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Cai R, Yang X, Ma Y, Zhang HH, Olatosi B, Weissman S, Li X, Zhang J. Use of machine learning approaches to predict transition of retention in care among people living with HIV in South Carolina: a real-world data study. AIDS Care 2024; 36:1745-1753. [PMID: 38833544 DOI: 10.1080/09540121.2024.2361245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Accepted: 05/24/2024] [Indexed: 06/06/2024]
Abstract
Maintaining retention in care (RIC) for people living with HIV (PLWH) helps achieve viral suppression and reduce onward transmission. This study aims to identify the best machine learning model that predicts the RIC transition over time. Extracting from the enhanced HIV/AIDS reporting system, this study included 9765 PLWH from 2005 to 2020 in South Carolina. Transition of RIC was defined as the change of RIC status in each two-year time window. We applied seven classifiers, such as Random Forest, Support Vector Machine, eXtreme Gradient Boosting and Long-short-term memory, for each lagged response to predict the subsequent year's RIC transition. Classification performance was assessed using balanced prediction accuracy, the area under the curve (AUC), recall, precision and F1 scores. The proportion of the four categories of RIC transition was 13.59%, 29.78%, 9.06% and 47.57%, respectively. Support Vector Machine was the best approach for every lag model based on both the F1 score (0.713, 0.717 and 0.719) and AUC (0.920, 0.925 and 0.928). The findings could facilitate the risk augment of PLWH who are prone to follow-up so that clinicians and policymakers could come up with more specific strategies and relocate resources for intervention to keep them sustained in HIV care.
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Affiliation(s)
- Ruilie Cai
- Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
- South Carolina SmartState Center for Healthcare Quality, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
| | - Xueying Yang
- South Carolina SmartState Center for Healthcare Quality, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
- Department of Health Promotion, Education and Behavior, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
| | - Yunqing Ma
- Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
- South Carolina SmartState Center for Healthcare Quality, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
| | - Hao H Zhang
- Department of Mathematics, University of Arizona, Tucson, AZ, USA
| | - Bankole Olatosi
- South Carolina SmartState Center for Healthcare Quality, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
- Department of Health Services Policy and Management, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
| | - Sharon Weissman
- South Carolina SmartState Center for Healthcare Quality, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
- Department of Internal Medicine, School of Medicine, University of South Carolina, Columbia, SC, USA
| | - Xiaoming Li
- South Carolina SmartState Center for Healthcare Quality, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
- Department of Health Promotion, Education and Behavior, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
| | - Jiajia Zhang
- Department of Epidemiology and Biostatistics, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
- South Carolina SmartState Center for Healthcare Quality, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
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Arant EC, Kavee AL, Wheeler B, Shook-Sa BE, Samoff E, Rosen DL. A novel use of HIV surveillance and court data to understand and improve care among a population of people with HIV experiencing criminal charges in North Carolina 2017-2020. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.04.14.24305790. [PMID: 38699336 PMCID: PMC11065039 DOI: 10.1101/2024.04.14.24305790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2024]
Abstract
Objectives Objectives To enumerate the population of people with HIV (PWH) with criminal charges and to estimate associations between charges and HIV outcomes. Methods We linked statewide North Carolina criminal court records to confidential HIV records (both 2017-2020) to identify a population of defendants with diagnosed HIV. We used generalized estimating equations to examine changes in viral suppression (outcome) pre-post criminal charges (exposure), adjusting for other demographic and legal system factors. Results 9,534 PWH experienced criminal charges. Compared to others with charges, PWH were more likely to be male and report Black race. The median duration of unresolved charges was longer for PWH. When adjusting for demographic factors, the period following resolution of charges was modestly associated with an increased risk of viral suppression (aRR 1.03 (95% confidence interval 1.02-1.04) compared to the pre-charge period. Conclusions A significant portion of PWH in NC had criminal charges during a three-year period, and these charges went unresolved for a longer time than those without HIV. These preliminary findings raise questions regarding whether PWH have appropriate access to legal services.
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Affiliation(s)
- Elizabeth C. Arant
- Division of Infectious Diseases, Department of Medicine, School of Medicine, University of North Carolina at Chapel Hill, NC
| | - Andrew L. Kavee
- Sheps Center for Health Services Research at University of North Carolina at Chapel Hill, NC
| | - Brad Wheeler
- North Carolina Department of Health and Human Services, Raleigh, NC
| | - Bonnie E. Shook-Sa
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC
| | - Erika Samoff
- North Carolina Department of Health and Human Services, Raleigh, NC
| | - David L. Rosen
- Division of Infectious Diseases, Department of Medicine, School of Medicine, University of North Carolina at Chapel Hill, NC
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Byrne M, Monroe AK, Doshi RK, Horberg MA, Castel AD. A Latent Class Analysis of Substance Use and Longitudinal HIV RNA Patterns Among PWH in DC Cohort. AIDS Behav 2024; 28:682-694. [PMID: 38319460 PMCID: PMC10952057 DOI: 10.1007/s10461-023-04257-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/26/2023] [Indexed: 02/07/2024]
Abstract
People with HIV (PWH) with substance use disorders (SUD) have worse health outcomes than PWH without SUD. Our objective was to characterize substance use patterns and their impact on longitudinal HIV RNA trajectories among those enrolled in an observational study of PWH in care in Washington, DC. Substance use by type (alcohol, cannabis, opioid, stimulant, hallucinogen, inhalant, sedative) was used to identify shared patterns of substance use using Latent Class Analysis (LCA). A multinomial logistic regression model evaluated the association between the resulting substance use classes and the membership probability in longitudinal HIV RNA trajectory groups. There were 30.1% of participants with at least one substance reported. LCA resulted in a three-class model: (1) Low-Level Substance Use, (2) Opioid Use, and (3) Polysubstance. The Opioid and Polysubstance Use classes were more likely to have a mental health diagnosis (45.4% and 53.5%; p < 0.0001). Members in the Opioid Use class were older (median age of 54.9 years (IQR 50.3-59.2) than both the Polysubstance and Low-Level Substance Use Classes (p < 0.0001). There were 3 HIV RNA trajectory groups: (1) Undetectable, (2) Suppressed, and (3) Unsuppressed HIV RNA over 18 months of follow-up. The probability of being in the unsuppressed HIV RNA group trajectory when a member of the Opioid Use or Polysubstance Use classes was 2.5 times and 1.5 times greater than the Low-Level Substance Use class, respectively. The Opioid Use and Polysubstance Use classes, with higher-risk drug use, should be approached with more targeted HIV-related care to improve outcomes.
