The burden of typhoid fever in low- and middle-income countries: A meta-regression approach.
BACKGROUND:Upcoming vaccination efforts against typhoid fever require an assessment of the baseline burden of disease in countries at risk. There are no typhoid incidence data from most low- and middle-income countries (LMICs), so model-based estimates offer insights for decision-makers in the absen...
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ftdoajarticles:oai:doaj.org/article:242dd5ac7b92462cbb85639c7433d1c1 2023-05-15T15:10:32+02:00 The burden of typhoid fever in low- and middle-income countries: A meta-regression approach. Marina Antillón Joshua L Warren Forrest W Crawford Daniel M Weinberger Esra Kürüm Gi Deok Pak Florian Marks Virginia E Pitzer 2017-02-01T00:00:00Z https://doi.org/10.1371/journal.pntd.0005376 https://doaj.org/article/242dd5ac7b92462cbb85639c7433d1c1 EN eng Public Library of Science (PLoS) http://europepmc.org/articles/PMC5344533?pdf=render https://doaj.org/toc/1935-2727 https://doaj.org/toc/1935-2735 1935-2727 1935-2735 doi:10.1371/journal.pntd.0005376 https://doaj.org/article/242dd5ac7b92462cbb85639c7433d1c1 PLoS Neglected Tropical Diseases, Vol 11, Iss 2, p e0005376 (2017) Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 article 2017 ftdoajarticles https://doi.org/10.1371/journal.pntd.0005376 2022-12-31T16:09:32Z BACKGROUND:Upcoming vaccination efforts against typhoid fever require an assessment of the baseline burden of disease in countries at risk. There are no typhoid incidence data from most low- and middle-income countries (LMICs), so model-based estimates offer insights for decision-makers in the absence of readily available data. METHODS:We developed a mixed-effects model fit to data from 32 population-based studies of typhoid incidence in 22 locations in 14 countries. We tested the contribution of economic and environmental indices for predicting typhoid incidence using a stochastic search variable selection algorithm. We performed out-of-sample validation to assess the predictive performance of the model. RESULTS:We estimated that 17.8 million cases of typhoid fever occur each year in LMICs (95% credible interval: 6.9-48.4 million). Central Africa was predicted to experience the highest incidence of typhoid, followed by select countries in Central, South, and Southeast Asia. Incidence typically peaked in the 2-4 year old age group. Models incorporating widely available economic and environmental indicators were found to describe incidence better than null models. CONCLUSIONS:Recent estimates of typhoid burden may under-estimate the number of cases and magnitude of uncertainty in typhoid incidence. Our analysis permits prediction of overall as well as age-specific incidence of typhoid fever in LMICs, and incorporates uncertainty around the model structure and estimates of the predictors. Future studies are needed to further validate and refine model predictions and better understand year-to-year variation in cases. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic PLOS Neglected Tropical Diseases 11 2 e0005376 |
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Open Polar |
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Directory of Open Access Journals: DOAJ Articles |
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ftdoajarticles |
language |
English |
topic |
Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 |
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Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 Marina Antillón Joshua L Warren Forrest W Crawford Daniel M Weinberger Esra Kürüm Gi Deok Pak Florian Marks Virginia E Pitzer The burden of typhoid fever in low- and middle-income countries: A meta-regression approach. |
topic_facet |
Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 |
description |
BACKGROUND:Upcoming vaccination efforts against typhoid fever require an assessment of the baseline burden of disease in countries at risk. There are no typhoid incidence data from most low- and middle-income countries (LMICs), so model-based estimates offer insights for decision-makers in the absence of readily available data. METHODS:We developed a mixed-effects model fit to data from 32 population-based studies of typhoid incidence in 22 locations in 14 countries. We tested the contribution of economic and environmental indices for predicting typhoid incidence using a stochastic search variable selection algorithm. We performed out-of-sample validation to assess the predictive performance of the model. RESULTS:We estimated that 17.8 million cases of typhoid fever occur each year in LMICs (95% credible interval: 6.9-48.4 million). Central Africa was predicted to experience the highest incidence of typhoid, followed by select countries in Central, South, and Southeast Asia. Incidence typically peaked in the 2-4 year old age group. Models incorporating widely available economic and environmental indicators were found to describe incidence better than null models. CONCLUSIONS:Recent estimates of typhoid burden may under-estimate the number of cases and magnitude of uncertainty in typhoid incidence. Our analysis permits prediction of overall as well as age-specific incidence of typhoid fever in LMICs, and incorporates uncertainty around the model structure and estimates of the predictors. Future studies are needed to further validate and refine model predictions and better understand year-to-year variation in cases. |
format |
Article in Journal/Newspaper |
author |
Marina Antillón Joshua L Warren Forrest W Crawford Daniel M Weinberger Esra Kürüm Gi Deok Pak Florian Marks Virginia E Pitzer |
author_facet |
Marina Antillón Joshua L Warren Forrest W Crawford Daniel M Weinberger Esra Kürüm Gi Deok Pak Florian Marks Virginia E Pitzer |
author_sort |
Marina Antillón |
title |
The burden of typhoid fever in low- and middle-income countries: A meta-regression approach. |
title_short |
The burden of typhoid fever in low- and middle-income countries: A meta-regression approach. |
title_full |
The burden of typhoid fever in low- and middle-income countries: A meta-regression approach. |
title_fullStr |
The burden of typhoid fever in low- and middle-income countries: A meta-regression approach. |
title_full_unstemmed |
The burden of typhoid fever in low- and middle-income countries: A meta-regression approach. |
title_sort |
burden of typhoid fever in low- and middle-income countries: a meta-regression approach. |
publisher |
Public Library of Science (PLoS) |
publishDate |
2017 |
url |
https://doi.org/10.1371/journal.pntd.0005376 https://doaj.org/article/242dd5ac7b92462cbb85639c7433d1c1 |
geographic |
Arctic |
geographic_facet |
Arctic |
genre |
Arctic |
genre_facet |
Arctic |
op_source |
PLoS Neglected Tropical Diseases, Vol 11, Iss 2, p e0005376 (2017) |
op_relation |
http://europepmc.org/articles/PMC5344533?pdf=render https://doaj.org/toc/1935-2727 https://doaj.org/toc/1935-2735 1935-2727 1935-2735 doi:10.1371/journal.pntd.0005376 https://doaj.org/article/242dd5ac7b92462cbb85639c7433d1c1 |
op_doi |
https://doi.org/10.1371/journal.pntd.0005376 |
container_title |
PLOS Neglected Tropical Diseases |
container_volume |
11 |
container_issue |
2 |
container_start_page |
e0005376 |
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1766341549036142592 |