Climate variation and serotype competition drive dengue outbreak dynamics in Singapore

E Emilie Finch C Chia-chen Chang A Adam Kucharski S Shuzhen Sim (Environmental Health Institute, National Environment Agency, Singapore) L Lee-Ching Ng R Rachel Lowe (Barcelona Supercomputing Center)

Abstract

Abstract Dengue poses a rapidly increasing threat to global health, with Southeast Asia among the most affected regions. Climate-informed early warning systems can help mitigate outbreaks; however, prediction of large outbreaks with sufficient lead time remains a challenge. In this study, we quantified the role of climatic variation and serotype competition in shaping dengue risk in Singapore using over 20 years of weekly case data. We integrated these insights into a forecasting framework capable of predicting dengue outbreaks up to two months ahead and generated counterfactual projections to assess the impact of novel interventions, such as Wolbachia . While a climate-informed model improved predictive power by 54% compared to a seasonal baseline, including serotype information increased this to 60%, better explaining interannual variation in dengue incidence. By incorporating serotype competition as a proxy for population immunity, this work advances the field of climate-informed dengue prediction and demonstrates the value of long-term virus surveillance.

Article Details

Volume / Issue Vol. 16, Issue 1
Published November 22, 2025
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (6)

E

Emilie Finch

C

Chia-chen Chang

A

Adam Kucharski

S

Shuzhen Sim

Environmental Health Institute, National Environment Agency, Singapore

L

Lee-Ching Ng

R

Rachel Lowe

Barcelona Supercomputing Center