Source: UNIVERSITY OF CALIFORNIA, DAVIS submitted to
SIMULATION MODELING OF FOOT-AND-MOUTH DISEASE SPREAD AND CONTROL
Sponsoring Institution
National Institute of Food and Agriculture
Project Status
TERMINATED
Funding Source
Reporting Frequency
Annual
Accession No.
0200217
Grant No.
(N/A)
Project No.
CALV-AH-209
Proposal No.
(N/A)
Multistate No.
(N/A)
Program Code
(N/A)
Project Start Date
Oct 1, 2008
Project End Date
Sep 30, 2013
Grant Year
(N/A)
Project Director
Carpenter, TI, E..
Recipient Organization
UNIVERSITY OF CALIFORNIA, DAVIS
410 MRAK HALL
DAVIS,CA 95616-8671
Performing Department
Medicine & Epidemology
Non Technical Summary
The introduction of foot-and-mouth disease (FMD) into the US could have tremendous negative economic consequences.1 Given the controversy surrounding massive slaughter (10 million head) during the UK FMD epidemic in 2001 and the success of vaccination in the control of the disease in The Netherlands the same year, the US must rethink its strategy of mass depopulation, movement controls, surveillance and vaccination if FMD were to enter this the US. Currently, if FMD were introduced into the US, ring depopulation could be implemented along with ring vaccination, if shown to be cost-effective or if the disease persisted for more than 6 months. However, due to many factors including climate, transportation needs, and availability of resources, the predominant forms and distributions of livestock production differ across the country, and therefore, optimal control strategies may vary depending on the location of the outbreak. Simulation models have been developed to consider alternative FMD controls. Given the availability of improved diagnostic techniques, modified regulations, public pressure to avoid mass slaughter of infected, as well as non-infected animals, and potential costs associated with additional herd outbreaks ($8,000 per head in California7), benefits of alternative FMD controls strategies should be reconsidered. The purpose of the proposed research is to assess whether the impact of FMD vaccination strategies on livestock as well as direct cost and economic differences is affected by the geographic location of the outbreak. Results of FMD outbreak simulations in two US states in different geographic regions; Indiana and California will be used. Accurate premises location data are available for both. Indiana has more swine facilities than California, fewer livestock facilities overall and a greater number of smaller facilities. The total numbers of dairies, beef and sheep operations in the two states are, however, similar. Documented importance to CA - Although FMD has not been present in California since 1929, recent outbreaks in Taiwan, Argentina, Brazil, the UK, Ireland, France, and The Netherlands reaffirm the possibility that FMD may return to the US. One study recently estimated the economic impact of FMD in California could exceed $8 billion dollars. The proposed research may impact future decisions regarding how FMD control strategies in the US are selected, with the ultimate impact being savings of animal lives as well as reducing the impact on the livestock industry and US economy.
Animal Health Component
100%
Research Effort Categories
Basic
(N/A)
Applied
(N/A)
Developmental
(N/A)
Classification

