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Le SIDA en Afrique subsaharienne (serveur d'exploration)

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Risk Factors for Late-Stage HIV Disease Presentation at Initial HIV Diagnosis in Durban, South Africa

Identifieur interne : 002A14 ( Pmc/Corpus ); précédent : 002A13; suivant : 002A15

Risk Factors for Late-Stage HIV Disease Presentation at Initial HIV Diagnosis in Durban, South Africa

Auteurs : Paul K. Drain ; Elena Losina ; Gary Parker ; Janet Giddy ; Douglas Ross ; Jeffrey N. Katz ; Sharon M. Coleman ; Laura M. Bogart ; Kenneth A. Freedberg ; Rochelle P. Walensky ; Ingrid V. Bassett

Source :

RBID : PMC:3557232

Abstract

Background

After observing persistently low CD4 counts at initial HIV diagnosis in South Africa, we sought to determine risk factors for late-stage HIV disease presentation among adults.

Methods

We surveyed adults prior to HIV testing at four outpatient clinics in Durban from August 2010 to November 2011. All HIV-infected adults were offered CD4 testing, and late-stage HIV disease was defined as a CD4 count <100 cells/mm3. We used multivariate regression models to determine the effects of sex, emotional health, social support, distance from clinic, employment, perceived barriers to receiving healthcare, and foregoing healthcare to use money for food, clothing, or housing (“competing needs to healthcare”) on presentation with late-stage HIV disease.

Results

Among 3,669 adults screened, 830 were enrolled, newly-diagnosed with HIV and obtained a CD4 result. Among those, 279 (33.6%) presented with late-stage HIV disease. In multivariate analyses, participants who lived ≥5 kilometers from the test site [adjusted odds ratio (AOR) 2.8, 95% CI 1.7–4.7], reported competing needs to healthcare (AOR 1.7, 95% CI 1.2–2.4), were male (AOR 1.7, 95% CI 1.2–2.3), worked outside the home (AOR 1.5, 95% CI 1.1–2.1), perceived health service delivery barriers (AOR 1.5, 95% CI 1.1–2.1), and/or had poor emotional health (AOR 1.4, 95% CI 1.0–1.9) had higher odds of late-stage HIV disease presentation.

Conclusions

Independent risk factors for late-stage HIV disease presentation were from diverse domains, including geographic, economic, demographic, social, and psychosocial. These findings can inform various interventions, such as mobile testing or financial assistance, to reduce the risk of presentation with late-stage HIV disease.