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Affiliation(s)
- Morgan Byrne
- George Washington University, Washington, DC, USA.
| | | | | | - Michael A Horberg
- Kaiser Permanente Mid-Atlantic Permanente Research Institute, Rockville, MD, USA
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Logie CH, Shannon K, Braschel M, Krüsi A, Norris C, Zhu H, Deering K. Brief Report: Social Factors Associated With Trajectories of HIV-Related Stigma and Everyday Discrimination Among Women Living With HIV in Vancouver, Canada: Longitudinal Cohort Findings. J Acquir Immune Defic Syndr 2023; 94:190-195. [PMID: 37850977 PMCID: PMC10730092 DOI: 10.1097/qai.0000000000003247] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Accepted: 06/26/2023] [Indexed: 10/19/2023]
Abstract
INTRODUCTION Women living with HIV (WLHIV) experience stigma rooted in social inequities. We examined associations between social factors (food insecurity, housing insecurity, violence, sexual minority identity, and substance use) and HIV-related stigma and Everyday Discrimination trajectories among WLHIV. METHODS This community-based open longitudinal cohort study with WLHIV living in and/or accessing HIV care in Metro Vancouver, Canada, plotted semiannual averages (2015-2019) of recent (past 6-month) HIV-related stigma and Everyday Discrimination. We examined distinct trajectories of HIV-related stigma and Everyday Discrimination using latent class growth analysis (LCGA) and baseline correlates of each trajectory using multinomial logistic regression. FINDINGS Among participants (HIV-related stigma sample: n = 197 participants with n = 985 observations; Everyday Discrimination sample: n = 203 participants with n = 1096 observations), LCGA identified 2 distinct HIV-related stigma and Everyday Discrimination trajectories: sustained low and consistently high. In multivariable analysis, concurrent food and housing insecurity (adjusted odds ratio [AOR]: 2.15, 95% confidence interval [CI] 1.12-4.12) and physical/sexual violence (AOR: 2.57, 95% CI: 1.22-5.42) were associated with higher odds of the consistently high (vs. sustained low) HIV-related stigma trajectory. Sexual minority identity (AOR: 2.84, 95% CI: 1.49-5.45), concurrent food and housing insecurity (AOR: 2.65, 95% CI: 1.38-5.08), and noninjection substance use (less than daily vs. none) (AOR: 2.04, 95% CI: 1.03-4.07) were associated with higher odds of the consistently high (vs. sustained low) Everyday Discrimination trajectory. CONCLUSIONS Social inequities were associated with consistently high HIV-related stigma and Everyday Discrimination among WLHIV. Multilevel strategies can address violence, economic insecurity, intersecting stigma, and discrimination to optimize health and rights among WLHIV.
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Affiliation(s)
- Carmen H. Logie
- Factor-Inwentash Faculty of Social Work, University of Toronto, Toronto, Canada
- Centre for Gender and Sexual Health Equity, Vancouver, Canada
- Women’s College Research Institute, Women’s College Hospital, Toronto, Canada
- United Nations University Institute for Water, Environment, and Health, Hamilton, Canada
| | - Kate Shannon
- Centre for Gender and Sexual Health Equity, Vancouver, Canada
- Department of Medicine, University of British Columbia, Vancouver, Canada
| | | | - Andrea Krüsi
- Centre for Gender and Sexual Health Equity, Vancouver, Canada
- Department of Medicine, University of British Columbia, Vancouver, Canada
| | - Candice Norris
- Centre for Gender and Sexual Health Equity, Vancouver, Canada
| | - Haoxuan Zhu
- Centre for Gender and Sexual Health Equity, Vancouver, Canada
| | - Kathleen Deering
- Centre for Gender and Sexual Health Equity, Vancouver, Canada
- Department of Medicine, University of British Columbia, Vancouver, Canada
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Lesko CR, Gnang JS, Fojo AT, Hutton HE, McCaul ME, Delaney JA, Cachay ER, Mayer KH, Crane HM, Batey DS, Napravnik S, Christopoulos KA, Lau B, Chander G. Alcohol use and the longitudinal HIV care continuum for people with HIV who enrolled in care between 2011 and 2019. Ann Epidemiol 2023; 85:6-12. [PMID: 37442307 PMCID: PMC10538410 DOI: 10.1016/j.annepidem.2023.07.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 07/04/2023] [Accepted: 07/06/2023] [Indexed: 07/15/2023]
Abstract
PURPOSE We described the impact of alcohol use on longitudinal engagement in HIV care including loss to follow-up, durability of viral suppression, and death. METHODS We followed a cohort of 1781 people with HIV from enrolled in care at one of seven US clinics, 2011-2019 through 102 months. We used a multistate, time-varying Markov process and restricted mean time to summarize engagement in HIV care over follow-up according to baseline self-reported alcohol use (none, moderate, or unhealthy). RESULTS Our sample (86% male, 54% White) had median age of 35 years. Over 102 months, people with no, moderate, and unhealthy alcohol use averaged 62.3, 61.1, and 59.5 months virally suppressed, respectively. People who reported unhealthy or moderate alcohol use spent 5.1 (95% confidence intervals (CI): 0.8, 9.3) and 7.6 (95%CI: 3.1, 11.7) more months lost to care than nondrinkers. Compared to no use, unhealthy alcohol use was associated with 3.4 (95%CI: -5.6, -1.6) fewer months in care, not virally suppressed. There were no statistically significant differences after adjustment for demographic and clinical characteristics. CONCLUSIONS Moderate or unhealthy drinking at enrollment in HIV care was associated with poor retention in care. Alcohol use was not associated with time spent virally suppressed.
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Affiliation(s)
- Catherine R Lesko
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD.
