Modelling Salmonella Typhi in high-density urban Blantyre neighbourhood, Malawi, using point pattern methods

Khaki, Jessie J. and Meiring, James E. and Thindwa, Deus and Henrion, Marc Y. R. and Jere, Tikhala M. and Msuku, Harrison and Heyderman, Robert S. and Gordon, Melita A. and Giorgi, Emanuele (2024) Modelling Salmonella Typhi in high-density urban Blantyre neighbourhood, Malawi, using point pattern methods. Scientific Reports, 14 (1): 17164. ISSN 2045-2322

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Abstract

Salmonella Typhi is a human-restricted pathogen that is transmitted by the faecal–oral route and causative organism of typhoid fever. Using health facility data from 2016 to 2020, this study focuses on modelling the spatial variation in typhoid risk in Ndirande township in Blantyre. To pursue this objective, we developed a marked inhomogeneous Poisson process model that allows us to incorporate both individual-level and environmental risk factors. The results from our analysis indicate that typhoid cases are spatially clustered, with the incidence decreasing by 54% for a unit increase in the water, sanitation, and hygiene (WASH) score. Typhoid intensity was also higher in children aged below 18 years than in adults. However, our results did not show evidence of a strong temporal variation in typhoid incidence. We also discuss the inferential benefits of using point pattern models to characterise the spatial variation in typhoid risk and outline possible extensions of the proposed modelling framework.

Item Type:
Journal Article
Journal or Publication Title:
Scientific Reports
Uncontrolled Keywords:
/dk/atira/pure/subjectarea/asjc/1000
Subjects:
?? general ??
ID Code:
222597
Deposited By:
Deposited On:
29 Jul 2024 15:45
Refereed?:
Yes
Published?:
Published
Last Modified:
06 Oct 2024 00:22