Population-based estimates of engagement in HIV care and mortality using double-sampling methods following home-based counseling and testing in western Kenya
Data on engagement in HIV care from population-based samples in sub-Saharan Africa are limited. The objective of this study was to use double-sampling methods to estimate linkage to HIV care, ART initiation, and mortality among all adults diagnosed with HIV by a comprehensive home-based counseling a...
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description | Data on engagement in HIV care from population-based samples in sub-Saharan Africa are limited. The objective of this study was to use double-sampling methods to estimate linkage to HIV care, ART initiation, and mortality among all adults diagnosed with HIV by a comprehensive home-based counseling and testing (HBCT) program in western Kenya.
HBCT was conducted door-to-door from December 2009 to April 2011 in three sub-counties of western Kenya by AMPATH (Academic Model Providing Access to Healthcare). For those identified as HIV-positive, data were merged with electronic medical records to determine engagement with HIV care. A randomly-drawn follow-up sample of 120 adults identified via HBCT who had not linked to care as of June 2015 in Bunyala sub-county were visited by trained fieldworkers to ascertain HIV care engagement and vital status. Double-sampled data were used to generate, via multinomial regression, predicted probabilities of engagement in care and mortality among those whose status could not be ascertained by matching with the electronic medical records in the three catchments.
Incorporating information from the double-sampling yielded estimates of prospective linkage to HIV care that ranged from 40-45%. Mortality estimates of those who did not engage in care following HBCT ranged from 12-16%. Among those who linked to care following HBCT, between 72-81% initiated ART.
In settings without universal national identifiers, rates of linkage to care from community-based programs may be subject to substantial underestimation. Follow-up samples of those with missing information can be used to partially correct this bias, as has been demonstrated previously for mortality among those who were lost-to-care programs. There is a need for harmonized data systems across health systems and programs. |
doi_str_mv | 10.1371/journal.pone.0223187 |
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HBCT was conducted door-to-door from December 2009 to April 2011 in three sub-counties of western Kenya by AMPATH (Academic Model Providing Access to Healthcare). For those identified as HIV-positive, data were merged with electronic medical records to determine engagement with HIV care. A randomly-drawn follow-up sample of 120 adults identified via HBCT who had not linked to care as of June 2015 in Bunyala sub-county were visited by trained fieldworkers to ascertain HIV care engagement and vital status. Double-sampled data were used to generate, via multinomial regression, predicted probabilities of engagement in care and mortality among those whose status could not be ascertained by matching with the electronic medical records in the three catchments.
Incorporating information from the double-sampling yielded estimates of prospective linkage to HIV care that ranged from 40-45%. Mortality estimates of those who did not engage in care following HBCT ranged from 12-16%. Among those who linked to care following HBCT, between 72-81% initiated ART.
In settings without universal national identifiers, rates of linkage to care from community-based programs may be subject to substantial underestimation. Follow-up samples of those with missing information can be used to partially correct this bias, as has been demonstrated previously for mortality among those who were lost-to-care programs. There is a need for harmonized data systems across health systems and programs.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0223187</identifier><identifier>PMID: 31577834</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Adults ; Antiretroviral agents ; Antiretroviral therapy ; Antiretroviral Therapy, Highly Active ; Biology and Life Sciences ; Catchments ; Counseling ; Data centers ; Data systems ; Drug therapy ; Electronic Health Records ; Electronic medical records ; Electronic records ; Epidemiology ; Estimates ; Health sciences ; HIV ; HIV infections ; HIV Infections - diagnosis ; HIV Infections - drug therapy ; HIV Infections - mortality ; Human immunodeficiency virus ; Humans ; Kenya ; Medical diagnosis ; Medical records ; Medical tests ; Medicine and health sciences ; Mortality ; Patient Care ; People and Places ; Population ; Population-based studies ; Public health ; Research and Analysis Methods ; Retention ; Risk factors ; Sampling ; Sampling (Statistics) ; Sampling methods ; Social Sciences ; Systematic review ; Technology application</subject><ispartof>PloS one, 2019-10, Vol.14 (10), p.e0223187-e0223187</ispartof><rights>COPYRIGHT 2019 Public Library of