Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2020 Sep;17(170):20200351.
doi: 10.1098/rsif.2020.0351. Epub 2020 Sep 9.

Inflow restrictions can prevent epidemics when contact tracing efforts are effective but have limited capacity

Affiliations

Inflow restrictions can prevent epidemics when contact tracing efforts are effective but have limited capacity

Hannes Malmberg et al. J R Soc Interface. 2020 Sep.

Abstract

When a region tries to prevent an outbreak of an epidemic, two broad strategies are available: limiting the inflow of infected cases by using travel restrictions and quarantines or limiting the risk of local transmission from imported cases by using contact tracing and other community interventions. A number of papers have used epidemiological models to argue that inflow restrictions are unlikely to be effective. We simulate a simple epidemiological model to show that this conclusion changes if containment efforts such as contact tracing have limited capacity. In particular, our results show that moderate travel restrictions can lead to large reductions in the probability of an epidemic when contact tracing is effective but the contact tracing system is close to being overwhelmed.

Keywords: contact tracing; epidemics; travel restrictions.

PubMed Disclaimer

Conflict of interest statement

We declare that we have no competing interests.

Figures

Figure 1.
Figure 1.
Simplified model of an epidemic outbreak with contact tracing. This diagram outlines the basic evolution of a disease from emergence to epidemic outbreak in the presence of a contact tracing system. When the system is imperfect, each traced case has a positive probability of leading to an epidemic, regardless of the arrival rate of new cases, the rate at which cases are processed or the number of cases that can be processed at once. When the system is effective, an outbreak will only occur if the system's capacity is limited and not all newly arriving cases can be processed.
Figure 2.
Figure 2.
Model-simulated probability of an epidemic outbreak as a function of time. Each panel shows the results of model simulations estimating the probability of an epidemic occurring as a function of time given one of three possible arrival rates for new infected cases: a baseline arrival rate, a moderately reduced arrival rate and a strongly reduced arrival rate. Here (a,b) display results from simulations where contact tracing is assumed to have unlimited capacity, while (c,d) assume limited capacity. Here (a,c) display results from simulations where contract tracing is assumed to be less than fully effective, while (b,d) assume that it is fully effective.

Similar articles

Cited by

References

    1. Anzai A, et al. 2020. Assessing the impact of reduced travel on exportation dynamics of novel coronavirus infection (COVID-19). J. Clin. Med. 9, 601 (10.3390/jcm9020601) - DOI - PMC - PubMed
    1. Chinazzi M, et al. 2020. The effect of travel restrictions on the spread of the 2019 novel coronavirus (COVID-19) outbreak. Science 368, 395–400. (10.1126/science.aba9757) - DOI - PMC - PubMed
    1. Mateus ALP, Otete HE, Beck CR, Dolan GP, Nguyen-Van-Tam JS. 2014. Effectiveness of travel restrictions in the rapid containment of human influenza: a systematic review. Bull. World Health Organ. 92, 868–880D. (10.2471/BLT.14.135590) - DOI - PMC - PubMed
    1. Lam EHY, Cowling BJ, Cook AR, Wong JYT, Lau MSY, Nishiura H. 2011. The feasibility of age-specific travel restrictions during influenza pandemics. Theor. Biol. Med. Model. 8, 44 (10.1186/1742-4682-8-44) - DOI - PMC - PubMed
    1. Bajardi P, Poletto C, Ramasco JJ, Tizzoni M, Colizza V, Vespignani A. 2011. Human mobility networks, travel restrictions, and the global spread of 2009 H1N1 pandemic. PLoS ONE 6, e16591 (10.1371/journal.pone.0016591) - DOI - PMC - PubMed

Publication types

LinkOut - more resources