Url:
DOI: 10.1371/journal.pone.0055305
PubMed: 23383147
PubMed Central: 3557232

Links to Exploration step

PMC:3557232

Le document en format XML

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<nlm:aff id="aff11">
<addr-line>Department of Epidemiology, Boston University School of Public Health, Boston, Massachusetts, United States of America</addr-line>
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<name sortKey="Walensky, Rochelle P" sort="Walensky, Rochelle P" uniqKey="Walensky R" first="Rochelle P." last="Walensky">Rochelle P. Walensky</name>
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<div type="abstract" xml:lang="en">
<sec>
<title>Background</title>
<p>After observing persistently low CD4 counts at initial HIV diagnosis in South Africa, we sought to determine risk factors for late-stage HIV disease presentation among adults.</p>
</sec>
<sec>
<title>Methods</title>
<p>We surveyed adults prior to HIV testing at four outpatient clinics in Durban from August 2010 to November 2011. All HIV-infected adults were offered CD4 testing, and late-stage HIV disease was defined as a CD4 count <100 cells/mm
<sup>3</sup>
. We used multivariate regression models to determine the effects of sex, emotional health, social support, distance from clinic, employment, perceived barriers to receiving healthcare, and foregoing healthcare to use money for food, clothing, or housing (“competing needs to healthcare”) on presentation with late-stage HIV disease.</p>
</sec>
<sec>
<title>Results</title>
<p>Among 3,669 adults screened, 830 were enrolled, newly-diagnosed with HIV and obtained a CD4 result. Among those, 279 (33.6%) presented with late-stage HIV disease. In multivariate analyses, participants who lived ≥5 kilometers from the test site [adjusted odds ratio (AOR) 2.8, 95% CI 1.7–4.7], reported competing needs to healthcare (AOR 1.7, 95% CI 1.2–2.4), were male (AOR 1.7, 95% CI 1.2–2.3), worked outside the home (AOR 1.5, 95% CI 1.1–2.1), perceived health service delivery barriers (AOR 1.5, 95% CI 1.1–2.1), and/or had poor emotional health (AOR 1.4, 95% CI 1.0–1.9) had higher odds of late-stage HIV disease presentation.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Independent risk factors for late-stage HIV disease presentation were from diverse domains, including geographic, economic, demographic, social, and psychosocial. These findings can inform various interventions, such as mobile testing or financial assistance, to reduce the risk of presentation with late-stage HIV disease.</p>
</sec>
</div>
</front>
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<journal-id journal-id-type="nlm-ta">PLoS One</journal-id>
<journal-id journal-id-type="iso-abbrev">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
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<journal-title>PLoS ONE</journal-title>
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<issn pub-type="epub">1932-6203</issn>
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<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, USA</publisher-loc>
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<article-id pub-id-type="pmid">23383147</article-id>
<article-id pub-id-type="pmc">3557232</article-id>
<article-id pub-id-type="publisher-id">PONE-D-12-34179</article-id>
<article-id pub-id-type="doi">10.1371/journal.pone.0055305</article-id>
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<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v2">
<subject>Biology</subject>
<subj-group>
<subject>Population Biology</subject>
<subj-group>
<subject>Epidemiology</subject>
<subj-group>
<subject>Infectious Disease Epidemiology</subject>
</subj-group>
</subj-group>
</subj-group>
</subj-group>
<subj-group subj-group-type="Discipline-v2">
<subject>Medicine</subject>
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<subject>Epidemiology</subject>
<subj-group>
<subject>Infectious Disease Epidemiology</subject>
</subj-group>
</subj-group>
<subj-group>
<subject>Global Health</subject>
</subj-group>
<subj-group>
<subject>Infectious Diseases</subject>
<subj-group>
<subject>Viral Diseases</subject>
<subj-group>
<subject>HIV</subject>
<subj-group>
<subject>HIV clinical manifestations</subject>
<subject>HIV diagnosis and management</subject>
<subject>HIV epidemiology</subject>
<subject>Retrovirology and HIV immunopathogenesis</subject>
</subj-group>
</subj-group>
</subj-group>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Risk Factors for Late-Stage HIV Disease Presentation at Initial HIV Diagnosis in Durban, South Africa</article-title>
<alt-title alt-title-type="running-head">Late-Stage HIV Disease Presentation</alt-title>
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<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Drain</surname>
<given-names>Paul K.</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="cor1">
<sup>*</sup>
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<name>
<surname>Losina</surname>
<given-names>Elena</given-names>
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<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Parker</surname>
<given-names>Gary</given-names>
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<xref ref-type="aff" rid="aff14">
<sup>14</sup>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Giddy</surname>
<given-names>Janet</given-names>
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<xref ref-type="aff" rid="aff14">
<sup>14</sup>
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<contrib contrib-type="author">
<name>
<surname>Ross</surname>
<given-names>Douglas</given-names>
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<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Katz</surname>
<given-names>Jeffrey N.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Coleman</surname>
<given-names>Sharon M.</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bogart</surname>
<given-names>Laura M.</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Freedberg</surname>
<given-names>Kenneth A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Walensky</surname>
<given-names>Rochelle P.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bassett</surname>
<given-names>Ingrid V.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<label>1</label>
<addr-line>Division of Infectious Diseases, Massachusetts General Hospital, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Division of General Medicine, Massachusetts General Hospital, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Medical Practice Evaluation Center, Massachusetts General Hospital, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Department of Orthopedic Surgery, Brigham and Women's Hospital, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Division of Rheumatology, Brigham and Women's Hospital, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff7">
<label>7</label>
<addr-line>Center for AIDS Research, Harvard Medical School, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff8">
<label>8</label>
<addr-line>Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff9">
<label>9</label>
<addr-line>Departments of Epidemiology and Health Policy and Management, Harvard School of Public Health, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff10">
<label>10</label>
<addr-line>Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff11">
<label>11</label>
<addr-line>Department of Epidemiology, Boston University School of Public Health, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff12">
<label>12</label>
<addr-line>Data Coordinating Center, Boston University School of Public Health, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff13">
<label>13</label>
<addr-line>Boston Children's Hospital, Boston, Massachusetts, United States of America</addr-line>
</aff>
<aff id="aff14">
<label>14</label>
<addr-line>Department of Medicine, McCord Hospital, Durban, South Africa</addr-line>
</aff>
<aff id="aff15">
<label>15</label>
<addr-line>Department of Medicine, St. Mary's Hospital, Durban, South Africa</addr-line>
</aff>
<contrib-group>
<contrib contrib-type="editor">
<name>
<surname>Tang</surname>
<given-names>Julian W.</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"></xref>
</contrib>
</contrib-group>
<aff id="edit1">
<addr-line>Alberta Provincial Laboratory for Public Health/ University of Alberta, Canada</addr-line>
</aff>
<author-notes>
<corresp id="cor1">* E-mail:
<email>pdrain@partners.org</email>
</corresp>
<fn fn-type="conflict">
<p>
<bold>Competing Interests: </bold>
The authors have declared that no competing interests exist.</p>
</fn>
<fn fn-type="con">
<p>Conceived and designed the experiments: PKD EL JG DR JNK KAF RPW IVB. Performed the experiments: PKD GP JG DR IVB. Analyzed the data: PKD GP EL JG DR JNK SMC LMB KAF RPW IVB. Contributed reagents/materials/analysis tools: EL SMC. Wrote the paper: PKD.</p>
</fn>
</author-notes>
<pub-date pub-type="collection">
<year>2013</year>
</pub-date>
<pub-date pub-type="epub">
<day>28</day>
<month>1</month>
<year>2013</year>
</pub-date>
<volume>8</volume>
<issue>1</issue>
<elocation-id>e55305</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>10</month>
<year>2012</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>12</month>
<year>2012</year>
