<ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/publicdomain/zero/1.0/">http://creativecommons.org/publicdomain/zero/1.0/</ext-link>
) applies to the data made available in this article, unless otherwise stated.</license-p>
</license>
</permissions>
<abstract id="Abs1">
<sec>
<title>Background</title>
<p>While studies have suggested that depression and HIV-related stigma may impede access to care, a growing body of literature also suggests that access to HIV care itself may help to decrease internalized HIV-related stigma and symptoms of depression in the general population of persons living with HIV. However, this has not been investigated in postpartum women living with HIV. Furthermore, linkage to care itself may have additional impacts on postpartum depression beyond the effects of antiretroviral therapy. We examined associations between linkage to HIV care, postpartum depression, and internalized stigma in a population with a high risk of depression: newly diagnosed HIV-positive pregnant women.</p>
</sec>
<sec>
<title>Methods</title>
<p>In this prospective observational study, data were obtained from 135 HIV-positive women from eight antenatal clinics in the rural Nyanza Province of Kenya at their first antenatal visit (prior to testing HIV-positive for the first time) and subsequently at 6 weeks after giving birth.</p>
</sec>
<sec>
<title>Results</title>
<p>At 6 weeks postpartum, women who had not linked to HIV care after testing positive at their first antenatal visit had higher levels of depression and internalized stigma, compared to women who had linked to care. Internalized stigma mediated the effect of linkage to care on depression. Furthermore, participants who had both linked to HIV care and initiated antiretroviral therapy reported the lowest levels of depressive symptoms.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>These results provide further support for current efforts to ensure that women who are newly diagnosed with HIV during pregnancy become linked to HIV care as early as possible, with important benefits for both physical and mental health.</p>
</sec>
</abstract>
<kwd-group xml:lang="en">
<title>Keywords</title>
<kwd>HIV</kwd>
<kwd>Stigma</kwd>
<kwd>Postpartum</kwd>
<kwd>Depression</kwd>
<kwd>Linkage to care</kwd>
</kwd-group>
<custom-meta-group>
<custom-meta>
<meta-name>issue-copyright-statement</meta-name>
<meta-value>© The Author(s) 2014</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="Sec1" sec-type="introduction">
<title>Background</title>
<p>Postpartum depression is an important health problem for many new mothers [
<xref ref-type="bibr" rid="CR1">1</xref>
-
<xref ref-type="bibr" rid="CR3">3</xref>
], and has negative physical and psychological consequences for infants as well [
<xref ref-type="bibr" rid="CR4">4</xref>
-
<xref ref-type="bibr" rid="CR9">9</xref>
]. The prevalence of postpartum depression is estimated to be between 10%-15% in developed countries [
<xref ref-type="bibr" rid="CR10">10</xref>
], and similar or even higher rates have been reported for low- and middle-income countries, including countries in sub-Saharan Africa [
<xref ref-type="bibr" rid="CR11">11</xref>
-
<xref ref-type="bibr" rid="CR18">18</xref>
]. Many sub-Saharan countries also have high rates of HIV infection among pregnant and childbearing women [
<xref ref-type="bibr" rid="CR19">19</xref>
]. Although there have been efforts to improve care for women living with HIV in sub-Saharan Africa, postpartum depression among HIV-positive mothers remains understudied.</p>
<p>Pregnant women living with HIV may experience numerous additional stressors, including financial hardships [
<xref ref-type="bibr" rid="CR20">20</xref>
,
<xref ref-type="bibr" rid="CR21">21</xref>
], reduced social support [
<xref ref-type="bibr" rid="CR22">22</xref>
], and concern for the physical wellbeing of their children [
<xref ref-type="bibr" rid="CR23">23</xref>
-
<xref ref-type="bibr" rid="CR25">25</xref>
]. These additional stressors may increase the risk for postpartum depression symptoms among HIV-positive women [
<xref ref-type="bibr" rid="CR14">14</xref>
,
<xref ref-type="bibr" rid="CR15">15</xref>
,
<xref ref-type="bibr" rid="CR17">17</xref>
,
<xref ref-type="bibr" rid="CR18">18</xref>
]. Furthermore, women who discover their HIV-positive status during pregnancy may be more likely to develop depressive symptoms than those who were already aware of their HIV-positive status before pregnancy [
<xref ref-type="bibr" rid="CR24">24</xref>
].</p>
<p>HIV-related stigma may be another important factor contributing to depressive symptoms for pregnant women living with HIV. Stigma and discrimination around HIV are common in sub-Saharan Africa, and have been associated with adverse health outcomes. Specifically, among pregnant women, HIV-related stigma has repeatedly been shown to be a major barrier to HIV testing and counseling [
<xref ref-type="bibr" rid="CR26">26</xref>
], utilization of labor and delivery services [
<xref ref-type="bibr" rid="CR27">27</xref>
], and participation in prevention of mother-to-child transmission (PMTCT) programs [
<xref ref-type="bibr" rid="CR26">26</xref>
,
<xref ref-type="bibr" rid="CR28">28</xref>
-
<xref ref-type="bibr" rid="CR30">30</xref>
]. HIV-related stigma has also been found to be associated with depression in the general population of persons living with HIV [
<xref ref-type="bibr" rid="CR31">31</xref>
-
<xref ref-type="bibr" rid="CR41">41</xref>
]. However, there is very little research examining stigma and depression simultaneously among pregnant or postpartum women in developing countries. In one cross-sectional study in South Africa, researchers found that experienced stigma (having experienced actual acts of discrimination) and internalized stigma (when persons living with HIV internalize negative attitudes perceived to be associated with HIV, resulting in feelings of low self-worth) were strong predictors of postpartum depression among HIV-positive women [
<xref ref-type="bibr" rid="CR14">14</xref>
]. Similarly in Thailand, researchers found that over 75% of HIV-positive postnatal women reported that they felt that HIV is a disease of which their family would be ashamed, and women who reported this familial shame were significantly more likely to report depressive symptoms and HIV-related worry during the postpartum period [
<xref ref-type="bibr" rid="CR23">23</xref>