| | - Jeanine S Gnang
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Anthony T Fojo
- School of Medicine, Johns Hopkins University, Baltimore, MD
| | - Heidi E Hutton
- School of Medicine, Johns Hopkins University, Baltimore, MD
| | - Mary E McCaul
- School of Medicine, Johns Hopkins University, Baltimore, MD
| | - Joseph A Delaney
- College of Pharmacy, University of Manitoba, Winnipeg, Canada; Department of Epidemiology, University of Washington, Seattle, WA
| | - Edward R Cachay
- Department of Medicine, Division of Infectious Diseases, University of California San Diego, San Diego, CA
| | | | - Heidi M Crane
- Department of Medicine, School of Medicine, University of Washington, Seattle, WA
| | - D Scott Batey
- School of Social Work, Tulane University, New Orleans, LA
| | - Sonia Napravnik
- School of Medicine, University of North Carolina, Chapel Hill, NC
| | | | - Bryan Lau
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD; School of Medicine, Johns Hopkins University, Baltimore, MD
| | - Geetanjali Chander
- School of Medicine, Johns Hopkins University, Baltimore, MD; Department of Medicine, School of Medicine, University of Washington, Seattle, WA
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RIVERA AS, RUSIE LK, FEINSTEIN MJ, SIDDIQUE J, LLOYD-JONES DM, BEACH LB. Intersectionality-informed analysis of durable viral suppression disparities in people with HIV. AIDS 2023; 37:1285-1296. [PMID: 37070543 PMCID: PMC10556196 DOI: 10.1097/qad.0000000000003565] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/19/2023]
Abstract
OBJECTIVE The aim of this study was to examine drivers of durable viral suppression (DVS) disparities among people with HIV (PWH) using quantitative intersectional approaches. DESIGN A retrospective cohort analysis from electronic health records informed by intersectionality to better capture the concept of interlocking and interacting systems of oppression. METHODS We analyzed data of PWH seen at a LGBTQ federally qualified health center in Chicago (2012-2019) with at least three viral loads. We identified PWH who achieved DVS using latent trajectory analysis and examined disparities using three intersectional approaches: Adding interactions, latent class analysis (LCA), and qualitative comparative analysis (QCA). Findings were compared with main effects only regression. RESULTS Among 5967 PWH, 90% showed viral trajectories consistent with DVS. Main effects regression showed that substance use [odds ratio (OR) 0.56, 0.46-0.68] and socioeconomic status like being unhoused (OR: 0.39, 0.29-0.53), but not sexual orientation or gender identity (SOGI) were associated with DVS. Adding interactions, we found that race and ethnicity modified the association between insurance and DVS ( P for interaction <0.05). With LCA, we uncovered four social position categories influenced by SOGI with varying rates of DVS. For example, the transgender women-majority class had worse DVS rates versus the class of mostly nonpoor white cisgender gay men (82 vs. 95%). QCA showed that combinations, rather than single factors alone, were important for achieving DVS. Combinations vary with marginalized populations (e.g. black gay/lesbian transgender women) having distinct sufficient combinations compared with historically privileged groups (e.g. white cisgender gay men). CONCLUSION Social factors likely interact to produce DVS disparities. Intersectionality-informed analysis uncover nuance that can inform solutions.
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Affiliation(s)
- Adovich S. RIVERA
- Institute for Public Health and Management, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Kaiser Permanente South California Department of Research and Evaluation, Pasadena, CA, USA
| | | | - Matthew J. FEINSTEIN
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Juned SIDDIQUE
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Donald M. LLOYD-JONES
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Lauren B. BEACH
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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Richards VL, Leeman RF, Wang Y, Cook C, Prins C, Ennis N, Spencer EC, Cook RL. Identifying the best measures of alcohol consumption to predict future HIV viral suppression trajectories. AIDS Behav 2022; 26:3242-3253. [PMID: 35380289 PMCID: PMC9474662 DOI: 10.1007/s10461-022-03674-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/23/2022] [Indexed: 11/01/2022]
Abstract
Alcohol use is associated with poor outcomes among people living with HIV (PLWH), but it remains unclear which alcohol use measures best predict future HIV viral non-suppression over time. This study aimed to compare the ability of five alcohol use measures to predict risk of suboptimal HIV viral load trajectories over 36 months. We analyzed data from a cohort of PLWH in Florida including survey data linked to the state HIV surveillance system on prospective HIV viral loads over 36 months (n = 783; 66% male; 55% Black; Mage=46, SD = 11). Four trajectory patterns for HIV viral load were identified: consistently low (65.1%), decreasing (15.9%), increasing (10.6%), and consistently high (8.4%). Past year alcohol use frequency (OR = 2.1, CI:1.0-4.4), drinks consumed on a typical drinking day (OR = 2.2, CI:1.2-4.1), frequency of binge drinking (OR = 2.6, CI:1.3-5.2), and alcohol-related problems score (OR = 1.7, CI:1.1-2.7) were the measures predictive of the risk of future viral non-suppression above specific thresholds.
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Affiliation(s)
| | - Robert F Leeman
- Department of Health Education and Behavior, University of Florida, Gainesville, FL, USA
| | - Yan Wang
- Department of Epidemiology, University of Florida, Gainesville, FL, USA
| | - Christa Cook
- College of Nursing, University of Central Florida, Orlando, FL, USA
| | - Cindy Prins
- Department of Epidemiology, University of Florida, Gainesville, FL, USA
| | - Nicole Ennis
- Department of Behavioral Sciences and Social Medicine, Florida State University, Tallahassee, FL, USA
| | - Emma C Spencer
- Bureau of Communicable Diseases, Florida Department of Health, Tallahassee, FL, USA
| | - Robert L Cook
- Department of Epidemiology, University of Florida, Gainesville, FL, USA
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Liu Y, Rich SN, Siddiqi KA, Chen Z, Prosperi M, Spencer E, Cook RL. Longitudinal trajectories of HIV care engagement since diagnosis among persons with HIV in the Florida Ryan White program. AIDS Behav 2022; 26:3164-3173. [PMID: 35362911 PMCID: PMC10080894 DOI: 10.1007/s10461-022-03659-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/12/2022] [Indexed: 11/30/2022]
Abstract
HIV care engagement is a dynamic process. We employed group-based trajectory modeling to examine longitudinal patterns in care engagement among people who were newly diagnosed with HIV and enrolled in the Ryan White program in Florida (n = 9,755) between 2010 and 2015. Five trajectories were identified (47.9% "in care" with 1-2 care visit(s) per 6 months, 18.0% "frequent care" with 3 or more care visits per 6 months, 11.0% "re-engage", 11.0% "gradual drop out", 12.6% "early dropout") based on the number of care attendances (including outpatient/case management visits, viral load or CD4 test) for each six-month during the first five years since diagnosis. Relative to "in care", people in the "frequent care" trajectory were more likely to be Hispanic/Latino and older at HIV diagnosis, whereas people in the three suboptimal care retention trajectories were more likely to be younger. Area deprivation index, rurality, and county health rankings were also strongly associated with care trajectories. Individual- and community-level factors associated to the three suboptimal care retention trajectories, if confirmed to be causative and actionable, could be prioritized to improve HIV care engagement.
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Affiliation(s)
- Yiyang Liu
- Department of Epidemiology, College of Public Health and Health Professions and College of Medicine, University of Florida, 2004 Mowry Road, PO Box 100231, 32610-0231, Gainesville, FL, United States.
