Invasion and transmission of Salmonella Kentucky in an adult dairy herd using approximate Bayesian computation

Zhao Lu, Rebecca M. Mitchell, Rebecca L. Smith, Jeffrey S. Karns, Jo Ann S. van Kessel, David R. Wolfgang, Ynte H. Schukken, Yrjo T. Grohn

Research output: Contribution to journalArticle

Abstract

Background: An outbreak of Salmonella Kentucky followed by a high level of sustained endemic prevalence was recently observed in a US adult dairy herd enrolled in a longitudinal study involving intensive fecal sampling. To understand the invasion ability and transmission dynamics of Salmonella Kentucky in dairy cattle, accurate estimation of the key epidemiological parameters from longitudinal field data is necessary. The approximate Bayesian computation technique was applied for estimating the transmission rate (β), the recovery rate (γ) and shape (n) parameters of the gamma distribution for the infectious (shedding) period, and the basic reproduction ratio (R0), given a susceptible-infectious-recovered-susceptible (SIRS) compartment model with a gamma distribution for the infectious period.Results: The results report that the mean transmission rate (β) is 0.417 month-1 (median: 0.417, 95% credible interval [0.406, 0.429]), the average infectious period (γ-1) is 7.95 months (median: 7.95, 95% credible interval [7.70, 8.22]), the mean shape parameter (n) of the gamma distribution for the infectious period is 242 (median: 182, 95% credible interval [16, 482]), and the mean basic reproduction ratio (R0) is 2.91 (median: 2.91, 95% credible interval [2.83, 3.00]).Conclusions: This study shows that Salmonella Kentucky in this herd was of mild infectiousness and had a long infectious period, which together provide an explanation for the observed prevalence pattern after invasion. The transmission rate and the recovery rate parameters are inferred with better accuracy than the shape parameter, therefore these two parameters are more sensitive to the model and the observed data. The estimated shape parameter (n) has large variability with a minimal value greater than one, indicating that the infectious period of Salmonella Kentucky in dairy cattle does not follow the conventionally assumed exponential distribution.

Original languageEnglish (US)
Article number245
JournalBMC Veterinary Research
Volume9
DOIs
StatePublished - Dec 5 2013

Keywords

  • Approximate Bayesian computation
  • Dairy cattle
  • Epidemiological modeling
  • Salmonella
  • Transmission dynamics

ASJC Scopus subject areas

  • veterinary(all)

Fingerprint Dive into the research topics of 'Invasion and transmission of Salmonella Kentucky in an adult dairy herd using approximate Bayesian computation'. Together they form a unique fingerprint.

  • Cite this

    Lu, Z., Mitchell, R. M., Smith, R. L., Karns, J. S., van Kessel, J. A. S., Wolfgang, D. R., Schukken, Y. H., & Grohn, Y. T. (2013). Invasion and transmission of Salmonella Kentucky in an adult dairy herd using approximate Bayesian computation. BMC Veterinary Research, 9, [245]. https://doi.org/10.1186/1746-6148-9-245