].</p>
<p>While depression and stigma may impede linkage to HIV care, as well as adherence to antiretroviral therapy (ART) [
<xref ref-type="bibr" rid="CR42">42</xref>
], it is also possible that linkage to HIV care, including receipt of ART, impacts both HIV-related internalized stigma and depression. One potential mechanism for this effect may be that linkage to HIV care may change perceptions related to the implications of having HIV. It has been suggested that as perceived treatment efficacy increases for stigmatized illnesses, social stigma may become less intense [
<xref ref-type="bibr" rid="CR43">43</xref>
]. This would likely apply to persons living with HIV as well: Individuals linked to HIV care may have more positive attitudes regarding their HIV, and experience less internalized stigma, which may lead to higher self-esteem and feelings of being in control, which in turn may predict lower depression symptoms. It is also possible that linkage to care leads to lower stigma and depression by improving the physical well-being of people living with HIV [
<xref ref-type="bibr" rid="CR44">44</xref>
].</p>
<p>Research examining the relationship between linkage to care, stigma, and depression in the general population of persons living with HIV has mostly focused on one component of HIV care: access to ART. A 2009 systematic review of 21 publications (some using longitudinal designs around the time when ART was first made available) examining the impact of ART on various outcomes in developing countries revealed that individuals receiving ART experience less depressive symptoms than those not receiving ART, even after controlling for physical health improvements [
<xref ref-type="bibr" rid="CR45">45</xref>
-
<xref ref-type="bibr" rid="CR49">49</xref>
]. The association between ART and internalized stigma is less consistent. A few studies of stigma and ART in African countries have suggested that ART is associated with improved self-image and lower stigma among persons living with HIV [
<xref ref-type="bibr" rid="CR44">44</xref>
,
<xref ref-type="bibr" rid="CR50">50</xref>
-
<xref ref-type="bibr" rid="CR53">53</xref>
]. The rollout of ART has had significant impact on health in Sub-Saharan Africa, and recent work has suggested that the ability to work and earn a living increases following ART initiation [
<xref ref-type="bibr" rid="CR54">54</xref>
,
<xref ref-type="bibr" rid="CR55">55</xref>
], resulting in lower HIV-related stigma [
<xref ref-type="bibr" rid="CR56">56</xref>
]. However, other studies in sub-Saharan Africa have presented conflicting results about the extent to which ART predicts lower HIV-related stigma [
<xref ref-type="bibr" rid="CR57">57</xref>
-
<xref ref-type="bibr" rid="CR60">60</xref>
]. Furthermore, these relationships have not been examined in pregnant or postpartum women living with HIV.</p>
<p>It is important to note that linkage to comprehensive “HIV care and treatment” extends beyond access to ART medications, especially for pregnant women living with HIV. However, few studies have investigated linkage to HIV care itself in terms of impacts on mental health and internalized HIV stigma. Many HIV care facilities in resource-limited settings are designed to provide additional services such as prevention education, family planning counseling, infant feeding counseling, food by prescription, couples HIV counseling and testing, and the opportunity to participate in support groups. Understanding the unique roles of early linkage to care and ART initiation for pregnant women living with HIV has particular relevance as these countries move towards Option B+, a strategy which recommends early initiation of life-long ART for all pregnant and postpartum women testing HIV-positive [
<xref ref-type="bibr" rid="CR61">61</xref>
]. Despite the push for option B+, currently in many countries only those pregnant women meeting certain eligibility criteria are offered ART.</p>
<p>In this study, we investigated the associations among linkage to HIV care, depression, and internalized stigma in a population highly vulnerable to stigma and depression: newly diagnosed HIV-positive pregnant women in rural sub-Saharan Africa (women who tested HIV-positive for the first time at their first antenatal care visit). We hypothesized that linkage to HIV care after testing HIV-positive during pregnancy would be related to lower odds of having depression (and lower depressive symptoms) and lower internalized stigma at six weeks postpartum. Furthermore, we expected that the effects of linkage to HIV care on depression symptoms would be partially explained by internalized stigma. Finally, we examined effects on postpartum depression symptoms for women linked to Pre-ART (linked to HIV care but not on ART yet) versus ART care.</p>
</sec>
<sec id="Sec2" sec-type="materials|methods">
<title>Methods</title>
<sec id="Sec3">
<title>The setting</title>
<p>The data were obtained as part of a larger prospective study—the Maternity in Migori and AIDS Stigma (MAMAS) Study in Southern Nyanza Province, Kenya [
<xref ref-type="bibr" rid="CR30">30</xref>
]. The rate of HIV infection among MAMAS participants was 18%, which is very similar to the rate estimated by Kenyan Antenatal Care (ANC) Sentinel Surveillance for this region [
<xref ref-type="bibr" rid="CR30">30</xref>
,
<xref ref-type="bibr" rid="CR62">62</xref>
]. The study clinics were Kenyan Ministry of Health facilities supported by Family AIDS Care & Education Services (FACES), a PEPFAR-funded program run by a collaboration between the Kenya Medical Research Institute (KEMRI) and the University of California, San Francisco (UCSF). All of the clinics had on-site HIV care and treatment programs and provided antiretroviral drugs for PMTCT prophylaxis to all pregnant women testing HIV-positive. Although eligibility for highly active antiretroviral therapy (HAART) was restricted to women with more advanced HIV disease (CD4 count < 350 or WHO Stage III/IV), all HIV-positive pregnant women were encouraged to enroll in the on-site HIV care and treatment program, which provided access to health education, adherence counseling services, patient support groups, and other supportive services. Recruitment, baseline interviews, and HIV testing took place between November 2007 and April 2009.</p>
</sec>
<sec id="Sec4">
<title>Participants</title>
