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Journal article

Predicting IFN-γ responses after BCG vaccination in humans from macaques: A proof-of-concept study of Immunostimulation/Immunodynamic modelling methods

Abstract:

Introduction

Macaques play a central role in human tuberculosis(TB) vaccine development. Immune and challenge responses differ across macaque and human subpopulations. We determined which macaque subpopulations best predicted immune responses in different human subpopulations, using novel immunostimulation/immunodynamic modelling methods in a proof of concept study.

Methods

Data on IFN-γ secreting CD4+ T cells over time after recent BCG vaccination were available for 55 humans and 81 macaques. Human population covariates were: baseline BCG vaccination status, time since BCG vaccination, gender and monocyte/lymphocyte cell count ratio. The macaque population covariate was colony of origin. A two-compartment mathematical model describing the dynamics of the post-BCG IFN-γ T cell response was calibrated to these data using nonlinear mixed effects methods. The model was calibrated to macaque and human data separately. The association between subpopulations and BCG immune response in each species was assessed. Which macaque subpopulations best predicted immune responses in different human subpopulations was identified using Bayesian Information Criteria.

Results

Macaque colony and human baseline-BCG status were significantly (p<0.05) associated with BCG-induced immune response. For baseline-BCG-naïve humans, Indonesian cynomolgus macaques and Indian rhesus macaques best predicted immune response. For baseline-BCG-vaccinated humans, Mauritian cynomolgus macaques best predicted immune response.

Conclusion

The work suggests that the immune responses of different human populations may be best modelled by different macaque colonies, and demonstrates the potential utility of immunostimulation/immunodynamic modelling to accelerate TB vaccine development.

Publication status:
Published
Peer review status:
Peer reviewed

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Files:
Publisher copy:
10.1128/CVI.00525-16

Authors



Publisher:
American Society of Microbiology
Journal:
Clinical and Vaccine Immunology More from this journal
Volume:
24
Issue:
3
Pages:
e00525-16
Publication date:
2017-01-01
Acceptance date:
2017-01-04
DOI:
ISSN:
1556-679X


Language:
English
Pubs id:
pubs:671511
UUID:
uuid:fc59b024-c55a-48e4-b864-1e7886644a44
Local pid:
pubs:671511
Source identifiers:
671511
Deposit date:
2017-02-01
ARK identifier:

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