Knowledge Area (KA)Subject of Investigation (SOI)Field of Science (FOS)Percent
3113910110110%
3113910117030%
3113910206020%
3113910208020%
3113910209010%
3113910301010%
Goals / Objectives
1. Modify existing simulation model to enable simulation of complex (real world) vaccination control strategies to be simulated. 2. Evaluate the impact of vaccination as a control strategy in two states with similar numbers of livestock facilities by type. 3. Make results available to state and US regulatory veterinary decision makers and industry.
Project Methods
Design - Locations of CA livestock premises have been obtained from the California Department of Food and Agriculture (CDFA), the Indiana Board of Animal Health (IBAH), and the National Agriculture Statistics Service (NASS) and information about direct and indirect livestock facility contacts have been obtained from producer surveys. A spatial, epidemic simulation model written in R programming language, will be run to simulate FMD epidemics in California and Indiana. 1,000 iterations will be run for each scenario to compare the results of with and without vaccination. Vaccination constraints, such as number of doses delivered by time and herd type, e.g. dairy- and feedlot-specific vaccination strategies, will be evaluated. Movement, surveillance and depopulation controls will be implemented, using current USDA recommended guidelines and vaccination will be added as a comparison. Outcomes to be compared are: IPs, epidemic duration, direct costs, and economics. Anticipated results - The data expected are distributions of epidemic size, duration and cost, numbers and types of herds infected, and numbers and types of animals. Distribution means, 95% probability intervals, and statistical significance will be reported. Comparisons of with and without vaccination will be made for each state. Data analysis - Cost information pertaining to the financial impact of FMD per herd and animal affected has been obtained from a recent evaluation of the economic impact of FMD in California8 and will be updated to reflect new USDA guidelines regarding the personnel and supplies required to control an FMD epidemic. Differences in number of IPs or duration will be further evaluated by calculating the cost for each alternative and combined with an economic equilibrium model (Agriculture Sector Model, ASM) to evaluate the economic impact of the alternatives examined. The simulated differences will be quantified and compared by different geographic location. Outcomes will be tested using a Kruskal-Wallis, 1-way ANOVA by ranks with a two-sided test of significance adjusted for multiple comparisons. Communication - Findings will be shared with CDFA and the IBAH through progress reports, and industry and scientific publications and meetings. Our findings have been presented in industry news letters as well as agriculture radio and TV shows. We have presented findings to CDFA, USDA, DHS, a US Congressman from CA, and a US House Oversight Committee with potential spread and control information at their request. We have a well-documented record of disseminating our results. We maintain a collaboration with Martin Smith (Vet Extension) on a 4H biosecurity survey in California, information from which will be used in the FMD simulation model.

Progress 10/01/08 to 09/30/13

Outputs
Target Audience: Nothing Reported Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided? Nothing Reported How have the results been disseminated to communities of interest? Nothing Reported What do you plan to do during the next reporting period to accomplish the goals? Nothing Reported

Impacts
What was accomplished under these goals? PI left the University of California, Davis.

Publications


    Progress 10/01/12 to 09/30/13

    Outputs
    Target Audience: Nothing Reported Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided? Nothing Reported How have the results been disseminated to communities of interest? Nothing Reported What do you plan to do during the next reporting period to accomplish the goals? Nothing Reported

    Impacts
    What was accomplished under these goals? No funding, PD left UCD.

    Publications


      Progress 10/01/11 to 09/30/12

      Outputs
      Target Audience: Nothing Reported Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided? Nothing Reported How have the results been disseminated to communities of interest? Nothing Reported What do you plan to do during the next reporting period to accomplish the goals? Nothing Reported

      Impacts
      What was accomplished under these goals? PD left UCD. Attempts to reach him have been unsuccessful. Please remove from reporting cycle.

      Publications


        Progress 01/01/11 to 09/30/11

        Outputs
        Target Audience: Nothing Reported Changes/Problems: Nothing Reported What opportunities for training and professional development has the project provided? Nothing Reported How have the results been disseminated to communities of interest? Nothing Reported What do you plan to do during the next reporting period to accomplish the goals? Nothing Reported

        Impacts
        What was accomplished under these goals? PI is no longer with UCD. PI assistant advises to report no activity.

        Publications


          Progress 01/01/10 to 12/31/10

          Outputs
          OUTPUTS: Surveys were sent to over 1600 salesyard operations. After removing salesyards that are not in operation any more we obtained a data set of 1599 geocoded salesyards in the US. Out of these, 257 returned our surveys on sales practices. In addition we obtained from the internet the total sales volume in US$ for 556 salesyards. We incorporated these data into the Davis Animal Disease Simulation model (DADS model). We developed an algorithm to sample stepwise data for salesyards for which we had incomplete or no information. We compared the impact of salesyard closure on FMD in California using the DADS model. For each simulated epidemic we recorded as outcome measures the epidemic duration, the total number of infected herds, the total number of culled herds, the total number of infected animals and the total number of culled animals. The outcome measures were compared among six scenarios (three different salesyard closure strategies times two different index herds). All salesyard closure strategies closed all salesyards when the first animal was diagnosed with FMD. The first strategy kept salesyards closed throughout the entire outbreak. In the other two strategies re-opened salesyards 50 or 100 days after the onset of the epidemic. Epidemics were either started in a small (<1000 head) or a large (>1000 head) dairy herd. 300 simulations were run for each scenario. Results from this project will will written up for publication in a peer reviewed journal. Additionally the resulting improvement to the DADS model parameter values will provide stake holders with a simulation model that better reflects real world scenarios. PARTICIPANTS: Nothing significant to report during this reporting period. TARGET AUDIENCES: Nothing significant to report during this reporting period. PROJECT MODIFICATIONS: Nothing significant to report during this reporting period.

