Integrating genetic and epidemiological data to determine transmission pathways of foot-and-mouth disease virus.
Estimating detailed transmission trees that reflect the relationships between infected individuals or populations during a disease outbreak often provides valuable insights into both the nature of disease transmission and the overall dynamics of the underlying epidemiological process. These trees may be based on epidemiological data that relate to the timing of infection and infectiousness, or genetic data that show the genetic relatedness of pathogens isolated from infected individuals. Genetic data are becoming increasingly important in the estimation of transmission trees of viral pathogens due to their inherently high mutation rate. Here, we propose a maximum-likelihood approach that allows epidemiological and genetic data to be combined within the same analysis to infer probable transmission trees. We apply this approach to data from 20 farms infected during the 2001 UK foot-and-mouth disease outbreak, using complete viral genome sequences from each infected farm and information on when farms were first estimated to have developed clinical disease and when livestock on these farms were culled. Incorporating known infection links due to animal movement prior to imposition of the national movement ban results in the reduction of the number of trees from 41472 that are consistent with the genetic data to 1728, of which just 4 represent more than 95% of the total likelihood calculated using a model that accounts for the epidemiological data. These trees differ in several ways from those constructed prior to the availability of genetic data.
Cottam
Eleanor M
EM
Institute for Animal Health, Pirbright, Surrey GU24 0NF, UK.
Thébaud
Gaël
G
Wadsworth
Jemma
J
Gloster
John
J
Mansley
Leonard
L
Paton
David J
DJ
King
Donald P
DP
Haydon
Daniel T
DT
D000383:Agriculture; D000818:Animals; D001483:Base Sequence; D004196:Disease Outbreaks; D004739:England / Q000453:epidemiology; D005536:Foot-and-Mouth Disease / Q000453:epidemiology / Q000635:transmission*; D029544:Foot-and-Mouth Disease Virus / Q000235:genetics; D016013:Likelihood Functions; D009010:Monte Carlo Method; D013997:Time Factors