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Spatiotemporal determinants of urban Leptospirosis transmission: four-year prospective cohort study of slum residents in Brazil

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Spatiotemporal determinants of urban Leptospirosis transmission: four-year prospective cohort study of slum residents in Brazil. / Hagan, Jose E.; Moraga-Serrano, Paula Esther; Costa, Federico et al.
In: PLoS Neglected Tropical Diseases, Vol. 10, No. 1, e0004275, 15.01.2016.

Research output: Contribution to Journal/MagazineJournal articlepeer-review

Harvard

Hagan, JE, Moraga-Serrano, PE, Costa, F, Capian, N, Ribeiro, GS, Wunder, EA, Felzemburgh, RDM, Reis, RB, Nery, N, Santana, FS, Fraga, D, dos Santos, BL, Santos, AC, Queiroz, A, Tassinari, W, Sa Carvalho, M, Reis, MG, Diggle, PJ & Ko, AI 2016, 'Spatiotemporal determinants of urban Leptospirosis transmission: four-year prospective cohort study of slum residents in Brazil', PLoS Neglected Tropical Diseases, vol. 10, no. 1, e0004275. https://doi.org/10.1371/journal.pntd.0004275

APA

Hagan, J. E., Moraga-Serrano, P. E., Costa, F., Capian, N., Ribeiro, G. S., Wunder, E. A., Felzemburgh, R. D. M., Reis, R. B., Nery, N., Santana, F. S., Fraga, D., dos Santos, B. L., Santos, A. C., Queiroz, A., Tassinari, W., Sa Carvalho, M., Reis, M. G., Diggle, P. J., & Ko, A. I. (2016). Spatiotemporal determinants of urban Leptospirosis transmission: four-year prospective cohort study of slum residents in Brazil. PLoS Neglected Tropical Diseases, 10(1), Article e0004275. https://doi.org/10.1371/journal.pntd.0004275

Vancouver

Hagan JE, Moraga-Serrano PE, Costa F, Capian N, Ribeiro GS, Wunder EA et al. Spatiotemporal determinants of urban Leptospirosis transmission: four-year prospective cohort study of slum residents in Brazil. PLoS Neglected Tropical Diseases. 2016 Jan 15;10(1):e0004275. doi: 10.1371/journal.pntd.0004275

Author

Hagan, Jose E. ; Moraga-Serrano, Paula Esther ; Costa, Federico et al. / Spatiotemporal determinants of urban Leptospirosis transmission : four-year prospective cohort study of slum residents in Brazil. In: PLoS Neglected Tropical Diseases. 2016 ; Vol. 10, No. 1.

Bibtex

@article{233e14a6493e4bd28b9d3a74de579e7a,
title = "Spatiotemporal determinants of urban Leptospirosis transmission: four-year prospective cohort study of slum residents in Brazil",
abstract = "BackgroundRat-borne leptospirosis is an emerging zoonotic disease in urban slum settlements for which there are no adequate control measures. The challenge in elucidating risk factors and informing approaches for prevention is the complex and heterogeneous environment within slums, which vary at fine spatial scales and influence transmission of the bacterial agent.Methodology/Principal FindingsWe performed a prospective study of 2,003 slum residents in the city of Salvador, Brazil during a four-year period (2003–2007) and used a spatiotemporal modelling approach to delineate the dynamics of leptospiral transmission. Household interviews and Geographical Information System surveys were performed annually to evaluate risk exposures and environmental transmission sources. We completed annual serosurveys to ascertain leptospiral infection based on serological evidence. Among the 1,730 (86%) individuals who completed at least one year of follow-up, the infection rate was 35.4 (95% CI, 30.7–40.6) per 1,000 annual follow-up events. Male gender, illiteracy, and age were independently associated with infection risk. Environmental risk factors included rat infestation (OR 1.46, 95% CI, 1.00–2.16), contact with mud (OR 1.57, 95% CI 1.17–2.17) and lower household elevation (OR 0.92 per 10m increase in elevation, 95% CI 0.82–1.04). The spatial distribution of infection risk was highly heterogeneous and varied across small scales. Fixed effects in the spatiotemporal model accounted for the majority of the spatial variation in risk, but there was a significant residual component that was best explained by the spatial random effect. Although infection risk varied between years, the spatial distribution of risk associated with fixed and random effects did not vary temporally. Specific “hot-spots” consistently had higher transmission risk during study years.Conclusions/SignificanceThe risk for leptospiral infection in urban slums is determined in large part by structural features, both social and environmental. Our findings indicate that topographic factors such as household elevation and inadequate drainage increase risk by promoting contact with mud and suggest that the soil-water interface serves as the environmental reservoir for spillover transmission. The use of a spatiotemporal approach allowed the identification of geographic outliers with unexplained risk patterns. This approach, in addition to guiding targeted community-based interventions and identifying new hypotheses, may have general applicability towards addressing environmentally-transmitted diseases that have emerged in complex urban slum settings.Author SummaryLeptospirosis is a rat-borne infectious disease that occurs worldwide, predominantly among vulnerable populations, such as urban slum communities with poor sanitation infrastructure. However, urban slums are complex local settings, where transmission of the disease varies over space and time, and the factors that influence this risk difference are unknown. An improved understanding of the environmental and social factors that modify the risk of this infection is needed in order to guide interventions to reduce the disease burden. We recruited a cohort of 2003 community residents of a high- risk urban slum in Salvador, Brazil. We followed them for a four-year period to understand yearly variation in individual and spatial risk factors for infection using spatiotemporal statistical modeling techniques. Our findings suggest that environmental factors related to topology such as household elevation and inadequate sewage drainage systems increase the risk of transmission in the slum microenvironment by promoting contact with mud contaminated with the pathogenic leptospiral bacteria, and that individual characteristics such as age and gender increase risk through behaviors that lead to increased exposures to a contaminated environment. Through this technique, we also identified local geographic areas where the risks are not well explained by these factors. This will help generate new hypotheses and identify intervention strategies for targeted prevention of leptospirosis in urban slum populations.",
author = "Hagan, {Jose E.} and Moraga-Serrano, {Paula Esther} and Federico Costa and Nicolas Capian and Ribeiro, {Guilherme S.} and Wunder, {Elsio A.} and Felzemburgh, {Ridalva D. M.} and Reis, {Renato B.} and Nivison Nery and Santana, {Francisco S.} and Deborah Fraga and {dos Santos}, {Balbino L.} and Santos, {Andrei c.} and Adriano Queiroz and Wagner Tassinari and {Sa Carvalho}, Marilia and Reis, {Mitermayer G.} and Diggle, {Peter John} and Ko, {Albert I.}",
year = "2016",
month = jan,
day = "15",
doi = "10.1371/journal.pntd.0004275",
language = "English",
volume = "10",
journal = "PLoS Neglected Tropical Diseases",
issn = "1935-2727",
publisher = "Public Library of Science",
number = "1",

