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      The effects of flooding and weather conditions on leptospirosis transmission in Thailand

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          Abstract

          The epidemic of leptospirosis in humans occurs annually in Thailand. In this study, we have developed mathematical models to investigate transmission dynamics between humans, animals, and a contaminated environment. We compared different leptospire transmission models involving flooding and weather conditions, shedding and multiplication rate in a contaminated environment. We found that the model in which the transmission rate depends on both flooding and temperature, best-fits the reported human data on leptospirosis in Thailand. Our results indicate that flooding strongly contributes to disease transmission, where a high degree of flooding leads to a higher number of infected individuals. Sensitivity analysis showed that the transmission rate of leptospires from a contaminated environment was the most important parameter for the total number of human cases. Our results suggest that public education should target people who work in contaminated environments to prevent Leptospira infections.

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          Most cited references52

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          Modification of normalised difference water index (NDWI) to enhance open water features in remotely sensed imagery

          Hanqiu Xu (2006)
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            Leptospira and leptospirosis.

            Leptospirosis is the most wide spread zoonosis worldwide; it is present in all continents except Antarctica and evidence for the carriage of Leptospira has been found in virtually all mammalian species examined. Humans most commonly become infected through occupational, recreational, or domestic contact with the urine of carrier animals, either directly or via contaminated water or soil. Leptospires are thin, helical bacteria classified into at least 12 pathogenic and 4 saprophytic species, with more than 250 pathogenic serovars. Immunity following infection is generally, but not exclusively, mediated by antibody against leptospiral LPS and restricted to antigenically related serovars. Vaccines currently available consist of killed whole cell bacterins which are used widely in animals, but less so in humans. Current work with recombinant protein antigens shows promise for the development of vaccines based on defined protective antigens. The cellular and molecular basis for virulence remains poorly understood, but comparative genomics of pathogenic and saprophytic species suggests that Leptospira expresses unique virulence determinants. However, the recent development of defined mutagenesis systems for Leptospira heralds the potential for gaining a much improved understanding of pathogenesis in leptospirosis. Copyright 2009 Elsevier B.V. All rights reserved.
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              The TRMM Multisatellite Precipitation Analysis (TMPA): Quasi-Global, Multiyear, Combined-Sensor Precipitation Estimates at Fine Scales

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                Author and article information

                Contributors
                sudaratc@nu.ac.th
                Journal
                Sci Rep
                Sci Rep
                Scientific Reports
                Nature Publishing Group UK (London )
                2045-2322
                15 January 2021
                15 January 2021
                2021
                : 11
                : 1486
                Affiliations
                [1 ]GRID grid.412029.c, ISNI 0000 0000 9211 2704, Department of Physics, Research Center for Academic Excellence in Applied Physics, Faculty of Science, , Naresuan University, ; Phitsanulok, 65000 Thailand
                [2 ]GRID grid.494717.8, ISNI 0000000115480420, INRAE, VetAgro Sup, UMR EPIA, , Université Clermont Auvergne, ; 63122 Saint Genès Champanelle, France
                [3 ]GRID grid.7849.2, ISNI 0000 0001 2150 7757, INRAE, VetAgro Sup, UMR EPIA, , Université de Lyon, ; 69210 Marcy l’Etoile, France
                [4 ]GRID grid.10223.32, ISNI 0000 0004 1937 0490, Department of Clinical Sciences and Public Health, and the Monitoring and Surveillance Center for Zoonotic Diseases in Wildlife and Exotic Animals, Faculty of Veterinary Science, , Mahidol University, ; Nakhon Pathom, 73170 Thailand
                [5 ]GRID grid.10223.32, ISNI 0000 0004 1937 0490, Biophysics Group, Department of Physics, Faculty of Science, , Mahidol University, ; Bangkok, 10400 Thailand
                [6 ]GRID grid.10223.32, ISNI 0000 0004 1937 0490, Centre of Excellence in Mathematics, CHE, ; 328, Si Ayutthaya Road, Bangkok, 10400 Thailand
                Article
                79546
                10.1038/s41598-020-79546-x
                7810882
                33452273
                faf91c6b-10fc-4175-bdea-2189a588e18a
                © The Author(s) 2021

                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/.

                History
                : 21 April 2020
                : 4 December 2020
                Funding
                Funded by: Thailand Research Fund and the Office of the Higher Education Commission
                Award ID: MRG6180051
                Award ID: MRG6180051
                Award ID: MRG6180051
                Award Recipient :
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                © The Author(s) 2021

                Uncategorized
                infectious diseases,mathematics and computing
                Uncategorized
                infectious diseases, mathematics and computing

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