ArticlePLOS global public health2023
The integration of tuberculosis and HIV testing on GeneXpert can substantially improve access and same-day diagnosis and benefit tuberculosis programmes: A diagnostic network optimization analysis in Zambia.
Article in PLOS global public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 1 of them a synthesis that pooled it.
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Who cites it
18 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Implementation determinants of rapid diagnostic tests for fever management in sub-Saharan Africa: a mixed-studies systematic review.Nature communications · 2026Pooled it
- User perspectives on the Molbio Truenat platform and tuberculosis assays for decentralised testing in Mozambique and Tanzania.BMJ global health · 2026Trial
- Diagnostic testing for pulmonary tuberculosis in low and middle-income countries: innovations to achieve universal access-a narrative review.EClinicalMedicine · 2026Review
- Routine Molecular Surveillance of Drug-Resistant Tuberculosis: Translating Mutation Proxies into Clinical Governance Intelligence in Rural Eastern Cape.Healthcare (Basel, Switzerland) · 2026Article
- The future of diagnostics in Africa.Nature medicine · 2026Review
- Closing Diagnostic Gaps in Pediatric HIV: Innovations in Point-of-Care and Digital Monitoring with an Asia-Pacific Implementation Lens-A Systematic Review.Diagnostics (Basel, Switzerland) · 2026Review
- Cost and impact of decentralized tuberculosis testing: a modeling analysis of price thresholds for molecular instruments in high-burden settings.EClinicalMedicine · 2026Article
- Using interpretable decision trees to explore TB-HIV integration under data constraints: a proof-of-concept analysis.Frontiers in tuberculosis · 2026Article
- Evaluating the accuracy of HIV-1 viral load testing using near point of care Xpert HIV-1 system at Solwezi general hospital, Zambia.BMC research notes · 2025Article
- Microfluidics chips fabrication techniques comparison.Scientific reports · 2024Article
- Innovative COVID-19 Point-of-Care Diagnostics Suitable for Tuberculosis Diagnosis: A Scoping Review.Journal of clinical medicine · 2024Article
- Impact of Hepatitis B Virus Point-of-care DNA Viral Load Testing Compared With Laboratory-based Standard-of-care Approaches on Uptake of HBV Viral Load Testing, Treatment, and Turnaround Times: A Systematic Review and Meta-analysis.Open forum infectious diseases · 2024Article
- Drug resistance profiles ofJAC-antimicrobial resistance · 2024Article
- An Integrated Sample Referral System for HIV Viral Load and Early Infant Diagnosis in North-Western Province, Zambia-A Retrospective Cross-Sectional Study.Healthcare (Basel, Switzerland) · 2024Article
- [A national network of molecular tests to detect Chlamydia trachomatis and Neisseria gonorrhoeae: a pilot implementation experience in Brazil].Cadernos de saude publica · 2024Article
- Transforming tuberculosis diagnosis.Nature microbiology · 2023Article
- Strengthening health systems through essential diagnostic lists and diagnostic network optimization.PLOS global public health · 2023Article
- India is well placed to scale innovations in tuberculosis diagnostics.The Indian journal of medical researchArticle
Corrections and comments
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Authors and funding
15 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Diagnostic network optimization (DNO), a geospatial optimization technique, can improve access to diagnostics and reduce costs through informing policy-makers' decisions on diagnostic network changes. In Zambia, viral load (VL) testing and early infant diagnosis (EID) for HIV has been performed at centralized laboratories, whilst the TB-programme utilizes a decentralized network of GeneXpert platforms. Recently, the World Health Organization (WHO) has recommended point-of-care (POC) EID/VL to increase timely diagnosis. This analysis modelled the impact of integrating EID/VL testing for children and pregnant/breastfeeding-women (priority-HIV) with TB on GeneXpert in Zambia. Using OptiDx, we established the baseline diagnostic network using inputs for testing demand (October 2019-September 2020), referrals, testing sites, testing platforms, and costs for HIV/TB testing (transport, test, device) respectively in Zambia. Next, we integrated priority-HIV testing on GeneXpert platforms, historically only utilized by the TB-programme. 228,265 TB tests were conducted on GeneXpert devices and 167,458 (99%) of priority-HIV tests on centralized devices at baseline, of which 10% were tested onsite at the site of sample collection. With integration, the average distance travelled by priority-HIV tests decreased 10-fold (98km to 10km) and the proportion tested onsite increased (10% to 48%). 52% of EID tests are likely to be processed within the same-day from a baseline of zero. There were also benefits to the TB-programme: the average distance travelled/specimen decreased (11km to 7km), alongside potential savings in GeneXpert device-operating costs (30%) through cost-sharing with the HIV-programme. The total cost of the combined testing programmes reduced marginally by 1% through integration/optimization. DNO can be used to strategically leverage existing capacity to achieve the WHO's recommendation regarding POC VL/EID testing. Through DNO of the Zambian network, we have shown that TB/HIV testing integration can improve the performance of the diagnostic network and increase the proportion of specimens tested closer to the patient whilst not increasing costs.
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