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Association between weather, air quality and asthma-related emergency department visits: a retrospective time-series study in Singapore.

Publication ,  Journal Article
Toh, MR; Wen, X; Ng, GXZ; Fun, AQR; Youxin, P; Fong, L; Wu, JT; Ong, M; Matchar, DB; Tan, NC; Loo, CM; Sheikh, A; Koh, MS; Lam, SW
Published in: BMJ Open
December 18, 2025

OBJECTIVES: To evaluate the association between asthma-related emergency department (ED) visits and weather, air quality, monsoons, haze and cultural festivals in Singapore. DESIGN: Retrospective cohort study. SETTING: A public healthcare cluster that covers 20% of the nation's adult asthma population. PARTICIPANTS: 2617 adult patients accounting for 5337 asthma ED visits between 2016 and 2024. PRIMARY AND SECONDARY OUTCOME MEASURES: Temperature, rainfall, wet bulb temperature (WBT), wind speed and Pollution Standards Index (PSI) were correlated with asthma ED counts at 0-7 day lags. Associations between ED visits and monsoons, transboundary haze and cultural festivals were evaluated using one-way analysis of variance. Weekly seasonal ARIMA models with exogenous regressors were fitted, incorporating PSI as a covariate and adjusting for demographic, clinical and socioeconomic factors. RESULTS: Asthma ED visits were positively correlated with PSI (lag 0: r=0.142; 95% CI 0.107 to 0.178) and inversely correlated with rainfall (lag 3: r=-0.062; 95% CI -0.099 to -0.026) and WBT (lag 1: r=-0.067; 95% CI -0.104 to -0.031). Wind speed (lag 2: r=-0.049; 95% CI -0.086 to -0.013) and ambient temperature (lag 6: r=-0.045; 95% CI -0.081 to -0.008) showed weaker inverse associations. Mean PSI was higher during haze (82.67 vs 51.46, p<0.001) and festival periods (53.42 vs 51.57, p=0.001). Mean ED visits fell across successive haze events (2.60 in 2016, 2.36 in 2019, 1.46 in 2023) but peaked during the Northeast monsoons despite lower PSI, indicating weather influences beyond ambient pollution. CONCLUSIONS: PSI-ED association peaked on the same day of exposure but was no longer significant after adjusting for demographic and clinical factors. Pollution-linked festivals, transboundary haze and the Northeast monsoon were associated with increased asthma ED visits.

Duke Scholars

Published In

BMJ Open

DOI

EISSN

2044-6055

Publication Date

December 18, 2025

Volume

15

Issue

12

Start / End Page

e108426

Location

England

Related Subject Headings

  • Young Adult
  • Weather
  • Singapore
  • Seasons
  • Retrospective Studies
  • Middle Aged
  • Male
  • Humans
  • Female
  • Emergency Service, Hospital
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Toh, M. R., Wen, X., Ng, G. X. Z., Fun, A. Q. R., Youxin, P., Fong, L., … Lam, S. W. (2025). Association between weather, air quality and asthma-related emergency department visits: a retrospective time-series study in Singapore. BMJ Open, 15(12), e108426. https://doi.org/10.1136/bmjopen-2025-108426
Toh, Ming Ren, Xingdi Wen, Gerald Xuan Zhong Ng, Adam Quek Rop Fun, Puan Youxin, Liesel Fong, Jun Tian Wu, et al. “Association between weather, air quality and asthma-related emergency department visits: a retrospective time-series study in Singapore.BMJ Open 15, no. 12 (December 18, 2025): e108426. https://doi.org/10.1136/bmjopen-2025-108426.
Toh MR, Wen X, Ng GXZ, Fun AQR, Youxin P, Fong L, et al. Association between weather, air quality and asthma-related emergency department visits: a retrospective time-series study in Singapore. BMJ Open. 2025 Dec 18;15(12):e108426.
Toh, Ming Ren, et al. “Association between weather, air quality and asthma-related emergency department visits: a retrospective time-series study in Singapore.BMJ Open, vol. 15, no. 12, Dec. 2025, p. e108426. Pubmed, doi:10.1136/bmjopen-2025-108426.
Toh MR, Wen X, Ng GXZ, Fun AQR, Youxin P, Fong L, Wu JT, Ong M, Matchar DB, Tan NC, Loo CM, Sheikh A, Koh MS, Lam SW. Association between weather, air quality and asthma-related emergency department visits: a retrospective time-series study in Singapore. BMJ Open. 2025 Dec 18;15(12):e108426.

Published In

BMJ Open

DOI

EISSN

2044-6055

Publication Date

December 18, 2025

Volume

15

Issue

12

Start / End Page

e108426

Location

England

Related Subject Headings

  • Young Adult
  • Weather
  • Singapore
  • Seasons
  • Retrospective Studies
  • Middle Aged
  • Male
  • Humans
  • Female
  • Emergency Service, Hospital