Modeling the potential distribution of Bacillus anthracis under multiple climate change scenarios for Kazakhstan.
Anthrax, caused by the bacterium Bacillus anthracis, is a zoonotic disease that persists throughout much of the world in livestock, wildlife, and secondarily infects humans. This is true across much of Central Asia, and particularly the Steppe region, including Kazakhstan. This study employed the Genetic Algorithm for Rule-set Prediction (GARP) to model the current and future geographic distribution of Bacillus anthracis in Kazakhstan based on the A2 and B2 IPCC SRES climate change scenarios using a 5-variable data set at 55 km(2) and 8 km(2) and a 6-variable BioClim data set at 8 km(2). Future models suggest large areas predicted under current conditions may be reduced by 2050 with the A2 model predicting approximately 14-16% loss across the three spatial resolutions. There was greater variability in the B2 models across scenarios predicting approximately 15% loss at 55 km(2), approximately 34% loss at 8 km(2), and approximately 30% loss with the BioClim variables. Only very small areas of habitat expansion into new areas were predicted by either A2 or B2 in any models. Greater areas of habitat loss are predicted in the southern regions of Kazakhstan by A2 and B2 models, while moderate habitat loss is also predicted in the northern regions by either B2 model at 8 km(2). Anthrax disease control relies mainly on livestock vaccination and proper carcass disposal, both of which require adequate surveillance. In many situations, including that of Kazakhstan, vaccine resources are limited, and understanding the geographic distribution of the organism, in tandem with current data on livestock population dynamics, can aid in properly allocating doses. While speculative, contemplating future changes in livestock distributions and B. anthracis spore promoting environments can be useful for establishing future surveillance priorities. This study may also have broader applications to global public health surveillance relating to other diseases in addition to B. anthracis.
Emerging Pathogens Institute and the Department of Geography, University of Florida, Gainesville, Florida, USA.
Timothy Andrew
TA
Joyner
Larissa
L
Lukhnova
Yerlan
Y
Pazilov
Gulnara
G
Temiralyeva
Martin E
ME
Hugh-Jones
Alim
A
Aikimbayev
Jason K
JK
Blackburn
D000465:Algorithms; D019540:Area Under Curve; D001408:Bacillus anthracis / Q000502:physiology*; D057231:Climate Change; D004189:Disaster Planning; D004783:Environmental Microbiology; D004784:Environmental Monitoring / Q000379:methods; D005843:Geography; D007623:Kazakhstan; D011634:Public Health; D012372:ROC Curve; D015203:Reproducibility of Results; D018570:Risk Assessment