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<title xml:lang="en">Cost effectiveness of option B plus for prevention of mother-to-child transmission of HIV in resource-limited countries: evidence from Kumasi, Ghana</title>
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<name sortKey="Vandeusen, Adam" sort="Vandeusen, Adam" uniqKey="Vandeusen A" first="Adam" last="Vandeusen">Adam Vandeusen</name>
<affiliation>
<nlm:aff id="Aff1">Department of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT USA</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Paintsil, Elijah" sort="Paintsil, Elijah" uniqKey="Paintsil E" first="Elijah" last="Paintsil">Elijah Paintsil</name>
<affiliation>
<nlm:aff id="Aff2">Departments of Pediatrics & Pharmacology, Yale School of Medicine, Yale Child Health Research Center, 464 Congress Ave, New Haven, CT USA</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Agyarko Poku, Thomas" sort="Agyarko Poku, Thomas" uniqKey="Agyarko Poku T" first="Thomas" last="Agyarko-Poku">Thomas Agyarko-Poku</name>
<affiliation>
<nlm:aff id="Aff3">Department of Pharmacy, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Long, Elisa F" sort="Long, Elisa F" uniqKey="Long E" first="Elisa F" last="Long">Elisa F. Long</name>
<affiliation>
<nlm:aff id="Aff4">University of California Los Angeles, Anderson School of Management, Los Angeles, CA USA</nlm:aff>
</affiliation>
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<title xml:lang="en" level="a" type="main">Cost effectiveness of option B plus for prevention of mother-to-child transmission of HIV in resource-limited countries: evidence from Kumasi, Ghana</title>
<author>
<name sortKey="Vandeusen, Adam" sort="Vandeusen, Adam" uniqKey="Vandeusen A" first="Adam" last="Vandeusen">Adam Vandeusen</name>
<affiliation>
<nlm:aff id="Aff1">Department of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT USA</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Paintsil, Elijah" sort="Paintsil, Elijah" uniqKey="Paintsil E" first="Elijah" last="Paintsil">Elijah Paintsil</name>
<affiliation>
<nlm:aff id="Aff2">Departments of Pediatrics & Pharmacology, Yale School of Medicine, Yale Child Health Research Center, 464 Congress Ave, New Haven, CT USA</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Agyarko Poku, Thomas" sort="Agyarko Poku, Thomas" uniqKey="Agyarko Poku T" first="Thomas" last="Agyarko-Poku">Thomas Agyarko-Poku</name>
<affiliation>
<nlm:aff id="Aff3">Department of Pharmacy, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana</nlm:aff>
</affiliation>
</author>
<author>
<name sortKey="Long, Elisa F" sort="Long, Elisa F" uniqKey="Long E" first="Elisa F" last="Long">Elisa F. Long</name>
<affiliation>
<nlm:aff id="Aff4">University of California Los Angeles, Anderson School of Management, Los Angeles, CA USA</nlm:aff>
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<title level="j">BMC Infectious Diseases</title>
<idno type="eISSN">1471-2334</idno>
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<date when="2015">2015</date>
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<div type="abstract" xml:lang="en">
<sec>
<title>Background</title>
<p>Achieving the goal of eliminating mother-to-child HIV transmission (MTCT) necessitates increased access to antiretroviral therapy (ART) for HIV-infected pregnant women. Option B provides ART through pregnancy and breastfeeding, whereas Option B+ recommends continuous ART regardless of CD4 count, thus potentially reducing MTCT during future pregnancies. Our objective was to compare maternal and pediatric health outcomes and cost-effectiveness of Option B+ versus Option B in Ghana.</p>
</sec>
<sec>
<title>Methods</title>
<p>A decision-analytic model was developed to simulate HIV progression in mothers and transmission (in utero, during birth, or through breastfeeding) to current and all future children. Clinical parameters, including antenatal care access and fertility rates, were estimated from a retrospective review of 817 medical records at two hospitals in Ghana. Additional parameters were obtained from published literature. Modeled outcomes include HIV infections averted among newborn children, quality-adjusted life-years (QALYs), and cost-effectiveness ratios.</p>
</sec>
<sec>
<title>Results</title>
<p>HIV-infected women in Ghana have a lifetime average of 2.3 children (SD 1.3). Projected maternal life expectancy under Option B+ is 16.1 years, versus 16.0 years with Option B, yielding a gain of 0.1 maternal QALYs and 3.2 additional QALYs per child. Despite higher initial ART costs, Option B+ costs $785/QALY gained, a value considered very cost-effective by World Health Organization benchmarks. Widespread implementation of Option B+ in Ghana could theoretically prevent up to 668 HIV infections among children annually. Cost-effectiveness estimates remained favorable over robust sensitivity analyses.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Although more expensive than Option B, Option B+ substantially reduces MTCT in future pregnancies, increases both maternal and pediatric QALYs, and is a cost-effective use of limited resources in Ghana.</p>
</sec>
<sec>
<title>Electronic supplementary material</title>
<p>The online version of this article (doi:10.1186/s12879-015-0859-2) contains supplementary material, which is available to authorized users.</p>
</sec>
</div>
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<pmc-dir>properties open_access</pmc-dir>
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">BMC Infect Dis</journal-id>
<journal-id journal-id-type="iso-abbrev">BMC Infect. Dis</journal-id>
<journal-title-group>
<journal-title>BMC Infectious Diseases</journal-title>
</journal-title-group>
<issn pub-type="epub">1471-2334</issn>
<publisher>
<publisher-name>BioMed Central</publisher-name>
<publisher-loc>London</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="pmid">25887574</article-id>
<article-id pub-id-type="pmc">4374181</article-id>
<article-id pub-id-type="publisher-id">859</article-id>
<article-id pub-id-type="doi">10.1186/s12879-015-0859-2</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Cost effectiveness of option B plus for prevention of mother-to-child transmission of HIV in resource-limited countries: evidence from Kumasi, Ghana</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>VanDeusen</surname>
<given-names>Adam</given-names>
</name>
<address>
<email>avandeusen@gmail.com</email>
</address>
<xref ref-type="aff" rid="Aff1"></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Paintsil</surname>
<given-names>Elijah</given-names>
</name>
<address>
<email>Elijah.paintsil@yale.edu</email>
</address>
<xref ref-type="aff" rid="Aff2"></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Agyarko-Poku</surname>
<given-names>Thomas</given-names>
</name>
<address>
<email>tagyarkopoku@gmail.com</email>
</address>
<xref ref-type="aff" rid="Aff3"></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Long</surname>
<given-names>Elisa F</given-names>
</name>
<address>
<email>elisa.long@anderson.ucla.edu</email>
</address>
<xref ref-type="aff" rid="Aff4"></xref>
</contrib>
<aff id="Aff1">
<label></label>
Department of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT USA</aff>
<aff id="Aff2">
<label></label>
Departments of Pediatrics & Pharmacology, Yale School of Medicine, Yale Child Health Research Center, 464 Congress Ave, New Haven, CT USA</aff>
<aff id="Aff3">
<label></label>
Department of Pharmacy, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana</aff>
<aff id="Aff4">
<label></label>
University of California Los Angeles, Anderson School of Management, Los Angeles, CA USA</aff>
</contrib-group>
<pub-date pub-type="epub">
<day>18</day>
<month>3</month>
<year>2015</year>
</pub-date>
<pub-date pub-type="pmc-release">
<day>18</day>
<month>3</month>
<year>2015</year>
</pub-date>
<pub-date pub-type="collection">
<year>2015</year>
</pub-date>
<volume>15</volume>
<elocation-id>130</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>10</month>
<year>2014</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>2</month>
<year>2015</year>
</date>
</history>
<permissions>