| | - Shannan N Rich
- Department of Epidemiology, College of Public Health and Health Professions and College of Medicine, University of Florida, 2004 Mowry Road, PO Box 100231, 32610-0231, Gainesville, FL, United States
| | - Khairul A Siddiqi
- Department of Health Outcome and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Zhaoyi Chen
- Department of Health Outcome and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Mattia Prosperi
- Department of Epidemiology, College of Public Health and Health Professions and College of Medicine, University of Florida, 2004 Mowry Road, PO Box 100231, 32610-0231, Gainesville, FL, United States
| | - Emma Spencer
- Florida Department of Health, Bureau of Communicable Diseases, Tallahassee, FL, United States
| | - Robert L Cook
- Department of Epidemiology, College of Public Health and Health Professions and College of Medicine, University of Florida, 2004 Mowry Road, PO Box 100231, 32610-0231, Gainesville, FL, United States
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Indirect comparison of 48-week efficacy and safety of long-acting cabotegravir and rilpivirine maintenance every 8 weeks with daily oral standard of care antiretroviral therapy in participants with virologically suppressed HIV-1-infection. BMC Infect Dis 2022; 22:428. [PMID: 35508986 PMCID: PMC9066757 DOI: 10.1186/s12879-022-07243-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Accepted: 03/04/2022] [Indexed: 11/10/2022] Open
Abstract
Background Efficacy and safety of long-acting cabotegravir (CAB) + rilpivirine (RPV) every 8 weeks (Q8W) versus daily oral standard of care (SoC) maintenance in treatment-experienced individuals with virologically suppressed human immunodeficiency virus type 1 (HIV-1) has not been directly compared in randomized clinical trials. This analysis aimed to indirectly compare these regimens. Methods An adjusted indirect treatment comparison of CAB + RPV Q8W with daily oral SoC was performed, using Phase 3 data from studies of CAB + RPV every 4 weeks (Q4W) vs SoC (ATLAS/FLAIR, n = 591 per group) and a Phase 3b trial of CAB + RPV Q8W vs Q4W (ATLAS-2M [excluding participants with prior CAB + RPV exposure]; n = 327 per group). Eligible participants were virologically suppressed (viral load < 50 HIV-1 ribonucleic acid (RNA) copies/mL), treatment-experienced individuals with HIV-1-infection. Treatment efficacy and safety assessments at Week 48 included virologic suppression and lack of virologic suppression (proportion of participants with plasma HIV-1 RNA < 50 copies/mL or ≥ 50 copies/mL, respectively; both as per FDA snapshot algorithm), CD4-cell count change from baseline, no virologic data, discontinuations due to adverse events (AEs), and overall AEs, serious AEs and Grade 3–5 AEs excluding injection-site reactions. A subgroup analysis stratified by baseline third active drug class was performed. Results Baseline characteristics between the Q4W arms of ATLAS/FLAIR and ATLAS-2M showed no significant differences or differences were not judged to be clinically relevant, apart from participants switching from a baseline third active drug class; more participants switched from integrase strand inhibitors in ATLAS/FLAIR, and from non-nucleoside reverse transcriptase inhibitors in ATLAS-2M. Injections of CAB + RPV Q8W showed no significant differences across efficacy and safety outcomes versus daily oral SoC. Univariate subgroup analysis found there were no significant differences on virologic suppression or lack of virologic suppression for any baseline third active drug class subgroup. These results suggest that CAB + RPV Q8W is non-inferior to daily oral SoC. Conclusions This analysis supports the therapeutic potential of CAB + RPV Q8W for virologically suppressed people living with HIV-1 infection seeking an alternative maintenance treatment option to daily oral SoC. Trial registration: NCT02938520, NCT02951052, NCT03299049. Supplementary Information The online version contains supplementary material available at 10.1186/s12879-022-07243-3.
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Mody A, Tram KH, Glidden DV, Eshun-Wilson I, Sikombe K, Mehrotra M, Pry JM, Geng EH. Novel Longitudinal Methods for Assessing Retention in Care: a Synthetic Review. Curr HIV/AIDS Rep 2021; 18:299-308. [PMID: 33948789 DOI: 10.1007/s11904-021-00561-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/21/2021] [Indexed: 01/22/2023]
Abstract
PURPOSE OF REVIEW Retention in care is both dynamic and longitudinal in nature, but current approaches to retention often reduce these complex histories into cross-sectional metrics that obscure the nuanced experiences of patients receiving HIV care. In this review, we discuss contemporary approaches to assessing retention in care that captures its dynamic nature and the methodological and data considerations to do so. RECENT FINDINGS Enhancing retention measurements either through patient tracing or "big data" approaches (including probabilistic matching) to link databases from different sources can be used to assess longitudinal retention from the perspective of the patient when they transition in and out of care and access care at different facilities. Novel longitudinal analytic approaches such as multi-state and group-based trajectory analyses are designed specifically for assessing metrics that can change over time such as retention in care. Multi-state analyses capture the transitions individuals make in between different retention states over time and provide a comprehensive depiction of longitudinal population-level outcomes. Group-based trajectory analyses can identify patient subgroups that follow distinctive retention trajectories over time and highlight the heterogeneity of retention patterns across the population. Emerging approaches to longitudinally measure retention in care provide nuanced assessments that reveal unique insights into different care gaps at different time points over an individuals' treatment. These methods help meet the needs of the current scientific agenda for retention and reveal important opportunities for developing more tailored interventions that target the varied care challenges patients may face over the course of lifelong treatment.
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Affiliation(s)
- Aaloke Mody
- Division of Infectious Diseases, Washington University School of Medicine, Campus Box 8051, 4523 Clayton Avenue, St. Louis, Missouri, 63110, USA.
| | - Khai Hoan Tram
- Division of Infectious Diseases, Washington University School of Medicine, Campus Box 8051, 4523 Clayton Avenue, St. Louis, Missouri, 63110, USA
| | - David V Glidden
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, USA
| | - Ingrid Eshun-Wilson
- Division of Infectious Diseases, Washington University School of Medicine, Campus Box 8051, 4523 Clayton Avenue, St. Louis, Missouri, 63110, USA
| | - Kombatende Sikombe
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
- Department of Public Health Environments and Society, Faculty of Public Health and Policy, London School of Hygiene and Tropical Medicine, London, UK
| | - Megha Mehrotra
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, USA
| | - Jake M Pry
- Division of Infectious Diseases, Washington University School of Medicine, Campus Box 8051, 4523 Clayton Avenue, St. Louis, Missouri, 63110, USA
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
| | - Elvin H Geng
- Division of Infectious Diseases, Washington University School of Medicine, Campus Box 8051, 4523 Clayton Avenue, St. Louis, Missouri, 63110, USA
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Cerveny L, Murthi P, Staud F. HIV in pregnancy: Mother-to-child transmission, pharmacotherapy, and toxicity. Biochim Biophys Acta Mol Basis Dis 2021; 1867:166206. [PMID: 34197912 DOI: 10.1016/j.bbadis.2021.166206] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Revised: 05/18/2021] [Accepted: 06/11/2021] [Indexed: 12/15/2022]
Abstract
An estimated 1.3 million pregnant women were living with HIV in 2018. HIV infection is associated with adverse pregnancy outcomes and all HIV-positive pregnant women, regardless of their clinical stage, should receive a combination of antiretroviral drugs to suppress maternal viral load and prevent vertical fetal infection. Although antiretroviral treatment in pregnant women has undoubtedly minimized mother-to-child transmission of HIV, several uncertainties remain. For example, while pregnancy is accompanied by changes in pharmacokinetic parameters, relevant data from clinical studies are lacking. Similarly, long-term adverse effects of exposure to antiretrovirals on fetuses have not been studied in detail. Here, we review current knowledge on HIV effects on the placenta and developing fetus, recommended antiretroviral regimens, and pharmacokinetic considerations with particular focus on placental transport. We also discuss recent advances in antiretroviral research and potential effects of antiretroviral treatment on placental/fetal development and programming.
