Epidemiological hypothesis testing using a phylogeographic and phylodynamic framework

被引:42
作者
Dellicour, Simon [1 ,2 ]
Lequime, Sebastian [2 ]
Vrancken, Bram [2 ]
Gill, Mandev S. [2 ]
Bastide, Paul [2 ]
Gangavarapu, Karthik [3 ]
Matteson, Nathaniel L. [3 ]
Tan, Yi [4 ,5 ]
du Plessis, Louis [6 ]
Fisher, Alexander A. [7 ]
Nelson, Martha, I [8 ]
Gilbert, Marius [1 ]
Suchard, Marc A. [7 ,9 ,10 ]
Andersen, Kristian G. [3 ,11 ]
Grubaugh, Nathan D. [12 ]
Pybus, Oliver G. [6 ]
Lemey, Philippe [2 ]
机构
[1] Univ Libre Bruxelles, Spatial Epidemiol Lab SpELL, CP160-12,50 Ave FD Roosevelt, B-1050 Brussels, Belgium
[2] Katholieke Univ Leuven, Rega Inst, Dept Microbiol Immunol & Transplantat, Herestr 49, B-3000 Leuven, Belgium
[3] Scripps Res Inst, Dept Immunol & Microbiol, La Jolla, CA 92037 USA
[4] Vanderbilt Univ, Med Ctr, Dept Med, Nashville, TN USA
[5] J Craig Venter Inst, Infect Dis Grp, Rockville, MD USA
[6] Univ Oxford, Dept Zool, Oxford, England
[7] Univ Calif Los Angeles, David Geffen Sch Med, Dept Biomath, Los Angeles, CA 90095 USA
[8] NIH, Fogarty Int Ctr, Bethesda, MD 20894 USA
[9] Univ Calif Los Angeles, Dept Biostat, Fielding Sch Publ Hlth, Los Angeles, CA USA
[10] Univ Calif Los Angeles, David Geffen Sch Med, Dept Human Genet, Los Angeles, CA 90095 USA
[11] Scripps Res Translat Inst, La Jolla, CA 92037 USA
[12] Yale Sch Publ Hlth, Dept Epidemiol Microbial Dis, New Haven, CT 06510 USA
基金
比利时弗兰德研究基金会; 欧洲研究理事会;
关键词
WEST-NILE-VIRUS; EXTRINSIC INCUBATION-TEMPERATURE; CULEX-PIPIENS DIPTERA; VERTICAL TRANSMISSION; VECTOR COMPETENCE; UNITED-STATES; SPATIAL DYNAMICS; CULICIDAE; MOSQUITOS; EMERGENCE;
D O I
10.1038/s41467-020-19122-z
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
Computational analyses of pathogen genomes are increasingly used to unravel the dispersal history and transmission dynamics of epidemics. Here, we show how to go beyond historical reconstructions and use spatially-explicit phylogeographic and phylodynamic approaches to formally test epidemiological hypotheses. We illustrate our approach by focusing on the West Nile virus (WNV) spread in North America that has substantially impacted public, veterinary, and wildlife health. We apply an analytical workflow to a comprehensive WNV genome collection to test the impact of environmental factors on the dispersal of viral lineages and on viral population genetic diversity through time. We find that WNV lineages tend to disperse faster in areas with higher temperatures and we identify temporal variation in temperature as a main predictor of viral genetic diversity through time. By contrasting inference with simulation, we find no evidence for viral lineages to preferentially circulate within the same migratory bird flyway, suggesting a substantial role for non-migratory birds or mosquito dispersal along the longitudinal gradient. Classical epidemiological approaches have been limited in their ability to formally test hypotheses. Here, Dellicour et al. illustrate how phylodynamic and phylogeographic analyses can be leveraged for hypothesis testing in molecular epidemiology using West Nile virus in North America as an example.
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页数:11
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