Natural Human Mobility Patterns and Spatial Spread of Infectious Diseases

被引:263
作者
Belik, Vitaly [1 ]
Geisel, Theo [1 ,2 ]
Brockmann, Dirk [3 ,4 ]
机构
[1] Max Planck Inst Dynam & Self Org, Gottingen, Germany
[2] Univ Gottingen, Fac Phys, Gottingen, Germany
[3] Northwestern Univ, NW Inst Complex Syst, Evanston, IL USA
[4] Northwestern Univ, Dept Engn Sci & Appl Math, Evanston, IL 60208 USA
来源
PHYSICAL REVIEW X | 2011年 / 1卷 / 01期
关键词
EPIDEMIC; MODEL; PREDICTABILITY;
D O I
10.1103/PhysRevX.1.011001
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We investigate a model for spatial epidemics explicitly taking into account bidirectional movements between base and destination locations on individual mobility networks. We provide a systematic analysis of generic dynamical features of the model on regular and complex metapopulation network topologies and show that significant dynamical differences exist to ordinary reaction-diffusion and effective force of infection models. On a lattice we calculate an expression for the velocity of the propagating epidemic front and find that, in contrast to the diffusive systems, our model predicts a saturation of the velocity with an increasing traveling rate. Furthermore, we show that a fully stochastic system exhibits a novel threshold for the attack ratio of an outbreak that is absent in diffusion and force of infection models. These insights not only capture natural features of human mobility relevant for the geographical epidemic spread, they may serve as a starting point for modeling important dynamical processes in human and animal epidemiology, population ecology, biology, and evolution.
引用
收藏
页码:1 / 5
页数:5
相关论文
共 27 条
  • [11] Reaction-diffusion processes and metapopulation models in heterogeneous networks
    Colizza, Vittoria
    Pastor-Satorras, Romualdo
    Vespignani, Alessandro
    [J]. NATURE PHYSICS, 2007, 3 (04) : 276 - 282
  • [12] Strategies for containing an emerging influenza pandemic in Southeast Asia
    Ferguson, NM
    Cummings, DAT
    Cauchemez, S
    Fraser, C
    Riley, S
    Meeyai, A
    Iamsirithaworn, S
    Burke, DS
    [J]. NATURE, 2005, 437 (7056) : 209 - 214
  • [13] The wave of advance of advantageous genes
    Fisher, RA
    [J]. ANNALS OF EUGENICS, 1937, 7 : 355 - 369
  • [14] Pandemic Potential of a Strain of Influenza A (H1N1): Early Findings
    Fraser, Christophe
    Donnelly, Christl A.
    Cauchemez, Simon
    Hanage, William P.
    Van Kerkhove, Maria D.
    Hollingsworth, T. Deirdre
    Griffin, Jamie
    Baggaley, Rebecca F.
    Jenkins, Helen E.
    Lyons, Emily J.
    Jombart, Thibaut
    Hinsley, Wes R.
    Grassly, Nicholas C.
    Balloux, Francois
    Ghani, Azra C.
    Ferguson, Neil M.
    Rambaut, Andrew
    Pybus, Oliver G.
    Lopez-Gatell, Hugo
    Alpuche-Aranda, Celia M.
    Bojorquez Chapela, Ietza
    Palacios Zavala, Ethel
    Espejo Guevara, Dulce Ma.
    Checchi, Francesco
    Garcia, Erika
    Hugonnet, Stephane
    Roth, Cathy
    [J]. SCIENCE, 2009, 324 (5934) : 1557 - 1561
  • [15] Understanding individual human mobility patterns
    Gonzalez, Marta C.
    Hidalgo, Cesar A.
    Barabasi, Albert-Laszlo
    [J]. NATURE, 2008, 453 (7196) : 779 - 782
  • [16] Spatial heterogeneity and the persistence of infectious diseases
    Hagenaars, TJ
    Donnelly, CA
    Ferguson, NM
    [J]. JOURNAL OF THEORETICAL BIOLOGY, 2004, 229 (03) : 349 - 359
  • [17] Forecast and control of epidemics in a globalized world
    Hufnagel, L
    Brockmann, D
    Geisel, T
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (42) : 15124 - 15129
  • [18] Estimating spatial coupling in epidemiological systems: a mechanistic approach
    Keeling, MJ
    Rohani, P
    [J]. ECOLOGY LETTERS, 2002, 5 (01) : 20 - 29
  • [19] Kolmogorov A., 1937, B U ETAT MOSCOU SE A
  • [20] Infection fronts in contact disease spread
    Naether, U.
    Postnikov, E. B.
    Sokolov, I. M.
    [J]. EUROPEAN PHYSICAL JOURNAL B, 2008, 65 (03) : 353 - 359