Cargando…
The Use of Innovative Two-Component Cluster Analysis and Serodiagnostic Cut-Off Methods to Estimate Prevalence of Pertussis Reinfections
Bordetella pertussis circulates even in highly vaccinated countries affecting all age groups. Insight into the scale of concealed reinfections is important as they may contribute to transmission. We therefore investigated whether current single-point serodiagnostic methods are suitable to estimate t...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4743910/ https://www.ncbi.nlm.nih.gov/pubmed/26848833 http://dx.doi.org/10.1371/journal.pone.0148507 |
_version_ | 1782414406224707584 |
---|---|
author | van Twillert, Inonge Bonačić Marinović, Axel A. van Gaans-van den Brink, Jacqueline A. M. Kuipers, Betsy Berbers, Guy A. M. van der Maas, Nicoline A. T. Verheij, Theo J. M. Versteegh, Florens G. A. Teunis, Peter F. M. van Els, Cécile A. C. M. |
author_facet | van Twillert, Inonge Bonačić Marinović, Axel A. van Gaans-van den Brink, Jacqueline A. M. Kuipers, Betsy Berbers, Guy A. M. van der Maas, Nicoline A. T. Verheij, Theo J. M. Versteegh, Florens G. A. Teunis, Peter F. M. van Els, Cécile A. C. M. |
author_sort | van Twillert, Inonge |
collection | PubMed |
description | Bordetella pertussis circulates even in highly vaccinated countries affecting all age groups. Insight into the scale of concealed reinfections is important as they may contribute to transmission. We therefore investigated whether current single-point serodiagnostic methods are suitable to estimate the prevalence of pertussis reinfection. Two methods based on IgG-Ptx plasma levels alone were used to evaluate the proportion of renewed seroconversions in the past year in a cohort of retrospective pertussis cases ≥ 24 months after a proven earlier symptomatic infection. A Dutch population database was used as a baseline. Applying a classical 62.5 IU/ml IgG-Ptx cut-off, we calculated a seroprevalence of 15% in retrospective cases, higher than the 10% observed in the population baseline. However, this method could not discriminate between renewed seroconversion and waning of previously infection-enhanced IgG-Ptx levels. Two-component cluster analysis of the IgG-Ptx datasets of both pertussis cases and the general population revealed a continuum of intermediate IgG-Ptx levels, preventing the establishment of a positive population and the comparison of prevalence by this alternative method. Next, we investigated the complementary serodiagnostic value of IgA-Ptx levels. When modelling datasets including both convalescent and retrospective cases we obtained new cut-offs for both IgG-Ptx and IgA-Ptx that were optimized to evaluate renewed seroconversions in the ex-cases target population. Combining these cut-offs two-dimensionally, we calculated 8.0% reinfections in retrospective cases, being below the baseline seroprevalence. Our study for the first time revealed the shortcomings of using only IgG-Ptx data in conventional serodiagnostic methods to determine pertussis reinfections. Improved results can be obtained with two-dimensional serodiagnostic profiling. The proportion of reinfections thus established suggests a relatively increased period of protection to renewed infection after clinical pertussis. |
format | Online Article Text |
id | pubmed-4743910 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-47439102016-02-11 The Use of Innovative Two-Component Cluster Analysis and Serodiagnostic Cut-Off Methods to Estimate Prevalence of Pertussis Reinfections van Twillert, Inonge Bonačić Marinović, Axel A. van Gaans-van den Brink, Jacqueline A. M. Kuipers, Betsy Berbers, Guy A. M. van der Maas, Nicoline A. T. Verheij, Theo J. M. Versteegh, Florens G. A. Teunis, Peter F. M. van Els, Cécile A. C. M. PLoS One Research Article Bordetella pertussis circulates even in highly vaccinated countries affecting all age groups. Insight into the scale of concealed reinfections is important as they may contribute to transmission. We therefore investigated whether current single-point serodiagnostic methods are suitable to estimate the prevalence of pertussis reinfection. Two methods based on IgG-Ptx plasma levels alone were used to evaluate the proportion of renewed seroconversions in the past year in a cohort of retrospective pertussis cases ≥ 24 months after a proven earlier symptomatic infection. A Dutch population database was used as a baseline. Applying a classical 62.5 IU/ml IgG-Ptx cut-off, we calculated a seroprevalence of 15% in retrospective cases, higher than the 10% observed in the population