Evidence map›Paper›PMID 42063182›Full record

ArticleInfectious diseases of poverty2026

Climate drivers and winter constraints of dengue epidemics: a 10-year epidemiological perspective study in the Lao People's Democratic Republic.

Souphatsone Houatthongkham, Jae Hyun Kim, Bouaphanh Khamphaphongphane, Phonepadith Xangsayarath, Jong-Hun Kim, Sung Hye Kim

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Article in Infectious diseases of poverty, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Souphatsone Houatthongkham *Ministry of Health, Vientiane, Lao People's Democratic Republic.
Jae Hyun Kim *Department of Environmental Biology and Medical Parasitology, College of Medicine, Hanyang University, 222 Wangsimni-ro, Seoul, Republic of Korea.
Bouaphanh KhamphaphongphaneMinistry of Health, Vientiane, Lao People's Democratic Republic.
Phonepadith XangsayarathMinistry of Health, Vientiane, Lao People's Democratic Republic.
Jong-Hun Kim *Department of Social and Preventive Medicine, Sungkyunkwan University School of Medicine, Seobu-ro, Jangan-gu, Suwon-si, Gyeonggi-do, 2066, Republic of Korea. kimjh32@skku.edu.
Sung Hye Kim *Department of Environmental Biology and Medical Parasitology, College of Medicine, Hanyang University, 222 Wangsimni-ro, Seoul, Republic of Korea. sunghyekim@hanyang.ac.kr.ORCID http://orcid.org/0000-0002-9682-894X

Funding

Korea Centers for Disease Control and Prevention Not available
6 · The paper itself

Abstract

backgroundDengue fever is hyperendemic in the Lao People's Democratic Republic (PDR), where transmission is driven by Aedes mosquitoes and influenced by large-scale climatic phenomena, including the El Niño-Southern Oscillation (ENSO) and the Indian Ocean Dipole (IOD). As a landlocked nation, the Lao PDR experiences sharper winter temperature declines than coastal regions, which may impose a seasonal "bottleneck" on vector survival and dengue transmission. This study examined whether winter minimum temperatures act as a seasonal transmission bottleneck, alongside the Oceanic Niño Index (ONI) and the Dipole Mode Index (DMI), during 2014-2023.

methodsMonthly dengue case counts reported to the National Center for Laboratory and Epidemiology, Ministry of Health, Lao PDR, from January 2014 to December 2023 were analyzed using region-specific quasi-Poisson distributed lag nonlinear models. Models incorporated 3-month-lagged ONI/DMI cross-basis functions, winter minimum temperature hinges, long-term trends, and seasonality, with population as an offset. Region-specific estimates were pooled using multivariate meta-analysis to generate best linear unbiased predictions (BLUPs). Optimal lag structures and temperature thresholds were selected by minimizing the quasi-Akaike information criterion and residual sum of squares.

resultsA total of 134,093 dengue cases were reported, with substantial regional heterogeneity. The Capital Region had the highest burden (40,672 cases; annual incidence 35.4 per 100,000), followed by the Southern Mountains and Tropical Rainforests region (20,176 cases; 23.3 per 100,000). Annual incidence in each region appeared constrained by region-specific winter minimum temperature thresholds. Pooled BLUPs analyses adjusted for covariates revealed monotonic cumulative relative risk increases with ONI [RR = 2.83 at ONI = 2.0; 95% confidence interval (CI): 1.46-5.49) and decreases with DMI (RR = 0.37 at DMI = 1.5; 95% CI: 0.24-0.59).

conclusionsWinter cold functions as a primary bottleneck for dengue transmission in the Lao PDR, with ENSO amplifying and IOD suppressing outbreak risk. These findings support the development of climate-integrated, region-specific early warning systems. Incorporating 3-month-lagged climate indices may enhance public health preparedness for future dengue outbreaks.

Indexed as

ClimateDengueEpidemicsSeasonsAedesAnimalsEl Nino-Southern OscillationHumansLaosSoutheast Asian PeopleTemperatureDengueDipole mode indexLao PDROceanic Niño indexThreshold

Identifiers

PMID42063182
PMCPMC13134311

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.