Analysis of rubella antibody distribution from newborn dried blood spots using finite mixture models
- 25 February 2008
- journal article
- research article
- Published by Cambridge University Press (CUP) in Epidemiology and Infection
- Vol. 136 (12) , 1698-1706
- https://doi.org/10.1017/s0950268808000393
Abstract
SUMMARY: Eluted dried blood spot specimens from newborn screening, collected in 2004 in North Thames and anonymously linked to birth registration data, were tested for maternally acquired rubella IgG antibody as a proxy for maternal antibody concentration using an enzyme-linked immunosorbent assay. Finite mixture regression models were fitted to the antibody concentrations from 1964 specimens. The Bayesian Information Criterion (BIC) was used as a model selection criterion to avoid over-fitting the number of mixture model components. This allowed investigation of the independent effect of maternal age and maternal country of birth on rubella antibody concentration without dichotomizing the outcome variable using cut-off values set a priori. Mixture models are a highly useful method of analysis in seroprevalence studies of vaccine-preventable infections in which preset cut-off values may overestimate the size of the seronegative population.Keywords
This publication has 20 references indexed in Scilit:
- HIV-1 subtypes in pregnant women in the UKInternational Journal of STD & AIDS, 2007
- Interpreting serological surveys using mixture models: the seroepidemiology of measles, mumps and rubella in England and Wales at the beginning of the 21st centuryEpidemiology and Infection, 2006
- AIC and BICSociological Methods & Research, 2004
- HIV prevalence in pregnant women in an ethnically diverse population in the UKAIDS, 2004
- FlexMix: A General Framework for Finite Mixture Models and Latent Class Regression inRJournal of Statistical Software, 2004
- Improving sensitivity of oral fluid testing in IgG prevalence studies: application of mixture models to a rubella antibody surveyEpidemiology and Infection, 2003
- Development and evaluation of an antibody capture ELISA for detection of IgG to Epstein-Barr virus in oral fluid samplesJournal of Virological Methods, 2001
- Effect of the worldwide epidemic on HIV prevalence in the United Kingdom: record linkage in anonymous neonatal seroprevalence surveysAIDS, 1999
- ANALYSIS OF SEROLOGICAL SURVEYS USING MIXTURE MODELS: APPLICATION TO A SURVEY OF PARVOVIRUS B19Statistics in Medicine, 1996
- Evaluating screening tests and screening programmes.Archives of Disease in Childhood, 1990