Evidence map›Paper›PMID 41761477›Full record

ArticleJournal of the International Association of Providers of AIDS Care

Validation of a Risk Prediction Nomogram for Virologic Failure Among Patients on First-Line ART After ONE-J Program Implementation in Northwest Ethiopia.

Bekalu Bewket, Etsubdink Dessalew Abawa, Zelalem Alamrew Anteneh

Abstract readValidation Study
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Article in Journal of the International Association of Providers of AIDS Care. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Bekalu BewketDepartment of Nursing, College of Medicine and Health Science, Injibara University, Injibara, Ethiopia.ORCID 0000-0002-5712-5117
Etsubdink Dessalew AbawaDepartment of Nursing, College of Health Science, Debre Markos University, Debre Markos, Ethiopia.
Zelalem Alamrew AntenehDepartment of Epidemiology, School of Public Health, Bahir Dar University, Bahir Dar, Ethiopia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

IntroductionVirological failure is defined as a plasma viral load >1000 copies/mL on 2 consecutive tests after 3 months of adherence support and 6 months of ART. In Ethiopia, limited studies have developed risk prediction models, though such models are vital for guiding patient-specific interventions and improving HIV treatment outcomes.ObjectiveThis study aims to determine the incidence and prognostic factors of virologic failure among HIV patients on first-line HAART following the one-J program at Felege Hiwot Hospital, Northwest Ethiopia, in 2025.MethodsA retrospective cohort study was conducted using patient records from Felegehiwot Comprehensive Specialized Hospital. Data were analyzed with STATA 17 and R 4.5.0. Descriptive statistics and multivariable logistic regression (via LASSO-selected predictors) were applied to develop a simplified nomogram. Model performance was evaluated using discrimination, calibration, and decision curve analysis to assess clinical utility.ResultThe incidence of virologic failure was 20.2% (95% CI: 17.9-22.6). Key predictors included TB-HIV co-infection, INH prophylaxis, CPT, adverse drug reactions, disclosure, alcohol use, smoking, and CD4 level. The model showed good performance (AUC = 0.817; reduced AUC = 0.810), strong calibration (Brier = 0.117), and superior clinical benefit in decision curve analysis.ConclusionA nomogram integrating 8 predictors TB-HIV co-infection, INH prophylaxis, CPT, adverse drug reaction history, disclosure status, alcohol use, smoking status, and CD4 count showed excellent discrimination (AUC = 0.817) and good calibration, indicating strong potential for individualized risk prediction in HIV patient management.

Indexed as

Anti-HIV AgentsAntiretroviral Therapy, Highly ActiveHIV InfectionsNomogramsViral LoadAdultEthiopiaFemaleHumansMaleMiddle AgedRetrospective StudiesRisk AssessmentRisk FactorsTreatment FailureAnti-HIV AgentsEthiopiaHIVprediction modelvirologic failure

Identifiers

PMID41761477
PMCPMC12949785

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