Assessment of Environmental Variables as Potential Risk Factors for the Transmission of Leptospira spp.

A diverse Leptospira serovars and reservoir hosts have been reported to circulate in various environmental settings in Sarawak. The risk of infection has been linked to socio-economic and environmental risk factors. This underscored the potential for a shift in the transmission dynamics of leptospir...

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Main Author: Rosdi, Kira
Format: Thesis
Language:English
English
Published: Universiti Malaysia Sarawak (UNIMAS) 2020
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Online Access:http://ir.unimas.my/id/eprint/34984/1/Rosdi%20Anak%20Kira%20-%2024%20pgs.pdf
http://ir.unimas.my/id/eprint/34984/6/Rosdi%20Anak%20Kira%20ft.pdf
http://ir.unimas.my/id/eprint/34984/
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id my.unimas.ir.34984
record_format eprints
institution Universiti Malaysia Sarawak
building Centre for Academic Information Services (CAIS)
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sarawak
content_source UNIMAS Institutional Repository
url_provider http://ir.unimas.my/
language English
English
topic Q Science (General)
QR Microbiology
RA0421 Public health. Hygiene. Preventive Medicine
spellingShingle Q Science (General)
QR Microbiology
RA0421 Public health. Hygiene. Preventive Medicine
Rosdi, Kira
Assessment of Environmental Variables as Potential Risk Factors for the Transmission of Leptospira spp.
description A diverse Leptospira serovars and reservoir hosts have been reported to circulate in various environmental settings in Sarawak. The risk of infection has been linked to socio-economic and environmental risk factors. This underscored the potential for a shift in the transmission dynamics of leptospirosis in Sarawak. It is imperative to consider the broad socio-demographical and environmental determinants such as climate and agricultural intensity, which may act as modifiable predictors for a disease like leptospirosis. These factors may be unevenly distributed, and their spatial distribution may influence the dynamics of leptospirosis. Hence, this study aims to determine the demographical and spatial distribution of leptospirosis using confirmed cases from 2011-2018 at a district level. This study also aims to investigate the global and localised relationship between leptospirosis with climate and agricultural variables. The demographical distribution of leptospirosis was analysed based on descriptive and inferential statistics by aggregating the data according to demographical groups. Spatial statistics including global and local Moran’s I was employed to study the spatial autocorrelation of leptospirosis incidence rate by districts. The potential clustering of hot spot and cold spot regions were investigated using Getis-Ord-Gi* statistics. The relationship between environmental factors and spatial density of geocoded leptospirosis cases was explored by using global Poisson regression (GPR) and geographically weighted Poisson regression (GWPR). A total of 4,648 cases were reported from 2011-2018 with the highest incidence in 2018, with 31 cases per 100,000 population. One hundred and thirty-nine fatal cases were reported, with the overall case fatality rate of 2.99%. Higher incidence rate per 100,000 population was observed in males (35.79; 95% CI: 22.92- 48.67), individuals aged between 50-59 years (27.22; 95% CI: 15.91- 38.53), other Bumiputera ethnic group (32.21; 95% CI: 16.80-47.82) and elementary occupational iv type (56.93; 95% CI: 26.49-87.37). Overall, the leptospirosis incidence in Sarawak demonstrated a positive spatial clustering (Moran’s I: 0.28) with significant positive local clustering observed in 2012 (Moran’s I: 0.23), 2013 (Moran’s I: 0.33) and the highest Moran’s I in 2014 (0.45). An increasing incidence trend was observed towards the southeast region with a standardised incidence ratio (SIR) between 0.39 and 4.54. The southeast region was identified as a significant hot spot region (z-scores: 1.58 to 2.83). Leptospirosis in the hot spot region was concentrated in areas with higher water vapour pressure (exp(β): 1.12; 95% CI: 1.02 - 1.25) and annual precipitation (exp(β): 1.15; 95% CI: 1.02 - 1.31), with lower precipitation in the driest month (exp(β): 0.85; 95% CI: 0.75 – 0.96) and the wettest quarter (exp(β): 0.88; 95% CI: 0.77 – 1.00). Water vapour pressure (WVP) has the most variation effect across the hot spot region with a standard deviation of 0.62 (LQ: 0.15; UQ; 0.99) while least variation in effect was observed in annual precipitation (ANNP) with a standard deviation of 0.14 (LQ: 0.11; UQ; 0.30). The GWPR model explained better relationships between leptospirosis and environmental covariates as denoted by the reduction in AICc value from 519.73 to 443.49. The results of localised relationships presented in this study could be used to formulate spatially targeted interventions. This would be useful particularly in localities with strong environmental or socio-demographical determinants for the transmission leptospirosis.
format Thesis
author Rosdi, Kira
author_facet Rosdi, Kira
author_sort Rosdi, Kira
title Assessment of Environmental Variables as Potential Risk Factors for the Transmission of Leptospira spp.
title_short Assessment of Environmental Variables as Potential Risk Factors for the Transmission of Leptospira spp.