</date>
</history>
<permissions>
<copyright-year>2013</copyright-year>
<copyright-holder>Drain et al</copyright-holder>
<license>
<license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>After observing persistently low CD4 counts at initial HIV diagnosis in South Africa, we sought to determine risk factors for late-stage HIV disease presentation among adults.</p>
</sec>
<sec>
<title>Methods</title>
<p>We surveyed adults prior to HIV testing at four outpatient clinics in Durban from August 2010 to November 2011. All HIV-infected adults were offered CD4 testing, and late-stage HIV disease was defined as a CD4 count <100 cells/mm
<sup>3</sup>
. We used multivariate regression models to determine the effects of sex, emotional health, social support, distance from clinic, employment, perceived barriers to receiving healthcare, and foregoing healthcare to use money for food, clothing, or housing (“competing needs to healthcare”) on presentation with late-stage HIV disease.</p>
</sec>
<sec>
<title>Results</title>
<p>Among 3,669 adults screened, 830 were enrolled, newly-diagnosed with HIV and obtained a CD4 result. Among those, 279 (33.6%) presented with late-stage HIV disease. In multivariate analyses, participants who lived ≥5 kilometers from the test site [adjusted odds ratio (AOR) 2.8, 95% CI 1.7–4.7], reported competing needs to healthcare (AOR 1.7, 95% CI 1.2–2.4), were male (AOR 1.7, 95% CI 1.2–2.3), worked outside the home (AOR 1.5, 95% CI 1.1–2.1), perceived health service delivery barriers (AOR 1.5, 95% CI 1.1–2.1), and/or had poor emotional health (AOR 1.4, 95% CI 1.0–1.9) had higher odds of late-stage HIV disease presentation.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Independent risk factors for late-stage HIV disease presentation were from diverse domains, including geographic, economic, demographic, social, and psychosocial. These findings can inform various interventions, such as mobile testing or financial assistance, to reduce the risk of presentation with late-stage HIV disease.</p>
</sec>
</abstract>
<funding-group>
<funding-statement>This research was supported by the Harvard Institute for Global Health (PKD); the Fogarty International Clinical Research Scholars and Fellows Program at Vanderbilt University R24 TW007988 (PKD); the National Institute of Mental Health R01 MH090326 (IVB) and R01 MH073445 (RPW); the National Institute of Allergy and Infectious Disease K24 AI062476 (KAF); the Harvard University Center for AIDS Research P30 AI060354; the National Institute of Arthritis and Musculoskeletal and Skin Diseases K24 AR057827 (EL); the National Center for Research Resources (the Harvard Catalyst UL1 RR 025758); the Burke Global Health Fellowship (IVB); and the Claflin Distinguished Scholar Award (IVB). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</funding-statement>
</funding-group>
<counts>
<page-count count="9"></page-count>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>South Africa has more HIV-infected people than any other country, and over 1.4 million South Africans are now receiving antiretroviral therapy (ART)
<xref ref-type="bibr" rid="pone.0055305-Joint1">[1]</xref>
,
<xref ref-type="bibr" rid="pone.0055305-Joint2">[2]</xref>
. However, despite this progress, 45–51% of ART-eligible people are still not receiving treatment
<xref ref-type="bibr" rid="pone.0055305-Joint1">[1]</xref>
,
<xref ref-type="bibr" rid="pone.0055305-South1">[3]</xref>
. Not only do these HIV-infected people constitute nearly one-quarter of all AIDS-related deaths in sub-Saharan Africa, but they also transmit HIV to others
<xref ref-type="bibr" rid="pone.0055305-Joint1">[1]</xref>
. Furthermore, late-stage HIV disease at initial HIV diagnosis has been associated with poor treatment response rates and higher mortality
<xref ref-type="bibr" rid="pone.0055305-May1">[4]</xref>
–
<xref ref-type="bibr" rid="pone.0055305-Mills1">[11]</xref>
. In August 2011, the South African Department of Health increased the ART initiation threshold from CD4<200 to <350 cells/mm
<sup>3</sup>
to help reduce AIDS-related deaths
<xref ref-type="bibr" rid="pone.0055305-Mascolini1">[12]</xref>
. However, the median CD4 count at the time of ART initiation was 111 cells/mm
<sup>3</sup>
in a recent large South African cohort
<xref ref-type="bibr" rid="pone.0055305-May1">[4]</xref>
.</p>
<p>Increasing the CD4 count treatment threshold will have little benefit if the majority of people continue to present with dangerously low CD4 counts and late-stage HIV disease. Strategies to reduce AIDS-related mortality and decrease HIV transmission must include earlier diagnosis of HIV
<xref ref-type="bibr" rid="pone.0055305-Lawn1">[13]</xref>
, which has been shown to improve survival
<xref ref-type="bibr" rid="pone.0055305-Ford1">[14]</xref>
. Intensified efforts to promote early diagnosis of HIV-infected people in resource-limited settings are needed, but little is known about how to best target people in HIV testing campaigns
<xref ref-type="bibr" rid="pone.0055305-Chesney1">[15]</xref>
,
<xref ref-type="bibr" rid="pone.0055305-Samet1">[16]</xref>
. We conducted a large, prospective study to assess both the real and perceived barriers to presenting for HIV care in South Africa.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec id="s2a">
<title>Sites and participants</title>
<p>We studied adults who presented for voluntary HIV counseling and testing at four outpatient clinical sites in Durban from August 2010 to November 2011. McCord Hospital is an urban, state-aided general hospital that serves the greater Durban area. St. Mary's Hospital in Mariannhill is a state-aided general hospital that serves a resource-limited population in a peri-urban area of Durban. Both McCord Hospital and St. Mary's Hospital have high-volume outpatient HIV clinics that have been providing ART since 2001 and 2003, respectively, and receiving President's Emergency Plan for AIDS Relief (PEPFAR) support since 2004. The other two sites, Tshelimnyama and Marianridge, are municipal primary health clinics located within the catchment area of St. Mary's Hospital. Throughout the course of the study, all four outpatient sites offered free HIV counseling and testing during normal working business hours.</p>
<p>We offered enrollment to all adults ≥18 years of age prior to HIV counseling and testing. We excluded those already known to be HIV-infected, pregnant, or unwilling to share their HIV test result with the research team. HIV testing, as well as participation in the study, carried no financial costs to the participant. All participants provided written informed consent either in English or Zulu. The study was approved by the ethics committees of McCord Hospital and St. Mary's Hospital in Durban, and Partners HealthCare (Protocol #: 2006-P-001379) in Boston.</p>
</sec>
<sec id="s2b">
<title>Data collection</title>
<p>We asked participants about personal demographics, proximity to the HIV clinic, and prior healthcare usage and HIV testing. We recorded responses to 12 questions related to perceived personal barriers for seeking HIV testing and medical care during the prior 6 months
<xref ref-type="bibr" rid="pone.0055305-Craw1">[17]</xref>
. We asked 5 questions about emotional health over the previous month with each response rated on a 6-point Likert scale (ranging from 1 being “all of the time” or “always” to 6 being “none of the time” or “never”). These questions, which were adapted from the 5-item Mental Health Inventory (MHI-5) screening test, were used to calculate a mental health composite (MHC) score
<xref ref-type="bibr" rid="pone.0055305-Hays1">[18]</xref>
. We asked 13 questions about availability of personal social support with each response rated on a 5-point Likert scale (ranging from 1 being “none of the time” to 5 being “all of the time”). These questions incorporate four social support scales (emotional/informational, tangible, positive interaction, affectionate), and were used to calculate the Social Support Index (SSI), from the Medical Outcomes Study
<xref ref-type="bibr" rid="pone.0055305-Sherbourne1">[19]</xref>
. Both the MHC and SSI scores were independently averaged and then transformed to scores ranging from 1 to 100, with higher numbers signifying better emotional health and more social support. We asked participants if they had gone without food, clothing, or housing (“basic necessities”) during the prior 6 months because they needed money for healthcare, or if they had foregone healthcare during the prior 6 months because they needed money for food, clothing, or housing
<xref ref-type="bibr" rid="pone.0055305-Cunningham1">[20]</xref>
.</p>
<p>After completing the survey, participants were offered free HIV counseling and testing, and HIV-infected participants were offered free CD4 count testing. Those who tested positive for HIV were referred for appropriate care and treatment. All HIV testing, care, and treatment was provided in accordance with current South African Department of Health HIV testing and treatment guidelines
<xref ref-type="bibr" rid="pone.0055305-South1">[3]</xref>
.</p>
</sec>
<sec id="s2c">
<title>Statistical analyses</title>
<p>Late-stage HIV disease presentation was defined as a CD4 count <100 cells/mm
<sup>3</sup>
