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
. 2016 Jul 15:15:364.
doi: 10.1186/s12936-016-1411-6.

Modelling the influence of temperature and rainfall on the population dynamics of Anopheles arabiensis

Affiliations

Modelling the influence of temperature and rainfall on the population dynamics of Anopheles arabiensis

Gbenga J Abiodun et al. Malar J. .

Abstract

Background: Malaria continues to be one of the most devastating diseases in the world, killing more humans than any other infectious disease. Malaria parasites are entirely dependent on Anopheles mosquitoes for transmission. For this reason, vector population dynamics is a crucial determinant of malaria risk. Consequently, it is important to understand the biology of malaria vector mosquitoes in the study of malaria transmission. Temperature and precipitation also play a significant role in both aquatic and adult stages of the Anopheles.

Methods: In this study, a climate-based, ordinary-differential-equation model is developed to analyse how temperature and the availability of water affect mosquito population size. In the model, the influence of ambient temperature on the development and the mortality rate of Anopheles arabiensis is considered over a region in KwaZulu-Natal Province, South Africa. In particular, the model is used to examine the impact of climatic factors on the gonotrophic cycle and the dynamics of mosquito population over the study region.

Results: The results fairly accurately quantify the seasonality of the population of An. arabiensis over the region and also demonstrate the influence of climatic factors on the vector population dynamics. The model simulates the population dynamics of both immature and adult An. arabiensis. The simulated larval density produces a curve which is similar to observed data obtained from another study.

Conclusion: The model is efficiently developed to predict An. arabiensis population dynamics, and to assess the efficiency of various control strategies. In addition, the model framework is built to accommodate human population dynamics with the ability to predict malaria incidence in future.

Keywords: Anopheles arabiensis; Mathematical model; Population dynamics; Rainfall; Temperature.

PubMed Disclaimer

Figures

Fig. 1
Fig. 1
Map showing the location of Dondotha in KwaZulu-Natal Province. Source: GIS unit of the Medical Research Council of South Africa
Fig. 2
Fig. 2
Daily rainfall over calibration period. Showing the daily rainfall of the study area; Dondotha village in KwaZulu Natal Province, South Africa between January 2002 and December 2004
Fig. 3
Fig. 3
Daily mean temperature over calibration period. Showing the daily mean temperature of the study area; Dondotha village in KwaZulu Natal Province, South Africa between January 2002 and December 2004
Fig. 4
Fig. 4
Flow diagram of mosquito population model
Fig. 5
Fig. 5
Parameter estimates and curves fit for a larvae development rate, b larvae mortality rate of An. arabiensis. see Additional file 1 for other parameters
Fig. 6
Fig. 6
Model validation and climate monthly data of New Halfa town, eastern Sudan. a Monthly rainfall, b mean monthly temperature, and (c) showing the simulated and observed collected larvae over the study area and period
Fig. 7
Fig. 7
Model sensitivity to parameters. This highlights the sensitivity of the model to parameters when a ρAh = 0.3, b ρAh = 0.5, and c ρAh = 0.9. See main text for details
Fig. 8
Fig. 8
Sensitivity of aquatic-stage mosquito population dynamics to temperature. Effect of constant temperature on a eggs, b larvae, and c pupa of An. arabiensis
Fig. 9
Fig. 9
Sensitivity of adult mosquito population dynamics to temperature. Effect of constant temperature on adult An. arabiensis a searching for host, b resting, and c searching for oviposition site
Fig. 10
Fig. 10
Simulated population of immature An. arabiensis. Simulations of a eggs, b larvae, and c pupae population dynamics with climate variables
Fig. 11
Fig. 11
Simulated population of adult An. arabiensis. Simulations of adult mosquitoes a searching for mating, b searching for host, c resting, and d searching for oviposition site with climate variables
Fig. 12
Fig. 12
Spatial distribution of temperature and oviposition rate over South Africa. This highlights the spatial distribution of A observed temperature, and B simulated oviposition rate over South Africa

References

    1. WHO. World malaria report. Geneva: World Health Organization; 2015. http://www.who.int/malaria/publications/world-malaria-report-2015/report...
    1. Alonso D, Bouma MJ, Pascual M. Epidemic malaria and warmer temperatures in recent decades in an East African highland. Proc R Soc B Biol Sci. 2011;278:1661–1669. doi: 10.1098/rspb.2010.2020. - DOI - PMC - PubMed
    1. Beck-Johnson LM, Nelson WA, Paaijmans KP, Read AF, Thomas MB, Bjornstad ON. Effect of temperature on Anopheles mosquito population dynamics and the potential for malaria transmission. PLoS ONE. 2013;14(8):e79276. doi: 10.1371/journal.pone.0079276. - DOI - PMC - PubMed
    1. Chitnis N, Smith T, Steketee R. A mathematical model for the dynamics of malaria in mosquitoes feeding on a heterogeneous host population. J Biol Dyn. 2008;2:259–285. doi: 10.1080/17513750701769857. - DOI - PubMed
    1. Craig MH, Snow RW, le Sueur D. A climate-based distribution model of malaria transmission in sub-Saharan Africa. Parasitol Today. 1999;15:105–111. doi: 10.1016/S0169-4758(99)01396-4. - DOI - PubMed

Publication types

LinkOut - more resources