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1.
J Math Biol ; 77(6-7): 2023-2048, 2018 12.
Artigo em Inglês | MEDLINE | ID: mdl-29766232

RESUMO

The aim is to describe the distribution of immune status (as captured by antibody level) on the basis of a within-host submodel for continuous waning and occasional boosting. Inspired by Feller's fundamental work and the more recent delay equation formulation of models for the dynamics of physiologically structured populations, we derive, for given force of infection, a linear renewal equation. The solution is obtained by generation expansion, with the generation number corresponding to the number of times the individual became infected. Our main result provides a precise characterization of the stable distribution of immune status.


Assuntos
Doenças Transmissíveis/imunologia , Modelos Imunológicos , Anticorpos/sangue , Interações Hospedeiro-Patógeno/imunologia , Humanos , Imunização Secundária , Memória Imunológica , Modelos Lineares , Conceitos Matemáticos , Probabilidade
2.
Epidemics ; 16: 33-9, 2016 09.
Artigo em Inglês | MEDLINE | ID: mdl-27663789

RESUMO

A recently published model for the serum antibody response to infection appeared well suited for use in statistical analyses of longitudinal serological data. The published model assumed exponential decay with fixed rates for pathogen and serum antibody kinetics, ignoring any within-host heterogeneity in the seroresponse. A bi-exponential model shows that there is rapid initial decay followed by a prolonged period of persistent low serum antibody concentrations. We propose a small modification of the decay model that greatly increases its flexibility by allowing for non-exponential antibody decay. The modified model produces power functions that may be interpreted as a mixture of exponential decay curves, with a mixing distribution representing the relative contribution of many centres of antibody production to the serum antibody concentration. Fitting the power function decay model to observed longitudinal data for pertussis shows improved goodness of fit compared to the exponential decay model, with estimates for the shape parameter (r=2.2; 95% CI (1.7-2.8)) that differ from exponential shape (r=1). The power function decay model predicts more persistent antibody concentrations in the long term (symptomatic threshold reached >30 years after infection) which, when used in biomarker studies, will lead to lower estimates of seroconversion rates compared to exponential antibody decay.


Assuntos
Formação de Anticorpos , Coqueluche/imunologia , Humanos , Imunoglobulina G , Modelos Teóricos
3.
Epidemics ; 9: 1-7, 2014 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-25480129

RESUMO

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.


Assuntos
Bordetella pertussis/imunologia , Toxina Pertussis/imunologia , Coqueluche/imunologia , Teorema de Bayes , Humanos , Imunoglobulina G/metabolismo , Cadeias de Markov , Modelos Imunológicos , Método de Monte Carlo , Vacina contra Coqueluche/imunologia
4.
J Biol Dyn ; 6 Suppl 2: 103-17, 2012.
Artigo em Inglês | MEDLINE | ID: mdl-22897721

RESUMO

The aim of this paper is to show that a large class of epidemic models, with both demography and non-permanent immunity incorporated in a rather general manner, can be mathematically formulated as a scalar renewal equation for the force of infection.


Assuntos
Epidemias , Modelos Biológicos , Doenças Endêmicas , Humanos , Imunidade , Dinâmica Populacional
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