Predicting the Presence of Leptospires in Rodents from Environmental Indicators Opens Up Opportunities for Environmental Monitoring of Human Leptospirosis

Leptospirosis, an environmental infectious disease of bacterial origin, is the infectious disease with the highest associated mortality in Seychelles. In small island territories, the occurrence of the disease is spatially heterogeneous and a better understanding of the environmental factors that co...

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Published in:Remote Sensing
Main Authors: Leon Biscornet, Christophe Révillion, Sylvaine Jégo, Erwan Lagadec, Yann Gomard, Gildas Le Minter, Gérard Rocamora, Vanina Guernier-Cambert, Julien Mélade, Koussay Dellagi, Pablo Tortosa, Vincent Herbreteau
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2021
Subjects:
Online Access:https://doi.org/10.3390/rs13020325
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author Leon Biscornet
Christophe Révillion
Sylvaine Jégo
Erwan Lagadec
Yann Gomard
Gildas Le Minter
Gérard Rocamora
Vanina Guernier-Cambert
Julien Mélade
Koussay Dellagi
Pablo Tortosa
Vincent Herbreteau
author_facet Leon Biscornet
Christophe Révillion
Sylvaine Jégo
Erwan Lagadec
Yann Gomard
Gildas Le Minter
Gérard Rocamora
Vanina Guernier-Cambert
Julien Mélade
Koussay Dellagi
Pablo Tortosa
Vincent Herbreteau
author_sort Leon Biscornet
collection MDPI Open Access Publishing
container_issue 2
container_start_page 325
container_title Remote Sensing
container_volume 13
description Leptospirosis, an environmental infectious disease of bacterial origin, is the infectious disease with the highest associated mortality in Seychelles. In small island territories, the occurrence of the disease is spatially heterogeneous and a better understanding of the environmental factors that contribute to the presence of the bacteria would help implement targeted control. The present study aimed at identifying the main environmental parameters correlated with animal reservoirs distribution and Leptospira infection in order to delineate habitats with highest prevalence. We used a previously published dataset produced from a large collection of rodents trapped during the dry and wet seasons in most habitats of Mahé, the main island of Seychelles. A land use/land cover analysis was realized in order to describe the various environments using SPOT-5 images by remote sensing (object-based image analysis). At each sampling site, landscape indices were calculated and combined with other geographical parameters together with rainfall records to be used in a multivariate statistical analysis. Several environmental factors were found to be associated with the carriage of leptospires in Rattus rattus and Rattus norvegicus, namely low elevations, fragmented landscapes, the proximity of urbanized areas, an increased distance from forests and, above all, increased precipitation in the three months preceding trapping. The analysis indicated that Leptospira renal carriage could be predicted using the species identification and a description of landscape fragmentation and rainfall, with infection prevalence being positively correlated with these two environmental variables. This model may help decision makers in implementing policies affecting urban landscapes and/or in balancing conservation efforts when designing pest control strategies that should also aim at reducing human contact with Leptospira-laden rats while limiting their impact on the autochthonous fauna.