<copyright-statement>© VanDeusen et al.; licensee BioMed Central. 2015</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>Achieving the goal of eliminating mother-to-child HIV transmission (MTCT) necessitates increased access to antiretroviral therapy (ART) for HIV-infected pregnant women. Option B provides ART through pregnancy and breastfeeding, whereas Option B+ recommends continuous ART regardless of CD4 count, thus potentially reducing MTCT during future pregnancies. Our objective was to compare maternal and pediatric health outcomes and cost-effectiveness of Option B+ versus Option B in Ghana.</p>
</sec>
<sec>
<title>Methods</title>
<p>A decision-analytic model was developed to simulate HIV progression in mothers and transmission (in utero, during birth, or through breastfeeding) to current and all future children. Clinical parameters, including antenatal care access and fertility rates, were estimated from a retrospective review of 817 medical records at two hospitals in Ghana. Additional parameters were obtained from published literature. Modeled outcomes include HIV infections averted among newborn children, quality-adjusted life-years (QALYs), and cost-effectiveness ratios.</p>
</sec>
<sec>
<title>Results</title>
<p>HIV-infected women in Ghana have a lifetime average of 2.3 children (SD 1.3). Projected maternal life expectancy under Option B+ is 16.1 years, versus 16.0 years with Option B, yielding a gain of 0.1 maternal QALYs and 3.2 additional QALYs per child. Despite higher initial ART costs, Option B+ costs $785/QALY gained, a value considered very cost-effective by World Health Organization benchmarks. Widespread implementation of Option B+ in Ghana could theoretically prevent up to 668 HIV infections among children annually. Cost-effectiveness estimates remained favorable over robust sensitivity analyses.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Although more expensive than Option B, Option B+ substantially reduces MTCT in future pregnancies, increases both maternal and pediatric QALYs, and is a cost-effective use of limited resources in Ghana.</p>
</sec>
<sec>
<title>Electronic supplementary material</title>
<p>The online version of this article (doi:10.1186/s12879-015-0859-2) contains supplementary material, which is available to authorized users.</p>
</sec>
</abstract>
<kwd-group xml:lang="en">
<title>Keywords</title>
<kwd>HIV prevention</kwd>
<kwd>Mother-to-child HIV transmission</kwd>
<kwd>Cost-effectiveness analysis</kwd>
<kwd>Mathematical model</kwd>
</kwd-group>
<custom-meta-group>
<custom-meta>
<meta-name>issue-copyright-statement</meta-name>
<meta-value>© The Author(s) 2015</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="Sec1" sec-type="introduction">
<title>Background</title>
<p>Global efforts to reduce mother-to-child transmission (MTCT) of HIV have made substantial progress with a 52% reduction in new infections occurring in children between 2001 and 2012, in large part due to improved access to antiretroviral therapy (ART) among pregnant women [
<xref ref-type="bibr" rid="CR1">1</xref>
]. Despite this considerable progress, only 67% of pregnant women living with HIV in low- and middle-income countries received ART in 2013 (
<ext-link ext-link-type="uri" xlink:href="http://www.who.int/mediacentre/factsheets/fs360/en">http://www.who.int/mediacentre/factsheets/fs360/en</ext-link>
). The prevention of MTCT (PMTCT) of HIV in resource-limited countries is hindered by factors such as breastfeeding practices, inadequate healthcare infrastructure, potential stigma associated with not breastfeeding, and competing public health priorities in the face of limited healthcare resources. In June 2011, the United Nations General Assembly High Level Meeting on AIDS affirmed the Global Plan towards the elimination of new HIV infections among children by 2015 and keeping their mothers alive [
<xref ref-type="bibr" rid="CR2">2</xref>
].</p>
<p>The World Health Organization (WHO) currently recommends two strategies to eliminate MTCT: Option B and Option B+. Option B, the current recommendation in Ghana, consists of antiretroviral prophylaxis that begins early in gestation and continues through breastfeeding for women with a CD4 count above 350 cells/mm
<sup>3</sup>
, and lifetime ART for women with a CD4 count below 350 cells/mm
<sup>3</sup>
[
<xref ref-type="bibr" rid="CR3">3</xref>
]. Option B guidelines have the potential to reduce rates of MTCT to as low as 1%, assuming high access to antenatal services [
<xref ref-type="bibr" rid="CR4">4</xref>
]. Additionally, Option B can improve maternal health and is preferred to the previously recommended option of single-dose nevirapine during delivery, despite the higher cost of Option B [
<xref ref-type="bibr" rid="CR4">4</xref>
]. Option B+ proposes that all HIV-infected pregnant women receive lifelong ART beginning at their first pregnancy, regardless of CD4 cell count [
<xref ref-type="bibr" rid="CR2">2</xref>
]. This strategy may improve maternal health through reduced morbidity and mortality, and reduce overall MTCT, especially in settings with high fertility rates [
<xref ref-type="bibr" rid="CR2">2</xref>
]. However, the cost implications of implementing Option B+ in resource-limited settings such as Ghana are uncertain and have not been thoroughly studied.</p>
<p>According to the Ghana AIDS Commission Sentinel Survey for 2013, an estimated 224,488 people were living with HIV/AIDS in Ghana, including 34,557 children (15% of total) [
<xref ref-type="bibr" rid="CR5">5</xref>
]. Although the epidemic has stabilized with a seroprevalence of 1.3% in the general population and 1.9% among pregnant women, an estimated 2,407 new pediatric infections occurred in 2013, which accounts for 30% of all new infections [
<xref ref-type="bibr" rid="CR6">6</xref>
]. Antiretroviral therapy was introduced to Ghana in 2003 and the program has been widely scaled up; as of the end of December 2012, there were a total of 165 ART sites in the country [
<xref ref-type="bibr" rid="CR7">7</xref>
]. In 2001, the Ministry of Health of Ghana initiated a broad PMTCT program using single-dose nevirapine, and Option B was adopted in 2011, with 1,656 PMTCT sites established by December 2012. With more than 90% of pregnant women having access to antenatal care in Ghana, eliminating MTCT in the near future is within reach [
<xref ref-type="bibr" rid="CR5">5</xref>
].</p>
<p>A key consideration when evaluating the benefits of continuous ART versus interrupted therapy is the time between successive pregnancies. Because Option B results in the cessation of ART following breastfeeding completion, a woman may not receive ART at the optimal starting point (i.e., before the end of the first trimester) of her next pregnancy. With Option B+, she remains continuously on ART, so there is no window during a future pregnancy when she is not receiving prophylactic therapy, assuming adherence to therapy.</p>
<p>In this study, we aim to evaluate the potential health benefits – to the mother and all future children – and cost-effectiveness of Option B+ versus Option B in Ghana, to help inform HIV therapy recommendations for pregnant women in resource-limited countries. In addition, we summarize primary data collected from two hospitals in Ghana, including the timing and number of pregnancies occurring over a woman’s lifetime. Prior studies have evaluated Option B+ in other settings, but to the best of our knowledge, no prior study has included multiple pregnancies in the economic evaluation of Option B+, which is needed to fully capture the impact of continuous therapy regimens in settings where many women have multiple children [
<xref ref-type="bibr" rid="CR8">8</xref>
-
<xref ref-type="bibr" rid="CR11">11</xref>
].</p>
</sec>
<sec id="Sec2" sec-type="materials|methods">
<title>Methods</title>
<p>We developed a state-transition model to compare the costs and benefits of two strategies (Option B versus Option B+) to prevent MTCT in Ghana. Transmission rates, life expectancies, and ART adherence rates were obtained from the Ghana Health Service [
<xref ref-type="bibr" rid="CR7">7</xref>
,
<xref ref-type="bibr" rid="CR12">12</xref>
]. Table 
<xref rid="Tab1" ref-type="table">1</xref>
illustrates variables used in estimating HIV-related cost of care. Estimates for costs, utilities, disease progression rates, testing patterns by CD4 count, and development of ART resistance were obtained from published studies [
<xref ref-type="bibr" rid="CR7">7</xref>
,
<xref ref-type="bibr" rid="CR13">13</xref>
-
<xref ref-type="bibr" rid="CR20">20</xref>
].