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Affiliation(s)
- Lukas Cerveny
- Department of Pharmacology and Toxicology, Faculty of Pharmacy in Hradec Kralove, Charles University, Hradec Kralove, Czech Republic
| | - Padma Murthi
- Department of Medicine, School of Clinical Sciences, and Department of Pharmacology, Monash Biomedicine Discovery Institute Monash University, Clayton, Victoria, Australia; Hudson Institute of Medical Research, The Ritchie Centre, Clayton, Victoria, Australia; Department of Obstetrics and Gynaecology, The University of Melbourne, Parkville, Victoria, Australia
| | - Frantisek Staud
- Department of Pharmacology and Toxicology, Faculty of Pharmacy in Hradec Kralove, Charles University, Hradec Kralove, Czech Republic.
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12
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Mody A, Sikombe K, Beres LK, Simbeza S, Mukamba N, Eshun-Wilson I, Schwartz S, Pry J, Padian N, Holmes CB, Bolton-Moore C, Sikazwe I, Geng EH. Profiles of HIV Care Disruptions Among Adult Patients Lost to Follow-up in Zambia: A Latent Class Analysis. J Acquir Immune Defic Syndr 2021; 86:62-72. [PMID: 33105396 PMCID: PMC7722465 DOI: 10.1097/qai.0000000000002530] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Accepted: 09/28/2020] [Indexed: 11/26/2022]
Abstract
BACKGROUND Patients report varied barriers to HIV care across multiple domains, but specific barrier patterns may be driven by underlying, but unobserved, behavioral profiles. METHODS We traced a probability sample of patients lost to follow-up (>90 days late) as of July 31, 2015 from 64 clinics in Zambia. Among those found alive, we ascertained patient-reported reasons for care disruptions. We performed latent class analysis to identify patient subgroups with similar patterns of reasons reported and assessed the association between class membership and care status (ie, disengaged versus silently transferred to a new site). RESULTS Among 547 patients, we identified 5 profiles of care disruptions: (1) "Livelihood and Mobility" (30.6% of the population) reported work/school obligations and mobility/travel as reasons for care disruptions; (2) "Clinic Accessibility" (28.9%) reported challenges with attending clinic; (3) "Mobility and Family" (21.9%) reported family obligations, mobility/travel, and transport-related reasons; (4) "Doubting Need for HIV care" (10.2%) reported uncertainty around HIV status or need for clinical care, and (5) "Multidimensional Barriers to Care" (8.3%) reported numerous (mean 5.6) reasons across multiple domains. Patient profiles were significantly associated with care status. The "Doubting Need for HIV Care" class were mostly disengaged (97.9%), followed by the "Multidimensional Barriers to Care" (62.8%), "Clinic Accessibility" (62.4%), "Livelihood and Mobility" (43.6%), and "Mobility and Family" (23.5%) classes. CONCLUSION There are distinct HIV care disruption profiles that are strongly associated with patients' current engagement status. Interventions targeting these unique profiles may enable more effective and tailored strategies for improving HIV treatment outcomes.
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Affiliation(s)
- Aaloke Mody
- Division of Infectious Diseases, Washington University School of Medicine, St. Louis, MO
| | - Kombatende Sikombe
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
- Department of Public Health Environments and Society, Faculty of Public Health and Policy, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Laura K. Beres
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD
| | - Sandra Simbeza
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
| | - Njekwa Mukamba
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
| | - Ingrid Eshun-Wilson
- Division of Infectious Diseases, Washington University School of Medicine, St. Louis, MO
| | - Sheree Schwartz
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD
| | - Jake Pry
- Division of Infectious Diseases, Washington University School of Medicine, St. Louis, MO
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
| | - Nancy Padian
- Division of Epidemiology, University of California, Berkeley, Berkeley, CA
| | | | - Carolyn Bolton-Moore
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
- Division of Infectious Diseases, University of Alabama, Birmingham, AL
| | - Izukanji Sikazwe
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
| | - Elvin H. Geng
- Division of Infectious Diseases, Washington University School of Medicine, St. Louis, MO
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13
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Mohammed DY, Koumoulos LM, Martin E, Slim J. Annual and durable HIV retention in care and viral suppression among patients of Peter Ho Clinic, 2013-2017. PLoS One 2020; 15:e0244376. [PMID: 33373385 PMCID: PMC7771864 DOI: 10.1371/journal.pone.0244376] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Accepted: 12/08/2020] [Indexed: 11/29/2022] Open
Abstract
Objectives To determine rates of annual and durable retention in medical care and viral suppression among patients enrolled in the Peter Ho Clinic, from 2013–2017. Methods This is a retrospective review of medical record data in an urban clinic, located in Newark, New Jersey, a high prevalence area of persons living with HIV. Viral load data were electronically downloaded, in rolling 1-year intervals, in two-month increments, from January 1, 2013 to December 31, 2019. Three teams were established, and every two months, they were provided with an updated list of patients with virologic failure. Retention and viral suppression rates were first calculated for each calendar-year. After patients were determined to be retained/suppressed annually, the proportion of patients with durable retention and viral suppression were calculated in two, three, four, five and six-year periods. Descriptive statistics were used to summarize sample characteristics by retention in care, virologic failure and viral suppression with Pearson Chi-square; p-value <0.05 was statistically significant. Multiple logistic regression models identified patient characteristics associated with retention in medical care, virologic failure and suppression. Results As of December 31, 2017, 1000 (57%) patients were retained in medical care of whom 870 (87%) were suppressed. Between 2013 and 2016, decreases in annual (85% to 77%) and durable retention in care were noted: two-year (72% to 70%) and three-year (63% to 59%) periods. However, increases were noted for 2017, in annual (89%) and durable retention in the two-year period (79%). In the adjusted model, when compared to current patients, retention in care was less likely among patients reengaging in medical care (adjusted Odds Ratio (aOR): 0.77, 95% CI: 0.61–0.98) but more likely among those newly diagnosed from 2014–2017 (aOR: 1.57, 95% CI: 1.08–2.29), compared to those in care since 2013. A higher proportion of patients re-engaging in medical care had virologic failure than current patients (56% vs. 47%, p < 0.0001). As age decreased, virologic failure was more likely (p<0.0001). Between 2013 and 2017, increases in annual (74% to 87%) and durable viral suppression were noted: two-year (59% to 73%) and three-year (49% to 58%) periods. Viral suppression was more likely among patients retained in medical care up to 2017 versus those who were not (aOR: 5.52, 95% CI: 4.08–7.46). Those less likely to be suppressed were 20–29 vs. 60 years or older (aOR: 0.52, 95% CI: 0.28–0.97), had public vs. private insurance (aOR: 0.29, 95% CI: 0.15–0.55) and public vs. private housing (aOR: 0.59, 95% CI: 0.40–0.87). Conclusions Restructuring clinical services at this urban clinic was associated with improved viral suppression. However, concurrent interventions to ensure retention in medical care were not implemented. Both retention in care and viral suppression interventions should be implemented in tandem to achieve an end to the epidemic. Retention in care and viral suppression should be measured longitudinally, instead of cross-sectional yearly evaluations, to capture dynamic changes in these indicators.