}

RIS

TY - JOUR

T1 - Spatiotemporal determinants of urban Leptospirosis transmission

T2 - four-year prospective cohort study of slum residents in Brazil

AU - Hagan, Jose E.

AU - Moraga-Serrano, Paula Esther

AU - Costa, Federico

AU - Capian, Nicolas

AU - Ribeiro, Guilherme S.

AU - Wunder, Elsio A.

AU - Felzemburgh, Ridalva D. M.

AU - Reis, Renato B.

AU - Nery, Nivison

AU - Santana, Francisco S.

AU - Fraga, Deborah

AU - dos Santos, Balbino L.

AU - Santos, Andrei c.

AU - Queiroz, Adriano

AU - Tassinari, Wagner

AU - Sa Carvalho, Marilia

AU - Reis, Mitermayer G.

AU - Diggle, Peter John

AU - Ko, Albert I.

PY - 2016/1/15

Y1 - 2016/1/15

N2 - BackgroundRat-borne leptospirosis is an emerging zoonotic disease in urban slum settlements for which there are no adequate control measures. The challenge in elucidating risk factors and informing approaches for prevention is the complex and heterogeneous environment within slums, which vary at fine spatial scales and influence transmission of the bacterial agent.Methodology/Principal FindingsWe performed a prospective study of 2,003 slum residents in the city of Salvador, Brazil during a four-year period (2003–2007) and used a spatiotemporal modelling approach to delineate the dynamics of leptospiral transmission. Household interviews and Geographical Information System surveys were performed annually to evaluate risk exposures and environmental transmission sources. We completed annual serosurveys to ascertain leptospiral infection based on serological evidence. Among the 1,730 (86%) individuals who completed at least one year of follow-up, the infection rate was 35.4 (95% CI, 30.7–40.6) per 1,000 annual follow-up events. Male gender, illiteracy, and age were independently associated with infection risk. Environmental risk factors included rat infestation (OR 1.46, 95% CI, 1.00–2.16), contact with mud (OR 1.57, 95% CI 1.17–2.17) and lower household elevation (OR 0.92 per 10m increase in elevation, 95% CI 0.82–1.04). The spatial distribution of infection risk was highly heterogeneous and varied across small scales. Fixed effects in the spatiotemporal model accounted for the majority of the spatial variation in risk, but there was a significant residual component that was best explained by the spatial random effect. Although infection risk varied between years, the spatial distribution of risk associated with fixed and random effects did not vary temporally. Specific “hot-spots” consistently had higher transmission risk during study years.Conclusions/SignificanceThe risk for leptospiral infection in urban slums is determined in large part by structural features, both social and environmental. Our findings indicate that topographic factors such as household elevation and inadequate drainage increase risk by promoting contact with mud and suggest that the soil-water interface serves as the environmental reservoir for spillover transmission. The use of a spatiotemporal approach allowed the identification of geographic outliers with unexplained risk patterns. This approach, in addition to guiding targeted community-based interventions and identifying new hypotheses, may have general applicability towards addressing environmentally-transmitted diseases that have emerged in complex urban slum settings.Author SummaryLeptospirosis is a rat-borne infectious disease that occurs worldwide, predominantly among vulnerable populations, such as urban slum communities with poor sanitation infrastructure. However, urban slums are complex local settings, where transmission of the disease varies over space and time, and the factors that influence this risk difference are unknown. An improved understanding of the environmental and social factors that modify the risk of this infection is needed in order to guide interventions to reduce the disease burden. We recruited a cohort of 2003 community residents of a high- risk urban slum in Salvador, Brazil. We followed them for a four-year period to understand yearly variation in individual and spatial risk factors for infection using spatiotemporal statistical modeling techniques. Our findings suggest that environmental factors related to topology such as household elevation and inadequate sewage drainage systems increase the risk of transmission in the slum microenvironment by promoting contact with mud contaminated with the pathogenic leptospiral bacteria, and that individual characteristics such as age and gender increase risk through behaviors that lead to increased exposures to a contaminated environment. Through this technique, we also identified local geographic areas where the risks are not well explained by these factors. This will help generate new hypotheses and identify intervention strategies for targeted prevention of leptospirosis in urban slum populations.

