Causal inference study of PRRSV-MLV vaccine dosing effects on wean-to-finish performance during outbreaks

dc.contributor.author Jayaraman, Swaminathan
dc.contributor.author Bauman, Tyler
dc.contributor.author Maschhoff, Amy
dc.contributor.author Shull, Caleb
dc.contributor.author Li, Peng
dc.contributor.author Magalhaes, Edison
dc.contributor.author Trevisan, Giovani
dc.contributor.author Linhares, Daniel
dc.contributor.author Li, Chunlin
dc.contributor.author Silva, Gustavo
dc.contributor.department Department of Statistics (CALS)
dc.contributor.department Department of Animal Science
dc.contributor.department College of Veterinary Medicine
dc.contributor.department College of Liberal Arts and Sciences
dc.contributor.department College of Agriculture and Life Sciences
dc.contributor.department Department of Veterinary Diagnostic and Production Animal Medicine
dc.date.accessioned 2025-07-25T17:31:24Z
dc.date.available 2025-07-25T17:31:24Z
dc.date.issued 2025-07-24
dc.description.abstract 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.
dc.description.comments This article is published as Jayaraman, Swaminathan, Tyler Bauman, Amy Maschhoff, Caleb Shull, Peng Li, Edison Magalhaes, Giovani Trevisan, Daniel CL Linhares, Chunlin Li, and Gustavo S. Silva. "Causal inference study of PRRSV-MLV vaccine dosing effects on wean-to-finish performance during outbreaks." Frontiers in Veterinary Science 12: 1575029. doi: https://doi.org/10.3389/fvets.2025.1575029.
dc.identifier.uri https://dr.lib.iastate.edu/handle/20.500.12876/6wBlaMmr
dc.language.iso en
dc.publisher Frontiers in Veterinary Science
dc.rights © 2025 The Authors. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
dc.source.uri https://doi.org/10.3389/fvets.2025.1575029 *
dc.subject.disciplines DegreeDisciplines::Medicine and Health Sciences::Veterinary Medicine::Veterinary Infectious Diseases
dc.subject.disciplines DegreeDisciplines::Medicine and Health Sciences::Diseases::Animal Diseases
dc.subject.disciplines DegreeDisciplines::Medicine and Health Sciences::Chemicals and Drugs::Chemical Actions and Uses
dc.subject.keywords porcine reproductive and respiratory syndrome virus
dc.subject.keywords modified live virus vaccines
dc.subject.keywords causal inference
dc.subject.keywords TMLE
dc.subject.keywords swine production
dc.subject.keywords vaccine efficacy
dc.title Causal inference study of PRRSV-MLV vaccine dosing effects on wean-to-finish performance during outbreaks
dc.type article
dc.type.genre article
dspace.entity.type Publication
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