Predictive risk assessment and targeted testing could enhance STI diagnosis in a high HIV prevalence setting in Eswatini

Sexually transmitted infections (STIs) present significant public health challenges in resource-limited settings where syndromic management, which often leads to misdiagnosis and over-treatment, remains standard care. We retrospectively evaluated hypothetical STI risk assessment-only (Triage-only) and sequential risk assessment plus STI diagnostic testing (Triage&Test) approaches as potential enhancements to syndromic management in a high-burden setting. A retrospective analysis was conducted using historic data from a cross-sectional study of adults (≥ 18 years) accessing six outpatient care sites in Eswatini between July 2022 and April 2023. Clinical records included STI risk factor assessments, outcomes of syndromic assessment for vaginal discharge syndrome (VDS) and male urethritis syndrome (MUS), leukocyte esterase (LE) and HIV testing, and molecular-based testing for Chlamydia trachomatis (CT), Neisseria gonorrhoeae (NG), and Trichomonas vaginalis (TV). Sex-specific predictive risk scores (PRS) tools for CT/NG/TV infections were developed using LASSO penalized logistic regression. Subsequently, the diagnostic performance of various hypothetical Triage-only and Triage&Test approaches was compared to molecular-based testing for CT/NG/TV infections. The aim was to identify strategies meeting programmatic benchmarks of ≥ 90% sensitivity and < 60% testing efficiency. Of 1396 participant records analysed, 65.4% (n = 913) were women and the median age was 29 years (IQR 23-36). Triage-only approaches underperformed, resulting in high proportions of false-positive and false-negative cases. Specifically, VDS showed a sensitivity of only 32.9% (95% CI 27.5-38.6) and a specificity of 75.1% (95% CI 71.5-78.5), while MUS had a sensitivity of 65.0% (95% CI 57.0-72.4) and specificity of 88.0% (95% CI 84.0-91.4). All PRS tools configurations in simulated Triage&Test approaches outperformed Triage-only methods by reducing false-negative and eliminating false-positive cases, thus achieving 100% specificity and positive-predictive value. Despite these improvements, no Triage&Test approach fully met established benchmarks. The highest sensitivity, observed in men, was 91.1% (95% CI 85.5-95) with an efficiency of 86.0%. In women, the best sensitivity was 79.0% (95% CI 73.8-83.6) at an efficiency of 60.1%. While PRS tools integrated within Triage&Test approaches may improve STI diagnosis in high-burden settings, challenges in balancing accuracy and resource demands persist. Access to affordable and well-targeted point-of-care rapid diagnostic tests appears essential to improve STI care quality in resource-limited environments.

Authors

Institutions

Publication Details

Journal
Scientific Reports
Published
2025-09-29
DOI
https://doi.org/10.1038/s41598-025-19065-9
Primary Topic
HIV/AIDS Research and Interventions
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Predictive risk assessment and targeted testing could enhance STI diagnosis in a high HIV prevalence setting in Eswatini

Michelle Daka, Roberto de la Tour, Nelly Staderini, Esther Mukooza et al.
Scientific Reports
HIV/AIDS Research and Interventions
article

Predictive risk assessment and targeted testing could enhance STI diagnosis in a high HIV prevalence setting in Eswatini

Michelle Daka, Roberto de la Tour, Nelly Staderini, Esther Mukooza, Pablo Valladares, Hayk Karakozian, Sindy Matse, Lenhle Dube, Mpumelelo Mavimbela, Bernhard Kerschberger, Alexandra Calmy, Nombuso Ntshalintshali, Skinner Lekelem, Edwin Mabhena, Laurence Toutous Trellu, Iza Ciglenečki, Mano Isaac Mafomisa, Nomvuyo Mabuza, Melat Haile, Sindisiwe Dlamini
article en

Abstract

Sexually transmitted infections (STIs) present significant public health challenges in resource-limited settings where syndromic management, which often leads to misdiagnosis and over-treatment, remains standard care. We retrospectively evaluated hypothetical STI risk assessment-only (Triage-only) and sequential risk assessment plus STI diagnostic testing (Triage&Test) approaches as potential enhancements to syndromic management in a high-burden setting. A retrospective analysis was conducted using historic data from a cross-sectional study of adults (≥ 18 years) accessing six outpatient care sites in Eswatini between July 2022 and April 2023. Clinical records included STI risk factor assessments, outcomes of syndromic assessment for vaginal discharge syndrome (VDS) and male urethritis syndrome (MUS), leukocyte esterase (LE) and HIV testing, and molecular-based testing for Chlamydia trachomatis (CT), Neisseria gonorrhoeae (NG), and Trichomonas vaginalis (TV). Sex-specific predictive risk scores (PRS) tools for CT/NG/TV infections were developed using LASSO penalized logistic regression. Subsequently, the diagnostic performance of various hypothetical Triage-only and Triage&Test approaches was compared to molecular-based testing for CT/NG/TV infections. The aim was to identify strategies meeting programmatic benchmarks of ≥ 90% sensitivity and < 60% testing efficiency. Of 1396 participant records analysed, 65.4% (n = 913) were women and the median age was 29 years (IQR 23-36). Triage-only approaches underperformed, resulting in high proportions of false-positive and false-negative cases. Specifically, VDS showed a sensitivity of only 32.9% (95% CI 27.5-38.6) and a specificity of 75.1% (95% CI 71.5-78.5), while MUS had a sensitivity of 65.0% (95% CI 57.0-72.4) and specificity of 88.0% (95% CI 84.0-91.4). All PRS tools configurations in simulated Triage&Test approaches outperformed Triage-only methods by reducing false-negative and eliminating false-positive cases, thus achieving 100% specificity and positive-predictive value. Despite these improvements, no Triage&Test approach fully met established benchmarks. The highest sensitivity, observed in men, was 91.1% (95% CI 85.5-95) with an efficiency of 86.0%. In women, the best sensitivity was 79.0% (95% CI 73.8-83.6) at an efficiency of 60.1%. While PRS tools integrated within Triage&Test approaches may improve STI diagnosis in high-burden settings, challenges in balancing accuracy and resource demands persist. Access to affordable and well-targeted point-of-care rapid diagnostic tests appears essential to improve STI care quality in resource-limited environments.

Scientific ReportsVol. 15(1)
University of Geneva (CH), Médecins Sans Frontières (UG), University Hospital of Geneva (CH), Médecins Sans Frontières (CH), Southern Africa Nazarene University (SZ), Ministry of Health (SZ)
Openalex Percentile: Top 68%
HIV/AIDS Research and Interventions
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.