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Article ; Online: Clustering of Environmental Parameters and the Risk of Acute Ischaemic Stroke

Geraldine P. Y. Koo / Huili Zheng / Joel C. L. Aik / Benjamin Y. Q. Tan / Vijay K. Sharma / Ching Hui Sia / Marcus E. H. Ong / Andrew F. W. Ho

International Journal of Environmental Research and Public Health, Vol 20, Iss 4979, p

2023  Volume 4979

Abstract: Acute ischaemic stroke (AIS) risk on days with similar environmental profiles remains unknown. We investigated the association between clusters of days with similar environmental parameters and AIS incidence in Singapore. We grouped calendar days from ... ...

Abstract Acute ischaemic stroke (AIS) risk on days with similar environmental profiles remains unknown. We investigated the association between clusters of days with similar environmental parameters and AIS incidence in Singapore. We grouped calendar days from 2010 to 2015 with similar rainfall, temperature, wind speed, and Pollutant Standards Index (PSI) using k-means clustering. Three distinct clusters were formed ‘Cluster 1’ containing high wind speed, ‘Cluster 2’ having high rainfall, and ‘Cluster 3’ having high temperatures and PSI. We aggregated the number of AIS episodes over the same period with the clusters and analysed their association using a conditional Poisson regression in a time-stratified case-crossover design. Comparing the three clusters, Cluster 3 had the highest AIS occurrence (IRR 1.09; 95% confidence interval (CI) 1.05–1.13), with no significant difference between Clusters 1 and 2. Subgroup analyses in Cluster 3 showed that AIS risk was amplified in the elderly (≥65 years old), non-smokers, and those without a history of ischaemic heart disease/atrial fibrillation/vascular heart disease/peripheral vascular disease. In conclusion, we found that AIS incidence may be higher on days with higher temperatures and PSI. These findings have important public health implications for AIS prevention and health services delivery during at-risk days, such as during the seasonal transboundary haze.
Keywords ischaemic stroke ; cerebrovascular disease ; air pollution ; environmental epidemiology ; clustering ; haze ; Medicine ; R
Subject code 610
Language English
Publishing date 2023-03-01T00:00:00Z
Publisher MDPI AG
Document type Article ; Online
Database BASE - Bielefeld Academic Search Engine (life sciences selection)

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