Science</rights><rights>2019 Genberg et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2019 Genberg et al 2019 Genberg et al</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c692t-6eebfee746831ab31530b6b41a6a2619614a6b9c294024cee658020274149cc23</citedby><cites>FETCH-LOGICAL-c692t-6eebfee746831ab31530b6b41a6a2619614a6b9c294024cee658020274149cc23</cites><orcidid>0000-0002-9450-5311 ; 0000-0003-0541-2955 ; 0000-0002-6504-216X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC6774575/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC6774575/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,2096,2915,23845,27901,27902,53766,53768,79342,79343</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/31577834$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Genberg, Becky L</creatorcontrib><creatorcontrib>Hogan, Joseph W</creatorcontrib><creatorcontrib>Xu, Yizhen</creatorcontrib><creatorcontrib>Nyambura, Monicah</creatorcontrib><creatorcontrib>Tarus, Caren</creatorcontrib><creatorcontrib>Rotich, Elyne</creatorcontrib><creatorcontrib>Kafu, Catherine</creatorcontrib><creatorcontrib>Wachira, Juddy</creatorcontrib><creatorcontrib>Goodrich, Suzanne</creatorcontrib><creatorcontrib>Braitstein, Paula</creatorcontrib><title>Population-based estimates of engagement in HIV care and mortality using double-sampling methods following home-based counseling and testing in western Kenya</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Data on engagement in HIV care from population-based samples in sub-Saharan Africa are limited. The objective of this study was to use double-sampling methods to estimate linkage to HIV care, ART initiation, and mortality among all adults diagnosed with HIV by a comprehensive home-based counseling and testing (HBCT) program in western Kenya.
HBCT was conducted door-to-door from December 2009 to April 2011 in three sub-counties of western Kenya by AMPATH (Academic Model Providing Access to Healthcare). For those identified as HIV-positive, data were merged with electronic medical records to determine engagement with HIV care. A randomly-drawn follow-up sample of 120 adults identified via HBCT who had not linked to care as of June 2015 in Bunyala sub-county were visited by trained fieldworkers to ascertain HIV care engagement and vital status. Double-sampled data were used to generate, via multinomial regression, predicted probabilities of engagement in care and mortality among those whose status could not be ascertained by matching with the electronic medical records in the three catchments.
Incorporating information from the double-sampling yielded estimates of prospective linkage to HIV care that ranged from 40-45%. Mortality estimates of those who did not engage in care following HBCT ranged from 12-16%. Among those who linked to care following HBCT, between 72-81% initiated ART.
In settings without universal national identifiers, rates of linkage to care from community-based programs may be subject to substantial underestimation. Follow-up samples of those with missing information can be used to partially correct this bias, as has been demonstrated previously for mortality among those who were lost-to-care programs. There is a need for harmonized data systems across health systems and programs.</description><subject>Adults</subject><subject>Antiretroviral agents</subject><subject>Antiretroviral therapy</subject><subject>Antiretroviral Therapy, Highly Active</subject><subject>Biology and Life Sciences</subject><subject>Catchments</subject><subject>Counseling</subject><subject>Data centers</subject><subject>Data systems</subject><subject>Drug therapy</subject><subject>Electronic Health Records</subject><subject>Electronic medical records</subject><subject>Electronic records</subject><subject>Epidemiology</subject><subject>Estimates</subject><subject>Health sciences</subject><subject>HIV</subject><subject>HIV infections</subject><subject>HIV Infections - diagnosis</subject><subject>HIV Infections - drug therapy</subject><subject>HIV Infections - mortality</subject><subject>Human immunodeficiency virus</subject><subject>Humans</subject><subject>Kenya</subject><subject>Medical diagnosis</subject><subject>Medical records</subject><subject>Medical tests</subject><subject>Medicine and health sciences</subject><subject>Mortality</subject><subject>Patient Care</subject><subject>People and Places</subject><subject>Population</subject><subject>Population-based studies</subject><subject>Public health</subject><subject>Research and Analysis Methods</subject><subject>Retention</subject><subject>Risk factors</subject><subject>Sampling</subject><subject>Sampling (Statistics)</subject><subject>Sampling methods</subject><subject>Social Sciences</subject><subject>Systematic review</subject><subject>Technology 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estimates of engagement in HIV care and mortality using double-sampling methods following home-based counseling and testing in western Kenya</title><author>Genberg, Becky L ; Hogan, Joseph W ; Xu, Yizhen ; Nyambura, Monicah ; Tarus, Caren ; Rotich, Elyne ; Kafu, Catherine ; Wachira, Juddy ; Goodrich, Suzanne ; Braitstein, Paula</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c692t-6eebfee746831ab31530b6b41a6a2619614a6b9c294024cee658020274149cc23</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Adults</topic><topic>Antiretroviral agents</topic><topic>Antiretroviral therapy</topic><topic>Antiretroviral Therapy, Highly Active</topic><topic>Biology and Life Sciences</topic><topic>Catchments</topic><topic>Counseling</topic><topic>Data centers</topic><topic>Data systems</topic><topic>Drug therapy</topic><topic>Electronic Health Records</topic><topic>Electronic medical records</topic><topic>Electronic records</topic><topic>Epidemiology</topic><topic>Estimates</topic><topic>Health sciences</topic><topic>HIV</topic><topic>HIV infections</topic><topic>HIV Infections - diagnosis</topic><topic>HIV Infections - drug therapy</topic><topic>HIV Infections - mortality</topic><topic>Human immunodeficiency virus</topic><topic>Humans</topic><topic>Kenya</topic><topic>Medical diagnosis</topic><topic>Medical records</topic><topic>Medical tests</topic><topic>Medicine and health sciences</topic><topic>Mortality</topic><topic>Patient Care</topic><topic>People and Places</topic><topic>Population</topic><topic>Population-based studies</topic><topic>Public health</topic><topic>Research and Analysis Methods</topic><topic>Retention</topic><topic>Risk factors</topic><topic>Sampling</topic><topic>Sampling (Statistics)</topic><topic>Sampling methods</topic><topic>Social Sciences</topic><topic>Systematic review</topic><topic>Technology 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One</addtitle><date>2019-10-02</date><risdate>2019</risdate><volume>14</volume><issue>10</issue><spage>e0223187</spage><epage>e0223187</epage><pages>e0223187-e0223187</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><abstract>Data on engagement in HIV care from population-based samples in sub-Saharan Africa are limited. The objective of this study was to use double-sampling methods to estimate linkage to HIV care, ART initiation, and mortality among all adults diagnosed with HIV by a comprehensive home-based counseling and testing (HBCT) program in western Kenya.
HBCT was conducted door-to-door from December 2009 to April 2011 in three sub-counties of western Kenya by AMPATH (Academic Model Providing Access to Healthcare). For those identified as HIV-positive, data were merged with electronic medical records to determine engagement with HIV care. A randomly-drawn follow-up sample of 120 adults identified via HBCT who had not linked to care as of June 2015 in Bunyala sub-county were visited by trained fieldworkers to ascertain HIV care engagement and vital status. Double-sampled data were used to generate, via multinomial regression, predicted probabilities of engagement in care and mortality among those whose status could not be ascertained by matching with the electronic medical records in the three catchments.
Incorporating information from the double-sampling yielded estimates of prospective linkage to HIV care that ranged from 40-45%. Mortality estimates of those who did not engage in care following HBCT ranged from 12-16%. Among those who linked to care following HBCT, between 72-81% initiated ART.
In settings without universal national identifiers, rates of linkage to care from community-based programs may be subject to substantial underestimation. Follow-up samples of those with missing information can be used to partially correct this bias, as has been demonstrated previously for mortality among those who were lost-to-care programs. There is a need for harmonized data systems across health systems and programs.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>31577834</pmid><doi>10.1371/journal.pone.0223187</doi><tpages>e0223187</tpages><orcidid>https://orcid.org/0000-0002-9450-5311</orcidid><orcidid>https://orcid.org/0000-0003-0541-2955</orcidid><orcidid>https://orcid.org/0000-0002-6504-216X</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adults Antiretroviral agents Antiretroviral therapy Antiretroviral Therapy, Highly Active Biology and Life Sciences Catchments Counseling Data centers Data systems Drug therapy Electronic Health Records Electronic medical records Electronic records Epidemiology Estimates Health sciences HIV HIV infections HIV Infections - diagnosis HIV Infections - drug therapy HIV Infections - mortality Human immunodeficiency virus Humans Kenya Medical diagnosis Medical records Medical tests Medicine and health sciences Mortality Patient Care People and Places Population Population-based studies Public health Research and Analysis Methods Retention Risk factors Sampling Sampling (Statistics) Sampling methods Social Sciences Systematic review Technology application |
title | Population-based estimates of engagement in HIV care and mortality using double-sampling methods following home-based counseling and testing in western Kenya |
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