at the time of initial HIV diagnosis. To allow incorporation of the perceived barriers into multivariate models, while also minimizing possible collinearity, we categorized the 12 barriers into 5 groups (service delivery, financial, personal health perception, logistical, and structural). Service delivery barriers included “have to wait too long to see the nurse/doctor,” “the nurse/doctor does not speak my language,” and “not treated with respect by the nurse/doctor.” Financial barriers included “could not afford medications” and “could not afford the cost of transportation.” Personal health perception barriers included “didn't think it was necessary, because didn't feel sick” and “felt too sick.” Logistical barriers included “could not get time off work” and “had to take care of someone else.” Structural barriers included “could not get to the clinic during the hours it was open,” “could not arrange transport to the clinic,” and “did not know where to find care.” Poor emotional health and poor social support were defined as an MHC and SSI score below the median value, respectively.</p>
<p>We used Chi-squared and Fisher's Exact tests to compare potential risk factors between those presenting with and without late-stage HIV disease. We used an iterative model building approach to construct a series of logistic regression models to identify factors associated with late-stage disease presentation. First, we used bivariate logistic regression models to determine odds ratios (OR) of presenting with late-stage HIV disease. To build a multivariate logistic regression model and generate adjusted odds ratios (AOR), we included age, sex, and any variable with a p-value <0.15 in bivariate analyses into a single model. We then removed one variable at a time for those variables with a p-value >0.15, and after each variable was removed, the model was refit to evaluate the remaining variables. Finally, variables not selected based on the initial unadjusted analyses were included in the multivariate model to assess their significance in the presence of other variables, and all variables were retained if they had p-values <0.15. To minimize the potential for collinearity, we assessed the correlation between all pairs of independent variables and verified that no pair of variables included in the same regression model was highly correlated with a Spearman r >0.60. All reported p-values were two-tailed, and a p-value <0.05 was considered statistically significant. We conducted analyses using SAS software (version 9.2; SAS Institute, Cary, NC).</p>
</sec>
</sec>
<sec id="s3">
<title>Results</title>
<sec id="s3a">
<title>Cohort characteristics</title>
<p>Among 3,669 people screened for the study, 2,694 met eligibility criteria and enrolled in the study. Among those enrolled, 1,026 (38.1%) tested positive for HIV, of which 830 adults (80.9% of HIV-infected participants) completed both CD4 testing and the study survey. Among those, the median CD4 count was 186 cells/mm
<sup>3</sup>
(interquartile range 70–345 cells/mm
<sup>3</sup>
), and 279 (33.6%) participants had late-stage HIV disease at the time of their initial HIV diagnosis.</p>
<p>Within the cohort, 249 (30.0%) were >40 years of age, 415 (50.0%) were male, and 449 (54.1%) had not completed high school (
<xref ref-type="table" rid="pone-0055305-t001">Table 1</xref>
). Over half (56.5%) worked outside the home, and 688 (82.9%) participants reported living ≥5 kilometers from the clinic. Most participants (79.7%) had never previously been tested for HIV, including 54 of the 60 participants (90.0%) who had spent an overnight in a hospital during the prior year. Reported HIV testing of participants hospitalized during the prior year (6/60 or 10.0%) was significantly lower than the reported HIV testing among participants who had not been hospitalized during the prior year (162/769 or 21.1%) (p = 0.04).</p>
<table-wrap id="pone-0055305-t001" orientation="portrait" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0055305.t001</object-id>
<label>Table 1</label>
<caption>
<title>Characteristics of HIV-infected adults with and without late-stage disease (CD4<100 cells/mm
<sup>3</sup>
) at the time of initial HIV diagnosis in a study of HIV testing in South Africa (N = 830).</title>
</caption>
<alternatives>
<graphic id="pone-0055305-t001-1" xlink:href="pone.0055305.t001"></graphic>
<table frame="hsides" rules="groups">
<colgroup span="1">
<col align="left" span="1"></col>
<col align="center" span="1"></col>
<col align="center" span="1"></col>
<col align="center" span="1"></col>
<col align="center" span="1"></col>
</colgroup>
<thead>
<tr>
<td align="left" rowspan="1" colspan="1">Variable</td>
<td align="left" rowspan="1" colspan="1">Total Cohort N (%)</td>
<td align="left" rowspan="1" colspan="1">Presented with late-stage HIV disease N (%)</td>
<td align="left" rowspan="1" colspan="1">Presented without late-stage HIV disease N (%)</td>
<td align="left" rowspan="1" colspan="1">p-value</td>
</tr>
</thead>
<tbody>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Demographics</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Age ≥40 years</td>
<td align="left" rowspan="1" colspan="1">249 (30.0)</td>
<td align="left" rowspan="1" colspan="1">95 (34.1)</td>
<td align="left" rowspan="1" colspan="1">154 (27.9)</td>
<td align="left" rowspan="1" colspan="1">0.070</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Age <40 years</td>
<td align="left" rowspan="1" colspan="1">581 (70.0)</td>
<td align="left" rowspan="1" colspan="1">184 (65.9)</td>
<td align="left" rowspan="1" colspan="1">397 (72.1)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Male</td>
<td align="left" rowspan="1" colspan="1">415 (50.0)</td>
<td align="left" rowspan="1" colspan="1">159 (57.0)</td>
<td align="left" rowspan="1" colspan="1">256 (46.5)</td>
<td align="left" rowspan="1" colspan="1">0.004</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Female</td>
<td align="left" rowspan="1" colspan="1">415 (50.0)</td>
<td align="left" rowspan="1" colspan="1">120 (43.0)</td>
<td align="left" rowspan="1" colspan="1">295 (53.5)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Education</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Did not complete high school</td>
<td align="left" rowspan="1" colspan="1">449 (54.1)</td>
<td align="left" rowspan="1" colspan="1">162 (58.1)</td>
<td align="left" rowspan="1" colspan="1">287 (52.1)</td>
<td align="left" rowspan="1" colspan="1">0.103</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Did complete high school</td>
<td align="left" rowspan="1" colspan="1">381 (45.9)</td>
<td align="left" rowspan="1" colspan="1">117 (41.9)</td>
<td align="left" rowspan="1" colspan="1">264 (47.9)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">
<bold>Marital Status</bold>
</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1">0.137</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Never married</td>
<td align="left" rowspan="1" colspan="1">666 (80.2)</td>
<td align="left" rowspan="1" colspan="1">220 (78.9)</td>
<td align="left" rowspan="1" colspan="1">446 (80.9)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Currently married</td>
<td align="left" rowspan="1" colspan="1">123 (14.8)</td>
<td align="left" rowspan="1" colspan="1">41 (14.7)</td>
<td align="left" rowspan="1" colspan="1">82 (14.9)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Divorced/separated</td>
<td align="left" rowspan="1" colspan="1">13 (1.6)</td>
<td align="left" rowspan="1" colspan="1">3 (1.1)</td>
<td align="left" rowspan="1" colspan="1">10 (1.8)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Widowed</td>
<td align="left" rowspan="1" colspan="1">28 (3.4)</td>
<td align="left" rowspan="1" colspan="1">15 (5.4)</td>
<td align="left" rowspan="1" colspan="1">13 (2.4)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">
<bold>If not married, in current relationship?</bold>
</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1">0.643</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">No</td>
<td align="left" rowspan="1" colspan="1">226 (32.0)</td>
<td align="left" rowspan="1" colspan="1">80 (33.6)</td>
<td align="left" rowspan="1" colspan="1">146 (31.1)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Yes, <6 months</td>
<td align="left" rowspan="1" colspan="1">84 (11.9)</td>
<td align="left" rowspan="1" colspan="1">25 (10.5)</td>
<td align="left" rowspan="1" colspan="1">59 (12.6)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Yes, ≥6 months</td>
<td align="left" rowspan="1" colspan="1">397 (56.2)</td>
<td align="left" rowspan="1" colspan="1">133 (55.9)</td>
<td align="left" rowspan="1" colspan="1">264 (56.3)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Employment</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Currently working outside home</td>
<td align="left" rowspan="1" colspan="1">469 (56.5)</td>
<td align="left" rowspan="1" colspan="1">168 (60.2)</td>
<td align="left" rowspan="1" colspan="1">301 (54.6)</td>
<td align="left" rowspan="1" colspan="1">0.125</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Not currently working outside home</td>
<td align="left" rowspan="1" colspan="1">361 (43.5)</td>
<td align="left" rowspan="1" colspan="1">111 (39.8)</td>