AB - BackgroundRat-borne leptospirosis is an emerging zoonotic disease in urban slum settlements for which there are no adequate control measures. The challenge in elucidating risk factors and informing approaches for prevention is the complex and heterogeneous environment within slums, which vary at fine spatial scales and influence transmission of the bacterial agent.Methodology/Principal FindingsWe performed a prospective study of 2,003 slum residents in the city of Salvador, Brazil during a four-year period (2003–2007) and used a spatiotemporal modelling approach to delineate the dynamics of leptospiral transmission. Household interviews and Geographical Information System surveys were performed annually to evaluate risk exposures and environmental transmission sources. We completed annual serosurveys to ascertain leptospiral infection based on serological evidence. Among the 1,730 (86%) individuals who completed at least one year of follow-up, the infection rate was 35.4 (95% CI, 30.7–40.6) per 1,000 annual follow-up events. Male gender, illiteracy, and age were independently associated with infection risk. Environmental risk factors included rat infestation (OR 1.46, 95% CI, 1.00–2.16), contact with mud (OR 1.57, 95% CI 1.17–2.17) and lower household elevation (OR 0.92 per 10m increase in elevation, 95% CI 0.82–1.04). The spatial distribution of infection risk was highly heterogeneous and varied across small scales. Fixed effects in the spatiotemporal model accounted for the majority of the spatial variation in risk, but there was a significant residual component that was best explained by the spatial random effect. Although infection risk varied between years, the spatial distribution of risk associated with fixed and random effects did not vary temporally. Specific “hot-spots” consistently had higher transmission risk during study years.Conclusions/SignificanceThe risk for leptospiral infection in urban slums is determined in large part by structural features, both social and environmental. Our findings indicate that topographic factors such as household elevation and inadequate drainage increase risk by promoting contact with mud and suggest that the soil-water interface serves as the environmental reservoir for spillover transmission. The use of a spatiotemporal approach allowed the identification of geographic outliers with unexplained risk patterns. This approach, in addition to guiding targeted community-based interventions and identifying new hypotheses, may have general applicability towards addressing environmentally-transmitted diseases that have emerged in complex urban slum settings.Author SummaryLeptospirosis is a rat-borne infectious disease that occurs worldwide, predominantly among vulnerable populations, such as urban slum communities with poor sanitation infrastructure. However, urban slums are complex local settings, where transmission of the disease varies over space and time, and the factors that influence this risk difference are unknown. An improved understanding of the environmental and social factors that modify the risk of this infection is needed in order to guide interventions to reduce the disease burden. We recruited a cohort of 2003 community residents of a high- risk urban slum in Salvador, Brazil. We followed them for a four-year period to understand yearly variation in individual and spatial risk factors for infection using spatiotemporal statistical modeling techniques. Our findings suggest that environmental factors related to topology such as household elevation and inadequate sewage drainage systems increase the risk of transmission in the slum microenvironment by promoting contact with mud contaminated with the pathogenic leptospiral bacteria, and that individual characteristics such as age and gender increase risk through behaviors that lead to increased exposures to a contaminated environment. Through this technique, we also identified local geographic areas where the risks are not well explained by these factors. This will help generate new hypotheses and identify intervention strategies for targeted prevention of leptospirosis in urban slum populations.

U2 - 10.1371/journal.pntd.0004275

DO - 10.1371/journal.pntd.0004275

M3 - Journal article

VL - 10

JO - PLoS Neglected Tropical Diseases

JF - PLoS Neglected Tropical Diseases

SN - 1935-2727

IS - 1

M1 - e0004275

ER -