| Literature DB >> 25178303 |
Haifeng Zhang1, Hiroichi Kono1, Satoko Kubota1.
Abstract
The purposes of this study are to assess pig farmers' preference for highly pathogenic porcine reproductive and respiratory syndrome (PRRS) vaccine, and estimate the cost and benefit of PRRS vaccination in Vietnam. This study employed an integrated epidemiological and economic analysis which combined susceptible-infectious-recovered (SIR) model, choice experiment (CE) and cost-benefit analysis (CBA) together. The result of SIR model showed the basic reproduction number (R0) of PRRS transmission in this study is 1.3, consequently, the optimal vaccination percentage is 26%. The results of CE in this study indicate that Vietnam pig farmers are showing a high preference for the PRRS vaccine. However, their mean willingness to pay is lower than the potential cost of PRRS vaccine. It can be considered to be one of the reasons that the PRRS vaccination ratio is still low in Vietnam. The results of CBA specified from the whole society's point of view (Social perspective), the benefits of PRRS vaccination are 2.3 to 4.5 times larger than the costs. To support policy making for increasing the PRRS vaccination proportion, this study indicates two ways to increase the vaccination proportion: i) decrease vaccine price by providing a subsidy, ii) provide compensation of culling only for PRRS vaccinated pigs.Entities:
Keywords: Choice Experiment; Cost-Benefit Analysis; Porcine Reproductive and Respiratory Syndrome; Susceptible-infectious-recovered Model; Vietnam
Year: 2014 PMID: 25178303 PMCID: PMC4150184 DOI: 10.5713/ajas.2014.14060
Source DB: PubMed Journal: Asian-Australas J Anim Sci ISSN: 1011-2367 Impact factor: 2.509
Attributes and levels for designing choice experiment questions in questionnaire
| Attributes | Levels |
|---|---|
| Vaccine administration | Accept = 1, Not accept = 0 |
| Price of vaccine (VND) | 30,000, 40,000, 50,000 |
| Compensation (%) | 25, 50, 75, 100 |
VND, Vietnam Dong.
Hypotheses in choice experiment question
| Hypotheses | Explanation |
|---|---|
| Vaccine efficacy 90% | This vaccine was developed in Vietnam. If the pigs were vaccinated, over 90% of vaccinated pigs can be prevented from PRRS outbreaks |
| Certification | Pigs can get a PRRS-free certification when administered with the PRRS vaccination. And with this certification, pigs can be sold at a higher market price. |
| Compensation | After administering the vaccination, and if a PRRS outbreak occurs, farmers can get compensation from the government. But if the vaccination was not administered, then even if an outbreak occurs, the farmers cannot get any compensation. |
| Price | Dose per pig price. Veterinary service charge is included |
PRRS, porcine reproductive and respiratory syndrome.
Figure 1Flow diagram of the SIR model for PRRS control. SIR, susceptible infected recovered; PRRS, porcine reproductive and respiratory syndrome.
Variables used for cost-benefit analysis
| Items | SO in 2008 | SV | ||
|---|---|---|---|---|
|
|
| |||
| Value | Source | Value | Source | |
| ① Vaccine cost (VND/head) | 0 | - | 40,000 | Expert opinion, 2013 |
| ② Total pig population (head) | 28,900 | Field survey, 2012 | 28,900 | Field survey, 2012 |
| ③ Average body weight of culled pigs (kg) | 50.1 | Field survey, 2012 | 50.1 | Field survey, 2012 |
| ④ Market price of finishing pigs (VND/kg) | 38,000 | MARD | 38,000 | MARD |
| ⑤ Number of culled pigs (heads) | 2,441 | Field survey, 2012 | SIR model | |
| ⑥ Number of vaccinated pigs (heads) | 0 | - | SIR model | |
| ⑦ Compensation for vaccine (VND/pig) | 0 | - | CE | |
| ⑧ Compensation for culling (% of market price of cull pigs) | 70 | Field survey, 2012 | CE | |
| ⑨ Loss of PRRS infection (Million VND) | 1,590 | Field survey, 2012 | =③×(④–⑦)×⑤ | SIR model |
SO, stamping out; SV, strategic vaccination; VND, Vietnam Dong; MARD, Ministry of Agriculture and Rural Development; CE, choice experiment; PRRS, porcine reproductive and respiratory syndrome.