<td align="left" rowspan="1" colspan="1">250 (45.4)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Working <20 hours outside home</td>
<td align="left" rowspan="1" colspan="1">32 (6.8)</td>
<td align="left" rowspan="1" colspan="1">18 (10.7)</td>
<td align="left" rowspan="1" colspan="1">14 (4.7)</td>
<td align="left" rowspan="1" colspan="1">0.013</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Working ≥20 hours outside home</td>
<td align="left" rowspan="1" colspan="1">437 (93.2)</td>
<td align="left" rowspan="1" colspan="1">150 (89.3)</td>
<td align="left" rowspan="1" colspan="1">287 (95.3)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Proximity to the HIV Clinic</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Distance to clinic ≥5 kilometers</td>
<td align="left" rowspan="1" colspan="1">688 (82.9)</td>
<td align="left" rowspan="1" colspan="1">257 (92.1)</td>
<td align="left" rowspan="1" colspan="1">431 (78.2)</td>
<td align="left" rowspan="1" colspan="1"><0.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Distance to clinic <5 kilometers</td>
<td align="left" rowspan="1" colspan="1">142 (17.1)</td>
<td align="left" rowspan="1" colspan="1">22 (7.9)</td>
<td align="left" rowspan="1" colspan="1">120 (21.8)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Travel time to clinic ≥30 minutes</td>
<td align="left" rowspan="1" colspan="1">303 (36.5)</td>
<td align="left" rowspan="1" colspan="1">107 (38.4)</td>
<td align="left" rowspan="1" colspan="1">196 (35.6)</td>
<td align="left" rowspan="1" colspan="1">0.432</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Travel time to clinic <30 minutes</td>
<td align="left" rowspan="1" colspan="1">527 (63.5)</td>
<td align="left" rowspan="1" colspan="1">172 (61.6)</td>
<td align="left" rowspan="1" colspan="1">355 (64.4)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Health Care Usage</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">No prior HIV testing</td>
<td align="left" rowspan="1" colspan="1">661 (79.7)</td>
<td align="left" rowspan="1" colspan="1">237 (85.0)</td>
<td align="left" rowspan="1" colspan="1">424 (77.1)</td>
<td align="left" rowspan="1" colspan="1">0.008</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Any prior HIV testing</td>
<td align="left" rowspan="1" colspan="1">168 (20.3)</td>
<td align="left" rowspan="1" colspan="1">42 (15.0)</td>
<td align="left" rowspan="1" colspan="1">126 (22.9)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Any overnight hospital stay in last year</td>
<td align="left" rowspan="1" colspan="1">60 (7.2)</td>
<td align="left" rowspan="1" colspan="1">27 (9.7)</td>
<td align="left" rowspan="1" colspan="1">33 (6.0)</td>
<td align="left" rowspan="1" colspan="1">0.053</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">No overnight hospital stay in last year</td>
<td align="left" rowspan="1" colspan="1">770 (92.8)</td>
<td align="left" rowspan="1" colspan="1">252 (90.3)</td>
<td align="left" rowspan="1" colspan="1">518 (94.0)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Emotional Health and Social Support</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Poor Emotional Health (< median value)</td>
<td align="left" rowspan="1" colspan="1">399 (48.1)</td>
<td align="left" rowspan="1" colspan="1">157 (56.3)</td>
<td align="left" rowspan="1" colspan="1">242 (43.9)</td>
<td align="left" rowspan="1" colspan="1"><0.001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Good Emotional Health (≥ median value)</td>
<td align="left" rowspan="1" colspan="1">431 (51.9)</td>
<td align="left" rowspan="1" colspan="1">122 (43.7)</td>
<td align="left" rowspan="1" colspan="1">309 (56.1)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Poor Social Support (< median value)</td>
<td align="left" rowspan="1" colspan="1">416 (50.1)</td>
<td align="left" rowspan="1" colspan="1">163 (58.4)</td>
<td align="left" rowspan="1" colspan="1">253 (45.9)</td>
<td align="left" rowspan="1" colspan="1"><0.001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Good Social Support (≥ median value)</td>
<td align="left" rowspan="1" colspan="1">414 (49.9)</td>
<td align="left" rowspan="1" colspan="1">116 (41.6)</td>
<td align="left" rowspan="1" colspan="1">298 (54.1)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Competing Needs to Healthcare</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Gone without healthcare because needed money for food, clothing, or housing</td>
<td align="left" rowspan="1" colspan="1">227 (27.3)</td>
<td align="left" rowspan="1" colspan="1">90 (32.3)</td>
<td align="left" rowspan="1" colspan="1">137 (24.9)</td>
<td align="left" rowspan="1" colspan="1">0.024</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Never gone without healthcare because needed money for food, clothing, or housing</td>
<td align="left" rowspan="1" colspan="1">603 (72.6)</td>
<td align="left" rowspan="1" colspan="1">189 (67.7)</td>
<td align="left" rowspan="1" colspan="1">414 (75.1)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Foregone food, clothing, or housing because needed money for healthcare</td>
<td align="left" rowspan="1" colspan="1">196 (23.6)</td>
<td align="left" rowspan="1" colspan="1">75 (26.9)</td>
<td align="left" rowspan="1" colspan="1">121 (22.0)</td>
<td align="left" rowspan="1" colspan="1">0.115</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Never foregone food, clothing, or housing because needed money for healthcare</td>
<td align="left" rowspan="1" colspan="1">634 (76.4)</td>
<td align="left" rowspan="1" colspan="1">204 (73.1)</td>
<td align="left" rowspan="1" colspan="1">430 (78.0)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">
<bold>Study Site</bold>
</td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1">0.001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">McCord Hospital</td>
<td align="left" rowspan="1" colspan="1">437 (52.7)</td>
<td align="left" rowspan="1" colspan="1">168 (60.2)</td>
<td align="left" rowspan="1" colspan="1">269 (48.8)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">St. Mary's Hospital</td>
<td align="left" rowspan="1" colspan="1">281 (33.9)</td>
<td align="left" rowspan="1" colspan="1">88 (31.5)</td>
<td align="left" rowspan="1" colspan="1">193 (35.0)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Municipal Clinics</td>
<td align="left" rowspan="1" colspan="1">112 (13.5)</td>
<td align="left" rowspan="1" colspan="1">23 (8.2)</td>
<td align="left" rowspan="1" colspan="1">89 (16.2)</td>
<td align="left" rowspan="1" colspan="1"></td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
</sec>
<sec id="s3b">
<title>Competing needs to healthcare</title>
<p>Overall, 227 (27.3%) participants had ever gone without healthcare because they needed money for basic necessities (food, clothing, or housing). In bivariate analysis, this was more common among those presenting with late-stage HIV disease (p = 0.02). Participants who presented with late-stage disease were also more likely to have gone without healthcare to pay for food (23.3% vs. 16.3%, p = 0.02), housing (22.5% vs. 15.6%, p = 0.04), and food and housing (13.3% vs. 7.6%, p = 0.009) (
<xref ref-type="fig" rid="pone-0055305-g001">Figure 1</xref>
, top). Similarly, 196 participants (23.6%) had ever foregone basic necessities because they needed money for healthcare. Participants who presented with late-stage disease were more likely to have foregone housing (18.6% vs. 13.2%, p = 0.04), and food and housing (10.8% vs. 6.4%, p = 0.03) to pay for healthcare (
<xref ref-type="fig" rid="pone-0055305-g001">Figure 1</xref>
, bottom).</p>
<fig id="pone-0055305-g001" orientation="portrait" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0055305.g001</object-id>
<label>Figure 1</label>
<caption>
<title>Competing needs to receiving healthcare among those with and without late-stage disease (CD4<100 cells/mm
<sup>3</sup>
) at the time of initial HIV diagnosis (N = 830).</title>
<p>Error bars represent 95% confidence intervals.</p>
</caption>
<graphic xlink:href="pone.0055305.g001"></graphic>
</fig>
</sec>
<sec id="s3c">
<title>Perceived barriers to medical care</title>
<p>The most commonly reported perceived barriers to medical care were “have to wait too long to see the nurse or doctor” (31.4%), “could not afford medications” (26.0%), and “didn't think it was necessary, because didn't feel sick” (24.7%) (
<xref ref-type="table" rid="pone-0055305-t002">Table 2</xref>
). Participants who reported a perceived barrier of “felt too sick” had a 2.97-fold higher odds (95% CI 2.00–4.41) of late-stage HIV disease presentation. Perceived barriers of “could not afford the cost of transportation” (OR 1.80, 95% CI 1.29–2.29), “could not afford medications” (OR 1.79, 95% CI 1.30–2.46), “could not arrange transport to the clinic” (OR 1.71, 95% CI 1.20–2.43), “have to wait too long to see the nurse/doctor” (OR 1.49, 95% CI 1.10–2.02), and “could not get to the clinic during the hours it was open” (OR 1.46, 95% CI 1.04–2.05) were also more commonly reported among those presenting with late-stage HIV disease.</p>
<table-wrap id="pone-0055305-t002" orientation="portrait" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0055305.t002</object-id>
<label>Table 2</label>
<caption>
<title>Perceived barriers to medical care among those with and without late-stage disease (CD4<100 cells/mm
