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Optimizing COVID-19 surveillance in long-term care facilities: a modelling study.
David R M Smith1,2,3, Audrey Duval4,5, Koen B Pouwels6,7
1Institut Pasteur, Epidemiology and Modelling of Antibiotic Evasion (EMAE), Paris, France. david.smith@pasteur.fr.
Group testing is the most effective and efficient strategy for COVID-19 surveillance in resource-limited long-term care facilities (LTCFs). Testing cascades are more effective with ample resources, improving early outbreak detection and informing interventions.
Area of Science:
- Epidemiology
- Infectious Disease Modeling
- Public Health Surveillance
Background:
- Long-term care facilities (LTCFs) are highly susceptible to outbreaks of coronavirus disease 2019 (COVID-19).
- Effective outbreak response in LTCFs is hindered by asymptomatic infections and limited testing capacity.
- Timely epidemiological surveillance is crucial for managing COVID-19 transmission in these settings.
Purpose of the Study:
- To evaluate the efficacy and resource-efficiency of various COVID-19 surveillance strategies in LTCFs.
- To compare group testing and testing cascades against standard surveillance methods.
- To identify optimal strategies for early outbreak detection in LTCFs.
Main Methods:
- A stochastic, individual-based model simulating SARS-CoV-2 transmission in a real LTCF.
- Modeling of nasopharyngeal swab and RT-PCR test distribution based on clinical and demographic factors.
- Evaluation of surveillance strategies including group testing (sample pooling) and testing cascades.
Main Results:
- Symptom-based screening alone is insufficient due to silent and pre-symptomatic transmission.
- Testing upon admission identified only 34-66% of infected patients and missed staff introductions.
- At low testing capacity, group testing detected outbreaks earliest; at high capacity, cascades were most effective.
- Pooling symptomatic individuals was the most efficient strategy under resource limitations.
Conclusions:
- Group testing is the most effective and efficient COVID-19 surveillance strategy for resource-limited LTCFs.
- Testing cascades offer superior effectiveness when testing resources are abundant.
- Enhanced testing capacity and updated surveillance protocols are essential for early outbreak detection and intervention in LTCFs.
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