<table-wrap id="Tab1">
<label>Table 1</label>
<caption>
<p>
<bold>Costs considered in estimates of HIV-related care</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr valign="top">
<th>
<bold>Direct costs</bold>
</th>
<th>
<bold>Indirect costs – facility level</bold>
</th>
<th>
<bold>Indirect costs – program support</bold>
</th>
<th>
<bold>Costs not included in analysis</bold>
</th>
</tr>
</thead>
<tbody>
<tr valign="top">
<td>Staff time caring for clients</td>
<td>Administrative staff time</td>
<td>Support from national ART program</td>
<td>Client time, transport, meals, and other client costs</td>
</tr>
<tr valign="top">
<td>Drugs to prevent & treat opportunistic infections</td>
<td>Supervision from regional level</td>
<td>Support from Ghana Health Service</td>
<td>Costs incurred by local communities</td>
</tr>
<tr valign="top">
<td>ARV drugs</td>
<td>Office equipment</td>
<td></td>
<td>Negative externalities</td>
</tr>
<tr valign="top">
<td>Medical consumables & supplies in clinic visits</td>
<td>Vehicles used for program administration</td>
<td></td>
<td>Technical assistance or administrative costs incurred by external donor agencies</td>
</tr>
<tr valign="top">
<td>Laboratory testing</td>
<td>Transportation costs for administration</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>Medical equipment</td>
<td>Public utilities</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>Physical infrastructure used for client care</td>
<td>Maintenance & repair</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td></td>
<td>Staff training</td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td></td>
<td>Legal & auditing costs</td>
<td></td>
<td></td>
</tr>
</tbody>
</table>
</table-wrap>
</p>
<sec id="Sec3">
<title>Patient characteristics</title>
<p>The population under consideration is HIV-infected pregnant women in Ghana, who are pregnant with their first child. Data collection consisted of abstracting information about patient characteristics from paper medical charts at two government hospitals in Kumasi, Ghana (Table 
<xref rid="Tab2" ref-type="table">2</xref>
). These hospitals serve a range of women from Kumasi and its surrounding region, and their patients were considered representative of the overall population. All complete charts of HIV+ women receiving care at the two centers from January 2008 to June 2012 were reviewed. Based on the medical chart review, we obtained estimates of antenatal care access patterns, average baseline CD4 count at initiation of antenatal care, age of first pregnancy, lifetime number of children per woman, and time between successive pregnancies (Table 
<xref rid="Tab2" ref-type="table">2</xref>
). Maternal life expectancy was evaluated using medical charts and death records at each hospital. The study protocol was reviewed and approved by Institutional Review Boards at Yale School of Medicine and Kwame Nkrumah University of Science and Technology. No informed consent was obtained since patient information was anonymized and de-identified prior to analysis.
<table-wrap id="Tab2">
<label>Table 2</label>
<caption>
<p>
<bold>Characteristics of study population</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr valign="top">
<th>
<bold>Parameter</bold>
</th>
<th>
<bold>Count (% of total) or mean (</bold>
<bold>±SD)*</bold>
</th>
</tr>
</thead>
<tbody>
<tr valign="top">
<td>Charts Reviewed</td>
<td align="left">817</td>
</tr>
<tr valign="top">
<td>Suntreso Government Hospital</td>
<td>418 (51.2%)</td>
</tr>
<tr valign="top">
<td>Kumasi South Hospital</td>
<td>399 (48.8%)</td>
</tr>
<tr valign="top">
<td>Age of first pregnancy</td>
<td>22.78 years (±4.97 years)</td>
</tr>
<tr valign="top">
<td>Pregnant when diagnosed HIV-positive</td>
<td>223 (27.3%)</td>
</tr>
<tr valign="top">
<td>Baseline CD4 count</td>
<td>471 cells/mm
<sup>3</sup>
(±299 cells/mm
<sup>3</sup>
)</td>
</tr>
<tr valign="top">
<td>CD4 < 350 cells/mm
<sup>3</sup>
when pregnant and diagnosed</td>
<td>118 (52.9%)</td>
</tr>
<tr valign="top">
<td>Month of pregnancy when first accessing care (n = 92)</td>
<td></td>
</tr>
<tr valign="top">
<td>1
<sup>st</sup>
trimester</td>
<td>11 (12.0%)</td>
</tr>
<tr valign="top">
<td>Month 1</td>
<td>1 (1.1%)</td>
</tr>
<tr valign="top">
<td>Month 2</td>
<td>4 (4.4%)</td>
</tr>
<tr valign="top">
<td>Month 3</td>
<td>6 (6.5%)</td>
</tr>
<tr valign="top">
<td>2
<sup>nd</sup>
trimester</td>
<td>37 (40.2%)</td>
</tr>
<tr valign="top">
<td>Month 4</td>
<td>11 (12.0%)</td>
</tr>
<tr valign="top">
<td>Month 5</td>
<td>14 (15.2%)</td>
</tr>
<tr valign="top">
<td>Month 6</td>
<td>12 (13.0%)</td>
</tr>
<tr valign="top">
<td>3
<sup>rd</sup>
trimester</td>
<td>44 (47.8%)</td>
</tr>
<tr valign="top">
<td>Month 7</td>
<td>19 (20.7%)</td>
</tr>
<tr valign="top">
<td>Month 8</td>
<td>19 (20.7%)</td>
</tr>
<tr valign="top">
<td>Month 9</td>
<td>6 (6.5%)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>*Percentages may not add to 100% due to rounding.</p>
</table-wrap-foot>
</table-wrap>
</p>
</sec>
<sec id="Sec4">
<title>Definition of options</title>
<p>Option B and Option B+ are the two most comprehensive options recommended for the prevention of MTCT by the WHO [
<xref ref-type="bibr" rid="CR21">21</xref>
]. Under both options, an HIV+ pregnant woman with CD4 count <350 cells/mm
<sup>3</sup>
is immediately treated with triple-ART that continues through life. Option B provides that women with CD4 > 350 cells/mm
<sup>3</sup>
receive ART beginning at 14 weeks into gestation, throughout pregnancy, and after birth until breastfeeding ceases. Under Option B+, all women receive lifetime ART, even if CD4 count is >350 cells/mm
<sup>3</sup>
. Under both options, infants born to HIV+ women receive daily zidovudine (AZT) for the first 4–6 weeks of life [
<xref ref-type="bibr" rid="CR22">22</xref>
].</p>
</sec>
<sec id="Sec5">
<title>Model structure</title>
<p>We developed a state-transition model to calculate the average lifetime costs and health benefits associated with Option B+ or Option B (Figure 
<xref rid="Fig1" ref-type="fig">1</xref>
). The model consists of several health states in which an HIV+ woman can exist, and transition probabilities that relate to the likelihood of moving to a different health state in the next time period. A woman remains in each state for a time unit of three months (a “cycle”), with the exception of the “Dead” state, in which a woman remains in this absorbing state.
