Vector Hazard Report: Malaria in Ghana Part 1: Climate, Demographics and Disease Risk Maps

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Vector Hazard Report: Malaria in Ghana Part 1: Climate, Demographics and Disease Risk Maps Information gathered from products of The Walter Reed Biosystematics Unit (WRBU) VectorMap Systematic Catalogue of the Culicidae

Table of Contents Background Climate Zones of Ghana Month of Maximum Precipitation Month of Maximum Temperature Monthly Climate Maps Other Maps Soil Drainage Human Density Agriculture Animal Density Malaria Infectious Days Temperature Suitability Estimated Incidence Among 2-10 y/o Entomological Inoculation Rate References

Climate Zones: Ghana Average monthly temperature and precipitation is presented below according to the Köppen-Geiger Climate classification. Zone: N_Aw Zone: N_Am

Climate of Ghana: Month of Maximum Precipitation Month of maximum precipitation compiled from the 50 year average of the WorldClim dataset.

Climate of Ghana: Month of Maximum Temperature Month of maximum temperature compiled from the 50 year average of the WorldClim dataset.

Monthly Climate Maps Click here to view the maps described below Rainfall This map shows the accumulated rainfall for the past month. Updated monthly. -NASA Earth Observations Consistent Above and Below Average Precipitation Areas with consistent above average monthly rainfall over the past 3 months may indicate increased mosquito breeding sites which may lead to increased mosquito-borne disease transmission. Areas with consistent below average rainfall may also indicate increased water storage or ponding which can provide additional habitat for mosquito species that lay eggs in human containers, protected micro environments, or long lasting pools. Updated monthly. -NASA Earth Observations. Drought Breaking Rain Areas receiving above average rainfall for the past month and below average rainfall for the previous 12 months. Drought breaking rain may indicate recent suitable conditions for vectors and diseases in a stressed environment or human population. Updated monthly. -WorldClim, Giovanni online data system NASA GES DISC, Tropical Rainfall Measuring Mission (TRMM). Temperature anomaly This map shows where earth s temperatures were warmer or cooler in the daytime for the past month than the average temperatures for the same month from 2001-2010. Updated monthly. -NASA Earth Observations Land Surface Temperature This map shows the temperature of the earth s lands during the daytime. Updated monthly. -NASA Earth Observations

Soil Drainage Soil Drainage (Harmonized World Soil Database 1.1; 0.02 Deg resolution)

Human Density LandScan 2011 People/1 sq Km. This product was made utilizing the LandScan (2011) High Resolution global Population Data Set copyrighted by UT-Battelle, LLC, operator of Oak Ridge National Laboratory

Host Densities, Food and Agriculture Organization of the United Nations, 2005 Cows per sq. km Sheep per sq. km Poultry per sq. km Goats per sq. km

Malaria Risk Maps

Malaria Risk Maps The number of infectious days (by month) in which the annual temperature regime could support Plasmodium falciparum infection. Gething et al. 2011

Malaria Risk Maps The normalized Z(T) index of temperature suitability that incorporates the duration and degree of suitability across an average year Gething et al. 2011 Plasmodium falciparum

Malaria Risk Maps Stratified estimate proportion of 2-10 year olds in the general population that are infected with P. falciparum at any one time averaged over the 12 months of 2010. -Malaria Atlas Project

Malaria (Plasmodium falciparum) Entomological Inoculation Rate, 2010. Number of expected bites from infected mosquitoes per person, per year. -Gething et al. 2011

References People/1 Sq Km. This Product Was Made Utilizing The Landscan (2011) High Resolution Global Population Data Set Copyrighted By UT-Battelle, LLC, Operator Of Oak Ridge National Laboratory Under Contract No. DE- AC05-00OR22725 With The United States Department Of Energy. The United States Government Has Certain Rights In This Data Set. Neither Ut-Battelle, Llc Nor The United States Department Of Energy, Nor Any Of Their Employees, Makes Any Warranty, Express Or Implied, Or Assumes Any Legal Liability Or Responsibility For The Accuracy, Completeness, Or Usefulness Of The Data Set. Available At Http://Www.Ornl.Gov/Sci/Landscan/ Loyola EG, Arredondo-Jimenez JI, Rodriguez MH, Bown DN, Vaca-Marin MA. Anopheles vestitipenis, the probable vector of Plasmodium vivax in the Lacandon forest of Chiapas, Mexico. Trans R Soc Trop Med Hyg 1991; 85: 171-174. Samson, D.M. et al. 2015. New Baseline Environmental Assessment of Mosquito Ecology in Northern Haiti During Increased Urbanization. Journal of Vector Ecology 40: 46-58. Gething, Peter W. et al. A new world malaria map: Plasmodium falciparum endemicity in 2010. Malaria Journal 2011, 10:378.

The Walter Reed Biosystematics Unit is part of the Walter Reed Army Institute of Research and is based at the Smithsonian Institution Museum Support Center. To access taxonomic keys, the Systematic Catalog of Culicidae or to learn more about WRBU visit www.wrbu.org. VectorMap is only as good as the data you provide. If you have collection records, models or pathogen testing results please contact the VectorMap team to learn how to contribute data at mosquitomap@si.edu. Vector Photos Provided by Judith Stoffer, Walter Reed Biosystematics Unit The published material reflects the views of the authors and should not be construed to represent those of the Department of the Army or the Department of Defense.