Unifying the spatial epidemiology and molecular evolution of emerging epidemics

被引:201
|
作者
Pybus, Oliver G. [1 ]
Suchard, Marc A. [2 ,3 ,4 ]
Lemey, Philippe [5 ]
Bernardin, Flavien J. [6 ,7 ]
Rambaut, Andrew [8 ,9 ]
Crawford, Forrest W. [2 ]
Gray, Rebecca R. [1 ]
Arinaminpathy, Nimalan [10 ]
Stramer, Susan L. [11 ]
Busch, Michael P. [6 ,7 ]
Delwart, Eric L. [6 ,7 ]
机构
[1] Univ Oxford, Dept Zool, Oxford OX1 3PS, England
[2] Univ Calif Los Angeles, Dept Biomath, Los Angeles, CA 90095 USA
[3] Univ Calif Los Angeles, Dept Biostat, Los Angeles, CA 90095 USA
[4] Univ Calif Los Angeles, Dept Human Genet, Los Angeles, CA 90095 USA
[5] Katholieke Univ Leuven, Dept Microbiol & Immunol, Rega Inst, B-3000 Louvain, Belgium
[6] Blood Syst Res Inst, San Francisco, CA 94118 USA
[7] Univ Calif San Francisco, Dept Lab Med, San Francisco, CA 94143 USA
[8] Univ Edinburgh, Inst Evolutionary Biol, Edinburgh EH9 3JT, Midlothian, Scotland
[9] NIH, Fogarty Int Ctr, Bethesda, MD 20892 USA
[10] Princeton Univ, Dept Ecol & Evolut, Princeton, NJ 08544 USA
[11] Amer Red Cross, Sci Support Off, Gaithersburg, MD 20877 USA
基金
英国医学研究理事会; 欧洲研究理事会; 美国国家卫生研究院;
关键词
phylogeny; phylogeography; transmission; WEST-NILE-VIRUS; PHYLOGENETIC ANALYSIS; TRAVELING-WAVES; SPREAD RATES; RABIES; DISPERSAL; EMERGENCE; DYNAMICS; MODELS;
D O I
10.1073/pnas.1206598109
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We introduce a conceptual bridge between the previously unlinked fields of phylogenetics and mathematical spatial ecology, which enables the spatial parameters of an emerging epidemic to be directly estimated from sampled pathogen genome sequences. By using phylogenetic history to correct for spatial autocorrelation, we illustrate how a fundamental spatial variable, the diffusion coefficient, can be estimated using robust nonparametric statistics, and how heterogeneity in dispersal can be readily quantified. We apply this framework to the spread of the West Nile virus across North America, an important recent instance of spatial invasion by an emerging infectious disease. We demonstrate that the dispersal of West Nile virus is greater and far more variable than previously measured, such that its dissemination was critically determined by rare, long-range movements that are unlikely to be discerned during field observations. Our results indicate that, by ignoring this heterogeneity, previous models of the epidemic have substantially overestimated its basic reproductive number. More generally, our approach demonstrates that easily obtainable genetic data can be used to measure the spatial dynamics of natural populations that are otherwise difficult or costly to quantify.
引用
收藏
页码:15066 / 15071
页数:6
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