<fig id="Fig1">
<label>Figure 1</label>
<caption>
<p>
<bold>State transition model overview.</bold>
A schematic diagram for the state transition model is given. Each oval represents a health state in which a woman can exist. She remains in a state for the period of time indicated underneath each oval. Each arrow represents a transition to the next state, which occurs with the probability indicated below each arrow.</p>
</caption>
<graphic xlink:href="12879_2015_859_Fig1_HTML" id="MO1"></graphic>
</fig>
</p>
<p>To ensure appropriate lengths of pregnancy and breastfeeding, women are restricted to remain in the pregnancy state for nine months (3 cycles) and remain in either of the breastfeeding states for six months (2 cycles). The model initially assigns to each mother a starting age, CD4 cell count, and month of pregnancy, based on data obtained from chart review (Table 
<xref rid="Tab2" ref-type="table">2</xref>
). The model then tracks the mother’s CD4 count, pregnancy and antenatal care status, as well as the HIV status of her child following birth. Transitions between health states differed between treatment regimens, due to clinical differences in CD4 count decline and mortality. Unlike Markov models, which assume that all states are “memoryless” or ignore past states, our model allows for future transitions to depend on past events, such as number of previous pregnancies. By relaxing this Markov assumption, we can create a more clinically realistic model, whereby a woman’s past health states can impact her future states. Sensitivity analyses were conducted on all variables with ranges given in Table 
<xref rid="Tab3" ref-type="table">3</xref>
. The model was implemented in TreeAge Pro 2012. Additional file
<xref rid="MOESM1" ref-type="media">1</xref>
model details are provided in the Technical Appendix.
<table-wrap id="Tab3">
<label>Table 3</label>
<caption>
<p>
<bold>Model parameters</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr valign="top">
<th>
<bold>Variable</bold>
</th>
<th>
<bold>Value</bold>
</th>
<th>
<bold>Range</bold>
</th>
<th>
<bold>Source</bold>
</th>
</tr>
</thead>
<tbody>
<tr valign="top">
<td>
<bold>
<italic>Demographic variables</italic>
</bold>
</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>Annual maternal mortality rates</td>
<td></td>
<td></td>
<td>UNICEF [
<xref ref-type="bibr" rid="CR20">20</xref>
]</td>
</tr>
<tr valign="top">
<td><12 months ART</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>>350 cells/mm
<sup>3</sup>
</td>
<td>3.3%</td>
<td>-</td>
<td></td>
</tr>
<tr valign="top">
<td>200-350 cells/mm
<sup>3</sup>
</td>
<td>3.9%</td>
<td>-</td>
<td></td>
</tr>
<tr valign="top">
<td><200 cells/mm
<sup>3</sup>
</td>
<td>11.1%</td>
<td>-</td>
<td></td>
</tr>
<tr valign="top">
<td>>12 months ART</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>>350 cells/mm
<sup>3</sup>
</td>
<td>1.0%</td>
<td>-</td>
<td></td>
</tr>
<tr valign="top">
<td>200-350 cells/mm
<sup>3</sup>
</td>
<td>1.1%</td>
<td>-</td>
<td></td>
</tr>
<tr valign="top">
<td><200 cells/mm
<sup>3</sup>
</td>
<td>1.8%</td>
<td>-</td>
<td></td>
</tr>
<tr valign="top">
<td>Number of children</td>
<td align="left">2.34</td>
<td align="left">1-5</td>
<td>Chart review</td>
</tr>
<tr valign="top">
<td>
<bold>
<italic>Transition Probabilities</italic>
</bold>
</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>Access to care</td>
<td>82%</td>
<td>50-95%</td>
<td>Ghana Health Service [
<xref ref-type="bibr" rid="CR7">7</xref>
]</td>
</tr>
<tr valign="top">
<td>Adherence to ART</td>
<td>90%</td>
<td>50-95%</td>
<td>Ghana Health Service [
<xref ref-type="bibr" rid="CR7">7</xref>
]</td>
</tr>
<tr valign="top">
<td>Transmission during pregnancy</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>No therapy/non-adherence</td>
<td>22%</td>
<td>15-30%</td>
<td>Ghana Health Service [
<xref ref-type="bibr" rid="CR12">12</xref>
]</td>
</tr>
<tr valign="top">
<td>Option B</td>
<td>10%
<sup>Ϯ</sup>
</td>
<td>0-15%</td>
<td>Ghana Health Service [
<xref ref-type="bibr" rid="CR12">12</xref>
]</td>
</tr>
<tr valign="top">
<td>Option B-Plus</td>
<td>1%</td>
<td>0-5%</td>
<td>Ghana Health Service [
<xref ref-type="bibr" rid="CR12">12</xref>
]</td>
</tr>
<tr valign="top">
<td>Transmission during breastfeeding</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>No therapy/non-adherence</td>
<td>10%</td>
<td>5-20%</td>
<td>Ghana Health Service [
<xref ref-type="bibr" rid="CR12">12</xref>
]</td>
</tr>
<tr valign="top">
<td>Option B</td>
<td>1%</td>
<td>0-5%</td>
<td>Ghana Health Service [
<xref ref-type="bibr" rid="CR12">12</xref>
]</td>
</tr>
<tr valign="top">
<td>Option B+</td>
<td>1%</td>
<td>0-5%</td>
<td>Ghana Health Service [
<xref ref-type="bibr" rid="CR12">12</xref>
]</td>
</tr>
<tr valign="top">
<td>
<bold>
<italic>Changes to CD4 Count</italic>
</bold>
</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>No therapy (every 3 months)</td>
<td>−12.75 cells/mm
<sup>3</sup>
</td>
<td>5-20 cells/mm
<sup>3</sup>
</td>
<td>Holmes 2006 [
<xref ref-type="bibr" rid="CR15">15</xref>
]</td>
</tr>
<tr valign="top">
<td>Initiate therapy</td>
<td>+153 cells/mm
<sup>3</sup>
</td>
<td>100-400 cells/mm
<sup>3</sup>
</td>
<td>Deeks 1999 [
<xref ref-type="bibr" rid="CR16">16</xref>
]</td>
</tr>
<tr valign="top">
<td>Continue therapy (every 3 months)</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>Previously interrupted therapy</td>
<td>−0.06365 × [Current CD4]</td>
<td>-</td>
<td>Ickovics et al. 2001 [
<xref ref-type="bibr" rid="CR14">14</xref>
]</td>
</tr>
<tr valign="top">
<td>Continuous therapy</td>
<td>- 0.0099853 × [Current CD4]</td>
<td>-</td>
<td>Ickovics et al. 2001 [
<xref ref-type="bibr" rid="CR14">14</xref>
]</td>
</tr>
<tr valign="top">
<td>
<bold>
<italic>Costs in USD [GHS]</italic>
</bold>
</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>Annual Cost of HIV Care</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>First-Line ART</td>
<td>385.45 [743.91]</td>
<td align="left">191-580</td>
<td>WHO 2011 [
<xref ref-type="bibr" rid="CR17">17</xref>
]; Rosen, J., and F. Asante. 2010 [
<xref ref-type="bibr" rid="CR18">18</xref>
]</td>
</tr>
<tr valign="top">
<td>Second-Line ART</td>
<td>848.33 [1,637.28]</td>
<td>-</td>
<td>WHO 2011 [
<xref ref-type="bibr" rid="CR17">17</xref>
]; Rosen, J., and F. Asante. 2010 [
<xref ref-type="bibr" rid="CR18">18</xref>
]</td>
</tr>
<tr valign="top">
<td>Lifetime Cost of Care for HIV+ Child (including ART costs)</td>
<td>10,665.49 [20,584.40]</td>
<td>5,181-15,544</td>
<td>WHO 2011 [
<xref ref-type="bibr" rid="CR17">17</xref>
]; Rosen, J., and F. Asante. 2010 [