baseline. However, this method could not discriminate between renewed seroconversion and waning of previously infection-enhanced IgG-Ptx levels. Two-component cluster analysis of the IgG-Ptx datasets of both pertussis cases and the general population revealed a continuum of intermediate IgG-Ptx levels, preventing the establishment of a positive population and the comparison of prevalence by this alternative method. Next, we investigated the complementary serodiagnostic value of IgA-Ptx levels. When modelling datasets including both convalescent and retrospective cases we obtained new cut-offs for both IgG-Ptx and IgA-Ptx that were optimized to evaluate renewed seroconversions in the ex-cases target population. Combining these cut-offs two-dimensionally, we calculated 8.0% reinfections in retrospective cases, being below the baseline seroprevalence. Our study for the first time revealed the shortcomings of using only IgG-Ptx data in conventional serodiagnostic methods to determine pertussis reinfections. Improved results can be obtained with two-dimensional serodiagnostic profiling. The proportion of reinfections thus established suggests a relatively increased period of protection to renewed infection after clinical pertussis. Public Library of Science 2016-02-05 /pmc/articles/PMC4743910/ /pubmed/26848833 http://dx.doi.org/10.1371/journal.pone.0148507 Text en © 2016 van Twillert et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article van Twillert, Inonge Bonačić Marinović, Axel A. van Gaans-van den Brink, Jacqueline A. M. Kuipers, Betsy Berbers, Guy A. M. van der Maas, Nicoline A. T. Verheij, Theo J. M. Versteegh, Florens G. A. Teunis, Peter F. M. van Els, Cécile A. C. M. The Use of Innovative Two-Component Cluster Analysis and Serodiagnostic Cut-Off Methods to Estimate Prevalence of Pertussis Reinfections |
title | The Use of Innovative Two-Component Cluster Analysis and Serodiagnostic Cut-Off Methods to Estimate Prevalence of Pertussis Reinfections |
title_full | The Use of Innovative Two-Component Cluster Analysis and Serodiagnostic Cut-Off Methods to Estimate Prevalence of Pertussis Reinfections |
title_fullStr | The Use of Innovative Two-Component Cluster Analysis and Serodiagnostic Cut-Off Methods to Estimate Prevalence of Pertussis Reinfections |
title_full_unstemmed | The Use of Innovative Two-Component Cluster Analysis and Serodiagnostic Cut-Off Methods to Estimate Prevalence of Pertussis Reinfections |
title_short | The Use of Innovative Two-Component Cluster Analysis and Serodiagnostic Cut-Off Methods to Estimate Prevalence of Pertussis Reinfections |
title_sort | use of innovative two-component cluster analysis and serodiagnostic cut-off methods to estimate prevalence of pertussis reinfections |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4743910/ https://www.ncbi.nlm.nih.gov/pubmed/26848833 http://dx.doi.org/10.1371/journal.pone.0148507 |
work_keys_str_mv | AT vantwillertinonge theuseofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT bonacicmarinovicaxela theuseofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT vangaansvandenbrinkjacquelineam theuseofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT kuipersbetsy theuseofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT berbersguyam theuseofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT vandermaasnicolineat theuseofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT verheijtheojm theuseofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT versteeghflorensga theuseofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT teunispeterfm theuseofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT vanelscecileacm theuseofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT vantwillertinonge useofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT bonacicmarinovicaxela useofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT vangaansvandenbrinkjacquelineam useofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT kuipersbetsy useofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT berbersguyam useofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT vandermaasnicolineat useofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT verheijtheojm useofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT versteeghflorensga useofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT teunispeterfm useofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections AT vanelscecileacm useofinnovativetwocomponentclusteranalysisandserodiagnosticcutoffmethodstoestimateprevalenceofpertussisreinfections |