<sup>3</sup>
) at the time of initial HIV diagnosis (N = 830).</title>
</caption>
<alternatives>
<graphic id="pone-0055305-t002-2" xlink:href="pone.0055305.t002"></graphic>
<table frame="hsides" rules="groups">
<colgroup span="1">
<col align="left" span="1"></col>
<col align="center" span="1"></col>
<col align="center" span="1"></col>
<col align="center" span="1"></col>
<col align="center" span="1"></col>
<col align="center" span="1"></col>
</colgroup>
<thead>
<tr>
<td align="left" rowspan="1" colspan="1">Perceived Barrier</td>
<td align="left" rowspan="1" colspan="1">Total Cohort N (%)</td>
<td align="left" rowspan="1" colspan="1">Presented with late-stage HIV disease N (%)</td>
<td align="left" rowspan="1" colspan="1">Presented without late-stage HIV disease N (%)</td>
<td align="left" rowspan="1" colspan="1">p-value</td>
<td align="left" rowspan="1" colspan="1">Odds Ratio (95% CI)</td>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="1" colspan="1">Have to wait too long to see the nurse/doctor</td>
<td align="left" rowspan="1" colspan="1">261 (31.4)</td>
<td align="left" rowspan="1" colspan="1">104 (37.3)</td>
<td align="left" rowspan="1" colspan="1">157 (28.5)</td>
<td align="left" rowspan="1" colspan="1">0.010</td>
<td align="left" rowspan="1" colspan="1">1.49 (1.10–2.02)</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Could not afford medications</td>
<td align="left" rowspan="1" colspan="1">216 (26.0)</td>
<td align="left" rowspan="1" colspan="1">94 (33.7)</td>
<td align="left" rowspan="1" colspan="1">122 (22.1)</td>
<td align="left" rowspan="1" colspan="1"><0.001</td>
<td align="left" rowspan="1" colspan="1">1.79 (1.30–2.46)</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Didn't think it was necessary, because didn't feel sick</td>
<td align="left" rowspan="1" colspan="1">205 (24.7)</td>
<td align="left" rowspan="1" colspan="1">68 (24.4)</td>
<td align="left" rowspan="1" colspan="1">137 (24.9)</td>
<td align="left" rowspan="1" colspan="1">0.877</td>
<td align="left" rowspan="1" colspan="1">0.97 (0.70–1.36)</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Could not afford the cost of transportation</td>
<td align="left" rowspan="1" colspan="1">198 (23.9)</td>
<td align="left" rowspan="1" colspan="1">87 (31.2)</td>
<td align="left" rowspan="1" colspan="1">111 (20.1)</td>
<td align="left" rowspan="1" colspan="1"><0.001</td>
<td align="left" rowspan="1" colspan="1">1.80 (1.29–2.49)</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Could not get to the clinic during the hours it was open</td>
<td align="left" rowspan="1" colspan="1">183 (22.1)</td>
<td align="left" rowspan="1" colspan="1">74 (26.5)</td>
<td align="left" rowspan="1" colspan="1">109 (19.8)</td>
<td align="left" rowspan="1" colspan="1">0.027</td>
<td align="left" rowspan="1" colspan="1">1.46 (1.04–2.05)</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Could not arrange transport to the clinic</td>
<td align="left" rowspan="1" colspan="1">158 (19.0)</td>
<td align="left" rowspan="1" colspan="1">69 (24.7)</td>
<td align="left" rowspan="1" colspan="1">89 (16.2)</td>
<td align="left" rowspan="1" colspan="1">0.003</td>
<td align="left" rowspan="1" colspan="1">1.71 (1.20–2.43)</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Could not get time off work</td>
<td align="left" rowspan="1" colspan="1">135 (16.3)</td>
<td align="left" rowspan="1" colspan="1">49 (17.6)</td>
<td align="left" rowspan="1" colspan="1">86 (15.6)</td>
<td align="left" rowspan="1" colspan="1">0.471</td>
<td align="left" rowspan="1" colspan="1">1.15 (0.78–1.69)</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Felt too sick</td>
<td align="left" rowspan="1" colspan="1">120 (14.5)</td>
<td align="left" rowspan="1" colspan="1">67 (24.0)</td>
<td align="left" rowspan="1" colspan="1">53 (9.6)</td>
<td align="left" rowspan="1" colspan="1"><0.001</td>
<td align="left" rowspan="1" colspan="1">2.97 (2.00–4.41)</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Did not know where to find care</td>
<td align="left" rowspan="1" colspan="1">120 (14.5)</td>
<td align="left" rowspan="1" colspan="1">37 (13.3)</td>
<td align="left" rowspan="1" colspan="1">83 (15.1)</td>
<td align="left" rowspan="1" colspan="1">0.486</td>
<td align="left" rowspan="1" colspan="1">0.86 (0.57–1.31)</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Had to take care of someone else</td>
<td align="left" rowspan="1" colspan="1">104 (12.5)</td>
<td align="left" rowspan="1" colspan="1">43 (15.4)</td>
<td align="left" rowspan="1" colspan="1">61 (11.1)</td>
<td align="left" rowspan="1" colspan="1">0.074</td>
<td align="left" rowspan="1" colspan="1">1.46 (0.96–2.23)</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">The nurse/doctor does not speak my language</td>
<td align="left" rowspan="1" colspan="1">71 (8.6)</td>
<td align="left" rowspan="1" colspan="1">26 (9.3)</td>
<td align="left" rowspan="1" colspan="1">45 (8.2)</td>
<td align="left" rowspan="1" colspan="1">0.575</td>
<td align="left" rowspan="1" colspan="1">1.16 (0.70–1.92)</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Were not treated with respect by the nurse/doctor</td>
<td align="left" rowspan="1" colspan="1">67 (8.1)</td>
<td align="left" rowspan="1" colspan="1">27 (9.7)</td>
<td align="left" rowspan="1" colspan="1">40 (7.3)</td>
<td align="left" rowspan="1" colspan="1">0.227</td>
<td align="left" rowspan="1" colspan="1">1.37 (0.82–2.28)</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
</sec>
<sec id="s3d">
<title>Factors associated with late-stage HIV disease presentation</title>
<p>In the multivariate logistic regression model (
<xref ref-type="table" rid="pone-0055305-t003">Table 3</xref>
), factors associated with presentation to care with late-stage HIV disease were living ≥5 kilometers from the clinic, having gone without healthcare because money was needed for basic necessities, being male, working outside the home, having a perception of health service delivery barriers, and poor emotional health. Living ≥5 kilometers from the clinic conferred a 2.80-fold (95% CI 1.68–4.67) higher odds of presenting with late-stage HIV disease. Having gone without healthcare because money was needed for basic necessities (AOR 1.67, 95% CI 1.17–2.37), being male (AOR 1.66, 95% CI 1.22–2.26), and working outside the home (AOR 1.48, 95% CI 1.07–2.05) had higher odds of late-stage HIV disease presentation. Among the categories of perceived barriers to medical care, only a perception of barriers related to health service delivery (AOR 1.48, 95% CI 1.07–2.05), which included “have to wait too long to see the nurse/doctor”, was significantly associated with late-stage HIV disease presentation in multivariate analyses. Finally, while both poor emotional health and poor social support were significant in bivariate analyses, only poor emotional health (AOR 1.41, 95% CI 1.03–1.94) was significant in the multivariate model.</p>
<table-wrap id="pone-0055305-t003" orientation="portrait" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0055305.t003</object-id>
<label>Table 3</label>
<caption>
<title>Bivariate and multivariate logistic regression models for risk of late-stage HIV disease (CD4<100 cells/mm
<sup>3</sup>
) at the time of initial HIV diagnosis (N = 830).</title>
</caption>
<alternatives>
<graphic id="pone-0055305-t003-3" xlink:href="pone.0055305.t003"></graphic>
<table frame="hsides" rules="groups">
<colgroup span="1">
<col align="left" span="1"></col>
<col align="center" span="1"></col>
<col align="center" span="1"></col>
<col align="center" span="1"></col>
<col align="center" span="1"></col>
</colgroup>
<thead>
<tr>
<td align="left" rowspan="1" colspan="1"></td>
<td align="left" rowspan="1" colspan="1">Odds Ratio (95% CI)</td>
<td align="left" rowspan="1" colspan="1">p-value</td>
<td align="left" rowspan="1" colspan="1">Adjusted Odds Ratio (95% CI)</td>
<td align="left" rowspan="1" colspan="1">p-value</td>
</tr>
</thead>
<tbody>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Demographic</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Age <40 years</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Age ≥40 years</td>
<td align="left" rowspan="1" colspan="1">1.33 (0.98–1.81)</td>
<td align="left" rowspan="1" colspan="1">0.070</td>
<td align="left" rowspan="1" colspan="1">1.07 (0.77–1.48)</td>
<td align="left" rowspan="1" colspan="1">0.701</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Female</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Male</td>
<td align="left" rowspan="1" colspan="1">1.53 (1.14–2.04)</td>
<td align="left" rowspan="1" colspan="1">0.004</td>
<td align="left" rowspan="1" colspan="1">1.66 (1.22–2.26)</td>
<td align="left" rowspan="1" colspan="1">0.001</td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Education</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Completed high school</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Did not complete high school</td>
<td align="left" rowspan="1" colspan="1">1.27 (0.95–1.70)</td>
<td align="left" rowspan="1" colspan="1">0.103</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Employment</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Not currently working outside home</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Currently working outside home</td>