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Affiliation(s)
- Debbie Y. Mohammed
- Department of Nursing, William Paterson University, Wayne, New Jersey, United States of America
- Division of Infectious Diseases, Saint Michael’s Medical Center, Newark, New Jersey, United States of America
- * E-mail:
| | - Lisa Marie Koumoulos
- Department of Nursing, William Paterson University, Wayne, New Jersey, United States of America
- Department of Quality, Palisades Medical Center, Hackensack Meridian Health, North Bergen, New Jersey, United States of America
| | - Eugene Martin
- Department of Pathology and Laboratory Medicine, Rutgers-Robert Wood Johnson Medical School, Somerset, New Jersey, United States of America
| | - Jihad Slim
- Division of Infectious Diseases, Saint Michael’s Medical Center, Newark, New Jersey, United States of America
- New York Medical College, Valhalla, New York, United States of America
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14
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Duff P, Shannon K, Braschel M, Ranville F, Kestler M, Elwood Martin R, Krüsi A, Deering K. HIV viral load trajectories of women living with HIV in Metro Vancouver, Canada. Int J STD AIDS 2020; 32:322-330. [PMID: 33292094 DOI: 10.1177/0956462420965847] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
This study describes long-term viral load (VL) trajectories and their predictors among women living with HIV (WLWH), using data from Sexual Health and HIV/AIDS: Women's Longitudinal Needs Assessment (SHAWNA), an open prospective cohort study with linkages to the HIV/AIDS Drug Treatment Program. Using Latent Class Growth Analysis (LCGA) on a sample of 153 WLWH (1088 observations), three distinct trajectories of detectable VL (≥50 copies/ml) were identified: 'sustained low probability of detectable VL', characterized by high probability of long-term VL undetectability (51% of participants); 'high probability of delayed viral undetectability', characterized by a high probability VL detectability at baseline that decreases over time (43% of participants); and 'high probability of detectable VL', characterized by a high probability of long-term VL detectability (7% of participants). In multivariable analysis, incarceration (adjusted odds ratio (AOR) = 3.24; 95%CI:1.34-7.82), younger age (AOR = 0.96; 95%CI:0.92-1.00), and lower CD4 count (AOR = 0.82; 95%CI:0.72-0.93) were associated with 'high probability of delayed viral undetectability' compared to 'sustained low probability of detectable VL.' This study reveals the dynamic and heterogeneous nature of WLWH's long-term VL patterns, and highlights the need for early engagement in HIV care among young WLWH and programs to mitigate the destabilizing impact of incarceration on WLWH's HIV treatment outcomes.
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Affiliation(s)
- Putu Duff
- Centre for Gender and Sexual Health Equity, Vancouver, British Columbia, Canada.,Faculty of Medicine, University of British Columbia, St. Paul's Hospital, Vancouver, British Columbia, Canada
| | - Kate Shannon
- Centre for Gender and Sexual Health Equity, Vancouver, British Columbia, Canada.,Faculty of Medicine, University of British Columbia, St. Paul's Hospital, Vancouver, British Columbia, Canada
| | - Melissa Braschel
- Centre for Gender and Sexual Health Equity, Vancouver, British Columbia, Canada
| | - Flo Ranville
- Centre for Gender and Sexual Health Equity, Vancouver, British Columbia, Canada
| | - Mary Kestler
- Faculty of Medicine, University of British Columbia, St. Paul's Hospital, Vancouver, British Columbia, Canada.,BC Women's Hospital, Vancouver, British Columbia, Canada
| | - Ruth Elwood Martin
- Faculty of Medicine, University of British Columbia, St. Paul's Hospital, Vancouver, British Columbia, Canada.,School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Andrea Krüsi
- Centre for Gender and Sexual Health Equity, Vancouver, British Columbia, Canada.,Faculty of Medicine, University of British Columbia, St. Paul's Hospital, Vancouver, British Columbia, Canada
| | - Kathleen Deering
- Centre for Gender and Sexual Health Equity, Vancouver, British Columbia, Canada.,Faculty of Medicine, University of British Columbia, St. Paul's Hospital, Vancouver, British Columbia, Canada
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15
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Platt L, Xu A, Giddy J, Bogart LM, Boulle A, Parker RA, Losina E, Bassett IV. Identifying and predicting longitudinal trajectories of care for people newly diagnosed with HIV in South Africa. PLoS One 2020; 15:e0238975. [PMID: 32956380 PMCID: PMC7505419 DOI: 10.1371/journal.pone.0238975] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Accepted: 08/25/2020] [Indexed: 01/20/2023] Open
Abstract
BACKGROUND Predicting long-term care trajectories at the time of HIV diagnosis may allow targeted interventions. Our objective was to uncover distinct CD4-based trajectories and determine baseline demographic, clinical, and contextual factors associated with trajectory membership. METHODS We used data from the Sizanani trial (NCT01188941), in which adults were enrolled prior to HIV testing in Durban, South Africa from August 2010-January 2013. We ascertained CD4 counts from the National Health Laboratory Service over 5y follow-up. We used group-based statistical modeling to identify groups with similar CD4 count trajectories and Bayesian information criteria to determine distinct CD4 trajectories. We evaluated baseline factors that predict membership in specific trajectories using multinomial logistic regression. We examined calendar year of participant enrollment, age, gender, cohabitation, TB positivity, self-identified barriers to care, and ART initiation within 3 months of diagnosis. RESULTS 688 participants had longitudinal data available. Group-based trajectory modeling identified four distinct trajectories: one with consistently low CD4 counts (21%), one with low CD4 counts that increased over time (22%), one with moderate CD4 counts that remained stable (41%), and one with high CD4 counts that increased over time (16%). Those with higher CD4 counts at diagnosis were younger, less likely to have TB, and less likely to identify barriers to care. Those in the least favorable trajectory (consistently low CD4 count) were least likely to start ART within 3 months. CONCLUSIONS One-fifth of people newly-diagnosed with HIV presented with low CD4 counts that failed to rise over time. Less than 40% were in a trajectory characterized by increasing CD4 counts. Patients in more favorable trajectories were younger, less likely to have TB, and less likely to report barriers to healthcare. Better understanding barriers to early care engagement and ART initiation will be necessary to improve long-term clinical outcomes.
