An urban-to-rural continuum of malaria risk: new analytic approaches characterize patterns in Malawi
Abstract Background The urban–rural designation has been an important risk factor in infectious disease epidemiology. Many studies rely on a politically determined dichotomization of rural versus urban spaces, which fails to capture the complex mosaic of infrastructural, social and environmental fac...
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ftdoajarticles:oai:doaj.org/article:9796675924a94a9499604697735faea2 2023-05-15T15:15:10+02:00 An urban-to-rural continuum of malaria risk: new analytic approaches characterize patterns in Malawi Peter S. Larson Joseph N. S. Eisenberg Veronica J. Berrocal Don P. Mathanga Mark L. Wilson 2021-10-01T00:00:00Z https://doi.org/10.1186/s12936-021-03950-5 https://doaj.org/article/9796675924a94a9499604697735faea2 EN eng BMC https://doi.org/10.1186/s12936-021-03950-5 https://doaj.org/toc/1475-2875 doi:10.1186/s12936-021-03950-5 1475-2875 https://doaj.org/article/9796675924a94a9499604697735faea2 Malaria Journal, Vol 20, Iss 1, Pp 1-14 (2021) Urbanicity Environmental risk Malaria prevention Remote sensing Spatial analysis Arctic medicine. Tropical medicine RC955-962 Infectious and parasitic diseases RC109-216 article 2021 ftdoajarticles https://doi.org/10.1186/s12936-021-03950-5 2022-12-31T10:01:52Z Abstract Background The urban–rural designation has been an important risk factor in infectious disease epidemiology. Many studies rely on a politically determined dichotomization of rural versus urban spaces, which fails to capture the complex mosaic of infrastructural, social and environmental factors driving risk. Such evaluation is especially important for Plasmodium transmission and malaria disease. To improve targeting of anti-malarial interventions, a continuous composite measure of urbanicity using spatially-referenced data was developed to evaluate household-level malaria risk from a house-to-house survey of children in Malawi. Methods Children from 7564 households from eight districts throughout Malawi were tested for presence of Plasmodium parasites through finger-prick blood sampling and slide microscopy. A survey questionnaire was administered and latitude and longitude coordinates were recorded for each household. Distances from households to features associated with high and low levels of development (health facilities, roads, rivers, lakes) and population density were used to produce a principal component analysis (PCA)-based composite measure for all centroid locations of a fine geo-spatial grid covering Malawi. Regression methods were used to test associations of the urbanicity measure against Plasmodium infection status and to predict parasitaemia risk for all locations in Malawi. Results Infection probability declined with increasing urbanicity. The new urbanicity metric was more predictive than either a governmentally defined rural/urban dichotomous variable or a population density variable. One reason for this was that 23% of cells within politically defined rural areas exhibited lower risk, more like those normally associated with “urban” locations. Conclusions In addition to increasing predictive power, the new continuous urbanicity metric provided a clearer mechanistic understanding than the dichotomous urban/rural designations. Such designations often ignore urban-like, low-risk pockets ... Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic Malaria Journal 20 1 |
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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 |
Urbanicity Environmental risk Malaria prevention Remote sensing Spatial analysis Arctic medicine. Tropical medicine RC955-962 Infectious and parasitic diseases RC109-216 |
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Urbanicity Environmental risk Malaria prevention Remote sensing Spatial analysis Arctic medicine. Tropical medicine RC955-962 Infectious and parasitic diseases RC109-216 Peter S. Larson Joseph N. S. Eisenberg Veronica J. Berrocal Don P. Mathanga Mark L. Wilson An urban-to-rural continuum of malaria risk: new analytic approaches characterize patterns in Malawi |
topic_facet |
Urbanicity Environmental risk Malaria prevention Remote sensing Spatial analysis Arctic medicine. Tropical medicine RC955-962 Infectious and parasitic diseases RC109-216 |
description |
Abstract Background The urban–rural designation has been an important risk factor in infectious disease epidemiology. Many studies rely on a politically determined dichotomization of rural versus urban spaces, which fails to capture the complex mosaic of infrastructural, social and environmental factors driving risk. Such evaluation is especially important for Plasmodium transmission and malaria disease. To improve targeting of anti-malarial interventions, a continuous composite measure of urbanicity using spatially-referenced data was developed to evaluate household-level malaria risk from a house-to-house survey of children in Malawi. Methods Children from 7564 households from eight districts throughout Malawi were tested for presence of Plasmodium parasites through finger-prick blood sampling and slide microscopy. A survey questionnaire was administered and latitude and longitude coordinates were recorded for each household. Distances from households to features associated with high and low levels of development (health facilities, roads, rivers, lakes) and population density were used to produce a principal component analysis (PCA)-based composite measure for all centroid locations of a fine geo-spatial grid covering Malawi. Regression methods were used to test associations of the urbanicity measure against Plasmodium infection status and to predict parasitaemia risk for all locations in Malawi. Results Infection probability declined with increasing urbanicity. The new urbanicity metric was more predictive than either a governmentally defined rural/urban dichotomous variable or a population density variable. One reason for this was that 23% of cells within politically defined rural areas exhibited lower risk, more like those normally associated with “urban” locations. Conclusions In addition to increasing predictive power, the new continuous urbanicity metric provided a clearer mechanistic understanding than the dichotomous urban/rural designations. Such designations often ignore urban-like, low-risk pockets ... |
format |
Article in Journal/Newspaper |
author |
Peter S. Larson Joseph N. S. Eisenberg Veronica J. Berrocal Don P. Mathanga Mark L. Wilson |
author_facet |
Peter S. Larson Joseph N. S. Eisenberg Veronica J. Berrocal Don P. Mathanga Mark L. Wilson |
author_sort |
Peter S. Larson |
title |
An urban-to-rural continuum of malaria risk: new analytic approaches characterize patterns in Malawi |
title_short |
An urban-to-rural continuum of malaria risk: new analytic approaches characterize patterns in Malawi |
title_full |
An urban-to-rural continuum of malaria risk: new analytic approaches characterize patterns in Malawi |
title_fullStr |
An urban-to-rural continuum of malaria risk: new analytic approaches characterize patterns in Malawi |
title_full_unstemmed |
An urban-to-rural continuum of malaria risk: new analytic approaches characterize patterns in Malawi |
title_sort |
urban-to-rural continuum of malaria risk: new analytic approaches characterize patterns in malawi |
publisher |
BMC |
publishDate |
2021 |
url |
https://doi.org/10.1186/s12936-021-03950-5 https://doaj.org/article/9796675924a94a9499604697735faea2 |
geographic |
Arctic |
geographic_facet |
Arctic |
genre |
Arctic |
genre_facet |
Arctic |
op_source |
Malaria Journal, Vol 20, Iss 1, Pp 1-14 (2021) |
op_relation |
https://doi.org/10.1186/s12936-021-03950-5 https://doaj.org/toc/1475-2875 doi:10.1186/s12936-021-03950-5 1475-2875 https://doaj.org/article/9796675924a94a9499604697735faea2 |
op_doi |
https://doi.org/10.1186/s12936-021-03950-5 |
container_title |
Malaria Journal |
container_volume |
20 |
container_issue |
1 |
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1766345541655986176 |