<p>Participants in the larger MAMAS study included women recruited from nine antenatal care (ANC) clinics (N = 1777). However, one of the clinics did not provide any follow-up data and was therefore excluded from current analyses. All women attending a first ANC visit at the study clinics during the study period were approached, and if they met eligibility criteria, they were asked if they would like to participate in the study. Participants were at least 18 years old, in their first seven months of pregnancy, who were visiting the ANC clinic for the first time in their pregnancy, and who did not know their current HIV status. After providing signed informed consent, participants responded to interviewer-administered questionnaires immediately before their ANC clinic visit. Information on participants’ acceptance of HIV testing during the ANC visit, test results, and subsequent linkage to care was obtained from their medical records. The characteristics of the sample at baseline have been described elsewhere [
<xref ref-type="bibr" rid="CR63">63</xref>
].</p>
<p>A total of 598 women with valid locator information were selected for participation in follow-up interviews approximately six weeks after the birth. All women who either tested positive or refused testing at their first antenatal visit were automatically selected for follow-up, as well as a random sample of women who tested negative (follow-up sample: 226 HIV-positive, 227 HIV-negative, and 145 HIV status unknown). Of the HIV-positive women selected for follow-up, 154 (68%) participated in a follow-up questionnaire approximately six weeks after birth. As reported elsewhere, no important differences were detected between those women who were interviewed postpartum and those lost-to-follow-up [
<xref ref-type="bibr" rid="CR63">63</xref>
]. Our analysis focuses on HIV-positive women who participated in both baseline and postpartum follow-up interviews, and who had complete (non-missing) data on key variables (n = 135). Participants were on average 5 months pregnant at the time of the baseline interview, with limited variability (Mean = 5.0, SD = 1.0).</p>
</sec>
<sec id="Sec5">
<title>Measures</title>
<p>All survey measures and interviews were in the participants’ preferred language (Dholuo, Kiswahili, or English).</p>
<sec id="Sec6">
<title>Socio-demographics</title>
<p>Variables utilized in the current analyses included age, education, marital status, number of births, and ownership of a mobile phone as a proxy for wealth [
<xref ref-type="bibr" rid="CR27">27</xref>
,
<xref ref-type="bibr" rid="CR64">64</xref>
].</p>
</sec>
<sec id="Sec7">
<title>Internalized stigma</title>
<p>Internalized stigma was measured during the follow-up postpartum interview using the self-stigma subscale of HIV/AIDS Stigma Instrument–PLWA (HASI-P) [
<xref ref-type="bibr" rid="CR65">65</xref>
], which contains five items asking participants to report how often they experience different stigma-related emotions. The HASI-P was developed and validated for use in African countries, and is available in several African languages. In the present study, the HASI-P self-stigma scale had good internal consistency (Cronbach’s α = .87).</p>
</sec>
<sec id="Sec8">
<title>Postpartum depression</title>
<p>At follow-up, during the postpartum quantitative interview, postpartum depression was measured using the Edinburgh Postpartum Depression Scale (EPDS) [
<xref ref-type="bibr" rid="CR66">66</xref>
,
<xref ref-type="bibr" rid="CR67">67</xref>
]. The EPDS is an internationally validated scale developed specifically to assess postpartum depression and is the most widely used measure for postpartum depression in low- and middle-income settings [
<xref ref-type="bibr" rid="CR33">33</xref>
,
<xref ref-type="bibr" rid="CR68">68</xref>
-
<xref ref-type="bibr" rid="CR70">70</xref>
]. Because the EPDS does not include somatic symptoms of depression, it is unlikely that HIV-related symptoms overlap with EPDS measures of depression, and the EPDS has been validated for use in HIV-positive populations in Africa [
<xref ref-type="bibr" rid="CR16">16</xref>
,
<xref ref-type="bibr" rid="CR18">18</xref>
]. EPDS consists of 10 self-reported items. In the present study, the EPDS had good internal consistency (Cronbach’s α = .82). We used the total EPDS scale score as a continuous variable to reflect postpartum depression symptom severity, as well as a binary variable obtained by dichotomizing scores at the suggested cut-off score of 13 for diagnosing major depression [
<xref ref-type="bibr" rid="CR71">71</xref>
].</p>
</sec>
<sec id="Sec9">
<title>Linkage to HIV care</title>
<p>We defined linkage to HIV care as enrolling in an HIV care and treatment program and having at least one HIV care visit. Clinic enrollment records were examined to determine whether or not each participant became linked with the HIV care and treatment program available in their community after the baseline interview and prior to the postpartum follow-up interview.</p>
</sec>
</sec>
<sec id="Sec10">
<title>Other predictors in the current analyses</title>
<sec id="Sec11">
<title>Partner communication about birthplace</title>
<p>At the postpartum interview, participants were asked the following question: “Did you discuss where you would deliver the baby with your husband/male partner before the birth?” (Yes/No).</p>
</sec>
<sec id="Sec12">
<title>Infant Health status</title>
<p>At the postpartum interview, participants were asked “Has the baby had any serious health problems since the birth?” (Yes/No).</p>
</sec>
<sec id="Sec13">
<title>Family knows about HIV status</title>
<p>At the postpartum interview, each participant was asked whether or not their family members know about their HIV-positive status (Yes/No), thus including both intentional and unintentional disclosure.</p>
</sec>
<sec id="Sec14">
<title>Pre/Postpartum intimate partner violence (IPV)</title>
<p>IPV was measured both at late pregnancy and postpartum. Participants were asked whether or not they had experienced emotional, psychological, physical, or sexual abuse during pregnancy or after the birth. Participants who reported IPV at either time period were categorized as “yes”, those who chose not to answer for either period were categorized as “unknown”, and those who reported no IPV at both time periods were categorized as “no” [
<xref ref-type="bibr" rid="CR28">28</xref>
].</p>
</sec>
<sec id="Sec15">