title_full Assessment of Environmental Variables as Potential Risk Factors for the Transmission of Leptospira spp.
title_fullStr Assessment of Environmental Variables as Potential Risk Factors for the Transmission of Leptospira spp.
title_full_unstemmed Assessment of Environmental Variables as Potential Risk Factors for the Transmission of Leptospira spp.
title_sort assessment of environmental variables as potential risk factors for the transmission of leptospira spp.
publisher Universiti Malaysia Sarawak (UNIMAS)
publishDate 2020
url http://ir.unimas.my/id/eprint/34984/1/Rosdi%20Anak%20Kira%20-%2024%20pgs.pdf
http://ir.unimas.my/id/eprint/34984/6/Rosdi%20Anak%20Kira%20ft.pdf
http://ir.unimas.my/id/eprint/34984/
_version_ 1778166695913848832
spelling my.unimas.ir.349842023-09-07T06:18:40Z http://ir.unimas.my/id/eprint/34984/ Assessment of Environmental Variables as Potential Risk Factors for the Transmission of Leptospira spp. Rosdi, Kira Q Science (General) QR Microbiology RA0421 Public health. Hygiene. Preventive Medicine A diverse Leptospira serovars and reservoir hosts have been reported to circulate in various environmental settings in Sarawak. The risk of infection has been linked to socio-economic and environmental risk factors. This underscored the potential for a shift in the transmission dynamics of leptospirosis in Sarawak. It is imperative to consider the broad socio-demographical and environmental determinants such as climate and agricultural intensity, which may act as modifiable predictors for a disease like leptospirosis. These factors may be unevenly distributed, and their spatial distribution may influence the dynamics of leptospirosis. Hence, this study aims to determine the demographical and spatial distribution of leptospirosis using confirmed cases from 2011-2018 at a district level. This study also aims to investigate the global and localised relationship between leptospirosis with climate and agricultural variables. The demographical distribution of leptospirosis was analysed based on descriptive and inferential statistics by aggregating the data according to demographical groups. Spatial statistics including global and local Moran’s I was employed to study the spatial autocorrelation of leptospirosis incidence rate by districts. The potential clustering of hot spot and cold spot regions were investigated using Getis-Ord-Gi* statistics. The relationship between environmental factors and spatial density of geocoded leptospirosis cases was explored by using global Poisson regression (GPR) and geographically weighted Poisson regression (GWPR). A total of 4,648 cases were reported from 2011-2018 with the highest incidence in 2018, with 31 cases per 100,000 population. One hundred and thirty-nine fatal cases were reported, with the overall case fatality rate of 2.99%. Higher incidence rate per 100,000 population was observed in males (35.79; 95% CI: 22.92- 48.67), individuals aged between 50-59 years (27.22; 95% CI: 15.91- 38.53), other Bumiputera ethnic group (32.21; 95% CI: 16.80-47.82) and elementary occupational iv type (56.93; 95% CI: 26.49-87.37). Overall, the leptospirosis incidence in Sarawak demonstrated a positive spatial clustering (Moran’s I: 0.28) with significant positive local clustering observed in 2012 (Moran’s I: 0.23), 2013 (Moran’s I: 0.33) and the highest Moran’s I in 2014 (0.45). An increasing incidence trend was observed towards the southeast region with a standardised incidence ratio (SIR) between 0.39 and 4.54. The southeast region was identified as a significant hot spot region (z-scores: 1.58 to 2.83). Leptospirosis in the hot spot region was concentrated in areas with higher water vapour pressure (exp(β): 1.12; 95% CI: 1.02 - 1.25) and annual precipitation (exp(β): 1.15; 95% CI: 1.02 - 1.31), with lower precipitation in the driest month (exp(β): 0.85; 95% CI: 0.75 – 0.96) and the wettest quarter (exp(β): 0.88; 95% CI: 0.77 – 1.00). Water vapour pressure (WVP) has the most variation effect across the hot spot region with a standard deviation of 0.62 (LQ: 0.15; UQ; 0.99) while least variation in effect was observed in annual precipitation (ANNP) with a standard deviation of 0.14 (LQ: 0.11; UQ; 0.30). The GWPR model explained better relationships between leptospirosis and environmental covariates as denoted by the reduction in AICc value from 519.73 to 443.49. The results of localised relationships presented in this study could be used to formulate spatially targeted interventions. This would be useful particularly in localities with strong environmental or socio-demographical determinants for the transmission leptospirosis. Universiti Malaysia Sarawak (UNIMAS) 2020-04-01 Thesis NonPeerReviewed text en http://ir.unimas.my/id/eprint/34984/1/Rosdi%20Anak%20Kira%20-%2024%20pgs.pdf text en http://ir.unimas.my/id/eprint/34984/6/Rosdi%20Anak%20Kira%20ft.pdf Rosdi, Kira (2020) Assessment of Environmental Variables as Potential Risk Factors for the Transmission of Leptospira spp. Masters thesis, Universiti Malaysia Sarawak (UNIMAS).
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