<xref ref-type="bibr" rid="CR18">18</xref>
]</td>
</tr>
<tr valign="top">
<td>
<bold>
<italic>Quality-of-life Factor</italic>
</bold>
</td>
<td></td>
<td></td>
<td></td>
</tr>
<tr valign="top">
<td>HIV+ adult (quality of life)</td>
<td align="left">0.8</td>
<td>0.50-1.0</td>
<td>Tengs T.O., Lin T.H. 2002 [
<xref ref-type="bibr" rid="CR19">19</xref>
]</td>
</tr>
<tr valign="top">
<td>HIV+ child (lifetime QALYs)</td>
<td>20.2
<sup>ϮϮ</sup>
</td>
<td align="left">10-30</td>
<td>UN Impact of AIDS 2004 [
<xref ref-type="bibr" rid="CR32">32</xref>
]</td>
</tr>
<tr valign="top">
<td>HIV- child (lifetime QALYs)</td>
<td align="left">62.7</td>
<td align="left">50-70</td>
<td>UN Impact of AIDS 2004 [
<xref ref-type="bibr" rid="CR32">32</xref>
]</td>
</tr>
<tr valign="top">
<td>Discount rate</td>
<td align="left">0.03</td>
<td>0.00-0.05</td>
<td>Weinstein et al. 1996 [
<xref ref-type="bibr" rid="CR23">23</xref>
]</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>
<sup>Ϯ</sup>
Probability of transmission during pregnancy/delivery while on Option B was determined by applying the distribution of when women accessed antenatal care (found through chart review) with ideal conditions of Option B (beginning therapy at the beginning of the second trimester) indicated by the Ghana Health Service and WHO.</p>
<p>
<sup>ϮϮ</sup>
Lifetime QALYs for an HIV-positive child assume a life expectancy at birth of 47.1 years [
<xref ref-type="bibr" rid="CR32">32</xref>
] with a yearly utility of 0.82 and a discount rate of 0.03.</p>
</table-wrap-foot>
</table-wrap>
</p>
</sec>
<sec id="Sec6">
<title>Key model parameters</title>
<sec id="Sec7">
<title>Fertility rates</title>
<p>Based on medical chart review, a probability hazard function was fit to estimate the rate of future pregnancies following the first pregnancy (Figure 
<xref rid="Fig2" ref-type="fig">2</xref>
). Each pregnancy recorded from the chart review was considered an event and the age at which these events occurred was included in the model. This hazard model then produced the probability of a subsequent pregnancy occurring at each age in a woman’s lifetime. The model was developed in SAS 9.3.
<fig id="Fig2">
<label>Figure 2</label>
<caption>
<p>
<bold>Probability distribution of time between 1</bold>
<sup>
<bold>st</bold>
</sup>
<bold>and 2</bold>
<sup>
<bold>nd</bold>
</sup>
<bold>pregnancy.</bold>
The fraction of women (n = 817) who wait a given number of years between their first and second pregnancy is shown, with the number of years indicated on the x-axis and the proportion of women indicated on the y-axis. “0 years” indicates that the mother had only one child.</p>
</caption>
<graphic xlink:href="12879_2015_859_Fig2_HTML" id="MO2"></graphic>
</fig>
</p>
</sec>
<sec id="Sec8">
<title>Access to antenatal care</title>
<p>In Ghana a pregnant woman initiates antenatal care at a health facility during the first trimester of pregnancy; there are at least four antenatal care visits for an uncomplicated pregnancy [
<xref ref-type="bibr" rid="CR21">21</xref>
]. The routine services provided at antenatal visits include assessing for pregnancy complications (e.g., anemia, hypertension, and bleeding), nutritional advice, immunization, HIV testing and counselling, monitoring of pregnancy progress, and assessment of maternal and fetal well-being. For HIV-infected pregnant women, monitoring of ART side effects and compliance to treatment are assessed at each visit. The overall fraction of pregnant women in Ghana who receive antenatal care at some point in their pregnancy was determined from a national survey [
<xref ref-type="bibr" rid="CR7">7</xref>
]. We determined the proportions of pregnant women accessing antenatal care, by month of pregnancy, from medical chart review.</p>
</sec>
<sec id="Sec9">
<title>ART initiation and adherence</title>
<p>Estimates of ART adherence and the probability of mother-to-child transmission during pregnancy, delivery, or while breastfeeding were obtained from annual reports issued by the Ghana Health Service (Table 
<xref rid="Tab3" ref-type="table">3</xref>
) [
<xref ref-type="bibr" rid="CR7">7</xref>
,
<xref ref-type="bibr" rid="CR12">12</xref>
]. Under Option B, a woman who does not qualify for lifetime therapy at her first pregnancy (by having a CD4 cell count >350 cells/mm
<sup>3</sup>
) can initiate ART once when her CD4 cell count decreases below 350 cells/mm
<sup>3</sup>
. Women who qualify are provided ART at the first possible event – either pregnancy or CD4 below the 350 cells/mm
<sup>3</sup>
threshold [
<xref ref-type="bibr" rid="CR8">8</xref>
]. Our model tracks CD4 cell count throughout a woman’s lifetime and accounts for ART initiation once this threshold is reached.</p>
</sec>
<sec id="Sec10">
<title>Mother-to-child transmission</title>
<p>Estimates of transmission rates dropping to 1% among women receiving Option B assume ideal conditions (i.e., a pregnant woman receives therapy from the beginning of her first trimester through six months of breastfeeding) [
<xref ref-type="bibr" rid="CR12">12</xref>
]. However, these rates are not achievable if antenatal care is initiated beyond the first trimester of pregnancy. To estimate a more realistic transmission rate for Option B, we multiplied the percentage of women accessing antenatal care during each month of pregnancy by a scaled transmission rate. This scaled MTCT rate increased from 1.0% if a woman accessed antenatal care during the first three months of pregnancy, up to 20.3% if antenatal care began in the ninth month, generating an overall transmission rate during pregnancy/delivery of 10.2% for all pregnancies under Option B. Under Option B+, this rate applied for only the first pregnancy; subsequent pregnancies assumed a transmission rate of 1.0%. Further details can be found in Additional file
<xref rid="MOESM1" ref-type="media">1</xref>
: Table S2 of the Technical Appendix. Transmission rates were examined under robust sensitivity analyses in case adherence rates increase or decrease.</p>
</sec>
<sec id="Sec11">
<title>Additional model parameters</title>
<p>Additional values not available through chart review were acquired from previously published studies. All costs are reported in US Dollars (1 USD = 1.93 Ghana Cedi, abbreviated as GHS) and incorporate all components of HIV/AIDS care following diagnosis, including ART, medical personnel wages, and CD4 count and viral load testing. In particular, we assumed that the annual cost of HIV/AIDS care with first-line ART is $385 or 744 GHS (3-month cost of $96 or 186 GHS), but we consider variations of this assumption in sensitivity analysis (Table 
