ArticlePLoS computational biology2021
Contact tracing efficiency, transmission heterogeneity, and accelerating COVID-19 epidemics.
Article in PLoS computational biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers.
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Who cites it
30 citing papers in PubMed.
- Quantitative analysis of self-reporting and contact tracing in heterogeneous risk groups: a stochastic modeling study of the COVID-19 outbreak in Daegu, Korea.BMC public health · 2025Article
- The influence of case factors and system factors on the timeliness of testing and contact tracing for COVID-19 in The Netherlands.European journal of public health · 2025Article
- Assessing the effectiveness of test-trace-isolate interventions using a multi-layered temporal network.Infectious Disease Modelling · 2025Article
- Hotspot model shows how location-based superspreading accelerates and reshapes epidemics.PNAS nexus · 2025Article
- Estimating the effect of contact tracing during the early stage of an epidemic.Infectious Disease Modelling · 2025Article
- Mathematical Contact Tracing Models for the COVID-19 Pandemic: A Systematic Review of the Literature.Healthcare (Basel, Switzerland) · 2025Review
- A behaviour and disease transmission model: incorporating the Health Belief Model for human behaviour into a simple transmission model.Journal of the Royal Society, Interface · 2024Article
- Contact tracing in Austria, Georgia, Kyrgyzstan, Ukraine, and Kosovo† during the COVID-19 pandemic: response review and good practices.European journal of public health · 2024Article
- Estimating Asymptomatic and Symptomatic Transmission of the COVID-19 First Few Cases in Selenge Province, Mongolia.Influenza and other respiratory viruses · 2024Article
- Article
- Evaluating completion rates of COVID-19 contact tracing surveys in New York City.BMC public health · 2024Article
- PCR testing of traced contacts for SARS-CoV-2 in England, January to July 2021.Euro surveillance : bulletin Europeen sur les maladies transmissibles = European communicable disease bulletin · 2023Article
- Observational
- The illusion of personal health decisions for infectious disease management: disease spread in social contact networks.Royal Society open science · 2023Article
- Contact tracing reveals community transmission of COVID-19 in New York City.Nature communications · 2022Article
- The effectiveness of COVID-19 testing and contact tracing in a US city.Proceedings of the National Academy of Sciences of the United States of America · 2022Article
- Contact tracing reveals community transmission of COVID-19 in New York City.Research square · 2022Article
- Detection of SARS-CoV-2 by Canine Olfaction: A Pilot Study.Open forum infectious diseases · 2022Article
- SARS-CoV-2 Transmission and Prevention in the Era of the Delta Variant.Infectious disease clinics of North America · 2022Review
- Contact tracing as a measure to combat COVID-19 and other infectious diseases.American journal of infection control · 2022Article
Corrections and comments
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Simultaneously controlling COVID-19 epidemics and limiting economic and societal impacts presents a difficult challenge, especially with limited public health budgets. Testing, contact tracing, and isolating/quarantining is a key strategy that has been used to reduce transmission of SARS-CoV-2, the virus that causes COVID-19 and other pathogens. However, manual contact tracing is a time-consuming process and as case numbers increase a smaller fraction of cases' contacts can be traced, leading to additional virus spread. Delays between symptom onset and being tested (and receiving results), and a low fraction of symptomatic cases being tested and traced can also reduce the impact of contact tracing on transmission. We examined the relationship between increasing cases and delays and the pathogen reproductive number Rt, and the implications for infection dynamics using deterministic and stochastic compartmental models of SARS-CoV-2. We found that Rt increased sigmoidally with the number of cases due to decreasing contact tracing efficacy. This relationship results in accelerating epidemics because Rt initially increases, rather than declines, as infections increase. Shifting contact tracers from locations with high and low case burdens relative to capacity to locations with intermediate case burdens maximizes their impact in reducing Rt (but minimizing total infections may be more complicated). Contact tracing efficacy decreased sharply with increasing delays between symptom onset and tracing and with lower fraction of symptomatic infections being tested. Finally, testing and tracing reductions in Rt can sometimes greatly delay epidemics due to the highly heterogeneous transmission dynamics of SARS-CoV-2. These results demonstrate the importance of having an expandable or mobile team of contact tracers that can be used to control surges in cases. They also highlight the synergistic value of high capacity, easy access testing and rapid turn-around of testing results, and outreach efforts to encourage symptomatic cases to be tested immediately after symptom onset.
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