<title>ART use</title>
<p>During the postpartum interview, women were asked to report if they were currently taking any antiretroviral HIV medications (Yes/No).</p>
</sec>
</sec>
<sec id="Sec16">
<title>Statistical analysis</title>
<p>Generalized estimating equations (GEE) were used to examine the effect of linkage to HIV care on internalized stigma and on depression symptoms as continuous variables, taking into account clustering within the study sites. Analyses also controlled for socio-demographic characteristics and other variables associated with postpartum depression from previous research: age, marital status, education, mobile phone ownership (as a proxy for wealth [
<xref ref-type="bibr" rid="CR27">27</xref>
,
<xref ref-type="bibr" rid="CR64">64</xref>
]), intimate partner violence, infant’s health status, number of births, disclosure status, and partner communication about birth place [
<xref ref-type="bibr" rid="CR16">16</xref>
,
<xref ref-type="bibr" rid="CR25">25</xref>
,
<xref ref-type="bibr" rid="CR72">72</xref>
]. We also examined the effect of linkage to HIV care on depression as a dichotomized diagnostic variable (EPDS ≥ 13). Next, we repeated the analysis examining the effect of linkage to HIV care on depressive symptoms, with internalized stigma added as a predictor variable to the equation. To examine whether internalized stigma mediated the effect of linkage to HIV care on depression symptoms, we conducted exploratory mediation analyses using the ml_mediation program, which utilizes the procedures that Krull and MacKinnon [
<xref ref-type="bibr" rid="CR73">73</xref>
] proposed for calculating and testing mediation effects (i.e., indirect effects) in clustered data. Lastly, we conducted GEE analyses to compare postpartum depression symptoms for the following three groups: a) not linked to HIV care, b) linked to HIV care but not on ART, c) linked to HIV care and on ART.</p>
</sec>
<sec id="Sec17">
<title>Ethical review</title>
<p>This study received ethical approval from the Kenya Medical Research Institute (KEMRI) Ethical Review Committee, the University of California, San Francisco Committee on Human Research, and the University of Alabama at Birmingham Institutional Review Board. All women provided written informed consent for participation in the questionnaires and abstraction of data from their medical records.</p>
</sec>
</sec>
<sec id="Sec18" sec-type="results">
<title>Results</title>
<p>Descriptive statistics for the main study variables are presented in Table 
<xref rid="Tab1" ref-type="table">1</xref>
. Of the 135 women included in the analyses, 34 (25.2%) were depressed according the EPDS criteria of a score of ≥ 13. Fifty-six participants had not linked to HIV care, whereas 79 participants had linked to HIV care (58.5%). As expected, depression scores were significantly correlated with internalized stigma scores (
<italic>r</italic>
= .56,
<italic>p</italic>
< .01).
<table-wrap id="Tab1">
<label>Table 1</label>
<caption>
<p>
<bold>Characteristics of the sample (N = 135 HIV positive women)</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr valign="top">
<th>
<bold>Variable</bold>
</th>
<th>
<bold>Mean (SD) or percentage</bold>
<sup>
<bold>a</bold>
</sup>
</th>
</tr>
</thead>
<tbody>
<tr valign="top">
<td>
<bold>
<italic>Socio-demographic characteristics</italic>
</bold>
</td>
<td></td>
</tr>
<tr valign="top">
<td> Mean age</td>
<td align="center">24.26 (4.87)</td>
</tr>
<tr valign="top">
<td> Marital status (%)</td>
<td align="center"></td>
</tr>
<tr valign="top">
<td>  Not currently married</td>
<td align="center">12.6</td>
</tr>
<tr valign="top">
<td>  Currently married</td>
<td align="center">87.4</td>
</tr>
<tr valign="top">
<td> Educational level (%)</td>
<td align="center"></td>
</tr>
<tr valign="top">
<td>  Primary or less</td>
<td align="center">88.1</td>
</tr>
<tr valign="top">
<td>  More than primary</td>
<td align="center">11.9</td>
</tr>
<tr valign="top">
<td> Household goods (%)</td>
<td align="center"></td>
</tr>
<tr valign="top">
<td>  Owns a mobile phone</td>
<td align="center">41.5</td>
</tr>
<tr valign="top">
<td>  Does not own a mobile phone</td>
<td align="center">58.5</td>
</tr>
<tr valign="top">
<td>
<bold>
<italic>HIV-related characteristics</italic>
</bold>
</td>
<td align="center"></td>
</tr>
<tr valign="top">
<td>  Mean HASI-P Internalized HIV-related Stigma score</td>
<td align="center">0.64 (0.81)</td>
</tr>
<tr valign="top">
<td> Linked to HIV care (%)</td>
<td align="center"></td>
</tr>
<tr valign="top">
<td>  Yes</td>
<td align="center">58.5</td>
</tr>
<tr valign="top">
<td>  No</td>
<td align="center">41.5</td>
</tr>
<tr valign="top">
<td> Family knows about HIV status (%)</td>
<td align="center"></td>
</tr>
<tr valign="top">
<td>  No</td>
<td align="center">82.2</td>
</tr>
<tr valign="top">
<td>  Yes</td>
<td align="center">17.8</td>
</tr>
<tr valign="top">
<td>
<bold>
<italic>Pregnancy-related characteristics</italic>
</bold>
</td>
<td align="center"></td>
</tr>
<tr valign="top">
<td> Partner communication about birthplace (%)</td>
<td align="center"></td>
</tr>
<tr valign="top">
<td>  No discussion of delivery with partner before the birth</td>
<td align="center">32.6</td>
</tr>
<tr valign="top">
<td>  Discussion of delivery with partner</td>
<td align="center">67.4</td>
</tr>
<tr valign="top">
<td> Pre/postpartum intimate partner violence (%)</td>
<td align="center"></td>
</tr>
<tr valign="top">
<td>  Yes</td>
<td align="center">28.1</td>
</tr>
<tr valign="top">
<td>  No</td>
<td align="center">31.9</td>
</tr>
<tr valign="top">
<td>  Unknown</td>
<td align="center">40.0</td>
</tr>
<tr valign="top">
<td> Mean number of births</td>
<td align="center">2.10 (1.61)</td>
</tr>
<tr valign="top">
<td> Infant health status (%)</td>
<td align="center"></td>
</tr>
<tr valign="top">
<td>  No serious health problems after birth</td>
<td align="center">80.7</td>
</tr>
<tr valign="top">
<td>  Serious health problems after birth</td>
<td align="center">19.3</td>
</tr>
<tr valign="top">
<td> Mean postpartum depression score (EPDS)</td>
<td align="center">7.94 (5.59)</td>
</tr>
<tr valign="top">
<td> EPDS category (%)</td>
<td align="center"></td>
</tr>
<tr valign="top">
<td>  EPDS ≥13 possible depression</td>
<td align="center">25.2</td>
</tr>
<tr valign="top">
<td>  EPDS <13</td>
<td align="center">74.8</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Note.
