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1.
Sci Rep ; 12(1): 19967, 2022 11 19.
Article in English | MEDLINE | ID: mdl-36402889

ABSTRACT

To reduce the veterinary, public health, environmental, and economic burden associated with anthrax outbreaks, it is vital to identify the spatial distribution of areas suitable for Bacillus anthracis, the causative agent of the disease. Bayesian approaches have previously been applied to estimate uncertainty around detected areas of B. anthracis suitability. However, conventional simulation-based techniques are often computationally demanding. To solve this computational problem, we use Integrated Nested Laplace Approximation (INLA) which can adjust for spatially structured random effects, to predict the suitability of B. anthracis across Uganda. We apply a Generalized Additive Model (GAM) within the INLA Bayesian framework to quantify the relationships between B. anthracis occurrence and the environment. We consolidate a national database of wildlife, livestock, and human anthrax case records across Uganda built across multiple sectors bridging human and animal partners using a One Health approach. The INLA framework successfully identified known areas of species suitability in Uganda, as well as suggested unknown hotspots across Northern, Eastern, and Central Uganda, which have not been previously identified by other niche models. The major risk factors for B. anthracis suitability were proximity to water bodies (0-0.3 km), increasing soil calcium (between 10 and 25 cmolc/kg), and elevation of 140-190 m. The sensitivity of the final model against the withheld evaluation dataset was 90% (181 out of 202 = 89.6%; rounded up to 90%). The prediction maps generated using this model can guide future anthrax prevention and surveillance plans by the relevant stakeholders in Uganda.


Subject(s)
Anthrax , Bacillus anthracis , Humans , Animals , Anthrax/epidemiology , Anthrax/veterinary , Bayes Theorem , Uganda , Disease Outbreaks/veterinary
2.
Parasite Epidemiol Control ; 11: e00185, 2020 Nov.
Article in English | MEDLINE | ID: mdl-33015381

ABSTRACT

Elimination of sleeping sickness from endemic countries like Uganda is key if the affected communities are to exploit the potential of the available human and livestock resources (production and productivity). Trypanosoma brucei rhodesiense, the parasite that causes acute sleeping sickness in humans, is transmitted by tsetse flies and co-exists in non-human animal reservoirs. Uganda by Act of Parliament in 1992 decided to handle the complex approach to control of sleeping sickness and animal trypanosomiasis by establishing the Uganda Trypanosomiasis Control Council (UTCC) and its secretariat the Coordinating Office for the Control of Trypanosomiasis in Uganda (COCTU). The Institutional arrangement aimed to promote engagement with key stakeholders across nine key ministries and the community, all vital for control of zoonotic sleeping sickness, creating a One Health platform, long before such practice was common. From 2006, approaches by the Public Private Partnership, Stamp Out Sleeping Sickness (SOS) have required involvement of stakeholders in the promotion of insecticide treated cattle as live tsetse baits, targeting elimination of zoonotic sleeping sickness. Experiences in promoting sustainability of these interventions have been captured in this study as part of the Tackling Infections to Benefit Africa (TIBA) partnership. Meeting transcripts, focus group discussions and questionnaires were used to collect data from the different stakeholders involved in a rapid impact live bait study over 12 months from Dec 2017. The study provides unprecedented insights into the stakeholders involved in the application of a One health approach for control of zoonotic sleeping sickness across the most important active human African trypanosomiasis focus in East Africa. This unique study is fundamental in guiding multi-stakeholder engagement if the goal to eliminate zoonotic sleeping sickness is to be realised. A major challenge is timely feedback to the community as regards human and animal disease status; rapid diagnostic services that can be delivered from facilities established in close proximity to the affected communities and well equipped in-country reference laboratories are key to delivering effective control and best One Health Approach.

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