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Predicting referral need for febrile children in low-resource community settings in South and Southeast Asia
Arjun Chandna1,2,3, Constantinos Koshiaris4,5, Raman Mahajan6
1Cambodia Oxford Medical Research Unit, Angkor Hospital for Children, Siem Reap, Cambodia. arjun@tropmedres.ac.
Insights
New clinical models accurately identify febrile children needing referral in low-resource settings. These models improve upon World Health Organization (WHO) danger signs, reducing unnecessary referrals and ensuring timely care for severe illness.
Area of Science:
- Global Health
- Pediatric Infectious Diseases
- Clinical Decision Support
Background:
- Accurate referral of febrile children in resource-limited settings is challenging.
- Current World Health Organization (WHO) danger signs lack sufficient accuracy, leading to missed severe cases and over-referrals.
Purpose of the Study:
- To develop and validate clinical prediction models for improved referral decisions in children with acute febrile illness.
- To compare the performance of novel models against existing WHO criteria.
Main Methods:
- Developed and validated prediction models using data from 3,405 children (aged 1-59 months) across seven hospitals in five Asian countries.
- Utilized simple clinical parameters, pulse oximetry, and the biomarker soluble TREM1 (sTREM1).
- Externally validated models using Cambodian data.
Main Results:
- A model with simple clinical parameters showed higher sensitivity (74.7%) and specificity (99.1%) than WHO criteria (55.5% sensitivity, 82.6% specificity) for identifying severe disease risk.
- Incorporating pulse oximetry or sTREM1 significantly increased sensitivity to over 88%.
- The pulse oximetry model reduced referral rates threefold and demonstrated cost-effectiveness.
Conclusions:
- Clinical prediction models, especially those incorporating pulse oximetry, offer a more accurate and cost-effective approach to triage febrile children in low-resource settings.
- These models can significantly improve referral decisions, enhancing care for severe febrile illnesses.
- Further evaluation in community-based trials is warranted.
Abstract:
In resource-constrained community settings, identifying which febrile children require referral remains a major unmet need. Current World Health Organization (WHO) danger signs have limited accuracy, resulting in missed severe illness and unnecessary referrals. Here we developed and validated clinical prediction models to support referral decisions using data from 3,405 children aged 1-59 months presenting with community-acquired acute febrile illnesses to seven hospitals across Bangladesh, Cambodia, Indonesia, Laos and Vietnam. Cambodian data were held out for external validation. The model using simple clinical parameters (sensitivity 74.7% (95% confidence interval (CI): 59.4-88.1); specificity 99.1% (95% CI: 97.7-99.7)) outperformed WHO criteria (sensitivity 55.5% (95% CI: 39.4-72.7); specificity 82.6% (95% CI: 77.1-87.6)) for identification of children at risk of severe disease (death or organ support within 2 days). Including either pulse oximetry or the host biomarker soluble TREM1 (sTREM1) increased sensitivity to 88.9% (95% CI: 76.7-97.8; pulse oximetry) and 89.2% (95% CI: 76.9-97.5; sTREM1), respectively. The pulse oximetry-based model achieved these gains with a threefold reduction in referral rates. These approaches appear cost-effective (pulse oximetry incremental cost effectiveness ratio (ICER) = $26.28; sTREM1 ICER = $196.46) and could improve triage for febrile illness in low-resource settings by enabling more accurate referral decisions. They warrant evaluation in community-based trials.
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