Ecological and Socio-Economic Determinants of Livestock Animal Leptospirosis in the Russian Arctic

Leptospirosis is a re-emerging zoonotic infectious disease caused by pathogenic bacteria of the genus Leptospira. Regional differences in the disease manifestation and the role of ecological factors, specifically in regions with a subarctic and arctic climate, remain poorly understood. We here explo...

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Published in:Frontiers in Veterinary Science
Main Authors: Olga I. Zakharova, Fedor I. Korennoy, Ivan V. Iashin, Nadezhda N. Toropova, Andrey E. Gogin, Denis V. Kolbasov, Galina V. Surkova, Svetlana M. Malkhazova, Andrei A. Blokhin
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media S.A. 2021
Subjects:
Online Access:https://doi.org/10.3389/fvets.2021.658675
https://doaj.org/article/05769fdec59c47058d3ed5a5ce3b17df
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spelling ftdoajarticles:oai:doaj.org/article:05769fdec59c47058d3ed5a5ce3b17df 2023-05-15T14:50:12+02:00 Ecological and Socio-Economic Determinants of Livestock Animal Leptospirosis in the Russian Arctic Olga I. Zakharova Fedor I. Korennoy Ivan V. Iashin Nadezhda N. Toropova Andrey E. Gogin Denis V. Kolbasov Galina V. Surkova Svetlana M. Malkhazova Andrei A. Blokhin 2021-04-01T00:00:00Z https://doi.org/10.3389/fvets.2021.658675 https://doaj.org/article/05769fdec59c47058d3ed5a5ce3b17df EN eng Frontiers Media S.A. https://www.frontiersin.org/articles/10.3389/fvets.2021.658675/full https://doaj.org/toc/2297-1769 2297-1769 doi:10.3389/fvets.2021.658675 https://doaj.org/article/05769fdec59c47058d3ed5a5ce3b17df Frontiers in Veterinary Science, Vol 8 (2021) Arctic climate change forest-based classification and regression algorithm G-rate leptospirosis livestock Veterinary medicine SF600-1100 article 2021 ftdoajarticles https://doi.org/10.3389/fvets.2021.658675 2022-12-31T06:33:36Z Leptospirosis is a re-emerging zoonotic infectious disease caused by pathogenic bacteria of the genus Leptospira. Regional differences in the disease manifestation and the role of ecological factors, specifically in regions with a subarctic and arctic climate, remain poorly understood. We here explored environmental and socio-economic features associated with leptospirosis cases in livestock animals in the Russian Arctic during 2000–2019. Spatial analysis suggested that the locations of the majority of 808 cases were in “boreal” or “polar” climate regions, with “cropland,” “forest,” “shrubland,” or “settlements” land-cover type, with a predominance of “Polar Moist Cropland on Plain” ecosystem. The cases demonstrated seasonality, with peaks in March, June, and August, corresponding to the livestock pasturing practices. We applied the Forest-based Classification and Regression algorithm to explore the relationships between the cumulative leptospirosis incidence per unit area by municipal districts (G-rate) and a number of socio-economic, landscape, and climatic factors. The model demonstrated satisfactory performance in explaining the observed disease distribution (R2 = 0.82, p < 0.01), with human population density, livestock units density, the proportion of crop area, and budgetary investments into agriculture per unit area being the most influential socio-economic variables. Climatic factors demonstrated a significantly weaker influence, with nearly similar contributions of mean yearly precipitation and air temperature and number of days with above-zero temperatures. Using a projected climate by 2100 according to the RCP8.5 scenario, we predict a climate-related rise of expected disease incidence across most of the study area, with an up to 4.4-fold increase in the G-rate. These results demonstrated the predominant influence of the population and agricultural production factors on the observed increase in leptospirosis cases in livestock animals in the Russian Arctic. These findings may contribute to ... Article in Journal/Newspaper Arctic Climate change Subarctic Directory of Open Access Journals: DOAJ Articles Arctic Frontiers in Veterinary Science 8
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Arctic
climate change
forest-based classification and regression algorithm
G-rate
leptospirosis
livestock
Veterinary medicine
SF600-1100
spellingShingle Arctic
climate change
