Capturing Complex Vaccine-Immune-Disease Relationships for Free-Ranging Koalas: Higher Chlamydial Loads Are Associated With Less IL17 Expression and More Chlamydial Disease

Background: Chlamydial disease is a major factor negatively affecting koala populations. Vaccination is a promising management option that would result in immune-mediated protection against disease. Measuring and assessing vaccine efficacy can be challenging owing to both direct and indirect interac...

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Main Authors: David Lizárraga, Peter Timms, Bonnie L. Quigley, Jon Hanger, Scott Carver
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-09-01
Series:Frontiers in Veterinary Science
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fvets.2020.530686/full
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spelling doaj-cc9114e4e54048cba708baae276f07a82020-11-25T03:47:56ZengFrontiers Media S.A.Frontiers in Veterinary Science2297-17692020-09-01710.3389/fvets.2020.530686530686Capturing Complex Vaccine-Immune-Disease Relationships for Free-Ranging Koalas: Higher Chlamydial Loads Are Associated With Less IL17 Expression and More Chlamydial DiseaseDavid Lizárraga0David Lizárraga1Peter Timms2Bonnie L. Quigley3Jon Hanger4Scott Carver5School of Natural Sciences, University of Tasmania, Hobart, TAS, AustraliaGenecology Research Centre, School of Science and Engineering, University of Sunshine Coast, Sippy Downs, QLD, AustraliaGenecology Research Centre, School of Science and Engineering, University of Sunshine Coast, Sippy Downs, QLD, AustraliaGenecology Research Centre, School of Science and Engineering, University of Sunshine Coast, Sippy Downs, QLD, AustraliaEndeavour Veterinary Ecology Pty Ltd., Toorbul, QLD, AustraliaSchool of Natural Sciences, University of Tasmania, Hobart, TAS, AustraliaBackground: Chlamydial disease is a major factor negatively affecting koala populations. Vaccination is a promising management option that would result in immune-mediated protection against disease. Measuring and assessing vaccine efficacy can be challenging owing to both direct and indirect interactions caused by vaccination. In this study, we investigate vaccine-immune-chlamydial load-disease relationships from MOMP (major outer membrane protein) vaccine trials to protect healthy free-ranging koalas against Chlamydia-related diseases.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.https://www.frontiersin.org/article/10.3389/fvets.2020.530686/fullstructural equation modelChlamydiavaccinekoalacytokine
collection DOAJ
language English
format Article
sources DOAJ
author David Lizárraga
David Lizárraga
Peter Timms
Bonnie L. Quigley
Jon Hanger
Scott Carver
spellingShingle David Lizárraga
David Lizárraga
Peter Timms
Bonnie L. Quigley
Jon Hanger
Scott Carver
Capturing Complex Vaccine-Immune-Disease Relationships for Free-Ranging Koalas: Higher Chlamydial Loads Are Associated With Less IL17 Expression and More Chlamydial Disease
Frontiers in Veterinary Science
structural equation model
Chlamydia
vaccine
koala
cytokine
author_facet David Lizárraga
David Lizárraga
Peter Timms
Bonnie L. Quigley
Jon Hanger
Scott Carver
author_sort David Lizárraga
title Capturing Complex Vaccine-Immune-Disease Relationships for Free-Ranging Koalas: Higher Chlamydial Loads Are Associated With Less IL17 Expression and More Chlamydial Disease
title_short Capturing Complex Vaccine-Immune-Disease Relationships for Free-Ranging Koalas: Higher Chlamydial Loads Are Associated With Less IL17 Expression and More Chlamydial Disease
title_full Capturing Complex Vaccine-Immune-Disease Relationships for Free-Ranging Koalas: Higher Chlamydial Loads Are Associated With Less IL17 Expression and More Chlamydial Disease
title_fullStr Capturing Complex Vaccine-Immune-Disease Relationships for Free-Ranging Koalas: Higher Chlamydial Loads Are Associated With Less IL17 Expression and More Chlamydial Disease
title_full_unstemmed Capturing Complex Vaccine-Immune-Disease Relationships for Free-Ranging Koalas: Higher Chlamydial Loads Are Associated With Less IL17 Expression and More Chlamydial Disease
title_sort capturing complex vaccine-immune-disease relationships for free-ranging koalas: higher chlamydial loads are associated with less il17 expression and more chlamydial disease
publisher Frontiers Media S.A.
series Frontiers in Veterinary Science
issn 2297-1769
publishDate 2020-09-01
description Background: Chlamydial disease is a major factor negatively affecting koala populations. Vaccination is a promising management option that would result in immune-mediated protection against disease. Measuring and assessing vaccine efficacy can be challenging owing to both direct and indirect interactions caused by vaccination. In this study, we investigate vaccine-immune-chlamydial load-disease relationships from MOMP (major outer membrane protein) vaccine trials to protect healthy free-ranging koalas against Chlamydia-related diseases.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.
topic structural equation model
Chlamydia
vaccine
koala
cytokine
url https://www.frontiersin.org/article/10.3389/fvets.2020.530686/full
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