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Nonlinear disease tolerance curves reveal distinct components of host responses to viral infection
Vanika Gupta1, Pedro F Vale1,2
1Institute of Evolutionary Biology, School of Biological Sciences, University of Edinburgh, EH9 3FL Edinburgh, UK.
Abstract:
The ability to tolerate infection is a key component of host defence and offers potential novel therapeutic approaches for infectious diseases. To yield successful targets for therapeutic intervention, it is important that the analytical tools employed to measure disease tolerance are able to capture distinct host responses to infection. Here, we show that commonly used methods that estimate tolerance as a linear relationship should be complemented with more flexible, nonlinear estimates of this relationship which may reveal variation in distinct components such as host vigour, sensitivity to increases in pathogen loads, and the severity of the infection. To illustrate this, we measured the survival of Drosophila melanogaster carrying either a functional or non-functional regulator of the JAK-STAT immune pathway (G9a) when challenged with a range of concentrations of Drosophila C virus (DCV). While classical linear model analyses indicated that G9a affected tolerance only in females, a more powerful nonlinear logistic model showed that G9a mediates viral tolerance to different extents in both sexes. This analysis also revealed that G9a acts by changing the sensitivity to increasing pathogen burdens, but does not reduce the ultimate severity of disease. These results indicate that fitting nonlinear models to host health-pathogen burden relationships may offer better and more detailed estimates of disease tolerance.
Insights
Disease tolerance, crucial for host defense, requires advanced analytical methods. Nonlinear models reveal G9a
Area of Science:
- Host-pathogen interactions
- Immunology
- Genetics
Background:
- Disease tolerance is vital for host defense against infections.
- Accurate measurement of disease tolerance is essential for developing new therapies.
- Current analytical methods may not fully capture complex host responses.
Purpose of the Study:
- To evaluate the effectiveness of nonlinear models in assessing disease tolerance.
- To investigate the role of G9a in the JAK-STAT immune pathway in disease tolerance.
- To compare linear and nonlinear modeling approaches for analyzing host health-pathogen burden relationships.
Main Methods:
- Studied survival of Drosophila melanogaster with functional or non-functional G9a.
- Challenged fruit flies with varying concentrations of Drosophila C virus (DCV).
- Applied both linear and nonlinear logistic regression models to analyze data.
Main Results:
- Linear models suggested G9a influenced tolerance only in females.
- Nonlinear models revealed G9a impacts viral tolerance in both sexes.
- G9a modifies host sensitivity to pathogen load but not disease severity.
Conclusions:
- Nonlinear models provide more detailed insights into disease tolerance mechanisms.
- G9a plays a sex-specific role in modulating host response to viral infection.
- Advanced modeling is crucial for understanding host-pathogen dynamics and therapeutic targets.
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