A two-phase within host model for immune response and its application to serological profiles of pertussis

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Publication date

2014-12

Authors

De Graaf, WilfredISNI 0000000391694062
Kretzschmar, Mirjam
Teunis, Peter
Diekmann, O.ORCID 0000-0003-4695-7601ISNI 0000000108765903

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Article
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Abstract

We present a simple phenomenological within-host model describing both the interaction between a pathogen and the immune system and the waning of immunity after clearing of the pathogen. We implement the model into a Bayesian hierarchical framework to estimate its parameters for pertussis using Markov chain Monte Carlo methods. We show that the model captures some essential features of the kinetics of titers of IgG against pertussis toxin. We identify a threshold antibody level that separates a large increase in antibody level upon infection from a small increase and accordingly might be interpreted as a threshold separating clinical from subclinical infections. We contrast predictions of the model with observations reported in the literature and based on independent data and find a remarkable correspondence.

Keywords

Waning immunity, Within-host model, Pertussis, Parameter estimation, Serology

Citation

de Graaf, W F, Kretzschmar, M, Teunis, P & Diekmann, O 2014, 'A two-phase within host model for immune response and its application to serological profiles of pertussis', Epidemics, vol. 9, pp. 1-7. https://doi.org/10.1016/j.epidem.2014.08.002