Causal inference study of PRRSV-MLV vaccine dosing effects on wean-to-finish performance during outbreaks
Porcine Reproductive and Respiratory Syndrome Virus (PRRSV) greatly impacts swine production, and vaccination is the main method for reducing its economic effects on grow-finish populations. To cut costs, some producers use half-doses of modified live virus (MLV) vaccines, but the effectiveness of t...
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Frontiers Media S.A.
2025-07-01
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| Series: | Frontiers in Veterinary Science |
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| Online Access: | https://www.frontiersin.org/articles/10.3389/fvets.2025.1575029/full |
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| author | Swaminathan Jayaraman Tyler Bauman Amy Maschhoff Caleb Shull Peng Li Edison Magalhaes Giovani Trevisan Daniel C. L. Linhares Chunlin Li Gustavo S. Silva |
| author_facet | Swaminathan Jayaraman Tyler Bauman Amy Maschhoff Caleb Shull Peng Li Edison Magalhaes Giovani Trevisan Daniel C. L. Linhares Chunlin Li Gustavo S. Silva |
| author_sort | Swaminathan Jayaraman |
| collection | DOAJ |
| description | Porcine Reproductive and Respiratory Syndrome Virus (PRRSV) greatly impacts swine production, and vaccination is the main method for reducing its economic effects on grow-finish populations. To cut costs, some producers use half-doses of modified live virus (MLV) vaccines, but the effectiveness of this approach during disease outbreaks is not well understood. This retrospective observational study used causal inference techniques to assess the impact of full-dose versus half-dose PRRSV-MLV vaccination on mortality and other key production outcomes in growing pigs experiencing PRRSV-2 outbreaks. Data analysis included 158 pig groups (47 nurseries, 111 finishing) from the Midwest United States that experienced PCR-confirmed PRRSV-2 outbreaks between 2021 and 2022, predominantly with L1C and L1A lineages. Mortality was established as the primary outcome, with cull rates, average daily gain, veterinary medicine costs, and percentage of grade A pigs at market as secondary outcomes. Using targeted maximum likelihood estimation (TMLE), a doubly robust causal inference technique, the study estimated the causal effects of vaccination dosage while accounting for potential confounders, including season, year, vaccine type, timing of vaccination, nursery stocking density, and presence of concurrent diseases. The analysis revealed distinct phase-specific effects: in the nursery, full-dose vaccination was associated with higher mortality difference (8.84, 95% CI: 4.7, 12.98) and increased veterinary costs (1.52 dollars/pig, 95% CI: 1.13, 1.91). However, in the finishing phase, full-dose vaccination significantly reduced the mortality difference (−3.40, 95% CI: −4.66, −2.29) despite slightly higher veterinary costs (0.47 dollars/pig, 95% CI: 0.03, 0.9). No significant differences between dosing strategies were observed in average daily gain, cull rates, or percentage of grade A pigs at the market. These findings suggest that while nursery groups vaccinated with full-dose had higher mortality and costs, it provided protective benefits during the economically critical finishing phase. For swine producers and veterinarians, these results indicate that the economic advantage of half-dose vaccination strategies should be carefully weighed against the increased mortality, particularly in systems with recurring PRRSV challenges. This study demonstrates the value of causal inference methods in analyzing real-world vaccination outcomes and provides evidence-based guidance for optimizing PRRSV vaccination protocols in commercial swine production. |
| format | Article |
| id | doaj-art-5ee172e68fac4df995a586c6f25c48b1 |
| institution | DOAJ |
| issn | 2297-1769 |
| language | English |
| publishDate | 2025-07-01 |
| publisher | Frontiers Media S.A. |
| record_format | Article |
| series | Frontiers in Veterinary Science |
| spelling | doaj-art-5ee172e68fac4df995a586c6f25c48b12025-08-20T03:15:26ZengFrontiers Media S.A.Frontiers in Veterinary Science2297-17692025-07-011210.3389/fvets.2025.15750291575029Causal inference study of PRRSV-MLV vaccine dosing effects on wean-to-finish performance during outbreaksSwaminathan Jayaraman0Tyler Bauman1Amy Maschhoff2Caleb Shull3Peng Li4Edison Magalhaes5Giovani Trevisan6Daniel C. L. Linhares7Chunlin Li8Gustavo S. Silva9Department of Veterinary Diagnostic and Production Animal Medicine, College of Veterinary Medicine, Iowa State University, Ames, IA, United StatesThe Maschhoffs Ltd., Carlyle, IL, United StatesThe Maschhoffs Ltd., Carlyle, IL, United StatesThe Maschhoffs Ltd., Carlyle, IL, United StatesDepartment of Veterinary Diagnostic and Production Animal Medicine, College of Veterinary Medicine, Iowa State University, Ames, IA, United