          Impacts
          Our results showed generally large effects of the index herd on outbreak size but not outbreak duration. Epidemics that started in large dairy herds were approximately twice as big as epidemics that started in a small dairy herd but persisted for roughly the same duration. Re-opening salesyards had small effects on any outcome measure. These effects were not statistically detectable among the herd-level outcome measures despite the large sample size. This was true even when salesyards were re-opened after 50 days, a time when most epidemics were still active. Our results suggest that localized movement bans around known infected herds and rapid slaughter of diagnosed herds might be sufficient to bring an FMD epidemic under control. Re-opening salesyards before the end of an outbreak might be a viable option. More analysis is required to determine whether these results are robust for a range of starting conditions and model assumptions.

          Publications

          • No publications reported this period


          Progress 01/01/09 to 12/31/09

          Outputs
          OUTPUTS: Vaccination has been added to the Davis Animals Disease Simulation (DADS) model. Model users may determine the vaccination radius around diagnosed infected premises, to which species receive vaccination, time for vaccination to take effect in days, and vaccine efficacy. We chose to compare the impact of FMD vaccination for California and Indiana. The selected scenarios were as follows; 2 states (California, CA and Indiana, IN), 2 index premises types (dairy and swine) with and without vaccination for 8 total scenarios. Parameters included in the model were: 120 day cap on outbreak duration, vaccination radius 15km, vaccine only given to species of index premises type (i.e. for dairy index outbreaks, vaccination given only to dairies), time for vaccination to take effect 4 days, vaccine efficacy 80-90%. All data except for epidemic duration were transformed using square root and analyzed using ANOVA. Data were presented at the first Epidemics conference in December 2008 in Asilomar. Addition of vaccination to the simulation model allow us to now analyze various control strategies for decision makers. PARTICIPANTS: Data provided by the Indiana State Board of Animal Health. PI managed the project Analyst performed the data analysis and presented the finding at the Epidemics conference Analyst managed associated databases Analyst made necessary changes to the DADS model TARGET AUDIENCES: The research findings have been presented at academic conferences and in seminars to visiting international delegates. Carpenter, et al., "Modeling Foot-and-Mouth Disease (FMD) in the United States", Chinese Delegate Meeting, Davis, CA, March 12, 2009. Oral Presentation (R. Lopes et al.) - "Foot-and-mouth disease modeling in California: Direct and indirect contact rates among dairy herds". Epidemics conference, Asilomar, CA, Dec 1-3, 2008. Poster presentation (F. Mardones et al.) - "Duration of infectious and non-infectious periods for foot-and-mouth disease virus (FMDV) serotype O infection in cattle, pig, sheep, and goat". Epidemics conference, Asilomar, CA, Dec 1-3, 2008. Poster presentation (T. Carpenter et al.) - "A user friendly, simulation-based optimization model for epidemic disease control". Epidemics conference, Asilomar, CA, Dec 1-3, 2008. Poster presentation (C. Thunes et al.) - "A comparison of the effect of ring vaccination in controlling an outbreak of foot-and-mouth disease in California and Indiana". Epidemics conference, Asilomar, CA, Dec 1-3, 2008. PROJECT MODIFICATIONS: Not relevant to this project.

          Impacts
          Geographic location of an FMD outbreak as well as the type of index premises may impact the epidemic's magnitude. Decision makers therefore need a variety of control strategies that will be optimal in different situations. Vaccination was found to reduce epidemic length and total numbers of animals infected, however, constraints on vaccine availability may reduce overall effectiveness and this should be studied along with varying vaccination radii in order to ascertain the optimal strategies.

          Publications

          • Kobayashi M, RE Howitt, and TE Carpenter. (2009) Model could aid emergency response planning for foot-and-mouth disease outbreaks, California Agriculture, 63:137-142.
          • Marshall, E.S., T.E. Carpenter, and C. Thunes. (2009). Cattle movements and other contact rates among beef herds in California, with reference to the potential spread and control of foot-and-mouth disease, JAVMA Vol. 235, No. 5, 573-579 Dickey, B.F., T.E. Carpenter and S.M. Bartell, (2008). Use of heterogeneous operation-specific contact parameters changes predictions for foot-and-mouth disease outbreaks in complex simulation models. Prev Vet Med 87, 272-287.