<xref rid="Tab3" ref-type="table">3</xref>
) [
<xref ref-type="bibr" rid="CR17">17</xref>
,
<xref ref-type="bibr" rid="CR18">18</xref>
].</p>
<p>Changes in CD4 cell count were modeled from previously published works and the rate of CD4 change was determined by a woman’s ART utilization and whether ART is interrupted or continuous [
<xref ref-type="bibr" rid="CR14">14</xref>
,
<xref ref-type="bibr" rid="CR15">15</xref>
]. Women incurred a CD4 cell count increase of 153 cells/mm
<sup>3</sup>
at the initiation of therapy [
<xref ref-type="bibr" rid="CR16">16</xref>
].</p>
<p>Adjustments for quality-of-life while living with HIV were considered as a yearly adjustment for adults and a lifetime adjustment for children. Adult women living with HIV were assumed to have 0.8 times the quality-of-life of otherwise healthy women [
<xref ref-type="bibr" rid="CR19">19</xref>
]. Children born HIV+ were attributed this same 0.8 quality-of-life adjustment, applied across life expectancy and discounted at an annual rate of 3% [
<xref ref-type="bibr" rid="CR23">23</xref>
].</p>
<p>Mortality rates were obtained from a Business Leadership Council/UNICEF report and considered a woman’s CD4 count, as well as the length of time she has been receiving therapy [
<xref ref-type="bibr" rid="CR20">20</xref>
].</p>
</sec>
</sec>
<sec id="Sec12">
<title>Model outcomes</title>
<p>Primary outcomes of the model were costs and quality-adjusted life years (QALYs) for each therapy option. All costs and QALYs were discounted to the present using a 3% annual rate [
<xref ref-type="bibr" rid="CR23">23</xref>
]. Costs and QALYs of Option B and Option B+ were then compared using an incremental cost-effectiveness ratio (ICER):
<disp-formula id="Equa">
<alternatives>
<tex-math id="M1">\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$ ICER=\frac{Cos{t}_{OptionB+}-Cos{t}_{OptionB}}{QALY{s}_{OptionB+}- QALY{s}_{OptionB}} $$\end{document}</tex-math>
<mml:math id="M2">
<mml:mi mathvariant="italic">ICER</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>s</mml:mi>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mi mathvariant="italic">OptionB</mml:mi>
<mml:mo>+</mml:mo>
</mml:mrow>
</mml:msub>
<mml:mo></mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>s</mml:mi>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi mathvariant="italic">OptionB</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">QALY</mml:mi>
<mml:msub>
<mml:mi>s</mml:mi>
<mml:mrow>
<mml:mi mathvariant="italic">OptionB</mml:mi>
<mml:mo>+</mml:mo>
</mml:mrow>
</mml:msub>
<mml:mo></mml:mo>
<mml:mi mathvariant="italic">QALY</mml:mi>
<mml:msub>
<mml:mi>s</mml:mi>
<mml:mi mathvariant="italic">OptionB</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:math>
<graphic xlink:href="12879_2015_859_Article_Equa.gif" position="anchor"></graphic>
</alternatives>
</disp-formula>
</p>
<p>ICER values were measured in cost per QALY gained, and then compared to benchmarks established by the WHO Commission on Macroeconomics for Health, which state that “cost-effective” health interventions are those with an ICER less than three times gross domestic product (GDP) per capita, and “very cost-effective” interventions are those with an ICER less than GDP per capita [
<xref ref-type="bibr" rid="CR24">24</xref>
]. GDP per capita in Ghana was $3,300 (6,369 GHS) in 2012 [
<xref ref-type="bibr" rid="CR25">25</xref>
].</p>
</sec>
</sec>
<sec id="Sec13" sec-type="results">
<title>Results</title>
<sec id="Sec14">
<title>Characteristics of study population</title>
<p>A total of 817 medical charts were reviewed – 418 at Suntreso Government Hospital and 399 at Kumasi South Hospital (Table 
<xref rid="Tab2" ref-type="table">2</xref>
). The average age of first pregnancy was 22.78 years (SD: 4.97 years) and the average lifetime number of children per woman was 2.34 (SD: 1.27 children). Among women whose timing of antenatal care access was known, 12% accessed care in their first trimester, 40% in their second trimester, and 48% in their third trimester.</p>
</sec>
<sec id="Sec15">
<title>Pregnancy frequency</title>
<p>The time to a second pregnancy following the first pregnancy was taken directly from chart review data (Figure 
<xref rid="Fig2" ref-type="fig">2</xref>
). Approximately 32% of women in our sample did not have a second pregnancy, while 4% became pregnant within one year following their first pregnancy and 19% became pregnant within two years. The average time between the first and second pregnancies was 4.56 years (SD: 3.05 years).</p>
</sec>
<sec id="Sec16">
<title>Reduction in mother-to-child transmission</title>
<p>Approximately 10,800 births occur among HIV+ women in Ghana each year [
<xref ref-type="bibr" rid="CR26">26</xref>
]. Further, based on chart review, 68% of those births (7,344 births) are not the mother’s first child. Under Option B, our model projects that the average rate of MTCT is 10.2% during pregnancy or delivery. The Ghana Health Services estimates an additional MTCT rate of 1% during breastfeeding [
<xref ref-type="bibr" rid="CR12">12</xref>
]. If all pregnant women in Ghana received Option B, our model projects that 814 children would acquire HIV from their mothers each year. Under Option B+, the HIV transmission rate is 1% through pregnancy or delivery, and also 1% during breastfeeding. If all women in Ghana were instead offered Option B+ and had perfect adherence, a projected 146 infections would occur in children each year. Offering Option B+ in lieu of Option B could thus theoretically prevent up to 668 HIV infections among newborn babies in Ghana each year.</p>
</sec>
<sec id="Sec17">
<title>Cost-effectiveness analysis</title>
<p>Our model estimates that maternal life expectancy is 16.1 years (discounted) with Option B+, compared to 16.0 years with Option B, a gain of 0.1 years on average because of fewer treatment interruptions (Table 
<xref rid="Tab4" ref-type="table">4</xref>
). Additionally, Option B+ increases average health benefits per child from 63.6 QALYs to 66.8 QALYs, due to reduced MTCT in subsequent pregnancies. Aggregating the QALYs attributed to the mother as well as her current child and all future children, Option B+ yields 180.2 total QALYs, a substantial gain over 172.1 QALYs expected under Option B. However, Option B+ is also more costly, requiring lifetime total costs (discounted) of $12,624 compared to only $6,254 with Option B. The incremental cost-effectiveness is thus $785 per QALY gained, or $618 per life-year gained (if quality-of-life weights are ignored).