StatesDepartment of Animal Science, College of Agriculture and Life Sciences, Iowa State University, Ames, IA, United StatesDepartment of Veterinary Diagnostic and Production Animal Medicine, College of Veterinary Medicine, Iowa State University, Ames, IA, United StatesDepartment of Veterinary Diagnostic and Production Animal Medicine, College of Veterinary Medicine, Iowa State University, Ames, IA, United StatesDepartment of Statistics, College of Liberal Arts and Sciences, Iowa State University, Ames, IA, United StatesDepartment of Veterinary Diagnostic and Production Animal Medicine, College of Veterinary Medicine, Iowa State University, Ames, IA, United StatesPorcine Reproductive and Respiratory Syndrome Virus (PRRSV) greatly impacts swine production, and vaccination is the main method for reducing its economic effects on grow-finish populations. To cut costs, some producers use half-doses of modified live virus (MLV) vaccines, but the effectiveness of this approach during disease outbreaks is not well understood. This retrospective observational study used causal inference techniques to assess the impact of full-dose versus half-dose PRRSV-MLV vaccination on mortality and other key production outcomes in growing pigs experiencing PRRSV-2 outbreaks. Data analysis included 158 pig groups (47 nurseries, 111 finishing) from the Midwest United States that experienced PCR-confirmed PRRSV-2 outbreaks between 2021 and 2022, predominantly with L1C and L1A lineages. Mortality was established as the primary outcome, with cull rates, average daily gain, veterinary medicine costs, and percentage of grade A pigs at market as secondary outcomes. Using targeted maximum likelihood estimation (TMLE), a doubly robust causal inference technique, the study estimated the causal effects of vaccination dosage while accounting for potential confounders, including season, year, vaccine type, timing of vaccination, nursery stocking density, and presence of concurrent diseases. The analysis revealed distinct phase-specific effects: in the nursery, full-dose vaccination was associated with higher mortality difference (8.84, 95% CI: 4.7, 12.98) and increased veterinary costs (1.52 dollars/pig, 95% CI: 1.13, 1.91). However, in the finishing phase, full-dose vaccination significantly reduced the mortality difference (−3.40, 95% CI: −4.66, −2.29) despite slightly higher veterinary costs (0.47 dollars/pig, 95% CI: 0.03, 0.9). No significant differences between dosing strategies were observed in average daily gain, cull rates, or percentage of grade A pigs at the market. These findings suggest that while nursery groups vaccinated with full-dose had higher mortality and costs, it provided protective benefits during the economically critical finishing phase. For swine producers and veterinarians, these results indicate that the economic advantage of half-dose vaccination strategies should be carefully weighed against the increased mortality, particularly in systems with recurring PRRSV challenges. This study demonstrates the value of causal inference methods in analyzing real-world vaccination outcomes and provides evidence-based guidance for optimizing PRRSV vaccination protocols in commercial swine production.https://www.frontiersin.org/articles/10.3389/fvets.2025.1575029/fullporcine reproductive and respiratory syndrome virusmodified live virus vaccinescausal inferenceTMLEswine productionvaccine efficacy |
| spellingShingle | Swaminathan Jayaraman Tyler Bauman Amy Maschhoff Caleb Shull Peng Li Edison Magalhaes Giovani Trevisan Daniel C. L. Linhares Chunlin Li Gustavo S. Silva Causal inference study of PRRSV-MLV vaccine dosing effects on wean-to-finish performance during outbreaks Frontiers in Veterinary Science porcine reproductive and respiratory syndrome virus modified live virus vaccines causal inference TMLE swine production vaccine efficacy |
| title | Causal inference study of PRRSV-MLV vaccine dosing effects on wean-to-finish performance during outbreaks |
| title_full | Causal inference study of PRRSV-MLV vaccine dosing effects on wean-to-finish performance during outbreaks |
| title_fullStr | Causal inference study of PRRSV-MLV vaccine dosing effects on wean-to-finish performance during outbreaks |
| title_full_unstemmed | Causal inference study of PRRSV-MLV vaccine dosing effects on wean-to-finish performance during outbreaks |
| title_short | Causal inference study of PRRSV-MLV vaccine dosing effects on wean-to-finish performance during outbreaks |
| title_sort | causal inference study of prrsv mlv vaccine dosing effects on wean to finish performance during outbreaks |
| topic | porcine reproductive and respiratory syndrome virus modified live virus vaccines causal inference TMLE swine production vaccine efficacy |
| url | https://www.frontiersin.org/articles/10.3389/fvets.2025.1575029/full |
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