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Serological evaluation of risk factors for exposure to malaria in a pre-elimination setting in Malaysian Borneo

Malaysia has reported no indigenous cases of P. falciparum and P. vivax for over 3 years. When transmission reaches such low levels, it is important to understand the individuals and locations where exposure risks are high, as they may be at greater risk in the case of a resurgence of transmission....

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Autores principales: Byrne, Isabel, William, Timothy, Chua, Tock H., Patterson, Catriona, Hall, Tom, Tan, Mark, Chitnis, Chetan, Adams, John, Singh, Susheel K., Grignard, Lynn, Tetteh, Kevin K. A., Fornace, Kimberly M., Drakeley, Chris J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10415323/
https://www.ncbi.nlm.nih.gov/pubmed/37563178
http://dx.doi.org/10.1038/s41598-023-39670-w
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author Byrne, Isabel
William, Timothy
Chua, Tock H.
Patterson, Catriona
Hall, Tom
Tan, Mark
Chitnis, Chetan
Adams, John
Singh, Susheel K.
Grignard, Lynn
Tetteh, Kevin K. A.
Fornace, Kimberly M.
Drakeley, Chris J.
author_facet Byrne, Isabel
William, Timothy
Chua, Tock H.
Patterson, Catriona
Hall, Tom
Tan, Mark
Chitnis, Chetan
Adams, John
Singh, Susheel K.
Grignard, Lynn
Tetteh, Kevin K. A.
Fornace, Kimberly M.
Drakeley, Chris J.
author_sort Byrne, Isabel
collection PubMed
description Malaysia has reported no indigenous cases of P. falciparum and P. vivax for over 3 years. When transmission reaches such low levels, it is important to understand the individuals and locations where exposure risks are high, as they may be at greater risk in the case of a resurgence of transmission. Serology is a useful tool in low transmission settings, providing insight into exposure over longer durations than PCR or RDT. We ran blood samples from a 2015 population-based survey in northern Sabah, Malaysian Borneo on a multiplex bead assay. Using supervised machine learning methods, we characterised recent and historic exposure to Plasmodium falciparum and P. vivax and found recent exposure to P. falciparum to be very low, with exposure to both species increasing with age. We performed a risk-factor assessment on environmental, behavioural, demographic and household factors, and identified forest activity and longer travel times to healthcare as common risk-factors for exposure to P. falciparum and P. vivax. In addition, we used remote-sensing derived data and geostatistical models to assess environmental and spatial associations with exposure. We created predictive maps of exposure to recent P. falciparum in the study area and showed 3 clear foci of exposure. This study provides useful insight into the environmental, spatial and demographic risk factors for P. falciparum and P. vivax at a period of low transmission in Malaysian Borneo. The findings would be valuable in the case of resurgence of human malarias in the region.
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spelling pubmed-104153232023-08-12 Serological evaluation of risk factors for exposure to malaria in a pre-elimination setting in Malaysian Borneo Byrne, Isabel William, Timothy Chua, Tock H. Patterson, Catriona Hall, Tom Tan, Mark Chitnis, Chetan Adams, John Singh, Susheel K. Grignard, Lynn Tetteh, Kevin K. A. Fornace, Kimberly M. Drakeley, Chris J. Sci Rep Article Malaysia has reported no indigenous cases of P. falciparum and P. vivax for over 3 years. When transmission reaches such low levels, it is important to understand the individuals and locations where exposure risks are high, as they may be at greater risk in the case of a resurgence of transmission. Serology is a useful tool in low transmission settings, providing insight into exposure over longer durations than PCR or RDT. We ran blood samples from a 2015 population-based survey in northern Sabah, Malaysian Borneo on a multiplex bead assay. Using supervised machine learning methods, we characterised recent and historic exposure to Plasmodium falciparum and P. vivax and found recent exposure to P. falciparum to be very low, with exposure to both species increasing with age. We performed a risk-factor assessment on environmental, behavioural, demographic and household factors, and identified forest activity and longer travel times to healthcare as common risk-factors for exposure to P. falciparum and P. vivax. In addition, we used remote-sensing derived data and geostatistical models to assess environmental and spatial associations with exposure. We created predictive maps of exposure to recent P. falciparum in the study area and showed 3 clear foci of exposure. This study provides useful insight into the environmental, spatial and demographic risk factors for P. falciparum and P. vivax at a period of low transmission in Malaysian Borneo. The findings would be valuable in the case of resurgence of human malarias in the region. Nature Publishing Group UK 2023-08-10 /pmc/articles/PMC10415323/ /pubmed/37563178 http://dx.doi.org/10.1038/s41598-023-39670-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Byrne, Isabel
William, Timothy
Chua, Tock H.
Patterson, Catriona
Hall, Tom
Tan, Mark
Chitnis, Chetan
Adams, John
Singh, Susheel K.
Grignard, Lynn
Tetteh, Kevin K. A.
Fornace, Kimberly M.
Drakeley, Chris J.
Serological evaluation of risk factors for exposure to malaria in a pre-elimination setting in Malaysian Borneo
title Serological evaluation of risk factors for exposure to malaria in a pre-elimination setting in Malaysian Borneo
title_full Serological evaluation of risk factors for exposure to malaria in a pre-elimination setting in Malaysian Borneo
title_fullStr Serological evaluation of risk factors for exposure to malaria in a pre-elimination setting in Malaysian Borneo
title_full_unstemmed Serological evaluation of risk factors for exposure to malaria in a pre-elimination setting in Malaysian Borneo
title_short Serological evaluation of risk factors for exposure to malaria in a pre-elimination setting in Malaysian Borneo
title_sort serological evaluation of risk factors for exposure to malaria in a pre-elimination setting in malaysian borneo
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10415323/
https://www.ncbi.nlm.nih.gov/pubmed/37563178
http://dx.doi.org/10.1038/s41598-023-39670-w
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