<td align="left" rowspan="1" colspan="1">1.26 (0.94–1.68)</td>
<td align="left" rowspan="1" colspan="1">0.125</td>
<td align="left" rowspan="1" colspan="1">1.48 (1.07–2.05)</td>
<td align="left" rowspan="1" colspan="1">0.019</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Working ≥20 hours outside home</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Working <20 hours outside home</td>
<td align="left" rowspan="1" colspan="1">2.46 (1.19–5.08)</td>
<td align="left" rowspan="1" colspan="1">0.015</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Proximity to the HIV Clinic</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Distance to clinic <5 kilometers</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Distance to clinic ≥5 kilometers</td>
<td align="left" rowspan="1" colspan="1">3.25 (2.01–5.26)</td>
<td align="left" rowspan="1" colspan="1"><0.001</td>
<td align="left" rowspan="1" colspan="1">2.80 (1.68–4.67)</td>
<td align="left" rowspan="1" colspan="1"><0.001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Travel time to clinic <30 minutes</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Travel time to clinic ≥30 minutes</td>
<td align="left" rowspan="1" colspan="1">1.13 (0.84–1.52)</td>
<td align="left" rowspan="1" colspan="1">0.432</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Health Care Usage</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Prior HIV testing</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">No prior HIV testing</td>
<td align="left" rowspan="1" colspan="1">1.68 (1.14–2.46)</td>
<td align="left" rowspan="1" colspan="1">0.008</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">No overnight hospital stay in last year</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Any overnight hospital stay in last year</td>
<td align="left" rowspan="1" colspan="1">1.68 (0.99–2.86)</td>
<td align="left" rowspan="1" colspan="1">0.055</td>
<td align="left" rowspan="1" colspan="1">1.64 (0.94–2.88)</td>
<td align="left" rowspan="1" colspan="1">0.084</td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Emotional Health and Social Support</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Good Emotional Health (≥ median value)</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Poor Emotional Health (< median value)</td>
<td align="left" rowspan="1" colspan="1">1.64 (1.23–2.20)</td>
<td align="left" rowspan="1" colspan="1">0.001</td>
<td align="left" rowspan="1" colspan="1">1.41 (1.03–1.94)</td>
<td align="left" rowspan="1" colspan="1">0.034</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Good Social Support (≥ median value)</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Poor Social Support (< median value)</td>
<td align="left" rowspan="1" colspan="1">1.66 (1.24–2.21)</td>
<td align="left" rowspan="1" colspan="1">0.001</td>
<td align="left" rowspan="1" colspan="1">1.35 (0.97–1.88)</td>
<td align="left" rowspan="1" colspan="1">0.072</td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Perceived Barriers to Medical Care</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">No service delivery barriers</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Service delivery barriers</td>
<td align="left" rowspan="1" colspan="1">1.57 (1.16–2.11)</td>
<td align="left" rowspan="1" colspan="1">0.003</td>
<td align="left" rowspan="1" colspan="1">1.48 (1.07–2.05)</td>
<td align="left" rowspan="1" colspan="1">0.018</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">No financial barriers</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Financial barriers</td>
<td align="left" rowspan="1" colspan="1">1.89 (1.38–2.58)</td>
<td align="left" rowspan="1" colspan="1"><0.001</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">No personal health barriers</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Personal health barriers</td>
<td align="left" rowspan="1" colspan="1">1.36 (1.00–1.84)</td>
<td align="left" rowspan="1" colspan="1">0.049</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">No logistical barriers</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Logistical barriers</td>
<td align="left" rowspan="1" colspan="1">1.39 (1.00–1.94)</td>
<td align="left" rowspan="1" colspan="1">0.049</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">No structural barriers</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Structural barriers</td>
<td align="left" rowspan="1" colspan="1">1.34 (0.99–1.82)</td>
<td align="left" rowspan="1" colspan="1">0.060</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td colspan="5" align="left" rowspan="1">
<bold>Competing Needs to Health Care</bold>
</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Never gone without healthcare because needed money for food, clothing, or housing</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Gone without healthcare because needed money for food, clothing, or housing</td>
<td align="left" rowspan="1" colspan="1">1.44 (1.05–1.98)</td>
<td align="left" rowspan="1" colspan="1">0.024</td>
<td align="left" rowspan="1" colspan="1">1.67 (1.17–2.37)</td>
<td align="left" rowspan="1" colspan="1">0.004</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Never foregone food, clothing, or housing because needed money for healthcare</td>
<td align="left" rowspan="1" colspan="1">Reference</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Foregone food, clothing, or housing because needed money for healthcare</td>
<td align="left" rowspan="1" colspan="1">1.31 (0.94–1.82)</td>
<td align="left" rowspan="1" colspan="1">0.115</td>
<td align="left" rowspan="1" colspan="1">–</td>
<td align="left" rowspan="1" colspan="1">–</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
</sec>
</sec>
<sec id="s4">
<title>Discussion</title>
<p>As both guidelines and data increasingly support earlier HIV treatment, it is imperative to understand why patients continue to present with advanced HIV. In a large cohort of outpatient clinic attendees newly diagnosed with HIV in South Africa, the main risk factors for presenting with late-stage HIV disease were living further from the clinic, being male, and having gone without healthcare to pay for basic living necessities. Other variables associated with late-stage disease presentation were working outside the home, having a perception of barriers to health service delivery, such as long wait times, and having poor emotional health. These findings provide focused targets for improving HIV testing programs in order to diagnose people earlier and reduce the number of adults presenting to care with late-stage HIV disease.</p>
<p>Several studies have examined risk factors for late-stage disease presentation in sub-Saharan Africa. In Uganda, studies by Kigozi et al. and Wanyenze et al. found significant risk factors were being male, older, and having no secondary education, similar to our findings
<xref ref-type="bibr" rid="pone.0055305-Kigozi1">[21]</xref>
,
<xref ref-type="bibr" rid="pone.0055305-Wanyenze1">[22]</xref>
. They additionally found that people receiving healthcare in a non-medical setting (pharmacy, home, or by traditional healer) or having many sexual partners, both of which were variables we did not obtain, were more likely to present with late-stage disease. In Ethiopia, which has a very different cultural population than South Africa, non-pregnant women, frequent alcohol users, those in a long-term relationship, and people who perceived ART to have many side effects or HIV as a stigmatizing disease were more likely to present with late-stage disease
<xref ref-type="bibr" rid="pone.0055305-Abaynew1">[23]</xref>
. In our cohort, relationships longer than 6 months had no impact on late-stage presentation, and we did not assess alcohol use or perception of HIV as a stigmatizing disease. The current study is unique from these previous studies by assessing distance to the clinic, perceived barriers to healthcare, competing needs to healthcare, and emotional health and social support structures, before participants were aware of their HIV-infected status.</p>
<p>In our cohort, several structural barriers, such as longer distance to the clinic, a perception of poor service delivery, and working outside the home, were among the strongest risk factors for late-stage HIV disease. Other studies in Africa have shown similar structural barriers, such as longer distances and higher transportation costs, to be related to loss-to-care before ART initiation
<xref ref-type="bibr" rid="pone.0055305-Zachariah1">[24]</xref>
–
<xref ref-type="bibr" rid="pone.0055305-Miller1">[28]</xref>
. One potential approach to ensuring better service delivery and earlier HIV diagnosis could be the use of active, mobile HIV testing strategies
<xref ref-type="bibr" rid="pone.0055305-Mills2">[29]</xref>
–
<xref ref-type="bibr" rid="pone.0055305-Tumwesigye1">[31]</xref>
.</p>
<p>Despite the frequent occurrence of late-stage HIV disease presentation in sub-Saharan Africa, there has been an incomplete and inconsistent understanding of the perceived personal barriers to HIV testing
<xref ref-type="bibr" rid="pone.0055305-Muula1">[32]</xref>
. In Botswana, perceived barriers to HIV testing included fear of learning one's status, lack of perceived HIV risk, and fear of having to change sexual practices if positive
