Ensemble modeling of the likely public health impact of a pre-erythrocytic malaria vaccine.

BACKGROUND: The RTS,S malaria vaccine may soon be licensed. Models of impact of such vaccines have mainly considered deployment via the World Health Organization's Expanded Programme on Immunization (EPI) in areas of stable endemic transmission of Plasmodium falciparum, and have been calibrated...

Full description

Bibliographic Details
Main Authors: Thomas Smith, Amanda Ross, Nicolas Maire, Nakul Chitnis, Alain Studer, Diggory Hardy, Alan Brooks, Melissa Penny, Marcel Tanner
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2012-01-01
Series:PLoS Medicine
Online Access:http://europepmc.org/articles/PMC3260300?pdf=render
id doaj-2764aef221574b3a938b1cc0480d7816
record_format Article
spelling doaj-2764aef221574b3a938b1cc0480d78162020-11-24T21:58:59ZengPublic Library of Science (PLoS)PLoS Medicine1549-12771549-16762012-01-0191e100115710.1371/journal.pmed.1001157Ensemble modeling of the likely public health impact of a pre-erythrocytic malaria vaccine.Thomas SmithAmanda RossNicolas MaireNakul ChitnisAlain StuderDiggory HardyAlan BrooksMelissa PennyMarcel TannerBACKGROUND: The RTS,S malaria vaccine may soon be licensed. Models of impact of such vaccines have mainly considered deployment via the World Health Organization's Expanded Programme on Immunization (EPI) in areas of stable endemic transmission of Plasmodium falciparum, and have been calibrated for such settings. Their applicability to low transmission settings is unclear. Evaluations of the efficiency of different deployment strategies in diverse settings should consider uncertainties in model structure. METHODS AND FINDINGS: An ensemble of 14 individual-based stochastic simulation models of P. falciparum dynamics, with differing assumptions about immune decay, transmission heterogeneity, and treatment access, was constructed. After fitting to an extensive library of field data, each model was used to predict the likely health benefits of RTS,S deployment, via EPI (with or without catch-up vaccinations), supplementary vaccination of school-age children, or mass vaccination every 5 y. Settings with seasonally varying transmission, with overall pre-intervention entomological inoculation rates (EIRs) of two, 11, and 20 infectious bites per person per annum, were considered. Predicted benefits of EPI vaccination programs over the simulated 14-y time horizon were dependent on duration of protection. Nevertheless, EPI strategies (with an initial catch-up phase) averted the most deaths per dose at the higher EIRs, although model uncertainty increased with EIR. At two infectious bites per person per annum, mass vaccination strategies substantially reduced transmission, leading to much greater health effects per dose, even at modest coverage. CONCLUSIONS: In higher transmission settings, EPI strategies will be most efficient, but vaccination additional to the EPI in targeted low transmission settings, even at modest coverage, might be more efficient than national-level vaccination of infants. The feasibility and economics of mass vaccination, and the circumstances under which vaccination will avert epidemics, remain unclear. The approach of using an ensemble of models provides more secure conclusions than a single-model approach, and suggests greater confidence in predictions of health effects for lower transmission settings than for higher ones.http://europepmc.org/articles/PMC3260300?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Thomas Smith
Amanda Ross
Nicolas Maire
Nakul Chitnis
Alain Studer
Diggory Hardy
Alan Brooks
Melissa Penny
Marcel Tanner
spellingShingle Thomas Smith
Amanda Ross
Nicolas Maire
Nakul Chitnis
Alain Studer
Diggory Hardy
Alan Brooks
Melissa Penny
Marcel Tanner
Ensemble modeling of the likely public health impact of a pre-erythrocytic malaria vaccine.
PLoS Medicine
author_facet Thomas Smith
Amanda Ross
Nicolas Maire
Nakul Chitnis
Alain Studer
Diggory Hardy
Alan Brooks
Melissa Penny
Marcel Tanner
author_sort Thomas Smith
title Ensemble modeling of the likely public health impact of a pre-erythrocytic malaria vaccine.
title_short Ensemble modeling of the likely public health impact of a pre-erythrocytic malaria vaccine.
title_full Ensemble modeling of the likely public health impact of a pre-erythrocytic malaria vaccine.
title_fullStr Ensemble modeling of the likely public health impact of a pre-erythrocytic malaria vaccine.
title_full_unstemmed Ensemble modeling of the likely public health impact of a pre-erythrocytic malaria vaccine.
title_sort ensemble modeling of the likely public health impact of a pre-erythrocytic malaria vaccine.
publisher Public Library of Science (PLoS)
series PLoS Medicine
issn 1549-1277
1549-1676
publishDate 2012-01-01
description BACKGROUND: The RTS,S malaria vaccine may soon be licensed. Models of impact of such vaccines have mainly considered deployment via the World Health Organization's Expanded Programme on Immunization (EPI) in areas of stable endemic transmission of Plasmodium falciparum, and have been calibrated for such settings. Their applicability to low transmission settings is unclear. Evaluations of the efficiency of different deployment strategies in diverse settings should consider uncertainties in model structure. METHODS AND FINDINGS: An ensemble of 14 individual-based stochastic simulation models of P. falciparum dynamics, with differing assumptions about immune decay, transmission heterogeneity, and treatment access, was constructed. After fitting to an extensive library of field data, each model was used to predict the likely health benefits of RTS,S deployment, via EPI (with or without catch-up vaccinations), supplementary vaccination of school-age children, or mass vaccination every 5 y. Settings with seasonally varying transmission, with overall pre-intervention entomological inoculation rates (EIRs) of two, 11, and 20 infectious bites per person per annum, were considered. Predicted benefits of EPI vaccination programs over the simulated 14-y time horizon were dependent on duration of protection. Nevertheless, EPI strategies (with an initial catch-up phase) averted the most deaths per dose at the higher EIRs, although model uncertainty increased with EIR. At two infectious bites per person per annum, mass vaccination strategies substantially reduced transmission, leading to much greater health effects per dose, even at modest coverage. CONCLUSIONS: In higher transmission settings, EPI strategies will be most efficient, but vaccination additional to the EPI in targeted low transmission settings, even at modest coverage, might be more efficient than national-level vaccination of infants. The feasibility and economics of mass vaccination, and the circumstances under which vaccination will avert epidemics, remain unclear. The approach of using an ensemble of models provides more secure conclusions than a single-model approach, and suggests greater confidence in predictions of health effects for lower transmission settings than for higher ones.
url http://europepmc.org/articles/PMC3260300?pdf=render
work_keys_str_mv AT thomassmith ensemblemodelingofthelikelypublichealthimpactofapreerythrocyticmalariavaccine
AT amandaross ensemblemodelingofthelikelypublichealthimpactofapreerythrocyticmalariavaccine
AT nicolasmaire ensemblemodelingofthelikelypublichealthimpactofapreerythrocyticmalariavaccine
AT nakulchitnis ensemblemodelingofthelikelypublichealthimpactofapreerythrocyticmalariavaccine
AT alainstuder ensemblemodelingofthelikelypublichealthimpactofapreerythrocyticmalariavaccine
AT diggoryhardy ensemblemodelingofthelikelypublichealthimpactofapreerythrocyticmalariavaccine
AT alanbrooks ensemblemodelingofthelikelypublichealthimpactofapreerythrocyticmalariavaccine
AT melissapenny ensemblemodelingofthelikelypublichealthimpactofapreerythrocyticmalariavaccine
AT marceltanner ensemblemodelingofthelikelypublichealthimpactofapreerythrocyticmalariavaccine
_version_ 1725849881426264064