MARD set up the market price of pig (38,000 VND/kg) for subsidy calculation (Regulation No.719, June 5th, 2008)
Based on the survey data, in detail refer to Zhang et al. (2013).
Costs benefit analysis of PRRS vaccination proportion
| Cost item | Outbreak in 2008 (i) | SV(ii) | Difference (ii–i) |
|---|---|---|---|
| Private perspective | |||
| ① Government provide compensation for vaccine | |||
| Farmer’s expenditure (Million VND) | 0 | (40,000–⑦)×⑥ | (A) Cost of SV |
| Disease loss (Million VND) | 1,590 | ③×④×⑤ | (B) Benefit of SV |
| Benefit/cost (B/C) ratio | - | - | (B)/(A) |
| ② Government provide compensation for culling infected pigs | |||
| Farmer’s expenditure | 0 | 40,000×⑥ | (A) Cost of SV |
| Disease loss | 1,590 | ③×(④–⑦)×⑤ | (B) Benefit of SV |
| Benefit/cost (B/C) ratio | - | - | (B)/(A) |
| Social perspective | |||
| Expenditure | 0 | ①×⑥ | (A) Cost of SV |
| Disease loss | 4,647 | ③×④×⑤ | (B) Benefit of SV |
| Benefit/cost (B/C) ratio | - | - | (B)/(A) |
PRRS, porcine reproductive and respiratory syndrome; SV, strategic vaccination; VND, Vietnam Dong.
The number (①,②…⑦) in Table 5 correspond to the same number in Table 4.
Random parameter logit estimates for PRRS vaccination
| Coefficient ( | |||
|---|---|---|---|
|
| |||
| Non-outbreak | Outbreak | Pooled sample | |
| Vaccine | 4.11(2.13)** | 5.09(2.11)** | 4.56(3.34)*** |
| Compensation | 2.34(10.52)*** | 2.50(16.54)*** | 2.41(18.26)*** |
| Price | −0.000125(−2.41)** | −0.000142(−2.87)*** | −0.000129(−3.75)*** |
| Standard deviation of parameter distributions ( | |||
| Vaccine | 2.28(2.24)** | 0.47(0.81) | 0.43(1.79)* |
| Compensation | 0.64(2.77)*** | 0.81(11.08)*** | 0.79(9.75)*** |
| Log-likelihood | −87.07 | −81.57 | −177.45 |
| McFadden pseudo- | 0.74 | 0.75 | 0.74 |
| n (respondents) | 51 | 50 | 101 |
| n (choices) | 306 | 300 | 606 |
PRRS, porcine reproductive and respiratory syndrome.
Statistical significance levels, *** 1%; ** 5%; * 10%. Corresponding t-ratios are shown in parentheses.
Choice experiment estimates of WTP for PRRS vaccination
| WTP (Standard error, VND) | |||
|---|---|---|---|
|
| |||
| Vaccine administration | For 1% increasing of compensation | Sample size | |
| Non-outbreak | 32,892(8,309)*** | 187(68)*** | 51 |
| Outbreak | 35,764(9,759)*** | 176(55)*** | 50 |
| Pooled sample | 35,243(5,101)*** | 187(44)*** | 101 |
WTP, willingness to pay; PRRS, porcine reproductive and respiratory syndrome; VND, Vietnam Dong.
Statistical significance levels: ***1%; **5%; *10%. Corresponding standard errors are shown in parentheses
Random parameter logit estimates of farmer’s preferences for PRRS vaccination
| Price (VND) | Compensation 0% | Compensation (%) | Price = 40,000 VND | ||
|---|---|---|---|---|---|
|
|
| ||||
| Probability (%) | Probability (%) | ||||
| 70,000 | 0.35 | 0.715 | 0 | 18.66 | 2.265 ** |
| 65,000 | 0.72 | 0.810 | 10 | 22.66 | 2.418 ** |
| 60,000 | 1.42 | 0.934 | 20 | 27.22 | 2.609 *** |
| 55,000 | 2.80 | 1.103 | 30 | 32.34 | 2.846 *** |
| 50,000 | 5.44 | 1.344 | 40 | 37.90 | 3.148 *** |
| 45,000 | 10.30 | 1.705 * | 50 | 43.81 | 3.529 *** |
| 40,000 | 18.66 | 2.265 ** | 60 | 49.89 | 4.014 *** |
| 35,000 | 31.42 | 3.109 *** | 70 | 55.98 | 4.633 *** |
| 30,000 | 47.79 | 4.243 *** | 80 | 61.89 | 5.424 *** |
| 25,000 | 64.65 | 5.705 *** | 90 | 67.47 | 6.437 *** |
| 20,000 | 78.51 | 7.907 *** | 100 | 72.60 | 7.738 *** |
| 15,000 | 87.95 | 11.676 *** | |||
| 10,000 | 93.58 | 18.331 *** | |||
| 5,000 | 96.68 | 30.156 *** | |||
PRRS, porcine reproductive and respiratory syndrome; VND, Vietnam Dong; SIR, susceptible infected recovered.