<sup>a</sup>
Mean (SD) are presented for continuous variables.</p>
</table-wrap-foot>
</table-wrap>
</p>
<sec id="Sec19">
<title>Linking to HIV care and postpartum depression</title>
<p>Non-linkage to HIV care was a significant predictor of postpartum depression symptoms: Women who had not linked to HIV care had higher levels of depression compared to women who had linked to HIV care (See Table 
<xref rid="Tab2" ref-type="table">2</xref>
for statistical results). Other significant predictors of postpartum depressive symptoms included intimate partner violence (women experiencing partner violence and women who had missing data on violence had higher levels of depression), disclosure (women whose HIV status is known to someone in their family had higher levels of depression), number of births (women with fewer births had higher levels of depression), infant’s health problems (women whose babies had health problems had higher levels of depression), and partner communication about the birth place (women who did not discuss the location of the upcoming birth with their partner had higher levels of depression).
<table-wrap id="Tab2">
<label>Table 2</label>
<caption>
<p>
<bold>Multivariable generalized estimating equation analysis predicting postpartum depression severity (N = 135)</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr valign="top">
<th>
<bold>
<italic>Variable</italic>
</bold>
</th>
<th>
<bold>
<italic>Unstandardized B (Std. error)</italic>
</bold>
</th>
<th>
<bold>
<italic>p-Value</italic>
</bold>
</th>
</tr>
</thead>
<tbody>
<tr valign="top">
<td>Age</td>
<td>.08 (0.14)</td>
<td char="." align="char">.562</td>
</tr>
<tr valign="top">
<td>Marital status (ref: not currently married)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Currently married</td>
<td>−0.01 (0.94)</td>
<td char="." align="char">.996</td>
</tr>
<tr valign="top">
<td>Educational level (ref: more than primary)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Primary or less</td>
<td>−1.82 (1.76)</td>
<td char="." align="char">.301</td>
</tr>
<tr valign="top">
<td>Mobile phone ownership (ref: yes)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> No</td>
<td>-.59 (1.05)</td>
<td char="." align="char">.576</td>
</tr>
<tr valign="top">
<td>Pre/postpartum intimate partner violence (ref: none)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>4.67 (0.84)</td>
<td char="." align="char">.000</td>
</tr>
<tr valign="top">
<td> Unknown</td>
<td>2.26 (0.77)</td>
<td char="." align="char">.003</td>
</tr>
<tr valign="top">
<td>Infant health problems after birth (ref: no)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>3.47 (0.72)</td>
<td char="." align="char">.000</td>
</tr>
<tr valign="top">
<td>Number of births</td>
<td>−0.66 (0.28)</td>
<td char="." align="char">.019</td>
</tr>
<tr valign="top">
<td>Family knows about HIV status (ref: no)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>1.35 (0.66)</td>
<td char="." align="char">.040</td>
</tr>
<tr valign="top">
<td>Spousal communication about birthplace (ref: no)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>−2.31 (0.61)</td>
<td char="." align="char">.000</td>
</tr>
<tr valign="top">
<td>Linked to care (ref: no)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>−1.85 (0.91)</td>
<td char="." align="char">.043</td>
</tr>
</tbody>
</table>
</table-wrap>
</p>
<p>Next, we repeated the GEE analyses using the dichotomized depression variable (EPDS ≥ 13, using binary logistic models). Linkage to care was significantly associated with lower odds of depression (odds ratio (OR) = 0.33, 95% CI = 0.16 - 0.69). Thus, this analysis also indicated that women who had not linked to HIV care were more likely to have symptoms consistent with a diagnosis of postpartum depression compared to women who had linked to HIV care.</p>
</sec>
<sec id="Sec20">
<title>Linkage to care and internalized stigma</title>
<p>Linkage to HIV care was also negatively associated with internalized stigma. Women who had not enrolled in care had higher levels of stigma at the time of the postpartum interview, compared to women who had enrolled, controlling for covariates (see Table 
<xref rid="Tab3" ref-type="table">3</xref>
for statistical details). Other significant predictors of internalized stigma were intimate partner violence (women experiencing partner violence and women who had missing data on violence had higher levels of stigma), disclosure (women whose HIV status is known to someone in their family had higher levels of stigma), number of births (women with fewer births had higher levels of stigma), and partner communication about the birth place (women who did not discuss the location of the upcoming birth with their partner had higher levels of stigma).
