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Characterising spatial patterns of neglected tropical disease transmission using integrated sero-surveillance in Northern Ghana
BACKGROUND: As prevalence decreases in pre-elimination settings, identifying the spatial distribution of remaining infections to target control measures becomes increasingly challenging. By measuring multiple antibody responses indicative of past exposure to different pathogens, integrated serologic...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8932554/ https://www.ncbi.nlm.nih.gov/pubmed/35259153 http://dx.doi.org/10.1371/journal.pntd.0010227 |
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author | Fornace, Kimberly M. Senyonjo, Laura Martin, Diana L. Gwyn, Sarah Schmidt, Elena Agyemang, David Marfo, Benjamin Addy, James Mensah, Ernest Solomon, Anthony W. Bailey, Robin Drakeley, Chris J. Pullan, Rachel L. |
author_facet | Fornace, Kimberly M. Senyonjo, Laura Martin, Diana L. Gwyn, Sarah Schmidt, Elena Agyemang, David Marfo, Benjamin Addy, James Mensah, Ernest Solomon, Anthony W. Bailey, Robin Drakeley, Chris J. Pullan, Rachel L. |
author_sort | Fornace, Kimberly M. |
collection | PubMed |
description | BACKGROUND: As prevalence decreases in pre-elimination settings, identifying the spatial distribution of remaining infections to target control measures becomes increasingly challenging. By measuring multiple antibody responses indicative of past exposure to different pathogens, integrated serological surveys enable simultaneous characterisation of residual transmission of multiple pathogens. METHODOLOGY/PRINCIPAL FINDINGS: Here, we combine integrated serological surveys with geostatistical modelling and remote sensing-derived environmental data to estimate the spatial distribution of exposure to multiple diseases in children in Northern Ghana. The study utilised the trachoma surveillance survey platform (cross-sectional two-stage cluster-sampled surveys) to collect information on additional identified diseases at different stages of elimination with minimal additional cost. Geostatistical modelling of serological data allowed identification of areas with high probabilities of recent exposure to diseases of interest, including areas previously unknown to control programmes. We additionally demonstrate how serological surveys can be used to identify areas with exposure to multiple diseases and to prioritise areas with high uncertainty for future surveys. Modelled estimates of cluster-level prevalence were strongly correlated with more operationally feasible metrics of antibody responses. CONCLUSIONS/SIGNIFICANCE: This study demonstrates the potential of integrated serological surveillance to characterise spatial distributions of exposure to multiple pathogens in low transmission and elimination settings when the probability of detecting infections is low. |
format | Online Article Text |
id | pubmed-8932554 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-89325542022-03-19 Characterising spatial patterns of neglected tropical disease transmission using integrated sero-surveillance in Northern Ghana Fornace, Kimberly M. Senyonjo, Laura Martin, Diana L. Gwyn, Sarah Schmidt, Elena Agyemang, David Marfo, Benjamin Addy, James Mensah, Ernest Solomon, Anthony W. Bailey, Robin Drakeley, Chris J. Pullan, Rachel L. PLoS Negl Trop Dis Research Article BACKGROUND: As prevalence decreases in pre-elimination settings, identifying the spatial distribution of remaining infections to target control measures becomes increasingly challenging. By measuring multiple antibody responses indicative of past exposure to different pathogens, integrated serological surveys enable simultaneous characterisation of residual transmission of multiple pathogens. METHODOLOGY/PRINCIPAL FINDINGS: Here, we combine integrated serological surveys with geostatistical modelling and remote sensing-derived environmental data to estimate the spatial distribution of exposure to multiple diseases in children in Northern Ghana. The study utilised the trachoma surveillance survey platform (cross-sectional two-stage cluster-sampled surveys) to collect information on additional identified diseases at different stages of elimination with minimal additional cost. Geostatistical modelling of serological data allowed identification of areas with high probabilities of recent exposure to diseases of interest, including areas previously unknown to control programmes. We additionally demonstrate how serological surveys can be used to identify areas with exposure to multiple diseases and to prioritise areas with high uncertainty for future surveys. Modelled estimates of cluster-level prevalence were strongly correlated with more operationally feasible metrics of antibody responses. CONCLUSIONS/SIGNIFICANCE: This study demonstrates the potential of integrated serological surveillance to characterise spatial distributions of exposure to multiple pathogens in low transmission and elimination settings when the probability of detecting infections is low. Public Library of Science 2022-03-08 /pmc/articles/PMC8932554/ /pubmed/35259153 http://dx.doi.org/10.1371/journal.pntd.0010227 Text en https://creativecommons.org/publicdomain/zero/1.0/This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication. |
spellingShingle | Research Article Fornace, Kimberly M. Senyonjo, Laura Martin, Diana L. Gwyn, Sarah Schmidt, Elena Agyemang, David Marfo, Benjamin Addy, James Mensah, Ernest Solomon, Anthony W. Bailey, Robin Drakeley, Chris J. Pullan, Rachel L. Characterising spatial patterns of neglected tropical disease transmission using integrated sero-surveillance in Northern Ghana |
title | Characterising spatial patterns of neglected tropical disease transmission using integrated sero-surveillance in Northern Ghana |
title_full | Characterising spatial patterns of neglected tropical disease transmission using integrated sero-surveillance in Northern Ghana |
title_fullStr | Characterising spatial patterns of neglected tropical disease transmission using integrated sero-surveillance in Northern Ghana |
title_full_unstemmed | Characterising spatial patterns of neglected tropical disease transmission using integrated sero-surveillance in Northern Ghana |
title_short | Characterising spatial patterns of neglected tropical disease transmission using integrated sero-surveillance in Northern Ghana |
title_sort | characterising spatial patterns of neglected tropical disease transmission using integrated sero-surveillance in northern ghana |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8932554/ https://www.ncbi.nlm.nih.gov/pubmed/35259153 http://dx.doi.org/10.1371/journal.pntd.0010227 |
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