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genre Rattus rattus
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op_relation Environmental Remote Sensing
https://dx.doi.org/10.3390/rs13020325
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spelling ftmdpi:oai:mdpi.com:/2072-4292/13/2/325/ 2025-01-17T00:26:53+00:00 Predicting the Presence of Leptospires in Rodents from Environmental Indicators Opens Up Opportunities for Environmental Monitoring of Human Leptospirosis Leon Biscornet Christophe Révillion Sylvaine Jégo Erwan Lagadec Yann Gomard Gildas Le Minter Gérard Rocamora Vanina Guernier-Cambert Julien Mélade Koussay Dellagi Pablo Tortosa Vincent Herbreteau agris 2021-01-19 application/pdf https://doi.org/10.3390/rs13020325 EN eng Multidisciplinary Digital Publishing Institute Environmental Remote Sensing https://dx.doi.org/10.3390/rs13020325 https://creativecommons.org/licenses/by/4.0/ Remote Sensing; Volume 13; Issue 2; Pages: 325 leptospirosis rodents Rattus rattus Rattus norvegicus spatial analysis remote sensing landscape metrics satellite ecology Text 2021 ftmdpi https://doi.org/10.3390/rs13020325 2023-08-01T00:53:44Z Leptospirosis, an environmental infectious disease of bacterial origin, is the infectious disease with the highest associated mortality in Seychelles. In small island territories, the occurrence of the disease is spatially heterogeneous and a better understanding of the environmental factors that contribute to the presence of the bacteria would help implement targeted control. The present study aimed at identifying the main environmental parameters correlated with animal reservoirs distribution and Leptospira infection in order to delineate habitats with highest prevalence. We used a previously published dataset produced from a large collection of rodents trapped during the dry and wet seasons in most habitats of Mahé, the main island of Seychelles. A land use/land cover analysis was realized in order to describe the various environments using SPOT-5 images by remote sensing (object-based image analysis). At each sampling site, landscape indices were calculated and combined with other geographical parameters together with rainfall records to be used in a multivariate statistical analysis. Several environmental factors were found to be associated with the carriage of leptospires in Rattus rattus and Rattus norvegicus, namely low elevations, fragmented landscapes, the proximity of urbanized areas, an increased distance from forests and, above all, increased precipitation in the three months preceding trapping. The analysis indicated that Leptospira renal carriage could be predicted using the species identification and a description of landscape fragmentation and rainfall, with infection prevalence being positively correlated with these two environmental variables. This model may help decision makers in implementing policies affecting urban landscapes and/or in balancing conservation efforts when designing pest control strategies that should also aim at reducing human contact with Leptospira-laden rats while limiting their impact on the autochthonous fauna. Text Rattus rattus MDPI Open Access Publishing Main Island ENVELOPE(-38.220,-38.220,-54.007,-54.007) Remote Sensing 13 2 325
spellingShingle leptospirosis
rodents
Rattus rattus
Rattus norvegicus
spatial analysis
remote sensing
landscape metrics
satellite
ecology
Leon Biscornet
Christophe Révillion
Sylvaine Jégo
Erwan Lagadec
Yann Gomard
Gildas Le Minter
Gérard Rocamora
Vanina Guernier-Cambert
Julien Mélade
Koussay Dellagi
Pablo Tortosa
Vincent Herbreteau
Predicting the Presence of Leptospires in Rodents from Environmental Indicators Opens Up Opportunities for Environmental Monitoring of Human Leptospirosis
title Predicting the Presence of Leptospires in Rodents from Environmental Indicators Opens Up Opportunities for Environmental Monitoring of Human Leptospirosis
title_full Predicting the Presence of Leptospires in Rodents from Environmental Indicators Opens Up Opportunities for Environmental Monitoring of Human Leptospirosis
title_fullStr Predicting the Presence of Leptospires in Rodents from Environmental Indicators Opens Up Opportunities for Environmental Monitoring of Human Leptospirosis
title_full_unstemmed Predicting the Presence of Leptospires in Rodents from Environmental Indicators Opens Up Opportunities for Environmental Monitoring of Human Leptospirosis
title_short Predicting the Presence of Leptospires in Rodents from Environmental Indicators Opens Up Opportunities for Environmental Monitoring of Human Leptospirosis
title_sort predicting the presence of leptospires in rodents from environmental indicators opens up opportunities for environmental monitoring of human leptospirosis
topic leptospirosis
rodents
Rattus rattus
Rattus norvegicus
spatial analysis
remote sensing
landscape metrics
satellite
ecology
topic_facet leptospirosis
rodents
Rattus rattus
Rattus norvegicus
spatial analysis
remote sensing
landscape metrics
satellite
ecology
url https://doi.org/10.3390/rs13020325