<table-wrap id="Tab3">
<label>Table 3</label>
<caption>
<p>
<bold>Multivariable generalized estimating equation analysis predicting internalized HIV-related stigma (N = 135)</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr valign="top">
<th>
<bold>
<italic>Variable</italic>
</bold>
</th>
<th>
<bold>
<italic>Unstandardized B (Std. error)</italic>
</bold>
</th>
<th>
<bold>
<italic>p-Value</italic>
</bold>
</th>
</tr>
</thead>
<tbody>
<tr valign="top">
<td>Age</td>
<td>0.02 (0.02)</td>
<td char="." align="char">.282</td>
</tr>
<tr valign="top">
<td>Marital status (ref: not currently married)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Currently married</td>
<td>0.05 (0.21)</td>
<td char="." align="char">.818</td>
</tr>
<tr valign="top">
<td>Educational level (ref: more than primary)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Primary or less</td>
<td>−0.43 (0.33)</td>
<td char="." align="char">.188</td>
</tr>
<tr valign="top">
<td>Mobile phone ownership (ref: yes)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> No</td>
<td>−0.12 (0.07)</td>
<td char="." align="char">.086</td>
</tr>
<tr valign="top">
<td>Pre/postpartum intimate partner violence (ref: none)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>0.35 (0.14)</td>
<td char="." align="char">.011</td>
</tr>
<tr valign="top">
<td> Unknown</td>
<td>0.26 (0.16)</td>
<td char="." align="char">.022</td>
</tr>
<tr valign="top">
<td>Infant health problems after birth (ref: no)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>0.15 (0.13)</td>
<td char="." align="char">.237</td>
</tr>
<tr valign="top">
<td>Number of births</td>
<td>−0.10 (0.05)</td>
<td char="." align="char">.037</td>
</tr>
<tr valign="top">
<td>Family knows about HIV status (ref: no)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>0.37 (0.19)</td>
<td char="." align="char">.046</td>
</tr>
<tr valign="top">
<td>Spousal communication about birthplace (ref: no)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>−0.25 (0.12)</td>
<td char="." align="char">.039</td>
</tr>
<tr valign="top">
<td>Linked to care (ref: no)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>−0.34 (0.15)</td>
<td char="." align="char">.024</td>
</tr>
</tbody>
</table>
</table-wrap>
</p>
</sec>
<sec id="Sec21">
<title>The mediating role of stigma</title>
<p>Next, we repeated the GEE analysis with symptoms of postpartum depression as the outcome and with internalized stigma added to the equation as a predictor (see Table 
<xref rid="Tab4" ref-type="table">4</xref>
for statistical details). In this model, internalized stigma was a significant predictor of depression: Women with higher internalized stigma had higher levels of depression. With stigma in the model, linkage to HIV care was no longer a significant predictor of postpartum depression symptoms. Mediation analysis for clustered data revealed a significant indirect effect of linkage to HIV care on depression, mediated by stigma (coefficient = −.61,
<italic>p</italic>
< .05, 95% bias-corrected confidence interval = −1.22 to -.11). Thus, this analysis provided evidence that stigma mediated the effect of linkage to HIV care on lower depression symptoms.
<table-wrap id="Tab4">
<label>Table 4</label>
<caption>
<p>
<bold>Multivariable generalized estimating equation analysis predicting postpartum depression severity with internalized stigma added to the model (N = 135)</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr valign="top">
<th>
<bold>
<italic>Variable</italic>
</bold>
</th>
<th>
<bold>
<italic>Unstandardized B (Std. error)</italic>
</bold>
</th>
<th>
<bold>
<italic>p-Value</italic>
</bold>
</th>
</tr>
</thead>
<tbody>
<tr valign="top">
<td>Age</td>
<td>0.03 (0.10)</td>
<td char="." align="char">.764</td>
</tr>
<tr valign="top">
<td>Marital status (ref: not currently married)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Currently married</td>
<td>−0.15 (0.48)</td>
<td char="." align="char">.765</td>
</tr>
<tr valign="top">
<td>Educational level (ref: more than primary)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Primary or less</td>
<td>−0.57 (0.85)</td>
<td char="." align="char">.502</td>
</tr>
<tr valign="top">
<td>Mobile phone ownership (ref: yes)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> No</td>
<td>−0.24 (0.92)</td>
<td char="." align="char">.792</td>
</tr>
<tr valign="top">
<td>Pre/postpartum intimate partner violence (ref: none)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>3.67 (0.87)</td>
<td char="." align="char">.000</td>
</tr>
<tr valign="top">
<td> Unknown</td>
<td>1.50 (0.51)</td>
<td char="." align="char">.004</td>
</tr>
<tr valign="top">
<td>Infant health problems after birth (ref: no)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>3.03 (0.83)</td>
<td char="." align="char">.000</td>
</tr>
<tr valign="top">
<td>Number of births</td>
<td>−0.38 (0.23)</td>
<td char="." align="char">.098</td>
</tr>
<tr valign="top">
<td>Family knows about HIV status (ref: no)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>0.28 (0.88)</td>
<td char="." align="char">.746</td>
</tr>
<tr valign="top">
<td>Discussion of delivery with partner (ref: yes)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> No</td>
<td>1.60 (0.43)</td>
<td char="." align="char">.000</td>
</tr>
<tr valign="top">
<td>Linked to care (ref: no)</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td> Yes</td>
<td>−0.86 (0.713)</td>
<td char="." align="char">.226</td>
</tr>
<tr valign="top">
<td>HASI-P internalized HIV-related stigma</td>
<td>2.88 (.570)</td>
<td char="." align="char">.000</td>
</tr>
</tbody>
</table>
</table-wrap>
</p>
<p>Next, we repeated the GEE analyses using the dichotomized depression variable (EPDS ≥ 13, using binary logistic models) with internalized stigma added as a predictor. In this model, stigma was a significant predictor of depression status (OR = 3.67, 95% CI = 1.87 - 7.22): Women with higher internalized stigma were more likely to be depressed. With stigma in the model, linkage to care was still a significant predictor of depression status; however, the effect of linkage was reduced (OR = 0.45, 95% CI = 0.22 - 0.90).</p>
</sec>
<sec id="Sec22">
<title>The role of ART</title>