Statistical significance levels, *** 1%; ** 5%; * 10%.
We selected the values from ‘Probability’ as the vaccination proportion ‘θ’ in SIR model.
Cost benefit analysis of alternative PRRS vaccination programs
| SO in 2008 | Scenario 1, θ>26% | Scenario 2, θ>68% | |||
|---|---|---|---|---|---|
|
|
|
| |||
| No vaccination | Alternative 1 | Alternative 2 | Alternative 3 | Alternative 4 | |
| Price of vaccine (VND) | Non vaccine | 40,000 | 40,000 | 40,000 | 40,000 |
| Subsidy for reducing vaccine price (VND/pig) | 0 | 5,000 | 0 | 20,000 | 0 |
| Compensation for culling infected pigs (% of market price of culled pigs) | 70 | 0 | 20 | 0 | 100 |
| Vaccination (%) | 0 | 31.42 | 27.22 | 78.51 | 72.60 |
| Vaccinated number (head) | 0 | 22,613 | 19,797 | 49,779 | 46,826 |
| Culled number (head) | 2,441 | 287 | 574 | 24 | 27 |
PRRS, porcine reproductive and respiratory syndrome; VND, Vietnam Dong; SIR, susceptible infected recovered.
To distinguish the ‘government expenditure for reducing the vaccine price’ and the ‘government expenditure for culling infected pigs’, we use the word ‘Subsidy’ to present the ‘government expenditure for reducing the vaccine price’, and use the word ‘Compensation’ to present the ‘government expenditure for culling infected pigs’.
Numbers of vaccinated pigs and culled pigs were estimated by modified SIR model.
Costs-benefit analysis of SV
| Private perspective | |||||
|---|---|---|---|---|---|
|
| |||||
| SO in 2008 | Alternative 1 | Alternative 2 | Alternative 3 | Alternative 4 | |
| Items | |||||
| ① Number of vaccinated pigs | 0 | 22,613 | 19,797 | 49,779 | 46,826 |
| ② Subsidy (VND/pig) | 0 | 5,000 | 0 | 20,000 | 0 |
| ③ Compensation (Percentage of market price of culled pigs) | 70 | 0 | 20 | 0 | 100 |
| ④ Vaccine cost (= [40,000–②]/head) | No vaccine | 35,000 | 40,000 | 20,000 | 40,000 |
| ⑤ Cost of SV = ①×④ (Million VND) | 0 | 791 | 792 | 996 | 1,873 |
| ⑥ Number of culled pigs | 2,441 | 287 | 574 | 24 | 27 |
| ⑦ Average body weight of culled pigs (kg) | 50.1 | 50.1 | 50.1 | 50.1 | 50.1 |
| ⑧ Market price of finishing pigs (VND/kg) | 38,000 | 38,000 | 38,000 | 38,000 | 38,000 |
| ⑨ Compensation = ③×⑧ (VND/kg) | 25,000 | 0 | 7,600 | 0 | 38,000 |
| ⑩ Loss from PRRS infection = ⑥×⑦×(⑧–⑨) (Million VND) | 1,590 | 546 | 874 | 46 | 0 |
| ⑪ Benefit of SV (Million VND) | - | 1,044 | 716 | 1,544 | 1,590 |
| Benefit-cost (B/C) ratio = ⑪/⑤ | 0.69 | 0.90 | 1.55 | 0.85 | |
| Social perspective | |||||
| ⑫ Expenditure = ⑬×40,000 (Million VND) | 0 | 905 | 792 | 1,991 | 1,873 |
| ⑬ Cost of SV (Million VND) | 0 | 905 | 792 | 1,991 | 1,873 |
| ⑭ Loss from PRRS infection = ③×④×⑤ (Million VND) | 4,647 | 546 | 1,092 | 46 | 51 |
| ⑮ Benefit of SV (Million VND) | - | 4,101 | 3,555 | 4.601 | 4.596 |
| Benefit-cost (B/C) ratio = ⑮/⑬ | 4.53 | 4.49 | 2.31 | 2.45 | |
| Total compensation that government provided | |||||
| Total compensation (Million VND) = ⑥×⑦×⑨ | 3,057 | - | 218 | - | 51 |
| Total subsidy (Million VND) = ①×② | - | 113 | - | 996 | - |
| Government budget savings (Million VND) | 2,944 | 2,839 | 2,061 | 3,006 | |
| Government budget savings (In percentage) | 96 | 93 | 67 | 98 | |
SV, strategic vaccination; SO, stamping out; VND, Vietnam Dong; PRRS, porcine reproductive and respiratory syndrome.