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Affiliation(s)
- Laura Platt
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, Massachusetts, United States of America
- Medical Practice Evaluation Center, Massachusetts General Hospital, Boston, Massachusetts, United States of America
| | - Ai Xu
- Biostatistics Center, Massachusetts General Hospital, Boston, Massachusetts, United States of America
| | | | - Laura M. Bogart
- RAND Corporation, Santa Monica, California, United States of America
| | - Andrew Boulle
- Center for Infectious Diseases, Epidemiology and Research, School of Public Health and Family Medicine, University of Cape Town, Cape Town, South Africa
- Department of Health, Provincial Government of Western Cape, Cape Town, South Africa
| | - Robert A. Parker
- Medical Practice Evaluation Center, Massachusetts General Hospital, Boston, Massachusetts, United States of America
- Biostatistics Center, Massachusetts General Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
- Harvard University Center for AIDS Research, Harvard University, Boston, Massachusetts, United States of America
| | - Elena Losina
- Harvard Medical School, Boston, Massachusetts, United States of America
- Harvard University Center for AIDS Research, Harvard University, Boston, Massachusetts, United States of America
- Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America
| | - Ingrid V. Bassett
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, Massachusetts, United States of America
- Medical Practice Evaluation Center, Massachusetts General Hospital, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
- Harvard University Center for AIDS Research, Harvard University, Boston, Massachusetts, United States of America
- * E-mail:
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16
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Rana AI, Castillo-Mancilla JR, Tashima KT, Landovitz RL. Advances in Long-Acting Agents for the Treatment of HIV Infection. Drugs 2020; 80:535-545. [PMID: 32180205 PMCID: PMC7206978 DOI: 10.1007/s40265-020-01284-1] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Long-acting antiretroviral therapy holds the promise of new options for human immunodeficiency virus (HIV) treatment beyond the current paradigm of daily oral pills. Of particular interest is their potential role in addressing challenges with adherence to oral therapy and treatment fatigue. Similar to other conditions where long-acting formulations have proven effective such as contraception and mental health, long-acting antiretroviral therapy could provide additional treatment choices to people with HIV. This review provides an outline of the current landscape of long-acting antiretroviral therapy for HIV treatment, both approved and under development, including cabotegravir, rilpivirine, leronlimab, islatravir, albuvirtide, GS-6207, and broadly neutralizaing antibodies. However, there are a number of research gaps for long-acting antiretroviral therapy including issues regarding resistance and understudied populations, and this review highlights some of the challenges that will need to be addressed for clinical implementation of these novel treatment modalities.
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Affiliation(s)
- Aadia I Rana
- Division of Infectious Diseases, University of Alabama at Birmingham School of Medicine, 845 19th St South, BBRB 206, Birmingham, AL, 35205, USA.
| | - Jose R Castillo-Mancilla
- Division of Infectious Diseases, School of Medicine, University of Colorado-AMC, Aurora, CO, USA
| | - Karen T Tashima
- Division of Infectious Diseases, The Miriam Hospital, Providence, RI, USA
| | - Raphael L Landovitz
- Division of Infectious Diseases, David Geffen School of Medicine, Los Angeles, CA, USA
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17
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Mody A, Eshun-Wilson I, Sikombe K, Schwartz SR, Beres LK, Simbeza S, Mukamba N, Somwe P, Bolton-Moore C, Padian N, Holmes CB, Sikazwe I, Geng EH. Longitudinal engagement trajectories and risk of death among new ART starters in Zambia: A group-based multi-trajectory analysis. PLoS Med 2019; 16:e1002959. [PMID: 31661487 PMCID: PMC6818762 DOI: 10.1371/journal.pmed.1002959] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2019] [Accepted: 10/07/2019] [Indexed: 01/02/2023] Open
Abstract
BACKGROUND Retention in HIV treatment must be improved to advance the HIV response, but research to characterize gaps in retention has focused on estimates from single time points and population-level averages. These approaches do not assess the engagement patterns of individual patients over time and fail to account for both their dynamic nature and the heterogeneity between patients. We apply group-based trajectory analysis-a special application of latent class analysis to longitudinal data-among new antiretroviral therapy (ART) starters in Zambia to identify groups defined by engagement patterns over time and to assess their association with mortality. METHODS AND FINDINGS We analyzed a cohort of HIV-infected adults who newly started ART between August 1, 2013, and February 1, 2015, across 64 clinics in Zambia. We performed group-based multi-trajectory analysis to identify subgroups with distinct trajectories in medication possession ratio (MPR, a validated adherence metric based on pharmacy refill data) over the past 3 months and loss to follow-up (LTFU, >90 days late for last visit) among patients with at least 180 days of observation time. We used multinomial logistic regression to identify baseline factors associated with belonging to particular trajectory groups. We obtained Kaplan-Meier estimates with bootstrapped confidence intervals of the cumulative incidence of mortality stratified by trajectory group and performed adjusted Poisson regression to estimate adjusted incidence rate ratios (aIRRs) for mortality by trajectory group. Inverse probability weights were applied to all analyses to account for updated outcomes ascertained from tracing a random subset of patients lost to follow-up as of July 31, 2015. Overall, 38,879 patients (63.3% female, median age 35 years [IQR 29-41], median enrollment CD4 count 280 cells/μl [IQR 146-431]) were included in our cohort. Analyses revealed 6 trajectory groups among the new ART starters: (1) 28.5% of patients demonstrated consistently high adherence and retention; (2) 22.2% showed early nonadherence but consistent retention; (3) 21.6% showed gradually decreasing adherence and retention; (4) 8.6% showed early LTFU with later reengagement; (5) 8.7% had early LTFU without reengagement; and (6) 10.4% had late LTFU without reengagement. Identified groups exhibited large differences in survival: after adjustment, the "early LTFU with reengagement" group (aIRR 3.4 [95% CI 1.2-9.7], p = 0.019), the "early LTFU" group (aIRR 6.4 [95% CI 2.5-16.3], p < 0.001), and the "late LTFU" group (aIRR 4.7 [95% CI 2.0-11.3], p = 0.001) had higher rates of mortality as compared to the group with consistently high adherence/retention. Limitations of this study include using data observed after baseline to identify trajectory groups and to classify patients into these groups, excluding patients who died or transferred within the first 180 days, and the uncertain generalizability of the data to current care standards. CONCLUSIONS Among new ART starters in Zambia, we observed 6 patient subgroups that demonstrated distinctive engagement trajectories over time and that were associated with marked differences in the subsequent risk of mortality. Further efforts to develop tailored intervention strategies for different types of engagement behaviors, monitor early engagement to identify higher-risk patients, and better understand the determinants of these heterogeneous behaviors can help improve care delivery and survival in this population.
