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Assessing effects of cholera vaccination in the presence of interference.
- Source :
-
Biometrics [Biometrics] 2014 Sep; Vol. 70 (3), pp. 731-44. Date of Electronic Publication: 2014 May 20. - Publication Year :
- 2014
-
Abstract
- Interference occurs when the treatment of one person affects the outcome of another. For example, in infectious diseases, whether one individual is vaccinated may affect whether another individual becomes infected or develops disease. Quantifying such indirect (or spillover) effects of vaccination could have important public health or policy implications. In this article we use recently developed inverse-probability weighted (IPW) estimators of treatment effects in the presence of interference to analyze an individually-randomized, placebo-controlled trial of cholera vaccination that targeted 121,982 individuals in Matlab, Bangladesh. Because these IPW estimators have not been employed previously, a simulation study was also conducted to assess the empirical behavior of the estimators in settings similar to the cholera vaccine trial. Simulation study results demonstrate the IPW estimators can yield unbiased estimates of the direct, indirect, total, and overall effects of vaccination when there is interference provided the untestable no unmeasured confounders assumption holds and the group-level propensity score model is correctly specified. Application of the IPW estimators to the cholera vaccine trial indicates the presence of interference. For example, the IPW estimates suggest on average 5.29 fewer cases of cholera per 1000 person-years (95% confidence interval 2.61, 7.96) will occur among unvaccinated individuals within neighborhoods with 60% vaccine coverage compared to neighborhoods with 32% coverage. Our analysis also demonstrates how not accounting for interference can render misleading conclusions about the public health utility of vaccination.<br /> (© 2014, The International Biometric Society.)
- Subjects :
- Bangladesh epidemiology
Bias
Data Interpretation, Statistical
Female
Humans
Male
Mass Vaccination statistics & numerical data
Prevalence
Propensity Score
Treatment Outcome
Artifacts
Cholera epidemiology
Cholera prevention & control
Cholera Vaccines therapeutic use
Confounding Factors, Epidemiologic
Outcome Assessment, Health Care methods
Subjects
Details
- Language :
- English
- ISSN :
- 1541-0420
- Volume :
- 70
- Issue :
- 3
- Database :
- MEDLINE
- Journal :
- Biometrics
- Publication Type :
- Academic Journal
- Accession number :
- 24845800
- Full Text :
- https://doi.org/10.1111/biom.12184