<xref ref-type="bibr" rid="pone.0055305-Weiser1">[33]</xref>
. In Ethiopia, a perception of HIV as a highly stigmatizing disease was common among people who presented with late-stage disease
<xref ref-type="bibr" rid="pone.0055305-Abaynew1">[23]</xref>
. Although we did not assess HIV-related stigma, our findings indicate that a perception of service delivery, structural, or financial barriers are obstacles that prevented people from learning their HIV-infected status.</p>
<p>Over one-quarter of those in our cohort reported having gone without healthcare because they needed money for basic necessities, and they were more likely to present with late-stage disease. In several sub-Saharan African studies, food insecurity has been associated with poor ART adherence, more opportunistic infections, missed clinic visits, and increased hospitalizations
<xref ref-type="bibr" rid="pone.0055305-Nagata1">[34]</xref>
–
<xref ref-type="bibr" rid="pone.0055305-Weiser3">[36]</xref>
. Food insecurity is more common among older, unmarried, HIV-infected adults
<xref ref-type="bibr" rid="pone.0055305-Nagata1">[34]</xref>
, and thus food insecurity should be addressed as part of comprehensive HIV treatment programs in resource-limited settings
<xref ref-type="bibr" rid="pone.0055305-Ivers1">[37]</xref>
. While our findings support the observed negative effects of food insecurity, our results suggest that housing insecurity is also a common problem and associated with late-stage HIV disease presentation.</p>
<p>We found that poor emotional health and social support, both of which were assessed before HIV testing, were associated with a higher likelihood of presentation with late-stage HIV. Depression is common among HIV-infected adults
<xref ref-type="bibr" rid="pone.0055305-Ciesla1">[38]</xref>
,
<xref ref-type="bibr" rid="pone.0055305-Justice1">[39]</xref>
, and mental health problems are vastly undertreated in resource-poor settings
<xref ref-type="bibr" rid="pone.0055305-Prince1">[40]</xref>
,
<xref ref-type="bibr" rid="pone.0055305-RamirezAvila1">[41]</xref>
. Rates of depression are also higher in symptomatic HIV-infected people
<xref ref-type="bibr" rid="pone.0055305-Maj1">[42]</xref>
. While little data exists on outcomes among HIV-infected adults with mental health issues in developing countries, one U.S.-based study found higher rates of mortality among HIV-infected adults with depression
<xref ref-type="bibr" rid="pone.0055305-Ickovics1">[43]</xref>
. Studies from Uganda and Ethiopia have reported conflicting results about whether poor mental health influences ART adherence
<xref ref-type="bibr" rid="pone.0055305-ByakikaTusiime1">[44]</xref>
,
<xref ref-type="bibr" rid="pone.0055305-Tadios1">[45]</xref>
. While evidence has been lacking on the association between mental health disorders and uptake of diagnostic and treatment services for HIV
<xref ref-type="bibr" rid="pone.0055305-Prince1">[40]</xref>
, our findings suggest that mental health issues and poor social support structures may be important risk factors for delayed HIV testing.</p>
<p>In our study, which excluded known HIV-infected adults, the 60 participants who had been hospitalized during the prior year represented important missed opportunities for HIV testing. Surprisingly, self-reported prior HIV testing was less common among those who had been hospitalized, since South African guidelines recommend “offering HIV testing to all clients attending health-care facilities as a standard component of medical care, unless the client actively refuses”
<xref ref-type="bibr" rid="pone.0055305-National1">[46]</xref>
. Our finding suggests that either providers were not adherent to national guidelines or hospitalized patients refused HIV testing at very high rates (90%). Regardless, those missed opportunities represented 7.2% of our cohort, suggesting that HIV testing of hospitalized patients remains suboptimal.</p>
<p>Our findings were primarily limited by the accuracy of self-reported survey data. In this cross-sectional survey, we were not able to determine causality with associations and the analysis was not designed to fully examine the social stigma of HIV as a barrier to testing. We used a definition of late-stage HIV disease of CD4<100 cells/mm
<sup>3</sup>
, which portends a major risk for cryptococcal meningitis, a leading cause of AIDS-related deaths in sub-Saharan Africa
<xref ref-type="bibr" rid="pone.0055305-Park1">[47]</xref>
. This definition allowed us to identify risk factors and perceived barriers among the people with the greatest risk for severe opportunistic infections and mortality. While we did not assess some variables shown to be associated with late-stage presentation in other African studies (alcohol consumption, number of sexual partners, or ownership of material goods), we examined many important measures not studied in other studies of late-stage HIV disease presentation in sub-Saharan Africa. Finally, a small number of HIV-infected participants either did not fully complete our survey or agree to CD4 count testing, so we cannot assess their influence on our findings.</p>
<p>In conclusion, we found independent risk factors for presentation with late-stage HIV disease from diverse domains, including geographic, economic, demographic, social, and psychosocial. These can directly inform efforts to improve HIV testing. Such efforts should focus on various interventions, such as the use of active mobile testing strategies, financial assistance, or providing food supplementation, to reduce late-stage disease presentation in resource-poor settings (
<xref ref-type="table" rid="pone-0055305-t004">Table 4</xref>
). Simply expanding HIV testing will not ensure ART-eligible people are enrolled in care or initiated on ART; innovative approaches are also needed to improve subsequent linkage to treatment
<xref ref-type="bibr" rid="pone.0055305-Bassett1">[48]</xref>
,
<xref ref-type="bibr" rid="pone.0055305-Rosen1">[49]</xref>
. Providing increased and targeted HIV testing to those at greatest risk for late-stage HIV disease, and subsequently linking them to HIV care should reduce AIDS-related morbidity and mortality.</p>
<table-wrap id="pone-0055305-t004" orientation="portrait" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0055305.t004</object-id>
<label>Table 4</label>
<caption>
<title>Identified barriers and possible solutions to reduce the risk of late-stage HIV disease presentation.</title>
</caption>
<alternatives>
<graphic id="pone-0055305-t004-4" xlink:href="pone.0055305.t004"></graphic>
<table frame="hsides" rules="groups">
<colgroup span="1">
<col align="left" span="1"></col>
<col align="center" span="1"></col>
</colgroup>
<thead>
<tr>
<td align="left" rowspan="1" colspan="1">Identified Barriers</td>
<td align="left" rowspan="1" colspan="1">Possible Solutions</td>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="1" colspan="1">• Living >5 kilometers from the test site</td>
<td align="left" rowspan="1" colspan="1">• Provide mobile HIV testing services</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">• Reported competing needs to healthcare</td>
<td align="left" rowspan="1" colspan="1">• Provide financial assistance to those at risk</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">• Worked outside the home</td>
<td align="left" rowspan="1" colspan="1">• Offer periodic HIV screening at employment and business locations</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">• Perceived health service delivery barrier</td>
<td align="left" rowspan="1" colspan="1">• Expand clinic HIV testing hours to include nights and weekends• Provide travel vouchers to those presenting for HIV testing</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">• Poor emotional health</td>
<td align="left" rowspan="1" colspan="1">• Increase depression screening in the community• Strengthen integration of mental health services into primary health care</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
</sec>
</body>
<back>
<ack>
<p>We would like to acknowledge the excellent work and valuable contributions of our research staff and nurses. We thank each of the clinical sites for sharing their enthusiasm and space. We thank The U.S. President's Plan for AIDS Relief (PEPFAR), which provided funding for HIV care and services, including ART, for the participants in our study. Finally, we graciously thank all of the men and women who participated in this study.</p>
</ack>
<ref-list>
<title>References</title>
<ref id="pone.0055305-Joint1">
<label>1</label>
<mixed-citation publication-type="other">Joint United Nations Programme on HIV/AIDS (2011) UNAIDS Global Report 2010. Geneva: UNAIDS. 229 p.</mixed-citation>
</ref>
<ref id="pone.0055305-Joint2">
<label>2</label>
<mixed-citation publication-type="other">Joint United Nations Programme on HIV/AIDS (2011) UNAIDS Data Tables 2011. Geneva: UNAIDS. 12 p.</mixed-citation>
</ref>
<ref id="pone.0055305-South1">
<label>3</label>
<mixed-citation publication-type="other">South Africa Department of Health (2011) Comprehensive Care, Management, and Treatment of HIV and AIDS. Pretoria: National Data.</mixed-citation>
</ref>
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