See note 1) in Table 9.
1,044 (= 1,590–546), it is the difference between the disease loss in SO in 2008 (1,590), and the disease loss in Alternative 1 (546), and so forth.
See note 1) in Table 9.
Similar calculation in note 2).
2,944 (= 3,057–113). It is the difference between the government compensation for SO in 2008 (3,057), and the government compensation for SV in alternative 1, and so forth.
96% = (2,944/3,057)×100%. It is the percentage of ‘Government budget saving (Million VND)’ over ‘Total compensation provision of SO in 2008’.
Definitions of variables in SIR model
| Symbol | Unit | Definition | Estimate | Source |
|---|---|---|---|---|
| Head | Susceptible population | Initial = 28,899 | Field survey, 2012 | |
| Head | Infectious population | Initial = 1 | - | |
| Head | Recovered population | Initial = 0 | - | |
| Head | Total population | Initial = 28.900 | Field survey, 2012 | |
| Head | Total number of vaccinated pigs | Estimated from | - | |
| Head | Total number of infected and culled pigs | Estimated from | - | |
| Day−1 | Daily transmission coefficient | 0.21 | MCMC | |
| Day−1 | Daily recruitment rate | 0.0075 | Field survey, 2012 | |
| Day−1 | Vaccination proportion | Estimated from | - | |
| Day−1 | Resume rate | 0.001 | Field survey, 2012 | |
| Day−1 | Recovery rate | 0.017 | ||
| Day−1 | Daily culling rate | 0.143 | Field survey, 2012 | |
| Day−1 | Daily exit rate | 0.0075 | Field survey, 2012 | |
| Day−1 | Vaccine efficacy | 0.9 | Field survey, 2012 | |
| Day−1 | Vaccination proportion reproductive sows | 0.000135 |
SIR, susceptible infected recovered; PRRS, porcine reproductive and respiratory syndrome.
The parameter was derived from the epidemiological data, and Markov Chain Monte Carlo was applied (See note 15).
Daily recruitment rate is the reciprocal number of breeding days (112 days field survey [2012]) times the proportion of the fattening pigs, and plus the reciprocal number of lifetime of sow (3.5 years, Roessler et al. [2009]), times the proportion of the sows in the total population. The total pig population is estimated as 28,900 head, and sow number is estimated as 5,000 head (Field survey, 2012).
α indicates the probability that PRRS-immunized pigs lose their immunization (expert opinion, 0.1% of the vaccinated pigs will lose their immunity per day).
Daily recovery rate is the reciprocal number of infectious periods (60 days, Wills et al. [2002]).
Daily culling rate is the reciprocal number of the time period between the infected and culled pig (7 days, Field survey [2012]).
Daily exit rate is same as the daily recruitment rate (ϕ)(also see assumption ④ in SIR model).
Vaccine efficacy h is the proportion vaccination who obtains immunity; 1-h is the proportion of complete failures among the vaccinated. (also see note 8).
π is the reciprocal of the lifetime of a sow (=3.5 years), times the proportion of sows in total population (= 5,000/28,900).