<p>Of the 79 participants included in the GEE multivariate analyses who had linked to HIV care, 33 (42%) were on ART. We compared postpartum depression symptoms for the following three groups: a) not linked to HIV care, b) linked to HIV care but not on ART, c) linked to HIV care and on ART. GEE analyses with this three-category variable (and the control variables) suggested that both of the first two groups (not linked to HIV care and linked but not on ART) had significantly more postpartum depression symptoms than the third group (linked and on ART; B = 3.20 and B = 2.26, respectively, both p values <= 0.001). There were no significant differences between the first two groups (not linked to HIV care versus linked but not on ART; B = 0.94,
<italic>p</italic>
= 0.37). The estimated marginal means for postpartum depression symptoms for the three groups were: 11.95, 11.01, and 8.75, respectively for a) not linked to HIV care, b) linked but not on ART, and c) linked and on ART.</p>
<p>Binary logistic models using the dichotomized depression variable as the dependent variable (depressed defined as EPDS ≥ 13) led to similar results. Both of the first two groups (not linked to HIV care and linked but not on ART) were significantly more likely to be depressed than the third group (linked and on ART; OR = 7.91, 95% CI = 2.79 – 22.44 and OR = 4.33, 95% CI = 1.80 – 10.40, respectively, both p values <= 0.001). There were no significant differences between the first two groups (not linked to HIV care versus linked but not on ART; OR = .55, 95% CI = .25 – 1.18,
<italic>p</italic>
= 0.12).</p>
</sec>
</sec>
<sec id="Sec23" sec-type="discussion">
<title>Discussion</title>
<p>We examined postpartum depression symptoms and internalized stigma levels six weeks after birth for women who tested HIV-positive for the first time during their first ANC visit. We found that HIV-positive pregnant women who had linked with HIV care had significantly lower levels of depression symptoms (as well as lower postpartum depression rates using the recommended cutoff score for major depression) at around six weeks after the birth, as compared to HIV-positive women who did not link with HIV care. We also identified an important potential mediator for this effect: It appears that linkage to HIV care is associated with lower internalized HIV-related stigma, which in turn predicts lower postpartum depression symptom severity. ART seemed to be an important component of this effect on depression symptoms, with depression levels being lowest in women who were both linked to HIV care and on ART. This last finding (although based on a small sample size) lends further support to current efforts to roll out Option B+, the WHO-recommended strategy of initiating all HIV-positive pregnant women on lifelong ART, regardless of initial stage of HIV disease [
<xref ref-type="bibr" rid="CR74">74</xref>
].</p>
<p>The findings of the current study are particularly relevant as the global community struggles to achieve optimal maternal and child health outcomes in sub-Saharan Africa, including HIV-free infant survival. HIV-infected pregnant women in sub-Saharan Africa are a highly vulnerable group (especially those who become aware of their HIV infection during pregnancy), and it is very important to protect their mental as well as physical health [
<xref ref-type="bibr" rid="CR75">75</xref>
]. This study fills a gap in the current literature by examining the associations between linkage to HIV care and postpartum depression among pregnant women in a rural setting in sub-Saharan Africa.</p>
<p>This study also adds to the current body of literature by examining the effects of linkage to care itself (Pre-ART care, which includes a package of services that may benefit mental health) versus the effects of linkage to care and being on ART. There has been little previous research attempting to tease apart the separate effects of ART medication and other components of HIV care on these outcomes. Linkage to HIV care and the opportunity to take advantage of other supportive services may result in lower stigma and/or depression, especially for pregnant women, who are particularly vulnerable to depression [
<xref ref-type="bibr" rid="CR14">14</xref>
,
<xref ref-type="bibr" rid="CR22">22</xref>
,
<xref ref-type="bibr" rid="CR23">23</xref>
]. Although the current analyses are based on a relatively small sample size, the findings point to the possibility that ART is an important component of the effect of linkage to HIV care on postpartum depression.</p>
<p>Internalized HIV-related stigma and depression both include aspects such as self-blame and self-devaluation, and hence may be similar constructs. Although in this study we found these measures to be correlated, they appeared to be distinct aspects of the experiences of many newly diagnosed pregnant and postpartum women living with HIV in our sample. We found that internalized HIV-related stigma was a mediating factor in the association between linkage to HIV care and depression in this population.</p>
<p>The other variables that were found to be significantly related to postpartum depression in this setting are, for the most part, in agreement with existing literature. Intimate partner violence has consistently been shown to be related to adverse mental health outcomes in women [
<xref ref-type="bibr" rid="CR76">76</xref>
], and has been shown to be an important predictor of perinatal depression [
<xref ref-type="bibr" rid="CR72">72</xref>
]. Having an infant with health problems has also been found to be an important predictor in some settings [
<xref ref-type="bibr" rid="CR25">25</xref>
,
<xref ref-type="bibr" rid="CR77">77</xref>
,
<xref ref-type="bibr" rid="CR78">78</xref>
]. Number of births was found to be an important predictor of postpartum depression in HIV-infected women in Zimbabwe [
<xref ref-type="bibr" rid="CR17">17</xref>
], although in the opposite direction found in the current study. Our analyses also suggest important roles of family’s knowledge about the woman’s HIV-positive status and communication with the male partner in understanding postpartum depression for women living with HIV in this rural Kenyan setting. These same factors (with the exception of infant health status) also predicted HIV-related internalized stigma.</p>
