Abstract
The rapid worldwide spread of severe acute respiratory syndrome demonstrated the potential threat an infectious disease poses in a closely interconnected and interdependent world. Here we introduce a probabilistic model that describes the worldwide spread of infectious diseases and demonstrate that a forecast of the geographical spread of epidemics is indeed possible. This model combines a stochastic local infection dynamics among individuals with stochastic transport in a worldwide network, taking into account national and international civil aviation traffic. Our simulations of the severe acute respiratory syndrome outbreak are in surprisingly good agreement with published case reports. We show that the high degree of predictability is caused by the strong heterogeneity of the network. Our model can be used to predict the worldwide spread of future infectious diseases and to identify endangered regions in advance. The performance of different control strategies is analyzed, and our simulations show that a quick and focused reaction is essential to inhibiting the global spread of epidemics.
MeSH Terms
Aerospace Medicine
Biometry
Communicable Disease Control
Communicable Diseases/epidemiology,transmission
Communicable Diseases, Emerging/epidemiology,prevention & control,transmission
Disease Outbreaks/prevention & control,statistics & numerical data
Forecasting
Humans
Models, Biological
Models, Statistical
Severe Acute Respiratory Syndrome/epidemiology,prevention & control,transmission
Stochastic Processes
Travel
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Hufnagel L
Max-Planck-Institut für Strömungsforschung, Bunsenstrasse 10, 37073 Göttingen, Germany. lars@chaos.gwdg.de
Brockmann D
Geisel T
References (10)
10 references, click to expand
-
Dynamics of the 2001 UK foot and mouth epidemic: stochastic dispersal in a heterogeneous landscape.
Science. 2001 Oct 26;294(5543):813-7
PMID: 11679661
-
Predicting the spatial dynamics of rabies epidemics on heterogeneous landscapes.
Proc Natl Acad Sci U S A. 2002 Mar 19;99(6):3668-72
PMID: 11904426
-
Modelling vaccination strategies against foot-and-mouth disease.
Nature. 2003 Jan 9;421(6919):136-42
PMID: 12508120
-
Update: Outbreak of severe acute respiratory syndrome--worldwide, 2003.
MMWR Morb Mortal Wkly Rep. 2003 Mar 28;52(12):241-6, 248
PMID: 12680518
-
THE BLACK DEATH.
Sci Am. 1964 Feb;210:114-21
PMID: 14121747
-
Transmission dynamics of the etiological agent of SARS in Hong Kong: impact of public health interventions.
Science. 2003 Jun 20;300(5627):1961-6
PMID: 12766206
-
Transmission dynamics and control of severe acute respiratory syndrome.
Science. 2003 Jun 20;300(5627):1966-70
PMID: 12766207
-
Geographic and temporal development of plagues.
Nature. 1974 Aug 30;250(5469):726-9
PMID: 4606583
-
Dependence of epidemic and population velocities on basic parameters.
Math Biosci. 1991 Dec;107(2):255-87
PMID: 1806118
-
Epidemiological determinants of spread of causal agent of severe acute respiratory syndrome in Hong Kong.
Lancet. 2003 May 24;361(9371):1761-6
PMID: 12781533