Capturing complex vaccine-immune-disease relationships for free-ranging koalas: higher chlamydial loads are associated with less IL17 expression and more chlamydial disease
Methods: We created a priori hypotheses based on data sources and perceived direct and indirect interactions from koalas vaccinated 6 months prior. Each hypothesis was tested as a structural equation model separately for either the urogenital or the ocular site to evaluate possible causality among measured variables. Model averaging was used as multiple models fit the data, and the strength of relationships was examined through averaged coefficients and the raw data.
Results: We found more relationships in urogenital models as compared to ocular models, particularly those with interleukin 17 (IL17) mRNA expression compared to models with interferon gamma (IFNγ) expression. In the averaged model with IL17, urogenital chlamydial load was positively associated with disease and negatively associated with IL17 expression. MOMP vaccination had a trending effect for reducing urogenital chlamydial load and also had a strong effect on increasing IL17 expression. Not surprisingly, urogenital chlamydial load was a positive predictor for the development of urogenital disease at 6 months post-vaccination.
Conclusions: Despite multiple potential sources of variation owing to the koalas in this study being free-ranging, our analyses provide unique insights into the effects of vaccinating against Chlamydia. Using structural equation modeling, this study has helped illuminate that the expression of the immune cytokine IL17 is linked to MOMP vaccination, and animals with a high urogenital chlamydial load expressed less IL17 and were more likely to develop disease, enhancing previous investigations. Going beyond univariate statistics, the methods used in this study can be applied to other preclinical vaccination experiments to identify important direct and indirect factors underpinning the effects of a vaccine.
Funding
Australian Research Council
Dreamworld
Endeavour Veterinary Ecology Pty Ltd
Lone Pine Koala Sanctuary
Moreton Bay Regional Council
University of the Sunshine Coast
Zoo and Aquarium Association Inc
History
Publication title
Frontiers in Veterinary ScienceVolume
7Pagination
1-12ISSN
2297-1769Department/School
School of Natural SciencesPublisher
Frontiers Research FoundationPlace of publication
SwitzerlandRights statement
Copyright 2020 Lizárraga, Timms, Quigley, Hanger and Carver Licensed under Creative Commons Attribution 4.0 International (CC BY 4.0) https://creativecommons.org/licenses/by/4.0/Repository Status
- Open