Ecological Niche Modeling of Aedes and Culex Mosquitoes: A Risk Map for Chikungunya and West Nile Viruses in Zambia

Author:

Velu Rachel Milomba12,Kwenda Geoffrey3ORCID,Bosomprah Samuel14ORCID,Chisola Moses Ngongo5,Simunyandi Michelo1ORCID,Chisenga Caroline Cleopatra1,Bumbangi Flavien Nsoni6ORCID,Sande Nicholus Chintu7,Simubali Limonty8,Mburu Monicah Mirai8,Tembo John9,Bates Matthew910,Simuunza Martin Chitolongo211ORCID,Chilengi Roma112,Orba Yasuko131415ORCID,Sawa Hirofumi214151617ORCID,Simulundu Edgar28ORCID

Affiliation:

1. Centre for Infectious Disease Research in Zambia, Lusaka P.O. Box 34681, Zambia

2. Department of Disease Control, School of Veterinary Medicine, University of Zambia, Lusaka P.O. Box 32379, Zambia

3. Department of Biomedical Sciences, School of Health Sciences, University of Zambia, Lusaka P.O. Box 50110, Zambia

4. Department of Biostatistics, School of Public Health, University of Ghana, Accra P.O. Box LG13, Ghana

5. Department of Geography and Environmental Studies, School of Natural Sciences, University of Zambia, Lusaka P.O. Box 32379, Zambia

6. Department of Medicine and Clinical Sciences, School of Medicine, Eden University, Lusaka P.O. Box 37727, Zambia

7. National Malaria Elimination Centre, Chainama Hills Hospital Grounds, Lusaka P.O. Box 32509, Zambia

8. Macha Research Trust, Choma P.O. Box 630166, Zambia

9. HerpeZ, University Teaching Hospital, Lusaka 10101, Zambia

10. Joseph Banks Laboratories, School of Life and Environmental Sciences, University of Lincoln, Lincolnshire LN6 7TS, UK

11. Africa Centre of Excellence for Infectious Diseases of Humans and Animals, University of Zambia, Lusaka P.O. Box 32379, Zambia

12. Zambia National Public Health Institute, Ministry of Health, Lusaka P.O. Box 51925, Zambia

13. Division of Molecular Pathobiology, International Institute for Zoonosis Control, Hokkaido University, N 20 W10, Kita-Ku, Sapporo 001-0020, Japan

14. International Collaboration Unit, International Institute for Zoonosis Control, Hokkaido University, Hokkaido 060-0808, Japan

15. One Health Research Center, Hokkaido University, Sapporo 001-0020, Japan

16. Institute for Vaccine Research and Development, Hokkaido University, Sapporo 001-0021, Japan

17. International Collaboration Unit, Global Virus Network, Baltimore, MD 21201, USA

Abstract

The circulation of both West Nile Virus (WNV) and Chikungunya Virus (CHIKV) in humans and animals, coupled with a favorable tropical climate for mosquito proliferation in Zambia, call for the need for a better understanding of the ecological and epidemiological factors that govern their transmission dynamics in this region. This study aimed to examine the contribution of climatic variables to the distribution of Culex and Aedes mosquito species, which are potential vectors of CHIKV, WNV, and other arboviruses of public-health concern. Mosquitoes collected from Lusaka as well as from the Central and Southern provinces of Zambia were sorted by species within the Culex and Aedes genera, both of which have the potential to transmit viruses. The MaxEnt software was utilized to predict areas at risk of WNV and CHIKV based on the occurrence data on mosquitoes and environmental covariates. The model predictions show three distinct spatial hotspots, ranging from the high-probability regions to the medium- and low-probability regions. Regions along Lake Kariba, the Kafue River, and the Luangwa Rivers, as well as along the Mumbwa, Chibombo, Kapiri Mposhi, and Mpika districts were predicted to be suitable habitats for both species. The rainfall and temperature extremes were the most contributing variables in the predictive models.

Funder

World Bank

Japan Agency for Medical Research and Development

PANDORA-IDNET Consortium

Publisher

MDPI AG

Subject

Virology,Infectious Diseases

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