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...
Published in: | Remote Sensing |
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Main Authors: | , , , , , , , , , , , |
Format: | Text |
Language: | English |
Published: |
Multidisciplinary Digital Publishing Institute
2021
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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. |
format | Text |
genre | Rattus rattus |
genre_facet | Rattus rattus |
geographic | Main Island |
geographic_facet | Main Island |
id | ftmdpi:oai:mdpi.com:/2072-4292/13/2/325/ |
institution | Open Polar |
language | English |
long_lat | ENVELOPE(-38.220,-38.220,-54.007,-54.007) |
op_collection_id | ftmdpi |
op_coverage | agris |
op_doi | https://doi.org/10.3390/rs13020325 |
op_relation | Environmental Remote Sensing https://dx.doi.org/10.3390/rs13020325 |
op_rights | https://creativecommons.org/licenses/by/4.0/ |
op_source | Remote Sensing; Volume 13; Issue 2; Pages: 325 |
publishDate | 2021 |
publisher | Multidisciplinary Digital Publishing Institute |
record_format | openpolar |
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 |