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Open AccessJournal ArticleDOI

Pharmacy refill adherence outperforms self-reported methods in predicting HIV therapy outcome in resource-limited settings

TLDR
Pharmacy refill adherence emerged as the best method for predicting virological failure and to identify patients to be considered for viral load monitoring and HIVDR testing in RLS.
Abstract
Optimal adherence to antiretroviral therapy is critical to prevent HIV drug resistance (HIVDR) epidemic. The objective of the study was to investigate the best performing adherence assessment method for predicting virological failure in resource-limited settings (RLS). This study was a single-centre prospective cohort, enrolling 220 HIV-infected adult patients attending an HIV/AIDS Care and Treatment Centre in Dar es Salaam, Tanzania, in 2010. Pharmacy refill, self-report (via visual analog scale [VAS] and the Swiss HIV Cohort study-adherence questionnaire), pill count, and appointment keeping adherence measurements were taken. Univariate logistic regression (LR) was done to explore a cut-off that gives a better trade-off between sensitivity and specificity, and a higher area under the curve (AUC) based on receiver operating characteristic curve in predicting virological failure. Additionally, the adherence models were evaluated by fitting multivariate LR with stepwise functions, decision trees, and random forests models, assessing 10-fold multiple cross validation (MCV). Patient factors associated with virological failure were determined using LR. Viral load measurements at baseline and one year after recruitment were available for 162 patients, of whom 55 (34%) had detectable viral load and 17 (10.5%) had immunological failure at one year after recruitment. The optimal cut-off points significantly predictive of virological failure were 95%, 80%, 95% and 90% for VAS, appointment keeping, pharmacy refill, and pill count adherence respectively. The AUC for these methods ranged from 0.52 to 0.61, with pharmacy refill giving the best performance at AUC 0.61. Multivariate logistic regression with boost stepwise MCV had higher AUC (0.64) compared to all univariate adherence models, except pharmacy refill adherence univariate model, which was comparable to the multivariate model (AUC = 0.64). Decision trees and random forests models were inferior to boost stepwise model. Pharmacy refill adherence (<95%) emerged as the best method for predicting virological failure. Other significant predictors in multivariate LR were having a baseline CD4 T lymphocytes count < 200 cells/μl, being unable to recall the diagnosis date, and a higher weight. Pharmacy refill has the potential to predict virological failure and to identify patients to be considered for viral load monitoring and HIVDR testing in RLS.

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Adherence to Antiretroviral Therapy (ART) in Yaoundé-Cameroon: Association with Opportunistic Infections, Depression, ART Regimen and Side Effects.

TL;DR: It is demonstrated that drug side-effects, low CD4 cell counts and higher viral loads are associated with increased risk of non-adherence, and compared to females, males were more likely to forego ART because of side effects, and addressed these underlying risk factors could improve ART adherence, retention in care and treatment outcomes for HIV/AIDS patients in Cameroon.
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Desarrollo y evaluación de cuestionario multidimensional para medir no-adhesión al tratamiento con medicamentos

TL;DR: In this article, the authors present a study of 46 patients with hipertension arterial in Blumenau (sul de Brasil), Brazil, using a set of tres preguntas, i.e., no-adhesion, specificidad, sensibilidad, and area bajo the curva ROC.
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Psychosocial interventions enhance HIV medication adherence: A systematic review and meta-analysis.

TL;DR: This meta-analysis study concludes that various psychosocial interventions can improve medication adherence and thereby the health of people living with HIV.
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Pharmacists and medication adherence in asthma: a systematic review and meta-analysis

TL;DR: It is suggested that with adequate remuneration and integration into asthma care, pharmacists can help improve adherence in asthma, and interventions targeted to address both the perceptions and practicalities that influence individual motivation and ability to adhere were more effective.
References
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Journal Article

R: A language and environment for statistical computing.

R Core Team
- 01 Jan 2014 - 
TL;DR: Copyright (©) 1999–2012 R Foundation for Statistical Computing; permission is granted to make and distribute verbatim copies of this manual provided the copyright notice and permission notice are preserved on all copies.
Journal ArticleDOI

The WEKA data mining software: an update

TL;DR: This paper provides an introduction to the WEKA workbench, reviews the history of the project, and, in light of the recent 3.6 stable release, briefly discusses what has been added since the last stable version (Weka 3.4) released in 2003.
Journal ArticleDOI

Non-adherence to highly active antiretroviral therapy predicts progression to Aids

TL;DR: The introduction of highly active antiretroviral therapy (HAART) has produced a dramatic reduction in mortality among HIV-infected individuals, and the level of adherence to HAART is closely associated with suppression of the HIV viral load in plasma.
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