ArticleProceedings of the National Academy of Sciences of the United States of America2014
Distance to health services affects local-level vaccine efficacy for pneumococcal conjugate vaccine (PCV) among rural Filipino children.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 1 of them a synthesis that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
13 citing papers in PubMed, 1 synthesis or guideline pooled it, 34 citations in OpenAlex.
- Spillover effects on health outcomes in low- and middle-income countries: a systematic review.International journal of epidemiology · 2017Pooled it
- Distance to Health Centers and Effectiveness of Azithromycin Mass Administration for Children in Niger: A Secondary Analysis of the MORDOR Cluster Randomized Trial.JAMA network open · 2023Trial
- Geo-spatial factors associated with infection risk among young children in rural Ghana: a secondary spatial analysis.Malaria journal · 2016Trial
- Determinants and Experiences of Care-Seeking for Childhood Pneumonia in a Rural Indian Setting: A Mixed-Methods Study.Health expectations : an international journal of public participation in health care and health policy · 2025Article
- Assessing the use of geospatial data for immunization program implementation and associated effects on coverage and equity in the Democratic Republic of Congo.BMC public health · 2025Article
- A relational approach to evaluate food environments finds that the proximate food environment matters for those who use it.Health & place · 2021Article
- Improving geographical accessibility modeling for operational use by local health actors.International journal of health geographics · 2020Article
- Article
- A spatial database of health facilities managed by the public health sector in sub Saharan Africa.Scientific data · 2019Article
- Methods for the strategic review of programmes for integrated management of childhood illness and community cases.BMJ (Clinical research ed.) · 2018Article
- Spillover effects in epidemiology: parameters, study designs and methodological considerations.International journal of epidemiology · 2018Article
- Incidence and Risk Factors of Childhood Pneumonia-Like Episodes in Biliran Island, Philippines--A Community-Based Study.PloS one · 2015Article
- Effective role of lady health workers in immunization of children in Pakistan.Pakistan journal of medical sciencesArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
15 authors at 7 institutions in 5 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Pneumococcal conjugate vaccines (PCVs) have demonstrated efficacy against childhood pneumococcal disease in several regions globally. We demonstrate how spatial epidemiological analysis of a PCV trial can assist in developing vaccination strategies that target specific geographic subpopulations at greater risk for pneumococcal pneumonia. We conducted a secondary analysis of a randomized, placebo-controlled, double-blind vaccine trial that examined the efficacy of an 11-valent PCV among children less than 2 y of age in Bohol, Philippines. Trial data were linked to the residential location of each participant using a geographic information system. We use spatial interpolation methods to create smoothed surface maps of vaccination rates and local-level vaccine efficacy across the study area. We then measure the relationship between distance to the main study hospital and local-level vaccine efficacy, controlling for ecological factors, using spatial autoregressive models with spatial autoregressive disturbances. We find a significant amount of spatial variation in vaccination rates across the study area. For the primary study endpoint vaccine efficacy increased with distance from the main study hospital from -14% for children living less than 1.5 km from Bohol Regional Hospital (BRH) to 55% for children living greater than 8.5 km from BRH. Spatial regression models indicated that after adjustment for ecological factors, distance to the main study hospital was positively related to vaccine efficacy, increasing at a rate of 4.5% per kilometer distance. Because areas with poor access to care have significantly higher VE, targeted vaccination of children in these areas might allow for a more effective implementation of global programs.
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