Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2021 Jun 21;15(6):e0009497.
doi: 10.1371/journal.pntd.0009497. eCollection 2021 Jun.

Spatial distribution of Culex mosquito abundance and associated risk factors in Hanoi, Vietnam

Affiliations

Spatial distribution of Culex mosquito abundance and associated risk factors in Hanoi, Vietnam

Tuyen V Ha et al. PLoS Negl Trop Dis. .

Abstract

Japanese encephalitis (JE) is the major cause of viral encephalitis (VE) in most Asian-Pacific countries. In Vietnam, there is no nationwide surveillance system for JE due to lack of medical facilities and diagnoses. Culex tritaeniorhynchus, Culex vishnui, and Culex quinquefasciatus have been identified as the major JE vectors in Vietnam. The main objective of this study was to forecast a risk map of Culex mosquitoes in Hanoi, which is one of the most densely populated cities in Vietnam. A total of 10,775 female adult Culex mosquitoes were collected from 513 trapping locations. We collected temperature and precipitation information during the study period and its preceding month. In addition, the other predictor variables (e.g., normalized difference vegetation index [NDVI], land use/land cover and human population density), were collected for our analysis. The final model selected for estimating the Culex mosquito abundance included centered rainfall, quadratic term rainfall, rice cover ratio, forest cover ratio, and human population density variables. The estimated spatial distribution of Culex mosquito abundance ranged from 0 to more than 150 mosquitoes per 900m2. Our model estimated that 87% of the Hanoi area had an abundance of mosquitoes from 0 to 50, whereas approximately 1.2% of the area showed more than 100 mosquitoes, which was mostly in the rural/peri-urban districts. Our findings provide better insight into understanding the spatial distribution of Culex mosquitoes and its associated environmental risk factors. Such information can assist local clinicians and public health policymakers to identify potential areas of risk for JE virus. Risk maps can be an efficient way of raising public awareness about the virus and further preventive measures need to be considered in order to prevent outbreaks and onwards transmission of JE virus.

PubMed Disclaimer

Conflict of interest statement

The authors have declared that no competing interests exist.

Figures

Fig 1
Fig 1. The study area with mosquito sampling locations in Hanoi (source of shapefile: https://www.diva-gis.org/gdata).
Fig 2
Fig 2. Distribution and mosquito sampling count from six districts in Hanoi.
Fig 3
Fig 3. Estimated map of the Culex mosquito abundance in Hanoi (source of shapefile: https://www.diva-gis.org/gdata).

References

    1. Solomon T. Control of Japanese encephalitis—within our grasp? New England Journal of Medicine. 2006;355(9):869–71. doi: 10.1056/NEJMp058263 - DOI - PubMed
    1. Japanese encephalitis [Internet]. WHO. 2019 [cited 15/12/2020].
    1. Heinz F, Stiasny K. Flaviviruses and their antigenic structure. Journal of Clinical Virology. 2012;55(4):289–95. doi: 10.1016/j.jcv.2012.08.024 - DOI - PubMed
    1. Campbell GL, Hills SL, Fischer M, Jacobson JA, Hoke CH, Hombach JM, et al.. Estimated global incidence of Japanese encephalitis: a systematic review. Bulletin of the World Health Organization. 2011;89:766–74. doi: 10.2471/BLT.10.085233 - DOI - PMC - PubMed
    1. Erlanger TE, Weiss S, Keiser J, Utzinger J, Wiedenmayer K. Past, present, and future of Japanese encephalitis. Emerging infectious diseases. 2009;15(1):1. doi: 10.3201/eid1501.080311 - DOI - PMC - PubMed

Publication types