forest-based classification and regression algorithm
G-rate
leptospirosis
livestock
Veterinary medicine
SF600-1100
Olga I. Zakharova
Fedor I. Korennoy
Ivan V. Iashin
Nadezhda N. Toropova
Andrey E. Gogin
Denis V. Kolbasov
Galina V. Surkova
Svetlana M. Malkhazova
Andrei A. Blokhin
Ecological and Socio-Economic Determinants of Livestock Animal Leptospirosis in the Russian Arctic
topic_facet Arctic
climate change
forest-based classification and regression algorithm
G-rate
leptospirosis
livestock
Veterinary medicine
SF600-1100
description Leptospirosis is a re-emerging zoonotic infectious disease caused by pathogenic bacteria of the genus Leptospira. Regional differences in the disease manifestation and the role of ecological factors, specifically in regions with a subarctic and arctic climate, remain poorly understood. We here explored environmental and socio-economic features associated with leptospirosis cases in livestock animals in the Russian Arctic during 2000–2019. Spatial analysis suggested that the locations of the majority of 808 cases were in “boreal” or “polar” climate regions, with “cropland,” “forest,” “shrubland,” or “settlements” land-cover type, with a predominance of “Polar Moist Cropland on Plain” ecosystem. The cases demonstrated seasonality, with peaks in March, June, and August, corresponding to the livestock pasturing practices. We applied the Forest-based Classification and Regression algorithm to explore the relationships between the cumulative leptospirosis incidence per unit area by municipal districts (G-rate) and a number of socio-economic, landscape, and climatic factors. The model demonstrated satisfactory performance in explaining the observed disease distribution (R2 = 0.82, p < 0.01), with human population density, livestock units density, the proportion of crop area, and budgetary investments into agriculture per unit area being the most influential socio-economic variables. Climatic factors demonstrated a significantly weaker influence, with nearly similar contributions of mean yearly precipitation and air temperature and number of days with above-zero temperatures. Using a projected climate by 2100 according to the RCP8.5 scenario, we predict a climate-related rise of expected disease incidence across most of the study area, with an up to 4.4-fold increase in the G-rate. These results demonstrated the predominant influence of the population and agricultural production factors on the observed increase in leptospirosis cases in livestock animals in the Russian Arctic. These findings may contribute to ...
format Article in Journal/Newspaper
author Olga I. Zakharova
Fedor I. Korennoy
Ivan V. Iashin
Nadezhda N. Toropova
Andrey E. Gogin
Denis V. Kolbasov
Galina V. Surkova
Svetlana M. Malkhazova
Andrei A. Blokhin
author_facet Olga I. Zakharova
Fedor I. Korennoy
Ivan V. Iashin
Nadezhda N. Toropova
Andrey E. Gogin
Denis V. Kolbasov
Galina V. Surkova
Svetlana M. Malkhazova
Andrei A. Blokhin
author_sort Olga I. Zakharova
title Ecological and Socio-Economic Determinants of Livestock Animal Leptospirosis in the Russian Arctic
title_short Ecological and Socio-Economic Determinants of Livestock Animal Leptospirosis in the Russian Arctic
title_full Ecological and Socio-Economic Determinants of Livestock Animal Leptospirosis in the Russian Arctic
title_fullStr Ecological and Socio-Economic Determinants of Livestock Animal Leptospirosis in the Russian Arctic
title_full_unstemmed Ecological and Socio-Economic Determinants of Livestock Animal Leptospirosis in the Russian Arctic
title_sort ecological and socio-economic determinants of livestock animal leptospirosis in the russian arctic
publisher Frontiers Media S.A.
publishDate 2021
url https://doi.org/10.3389/fvets.2021.658675
https://doaj.org/article/05769fdec59c47058d3ed5a5ce3b17df
geographic Arctic
geographic_facet Arctic
genre Arctic
Climate change
Subarctic
genre_facet Arctic
Climate change
Subarctic
op_source Frontiers in Veterinary Science, Vol 8 (2021)
op_relation https://www.frontiersin.org/articles/10.3389/fvets.2021.658675/full
https://doaj.org/toc/2297-1769
2297-1769
doi:10.3389/fvets.2021.658675
https://doaj.org/article/05769fdec59c47058d3ed5a5ce3b17df
op_doi https://doi.org/10.3389/fvets.2021.658675
container_title Frontiers in Veterinary Science
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