Related Experiment Video
Updated: Feb 4, 2026

Investigating the Effects of Probiotics on Pneumococcal Colonization Using an In Vitro Adherence Assay
Published on: April 28, 2014
The choice of analytical methodology can alter conclusions regarding herd effects of paediatric pneumococcal
Jean-Yves Pirçon1, Carla A Talarico2, Kaatje Bollaerts3
1GSK, Avenue Fleming 20, 1300 Wavre, Belgium.
Background:
Estimation of the magnitude of the herd effect on invasive pneumococcal disease (IPD) is important when evaluating health benefits and cost-effectiveness of paediatric pneumococcal conjugate vaccine (PCV) programmes and may influence policy makers' decisions on PCV use. Several epidemiological, programmatic, and immunological factors can affect the magnitude of the PCV herd effect. We investigated to what extent the choice of analytical methodology may also influence herd effect estimates.
Methods:
To estimate the magnitude of the herd effect from paediatric PCV programmes, we examined overall IPD incidence rates in ≥65-year-olds from Finland, Australia, England/Wales, and the United States under different analytical scenarios. We used two different statistical methods: before/after comparison of average IPD incidence rates and interrupted time series (ITS) analysis accounting for underlying time trends. We also investigated how varying the length of the pre- and post-PCV analysis periods influenced the outcomes.
Results:
The estimated impact of paediatric PCV programmes on IPD incidence rates in adults ≥65 years varied substantially across the different scenarios within each country. The choice of statistical method and analysis periods contributed to this variation, and their influence varied by setting. For the datasets from England/Wales and the United States, the different scenarios produced relatively minor variation in estimated impact. For the Australian and Finnish datasets, differences were more prominent. In particular, for Finland, opposite conclusions could be drawn depending on the methodology: while no estimated herd effect was seen with the before/after method, a herd effect was evident with the ITS method.
Conclusions:
The choice of statistical method and analysis periods can substantially influence the magnitude of estimated herd effects from paediatric PCV programmes. It is important to consider the reliability and presence of pre-PCV patterns in the IPD surveillance data used for analysis, the methodology and associated assumptions used to estimate herd effects.
Related Concept Videos
Vaccinations
Mate Choice
Alterations in Respiration II
In Biot's breathing, the respiratory rate and depth are irregular, alternating between periods of deep gasping and apnea. Common causes...
Altered States of Awareness
The ingestion of substances like stimulants or hallucinogens leads to chemical alterations in the brain...
Cancer Vaccines
Cancer vaccines come in two categories: preventive (prophylactic) and treatment (active). Preventive vaccines, such as the Human Papillomavirus (HPV) vaccine, protect against viruses that cause certain...
Development of Analytical Methods