<p>Our results should be evaluated in the context of the limitations of this study. Only 70% of the original sample could be located and participated in the follow-up assessment after the birth. However, as reported elsewhere, no important differences were detected between those women who could be located and interviewed postpartum and those lost-to-follow-up [
<xref ref-type="bibr" rid="CR63">63</xref>
]. Although we hypothesized that lower internalized HIV-related stigma leads to lower postpartum depression in our mediation analyses, these variables were measured at the same time point (i.e., during the postpartum interview). Because pregnant women were interviewed at baseline before their initial ANC visit and before they knew their HIV status, we were not able to collect baseline data on internalized HIV-related stigma. In addition, a large proportion of women in the sample did not link to HIV care, meaning that we were not able to obtain data on their stage of HIV disease, and we only had self-report data on women’s current ART use.</p>
<p>Our findings are correlational and cannot provide definitive evidence for a causal role of linkage to HIV care in affecting depression or stigma. However, we have adjusted our analyses for socio-demographics and several key predictors from the literature. Ancillary analyses on a limited subsample of women included in the current analyses who completed an additional questionnaire during late pregnancy (n = 67) suggested that depression symptom severity was not very stable from late pregnancy to six weeks after the birth (Pearson
<italic>r</italic>
= 0.25). Thus, it is not likely that late pregnancy depression was a confounding variable in the association between linkage to care and postpartum depression. Repeating our main analysis on the limited subsample of women for whom we had late pregnancy data yielded a similar effect size for the association between linkage to care and postpartum depression controlling for depression at late pregnancy (
<italic>B</italic>
= −1.51,
<italic>p</italic>
= .07, n = 64 for the effect of linkage to care) compared to our main analyses where depression at late pregnancy was not controlled (
<italic>B</italic>
= −1.85,
<italic>p</italic>
= .04, N = 135; see Table 
<xref rid="Tab2" ref-type="table">2</xref>
).</p>
<p>Important strengths of the study include the prospective study design targeting a particularly vulnerable population: Participants were interviewed immediately before their first ANC visit and again around six weeks after the birth and only those participants who tested positive for HIV for the first time were included. Other strengths include the utilization of medical record data, rather than self-report, for our key predictor variable of linkage to care, and detailed analyses controlling for important variables that may be related to our outcome variables.</p>
</sec>
<sec id="Sec24" sec-type="conclusion">
<title>Conclusions</title>
<p>Linkage to HIV care, especially when combined with ART, may predict lower postpartum depression symptoms (as well as lower postpartum depression rates) and lower internalized stigma among newly diagnosed postpartum women living with HIV. Our analyses suggest that linkage to care may potentially help prevent postpartum depression symptoms through helping women to cope with stigma and reducing internalized stigma. Thus, along with other health benefits, interventions focusing on linkage to care and initiation of ART may help to protect the mental health of pregnant and childbearing women in sub-Saharan Africa, with important benefits for maternal and child health.</p>
</sec>
</body>
<back>
<glossary>
<title>Abbreviations</title>
<def-list>
<def-list>
<def-item>
<term>PMTCT</term>
<def>
<p>Prevention of mother-to-child transmission</p>
</def>
</def-item>
<def-item>
<term>ART</term>
<def>
<p>Antiretroviral therapy</p>
</def>
</def-item>
<def-item>
<term>ANC</term>
<def>
<p>Antenatal care</p>
</def>
</def-item>
<def-item>
<term>EPDS</term>
<def>
<p>Edinburgh postpartum depression scale</p>
</def>
</def-item>
<def-item>
<term>IPV</term>
<def>
<p>Intimate partner violence</p>
</def>
</def-item>
<def-item>
<term>GEE</term>
<def>
<p>Generalized estimating equations</p>
</def>
</def-item>
<def-item>
<term>HASI-P</term>
<def>
<p>HIV/AIDS Stigma Instrument–PLWA</p>
</def>
</def-item>
<def-item>
<term>OR</term>
<def>
<p>Odds ratio</p>
</def>
</def-item>
</def-list>
</def-list>
</glossary>
<fn-group>
<fn>
<p>
<bold>Competing interests</bold>
</p>
<p>The authors declare that they have no competing interests.</p>
</fn>
<fn>
<p>
<bold>Authors’ contributions</bold>
</p>
<p>BT conducted statistical analyses and drafted the manuscript. KLS contributed to statistical analyses and drafting of the manuscript. MO participated in study design and coordination and helped to draft the manuscript. EAB participated in study design and coordination and helped to draft the manuscript. SDW helped to draft the manuscript. CRC participated in study design and coordination and helped to draft the manuscript. JMT conceived of the study, supervised the data collection, and helped to draft the manuscript. All authors read and approved the final manuscript.</p>
</fn>
</fn-group>
<ack>
<p>We thank the Kenyan women who participated in the study and shared their experiences with us. We acknowledge the important logistical support of the KEMRI-UCSF Collaborative Group and especially Family AIDS Care & Education Services (FACES). We thank the FACES CCHAs in Migori County for their diligent work in collecting the quantitative data. We gratefully acknowledge the Director of KEMRI, the Director of KEMRI’s Centre for Microbiology, and the Nyanza Provincial Ministries of Health for their support in conducting this research. We also thank Katie Schwartz, Nicole Schmidt, John Oguda, Merab Odero, Nancy Akinyi, Steven Ajuoga, Felix Owino, Rachel Steinfeld, and Zachary Kwena for their important contributions to this research. The project described was supported by Award Number K01MH081777 from the National Institute of Mental Health. Kristi Stringer’s contribution to this research was supported by grant 2 T32 HS013852 from the Agency for Healthcare Research and Quality, Rockville, MD, USA, and by the National Institute On Drug Abuse of the National Institutes of Health under Award Number F31DA037106. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.</p>
</ack>
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