          Progress 01/01/08 to 12/31/08

          Outputs
          OUTPUTS: Duration, number of infected premises and culled animals, and spatial distribution of infected herds, resulting from the simulated outbreaks, varied considerably among geographic regions, depending on index case type and location. Outbreaks beginning in the south region of California were consistently longest, while those beginning in the north region were shortest. The largest outbreaks resulted from index cases located in the south and valley regions, while outbreaks were the smallest when originating in the Sonoma or north regions. For all regions, when the index herd was a dairy, size and duration of the outbreak were consistently reduced with implementation of a 3-day or longer SWMB. PARTICIPANTS: Nothing significant to report during this reporting period. TARGET AUDIENCES: Nothing significant to report during this reporting period. PROJECT MODIFICATIONS: Nothing significant to report during this reporting period.

          Impacts
          Results show that following the introduction of FMDV from wild pigs into a dairy or beef herd, it could result in a large and rapidly spreading outbreak, potentially affecting large numbers of herds. The size and duration of the outbreak can be reduced with an SWMB; however, the impact is highly dependent on the index herd type and location.

          Publications

          • Pineda-Krch, M, O'Brien, J, Thunes, C, Carpenter, TE, 2009. Potential impact of an introduction of foot-and-mouth disease from wild pigs into commercial swine and dairy premises in California, submitted to American Journal of Veterinary Research, in press.


          Progress 01/01/07 to 12/31/07

          Outputs
          In 2005 a paper survey of livestock producers in California was performed. Approximately 5500 surveys were mailed out with assistance from state level livestock associations, with the mean response rate of approximately 30%. In addition an online survey was released nationally in 2006 to gather similar data on a national level. In 2007 a graphic user interface (GUI) was created for the model which allows non-programmers to run scenarios for various states. Presentations made during this period are given below; Invited Presentation - (T. Carpenter ) Foreign Animal Disease Modeling, University of California, Davis; UC Davis Goat Day Meeting, January 20, 2007, 150 attendees. Organizer - (T. Carpenter ) National FMD Model Comparison Workshop: Organizer, United States Department of Agriculture, Canadian Department of Agriculture, Lawrence Livermore National Laboratory, UC Davis, Davis, CA, Participant - (T. Carpenter ) DHS Annual University Network Summit on Research and Education: Participant, Department of Homeland Security Scientists, US University Researchers, Washington, DC, March 14 - 16, 2007, 250 attendees. Participant - (T. Carpenter) Criticality Study Workshop: Participant, DHS and National Center University Researchers, Kansas City, MO, April 3 - 4, 2007, 15 attendees. Invited Speaker (C.Thunes) - National Institute of Animal Agriculture ID Expo, Kansas City, MO, August 27 - 30, 2007, 350 - 400 attendees.

          Impacts
          The data collected have allowed direct and indirect parameters to be calculated for this larger geographic area and the model has been expanded to run for the state of California. Information gathered regarding movements of animals has resulted in a new shipping distance parameter. Responses are still being collected from the national survey and the model has been scaled up to run on the national level. Currently it is parameterized with the data collected in California; however, once the national data have been analyzed these will be used to make changes as necessary to model parameters. Simulation runs performed in California have looked at various scenarios including the use of alternative ring vaccination strategies, use of movement controls, the importance of knowing accurate livestock facility locations, and resource constraints for example limited amounts of vaccine. The model now runs on a 15-node computer cluster and measures were taken to increase the speed with which simulations run. As a result the model can not only be run at the state level but also nationally. Ring vaccination and surveillance strategies, and vaccination versus depopulation strategies have been evaluated. Model output suggests that vaccination is the optimal strategy if vaccination-to-live were an option. Vaccine constraints were identified and results suggest that when vaccine is limited, for an outbreak of FMD in California, vaccine should primarily be used to vaccinate dairy animals. Model validation with UK data is currently being done.