<table-wrap id="Tab4">
<label>Table 4</label>
<caption>
<p>
<bold>Baseline results of primary outcomes</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr valign="top">
<th>
<bold>Treatment strategy</bold>
</th>
<th>
<bold>Lifetime cost (GHS)*</bold>
</th>
<th>
<bold>Lifetime cost (USD)*</bold>
</th>
<th>
<bold>Life-years*</bold>
</th>
<th>
<bold>QALYs*</bold>
<sup>
<bold>Ϯ</bold>
</sup>
</th>
<th>
<bold>ICER (USD)</bold>
<sup>
<bold>Ϯ</bold>
</sup>
</th>
</tr>
</thead>
<tbody>
<tr valign="top">
<td>
<bold>
<italic>Option B</italic>
</bold>
</td>
<td align="left">12,071</td>
<td align="left">6,254</td>
<td align="left">186.4</td>
<td align="left">172.1</td>
<td></td>
</tr>
<tr valign="top">
<td>Mother</td>
<td align="left">2,617</td>
<td align="left">1,356</td>
<td align="left">16.0</td>
<td align="left">13.1</td>
<td></td>
</tr>
<tr valign="top">
<td>Children</td>
<td align="left">9,453</td>
<td align="left">4,898</td>
<td align="left">178.5</td>
<td align="left">159.0</td>
<td></td>
</tr>
<tr valign="top">
<td>Per Child</td>
<td align="left">3,781</td>
<td align="left">1,959</td>
<td align="left">71.4</td>
<td align="left">63.6</td>
<td></td>
</tr>
<tr valign="top">
<td>
<bold>
<italic>Option B+</italic>
</bold>
</td>
<td align="left">24,364</td>
<td align="left">12,624</td>
<td align="left">196.7</td>
<td align="left">180.2</td>
<td align="left">785</td>
</tr>
<tr valign="top">
<td>Mother</td>
<td align="left">18,821</td>
<td align="left">9,752</td>
<td align="left">16.1</td>
<td align="left">13.2</td>
<td></td>
</tr>
<tr valign="top">
<td>Children</td>
<td align="left">5,544</td>
<td align="left">2,872</td>
<td align="left">178.4</td>
<td align="left">167.0</td>
<td></td>
</tr>
<tr valign="top">
<td>Per Child</td>
<td align="left">2,217</td>
<td align="left">1,149</td>
<td align="left">71.4</td>
<td align="left">66.8</td>
<td></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>*All costs, life-years, and QALYs are discounted by 3% annual rate.</p>
<p>
<sup>Ϯ</sup>
QALY = Quality-Adjusted Life-Year; ICER = Incremental Cost-Effectiveness Ratio.</p>
<p>All QALYs are calculated using an adjustment of 0.82 utility per year when living with HIV and an annual discount rate of 0.03.</p>
<p>The ICER value is calculated as follows:
<inline-formula id="IEq1">
<alternatives>
<tex-math id="M3">\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$ ICER=\frac{Cos{t}_{OptionB+}-Cos{t}_{OptionB}}{QALY{s}_{OptionB+}- QALY{s}_{OptionB}}. $$\end{document}</tex-math>
<mml:math id="M4">
<mml:mi mathvariant="italic">ICER</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>s</mml:mi>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mi mathvariant="italic">OptionB</mml:mi>
<mml:mo>+</mml:mo>
</mml:mrow>
</mml:msub>
<mml:mo></mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>s</mml:mi>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi mathvariant="italic">OptionB</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">QALY</mml:mi>
<mml:msub>
<mml:mi>s</mml:mi>
<mml:mrow>
<mml:mi mathvariant="italic">OptionB</mml:mi>
<mml:mo>+</mml:mo>
</mml:mrow>
</mml:msub>
<mml:mo></mml:mo>
<mml:mi mathvariant="italic">QALY</mml:mi>
<mml:msub>
<mml:mi>s</mml:mi>
<mml:mi mathvariant="italic">OptionB</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi>.</mml:mi>
</mml:math>
<inline-graphic xlink:href="12879_2015_859_Article_IEq1.gif"></inline-graphic>
</alternatives>
</inline-formula>
</p>
</table-wrap-foot>
</table-wrap>
</p>
</sec>
<sec id="Sec18">
<title>Sensitivity analyses</title>
<p>A detailed sensitivity analysis was performed on all model parameters, to test for robustness and identify key parameters impacting cost-effectiveness results. Of all variables examined, cost-effectiveness was most sensitive to the cost of antiretroviral therapy for the mother on Option B+. However, even when the annual cost of HIV care is increased from $385 to $580, the ICER increased to only $1,358 per QALY gained, still below the Ghanaian GDP per capita of $3,300.</p>
<p>A tornado diagram (Figure 
<xref rid="Fig3" ref-type="fig">3</xref>
) shows that the cost-effectiveness of Option B+ was also sensitive to life expectancies, disease transmission probabilities, access to antenatal care, and fertility rates. One-way sensitivity analyses of several variables display each variable’s relationship to the ICER value (Figure 
<xref rid="Fig4" ref-type="fig">4</xref>
). In general, as the probability of accessing antenatal care changes from 50% to 95%, Option B+ becomes more cost-effective because future children are more likely to avoid HIV infection. Conversely, as maternal life expectancy on Option B increases, the cost-effectiveness of Option B+ worsens because the marginal gain in QALYs resulting from Option B+ diminishes.
