ArticlePloS one2014
Simplified clinical prediction scores to target viral load testing in adults with suspected first line treatment failure in Phnom Penh, Cambodia.
Article in PloS one, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed.
- Routine versus Targeted Viral Load Strategy among Patients Starting Antiretroviral in Hanoi, Vietnam.Journal of the International AIDS Society · 2019Trial
- An extension of the Spiegelhalter-Knill-Jones method for continuous covariates in clinical decision making.BMC medical research methodology · 2025Article
- Development of Ebola virus disease prediction scores: Screening tools for Ebola suspects at the triage-point during an outbreak.PloS one · 2022Article
- Interferon-γ-Inducible Protein 10 (IP-10) Kinetics after Antiretroviral Treatment Initiation in Ethiopian Adults with HIV.Microbiology spectrum · 2021Article
- Clinical predictor score to identify patients at risk of poor viral load suppression at six months on antiretroviral therapy: results from a prospective cohort study in Johannesburg, South Africa.Clinical epidemiology · 2019Article
- A targeted approach for routine viral load monitoring in Malawian adults on antiretroviral therapy.Tropical medicine & international health : TM & IH · 2018Article
- Development of an algorithm for determination of the likelihood of virological failure in HIV-positive adults receiving antiretroviral therapy in decentralized care.Global health action · 2017Article
- Electrolyte and Metabolic Disturbances in Ebola Patients during a Clinical Trial, Guinea, 2015.Emerging infectious diseases · 2016Article
- Predictors of late virologic failure after initial successful suppression of HIV replication on efavirenz-based antiretroviral therapy.HIV clinical trials · 2016Article
- HIV viral suppression in TREAT Asia HIV Observational Database enrolled adults on antiretroviral therapy at the Social Health Clinic, the National Center for HIV/AIDS, Dermatology & STDs, Phnom Penh, Cambodia.Antiviral therapy · 2016Article
- CD4 criteria improves the sensitivity of a clinical algorithm developed to identify viral failure in HIV-positive patients on antiretroviral therapy.Journal of the International AIDS Society · 2014Article
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5 authors.
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No grant is acknowledged in the PubMed record.
Abstract
backgroundFor settings with limited laboratory capacity, 2013 World Health Organization (WHO) guidelines recommend targeted HIV-1 viral load (VL) testing to identify virological failure. We previously developed and validated a clinical prediction score (CPS) for targeted VL testing, relying on clinical, adherence and laboratory data. While outperforming the WHO failure criteria, it required substantial calculation and review of all previous laboratory tests. In response, we developed four simplified, less error-prone and broadly applicable CPS versions that can be done 'on the spot'. METHODOLOGY/PRINCIPAL: Findings From May 2010 to June 2011, we validated the original CPS in a non-governmental hospital in Phnom Penh, Cambodia applying the CPS to adults on first-line treatment >1 year. Virological failure was defined as a single VL >1000 copies/ml. The four CPSs included CPS1 with 'current CD4 count' instead of %-decline-from-peak CD4; CPS2 with hemoglobin measurements removed; CPS3 having 'decrease in CD4 count below baseline value' removed; CPS4 was purely clinical. Score development relied on the Spiegelhalter/Knill-Jones method. Variables independently associated with virological failure with a likelihood ratio ≥ 1.5 or ≤ 0.67 were retained. CPS performance was evaluated based on the area-under-the-ROC-curve (AUROC) and 95% confidence intervals (CI). The CPSs were validated in an independent dataset. A total of 1490 individuals (56.6% female, median age: 38 years (interquartile range (IQR 33-44)); median baseline CD4 count: 94 cells/µL (IQR 28-205), median time on antiretroviral therapy 3.6 years (IQR 2.1-5.1)), were included. Forty-five 45 (3.0%) individuals had virological failure. CPS1 yielded an AUROC of 0.69 (95% CI: 0.62-0.75) in validation, CPS2 an AUROC of 0.68 (95% CI: 0.62-0.74), and CPS3, an AUROC of 0.67 (95% CI: 0.61-0.73). The purely clinical CPS4 performed poorly (AUROC-0.59; 95% CI: 0.53-0.65).
conclusionsSimplified CPSs retained acceptable accuracy as long as current CD4 count testing was included. Ease of field application and field accuracy remains to be defined.
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