          Publications

          • Marshall, E.M., Carpenter, T.E, and Thurmond, M.C. 2007. Results of a survey of owners of miniature swine to characterize husbandry practices affecting risks of foreign animal disease. JAVMA. 230, 702-707.
          • Thunes, C., and Carpenter, T.E., . 2007. Biosecurity practices and travel history of individuals exhibiting livestock at the 2005 California State Fair. JAVMA. 231, 581-585.
          • Carpenter,T.E, Christiansen L.E, Dickey B.F., Thunes C., and Hullinger P. 2007. The Potential Impact of an Introduction of Foot-and-Mouth Disease into the California State Fair. JAVMA. 231, 1231-1235
          • Kobayashi M., B.F. Dickey, T.E. Carpenter, and R.E. Howitt. 2007. A dynamic optimal disease control model for foot-and-mouth disease. II. Model results and policy implications, Preventive Veterinary Medicine.
          • Dickey, B.F., T.E. Carpenter and S.M. Bartell. 2007 Parsimony in spatial simulation modeling of livestock disease I. The role of contact parameters, Preventive Veterinary Medicine.(Submitted)
          • Christiansen, L.E., and T.E. Carpenter. 2007. Comparing effectiveness of regional and circular intervention zones in case of a foot-and-mouth disease outbreak to be submitted to Preventive Veterinary Medicine or American Journal of Veterinary Research (In progress)
          • Kobayashi M., B.F. Dickey, T.E. Carpenter, and R.E. Howitt. 2007. A dynamic optimal disease control model for foot-and-mouth disease. I. Model description, Preventive Veterinary Medicine.
          • Christiansen, L.E., and T.E. Carpenter. 2007. An individually animal based intra-herd disease transmission model, to be submitted to Preventive Veterinary Medicine or American Journal of Veterinary Research. (In progress)


          Progress 01/01/06 to 12/31/06

          Outputs
          Alternative control strategies have been evaluated for application in California against FMD if it were introduced in the state. To date we have found that vaccination, if vaccinates were permitted to live, was the optimal strategy. Vaccine resource contraints have been identified.

          Impacts
          Identification of control strategy contraints will be identified.

          Publications

          • No publications reported this period


          Progress 01/01/05 to 12/31/05

          Outputs
          The FMD simulation model has undergone extensive revisions. Time to diagnosis of the index case has been made variable, local area spread is now encorporated in the model, regional (in addition to ring-based) controls are now permitted, and the model is currently modified to run on a computer cluster, greatly enhancing its speed. Contact data have been collected for California and they are being analyzed statistically. Results will be forthcoming.

          Impacts
          The spatial epidemic simulation model will be used to reduce the economic and health impact of foot-and-mouth disease if it were introduced into the United States.

          Publications

          • No publications reported this period


          Progress 01/01/04 to 12/31/04

          Outputs
          We have constructed a spatial disease simulation model that has been applied to foot-and-mouth disease (FMD) in a 3-county area in California. To date, premises have been geolocated and animal and movement patterns determined and statistically summarized. Simulation runs have been conducted to estimate the spread and control of FMD if it were to be introduced into that area. We are developing a questionnaire and geolocating additional livestock premises, throughout the state and will extend the model to that level. In the future, the model will be revised and data collected to simulate FMD spread and control on a nation wide level.

          Impacts
          We will have an estimate of the impact of FMD if it were introduced into the US. The impact will include animal numbers, by species and production type, that may be slaughtered or vaccinated. In addition, we will identify economically optimal ways of controlling or eradicating FMD if it were to enter the US.

          Publications

          • Carpenter TE, MC Thurmond and TW Bates. 2004. A simulation model of intra-herd transmission of foot and mouth disease virus with reference to disease spread before and after clinical diagnosis. J. Vet. Diagn. Inv. 16:10-15.
          • Bates TW, MC Thurmond and TE Carpenter. 2003. Description of an epidemic simulation model for use in evaluating strategies to control an outbreak of foot-and-mouth disease. A.J.V.R. 64:195-204.
          • Bates TW, MC Thurmond and TE Carpenter. 2003. Results of an epidemic simulation model to evaluate strategies to control an outbreak of foot-and-mouth disease. A.J.V.R. 64:205-210.
          • Bates TW, TE Carpenter and MC Thurmond. 2003. Benefit-cost analysis of vaccination and preemptive slaughter as means of eradicating foot-and-mouth disease. A.J.V.R. 64:805-812.