<fig id="Fig3">
<label>Figure 3</label>
<caption>
<p>
<bold>Sensitivity analysis of model variables.</bold>
This tornado diagram represents the sensitivity of different variables included in the model. Each variable is listed, along with the associated incremental cost-effectiveness ratio (ICER). The horizontal width of each bar represents the change in cost-effectiveness of Option B+ versus Option B ($/QALY gained) as each model parameter is varied over the range given in parentheses. Variables are listed in descending sensitivity; those whose ICER values change most significantly are listed first. For reference, a vertical line indicating the Ghanaian GDP per capita is included on the graph, which demonstrates that Option B+ is a cost-effective alternative, even across a wide range of sensitivity analyses. The base case ICER value is $785/QALY gained.</p>
</caption>
<graphic xlink:href="12879_2015_859_Fig3_HTML" id="MO3"></graphic>
</fig>
<fig id="Fig4">
<label>Figure 4</label>
<caption>
<p>
<bold>One-way sensitivity analyses.</bold>
Each graph indicates the change in the incremental cost-effectiveness ratio (ICER) between Option B and Option B+ when a single variable’s value is changed. The “base case” scenario is indicated with a circle. A downward-sloping line indicates Option B+ is becoming more cost-effective as the variable’s value is increased, while an upward-sloping line indicates Option B+ is becoming less cost-effective as the variable’s value is increased. The curve of each line indicates the specific rate at which the ICER changes as the variable’s value is altered.</p>
</caption>
<graphic xlink:href="12879_2015_859_Fig4_HTML" id="MO4"></graphic>
</fig>
</p>
<p>Finally, the cost-effectiveness of Option B+ improves as the fertility rate increases; with five children per mother, the ICER drops to $500 per QALY gained. Of note, if we consider only one child per mother – the assumption imposed by most MTCT modeling studies – we obtain an ICER of $1,300 per QALY gained, a value 75% higher than our initial estimate, highlighting the importance of including future pregnancies in cost-effectiveness estimates.</p>
</sec>
</sec>
<sec id="Sec19" sec-type="discussion">
<title>Discussion</title>
<p>Our findings suggest that offering the Option B+ therapy regimen to HIV+ pregnant women in Ghana improves both maternal and child outcomes, and that the additional cost of such a program is likely warranted given its favorable cost-effectiveness. Option B+ provides continuous therapy to women during their index pregnancy and all subsequent pregnancies. This represents a significant improvement over Option B, whereby treatment interruption often delays ART receipt until the second or third trimester of later pregnancies. Our modeling framework was novel in its ability to account for multiple pregnancies, and we find that ignoring HIV transmission to future children may underestimate the potential benefits and cost-effectiveness of Option B+.</p>
<p>Our study has important implications for helping policymakers allocate limited HIV resources more effectively. Option B+ costs approximately $785 per QALY gained, compared to Option B, similar to other established HIV prevention methods in Ghana, including voluntary HIV counseling and blood donation screening [
<xref ref-type="bibr" rid="CR4">4</xref>
,
<xref ref-type="bibr" rid="CR27">27</xref>
]. This value is in line with other HIV interventions shown to be cost-effective in low- and middle-income countries, such as male circumcision, HIV screening and counseling, and school-based education [
<xref ref-type="bibr" rid="CR28">28</xref>
-
<xref ref-type="bibr" rid="CR30">30</xref>
]. Our results are generally consistent with other model-based studies estimating the cost-effectiveness of Option B+ in Nigeria, Malawi, and Zimbabwe [
<xref ref-type="bibr" rid="CR8">8</xref>
,
<xref ref-type="bibr" rid="CR9">9</xref>
,
<xref ref-type="bibr" rid="CR11">11</xref>
]. These previous analyses demonstrated the economic merit of Option B+, and our analysis extends these findings by incorporating the possibility of multiple pregnancies over a woman’s lifetime, and including primary data collection from antenatal clinics. Based on guidelines proposed by the WHO Commission on Macroeconomics in Health, Option B+ is considered very cost-effective compared to Option B [
<xref ref-type="bibr" rid="CR24">24</xref>
]. These results are robust to wide variations in parameter values, suggesting that Option B+ is likely cost-effective in settings with similar resources and epidemiologic characteristics to Ghana. A nationwide roll-out of Option B+ would of course require investment in health systems to ensure ART adherence and provide early antenatal care to pregnant women. However, such investment would likely further improve maternal and child health outcomes for other diseases such as malaria, tuberculosis, and childhood malnutrition.</p>
<p>Our modeling study has several limitations. First, because Option B+ is a newly recommended strategy, additional data on its efficacy and impact on maternal life expectancy are evolving, although we have tested variations in these assumptions in sensitivity analysis. Second, the model does not explicitly consider horizontal HIV transmission; however, we believe this is a reasonable assumption because an HIV+ pregnant woman is likely to have a regular partner who is also HIV+ [
<xref ref-type="bibr" rid="CR31">31</xref>
]. We did not consider variations in the duration or exclusivity of breastfeeding practices, although variability in behavior will inevitably exist. We estimated the expected costs and QALYs associated with Option B and Option B+, but the model simplifies complex clinical outcomes, such as viral load, development of opportunistic infections, averted costs, HIV+ women initiating ART prior to first pregnancy, or variability in HIV progression among children.</p>
</sec>
<sec id="Sec20" sec-type="conclusion">
<title>Conclusions</title>
<p>In resource-limited settings such as Ghana, systematically comparing the potential health benefits and costs of competing HIV programs can illuminate where additional investment should be prioritized. Option B+ provides considerable health benefits to HIV+ women and their children – especially in settings where women have multiple pregnancies – and represents good value. With nationwide implementation of Option B+, we estimate that up to 668 newborn children would be prevented from acquiring HIV in Ghana every year, and preventing these infections now is a key step towards reducing the burden of HIV in the future.</p>
</sec>
</body>
<back>
<app-group>
<app id="App1">
<sec id="Sec21">
<title>Additional file</title>
<p>
<media position="anchor" xlink:href="12879_2015_859_MOESM1_ESM.doc" id="MOESM1">
<label>Additional file 1:</label>
<caption>
<p>
<bold>Table S1.</bold>
Average time between pregnancies.
<bold>Table S2.</bold>
Access to antenatal care, by month of pregnancy.
<bold>Table S3.</bold>
Annual Mortality Rate of HIV+ Women.
<bold>Table S4.</bold>
Chart Review – Full Results.
<bold>Figure S1.</bold>
MTCT probability by month of antenatal care access.
<bold>Figure S2.</bold>
Schematic model diagram comparing Option B with Option B Plus.</p>
</caption>
</media>
</p>
</sec>
</app>
</app-group>
<glossary>
<title>Abbreviations</title>
<def-list>
<def-list>
<def-item>
<term>MTCT</term>
<def>
<p>Mother-to-child transmission</p>
</def>
</def-item>
<def-item>
<term>ART</term>
<def>
<p>Antiretroviral therapy</p>
</def>
</def-item>
<def-item>
<term>QALYs</term>
<def>
<p>Quality adjusted life-years</p>
</def>
</def-item>
<def-item>
<term>HIV</term>
<def>
<p>Human immunodeficiency virus</p>
</def>
</def-item>
<def-item>
<term>WHO</term>
<def>
<p>World Health Organization</p>
</def>
</def-item>
<def-item>
<term>AZT</term>
<def>
<p>Zidovudine</p>
</def>
</def-item>
<def-item>
<term>SDNVP</term>
<def>
<p>Single dose nevirapine</p>
</def>
</def-item>
<def-item>
<term>PMTCT</term>
<def>
<p>Prevention of mother-to-child transmission</p>
</def>
</def-item>
<def-item>
<term>UNICEF</term>
<def>
<p>United Nations Children’s Fund</p>
</def>
</def-item>
<def-item>
<term>ICER</term>
<def>
<p>Incremental cost-effectiveness ratio</p>
</def>
</def-item>
<def-item>
<term>GDP</term>
<def>
<p>Gross domestic product</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>AV, EP, TAP and EFL conceptualized and designed the study. AV and TAP collected the data. AV, EP, and EFL contributed to the data analysis. AV and EP wrote the first draft of this manuscript. All authors contributed to revisions of this manuscript, have read and approved the final manuscript and have given final approval of the manuscript to be published.</p>
</fn>
</fn-group>
<ack>
<title>Acknowledgements</title>
<p>We thank the staff and patients of Suntreso Government Hospital and Kumasi South Hospital for their cooperation. AV was supported by the Downs Fellowship Program at Yale University and the Office of Student Research at Yale School of Medicine. This study was made possible by grants from the National Institute of Health (K08AI074404, and R01-HD074253 to EP) and (R01-DA15612 to EFL).</p>
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