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Affiliation(s)
- Aaloke Mody
- Division of HIV, ID and Global Medicine, University of California, San Francisco, Zuckerberg San Francisco General Hospital, San Francisco, California, United States of America
- * E-mail:
| | - Ingrid Eshun-Wilson
- Division of HIV, ID and Global Medicine, University of California, San Francisco, Zuckerberg San Francisco General Hospital, San Francisco, California, United States of America
| | | | - Sheree R. Schwartz
- Department of International Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Laura K. Beres
- Department of International Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Sandra Simbeza
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
| | - Njekwa Mukamba
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
| | - Paul Somwe
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
| | - Carolyn Bolton-Moore
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
- Division of Infectious Diseases, University of Alabama at Birmingham, Alabama, United States of America
| | - Nancy Padian
- Division of Epidemiology, University of California, Berkeley, California, United States of America
| | - Charles B. Holmes
- Department of Medicine, Georgetown University, Washington, District of Columbia, United States of America
| | - Izukanji Sikazwe
- Centre for Infectious Diseases Research in Zambia, Lusaka, Zambia
| | - Elvin H. Geng
- Division of HIV, ID and Global Medicine, University of California, San Francisco, Zuckerberg San Francisco General Hospital, San Francisco, California, United States of America
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18
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Taylor BS, Fornos L, Tarbutton J, Muñoz J, Saber JA, Bullock D, Villarreal R, Nijhawan AE. Improving HIV Care Engagement in the South from the Patient and Provider Perspective: The Role of Stigma, Social Support, and Shared Decision-Making. AIDS Patient Care STDS 2018; 32:368-378. [PMID: 30179530 DOI: 10.1089/apc.2018.0039] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Initial linkage to medical care is a critical step in the HIV care continuum leading to improved health outcomes, reduced morbidity and mortality, and decreased HIV transmission risk. We explored differences in perspectives on engagement in HIV care between people living with HIV who attended (Arrived) their initial medical provider visit (IMV) and those who did not (Missed), and between patients and providers. The study was conducted in two large majority/minority HIV treatment centers in the United States (US) south, a geographical region disproportionately impacted by HIV. The Theory of Planned Behavior informed semistructured interviews eliciting facilitators and barriers to engagement in care from 53 participants: 40 patients in a structured sample of 20 Missed and 20 Arrived, and 13 care providers. Using Grounded Theory to frame analysis, we found similar perspectives for all groups, including beliefs in the following: patients' control over care engagement, a lack of knowledge regarding HIV within the community, and the impact of structural barriers to HIV care such as paperwork, transportation, housing, and substance use treatment. Differences were noted by care engagement status. Missed described HIV-related discrimination, depression, and lack of social support. Arrived worried what others think about their HIV status. Providers focused on structural barriers and process, while patients focused on relational aspects of HIV care and personal connection with clinics. Participants proposed peer navigation and increased contact from clinics as interventions to reduce missed IMV. Context-appropriate interventions informed by these perspectives are needed to address the expanding southern HIV epidemic.
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Affiliation(s)
- Barbara S. Taylor
- Department of Medicine, Division of Infectious Diseases, UT Health Science Center San Antonio, San Antonio, Texas
| | - Laura Fornos
- Department of Research and Information Management, University Health System, San Antonio, Texas
| | - Jesse Tarbutton
- Department of Medicine, Division of Infectious Diseases, UT Southwestern Medical Center, Dallas, Texas
| | - Jana Muñoz
- Round Rock Cancer Center, Baylor Scott & White Health, Round Rock, Texas
| | - Julie A. Saber
- HIV/STD Care Services Group, Texas Department of State Health Services, Austin, Texas
| | - Delia Bullock
- Department of Medicine, Division of Infectious Diseases, UT Health Science Center San Antonio, San Antonio, Texas
| | - Roberto Villarreal
- Department of Research and Information Management, University Health System, San Antonio, Texas
| | - Ank E. Nijhawan
- Department of Medicine, Division of Infectious Diseases, UT Southwestern Medical Center, Dallas, Texas
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19
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Tieu HV, Taylor BS, Jones J, Wilkin TJ. CROI 2018: Advances in Antiretroviral Therapy. TOPICS IN ANTIVIRAL MEDICINE 2018; 26:40-53. [PMID: 29727296 PMCID: PMC5963936] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
The 2018 Conference on Retroviruses and Opportunistic Infections (CROI) showcased exciting data on new investigational agents including MK-8591 and tri-specific antibody targeting 3 highly conserved epitopes on HIV-1 in a single antibody. Clinical trials of initial antiretroviral therapy (ART) and switch studies involving bictegravir/emtricitabine/tenofovir alafenamide were presented. Intensification of initial ART with integrase strand transfer inhibitors did not increase the risk of immune reconstitution inflammatory syndrome. Pharmacokinetic issues were discussed, including the substantial drug-drug interactions between efavirenz-based ART and hormonal contraception delivered via a vaginal ring. Studies on pre-ART drug resistance and emergence of drug resistance after initial and second-line ART in different settings and populations were highlighted. Novel technologies to identify drug resistance included a free, cloud-based web service for HIV genotyping analysis and a promising technology for point-of-care drug resistance mutations testing. New strategies to improve the HIV care continuum included home-based testing with initiation of same-day ART and stratified care with specialized clinics to serve those disengaged in care, but the data on financial incentives were not encouraging. Several studies provided insights into the impact of early ART on decreasing the size of the HIV reservoir in HIV-infected infants. Pertinent conference findings relating to women's health issues included similar clinical outcomes between breastfeeding and formula feeding HIV-infected women, the problem of viral rebound and ART nonadherence in pregnancy and postpartum.
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Affiliation(s)
- Hong-Van Tieu
- Send correspondence to Hong-Van Tieu, MD, MS, 310 E. 67th Street Suite 3-110, New York, NY 10065,
| | - Barbara S. Taylor
- Associate Professor of Infectious Diseases at UT Health San Antonio in San Antonio, Texas
| | - Joyce Jones
- Clinical Associate at Johns Hopkins University School of Medicine in Baltimore, Maryland
| | - Timothy J. Wilkin
- Associate Professor of Medicine at Weill Cornell Medicine in New York, New York
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Greenberg AE, Gordon CM, Purcell DW. Promotion of Research on the HIV Continuum of Care in the United States: The CFAR HIV Continuum of Care/ECHPP Working Group. J Acquir Immune Defic Syndr 2017; 74 Suppl 2:S75-S80. [PMID: 28079716 PMCID: PMC5336363 DOI: 10.1097/qai.0000000000001243] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Affiliation(s)
- Alan E. Greenberg
- Department of Epidemiology and Biostatistics, Milken Institute School of Public Health, George Washington University, Washington, DC
- District of Columbia Center for AIDS Research, Washington, DC
| | | | - David W. Purcell
- Division of HIV/AIDS Prevention, Centers for Disease Control and Prevention, Atlanta, GA
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