Prediction of province-level outbreaks of foot-and-mouth disease in Iran using a zero-inflated negative binomial model

S. Reza Jafarzadeh, Michelle Norris, Mark Thurmond

Research output: Contribution to journalArticle

7 Citations (Scopus)

Abstract

To identify events that could predict province-level frequency of foot-and-mouth disease (FMD) outbreaks in Iran, 5707 outbreaks reported from April 1995 to March 2002 were studied. A zero-inflated negative binomial model was used to estimate the probability of a 'no-outbreak' status and the number of outbreaks in a province, using the number of previous occurrences of FMD for the same or adjacent provinces and season as covariates. For each province, the probability of observing no outbreak was negatively associated with the number of outbreaks in the same province in the previous month (odds ratio [OR]=0.06, 95% confidence interval [CI]: 0.01, 0.30) and in 'the second previous month' (OR=0.10, 95% CI: 0.02, 0.51), the total number of outbreaks in the second previous month in adjacent provinces (OR=0.57, 95% CI: 0.36, 0.91) and the season (winter [OR=0.18, 95% CI: 0.06, 0.55] and spring [OR=0.27, 95% CI: 0.09, 0.81], compared with summer). The expected number of outbreaks in a province was positively associated with number of outbreaks in the same province in previous month (coefficient [coef]=0.74, 95% CI: 0.66, 0.82) and in the second previous month (coef=0.23, 95% CI: 0.16, 0.31), total number of outbreaks in adjacent provinces in the previous month (coef=0.32, 95% CI: 0.22, 0.41) and season (fall [coef=0.20, 95% CI: 0.07, 0.33] and spring [coef=0.18, 95% CI: 0.05, 0.31], compared to summer); however, number of outbreaks was negatively associated with the total number of outbreaks in adjacent provinces in the second previous month (coef=-0.19, 95% CI: -0.28, -0.09). The findings indicate that the probability of an outbreak (and the expected number of outbreaks if any) may be predicted based on previous province information, which could help decision-makers allocate resources more efficiently for province-level disease control measures. Further, the study illustrates use of zero inflated negative binomial model to study diseases occurrence where disease is infrequently observed.

Original languageEnglish (US)
Pages (from-to)101-108
Number of pages8
JournalPreventive Veterinary Medicine
Volume115
Issue number3-4
DOIs
StatePublished - Aug 1 2014

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Foot-and-Mouth Disease
foot-and-mouth disease
Statistical Models
Iran
Disease Outbreaks
confidence interval
prediction
Confidence Intervals
odds ratio
Odds Ratio
disease occurrence
summer
control methods
disease control

Keywords

  • Foot-and-mouth disease
  • Iran
  • Outbreak
  • Zero-inflated negative binomial

ASJC Scopus subject areas

  • Animal Science and Zoology
  • Food Animals
  • Medicine(all)

Cite this

Prediction of province-level outbreaks of foot-and-mouth disease in Iran using a zero-inflated negative binomial model. / Jafarzadeh, S. Reza; Norris, Michelle; Thurmond, Mark.

In: Preventive Veterinary Medicine, Vol. 115, No. 3-4, 01.08.2014, p. 101-108.

Research output: Contribution to journalArticle

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