SlideShare a Scribd company logo
1 of 1
Download to read offline
Methodology
Data: The study utilized data from three sources: (i) surveillance records on epidemics kept by the Ministry of
Agriculture, Animal Industry and Fisheries (MAAIF), (ii) de novo serological surveys involving cattle, sheep and goats, and
(iii) online spatial data on climate and other ecological variables.
Analyses: Observed epidemics were mapped to obtain occurrence maps.
Serological data were also analyzed using random effects logistic regression model to identify animal-level factors
associated with RVF virus exposure.
Furthermore, a geostatistical model, implemented using RINLA was fitted to serological data to predict spatial patterns
of endemic infections.
Predictions: The final model developed from the analysis of serological data was used to predict the spatial range of
exposure. Predictors used comprised ecological variables only.
Conclusion
Results point to the need for
more active surveillance for
the disease in areas predicted
to have high transmission risk
based on serological data,
especially during wet seasons.
Results
o Initial epidemic was observed in
Kabale, S.W. Uganda in March 2016
after periods of heavy rains.
o A total of 3962 animals were sampled
from 198 households and 150 villages
for serosurvey.
o Random effects model fitted to the
data suggested that adjusted intra-
herd correlation coefficient (ICC) was
0.35, while the ICC estimate between
animals from different herds was 0.15.
o Prediction from serological data
suggested that endemic transmissions
occur in many parts of the country
including where no outbreaks have
been observed.
Introduction
o Rift Valley fever (RVF) is an
arboviral zoonosis associated
with climate anomalies
o First RVF outbreak in Uganda
recorded in 2016 since 1968
o Multiple outbreaks at shorter
intervals since 2016; mainly in
southwestern and central parts
o This study compares spatial
distribution of epidemic and
endemic infections using
serological data to understand
the epidemiology of the disease
o Uganda is yet to adopt RVF
vaccination as a control strategy
Figure 1: Districts that have had RVF outbreaks in Uganda (A) and predicted
distribution of risk based on serological data (B). Variables used to predict this risk
included temperature, precipitation and altitude.
Mapping the risk of Rift Valley fever in Uganda
Dan Tumusiime, 1, 2 Bernard Bett,2 Simon Kihu, 2 Edna Mutua, 2 Rose Ademun 1
1 Ministry of Agriculture, Animal Industry and Fisheries
2 International Livestock Research Institute
Contact: drdantumusiime@gmail.com
Acknowledgments: This work was
funded by the Office of U.S. Foreign
Disaster Assistance, USAID.
The serosurvey was conducted by staff
in the Ministry of Agriculture, Animal
Industry and Fisheries, Uganda.
The U.S. Defence Threat Reduction
Agency supported the presentation of
this work at the virtual 6th World One
Health Congress 2020, Edinburgh.This document is licensed for use under the Creative Commons
Attribution 4.0 International Licence.
October 2020

More Related Content

What's hot

OS20 - Animal disease emergency management –a rapid documentation of learning...
OS20 - Animal disease emergency management –a rapid documentation of learning...OS20 - Animal disease emergency management –a rapid documentation of learning...
OS20 - Animal disease emergency management –a rapid documentation of learning...EuFMD
 
HOW DO YOU DEFINE A FOOT-AND-MOUTH DISEASE OUTBREAK IN AN ENDEMIC CONTEXT? ...
HOW DO YOU DEFINE A FOOT-AND-MOUTH DISEASE OUTBREAK IN AN ENDEMIC CONTEXT?   ...HOW DO YOU DEFINE A FOOT-AND-MOUTH DISEASE OUTBREAK IN AN ENDEMIC CONTEXT?   ...
HOW DO YOU DEFINE A FOOT-AND-MOUTH DISEASE OUTBREAK IN AN ENDEMIC CONTEXT? ...EuFMD
 
OS20 - Foot-and-Mouth Disease risk mapping in Georgia - Tengiz Chaligava
OS20 - Foot-and-Mouth Disease risk mapping in Georgia - Tengiz ChaligavaOS20 - Foot-and-Mouth Disease risk mapping in Georgia - Tengiz Chaligava
OS20 - Foot-and-Mouth Disease risk mapping in Georgia - Tengiz ChaligavaEuFMD
 
Seroprevalence, molecular detection and risk factors of Toxoplasma gondii inf...
Seroprevalence, molecular detection and risk factors of Toxoplasma gondii inf...Seroprevalence, molecular detection and risk factors of Toxoplasma gondii inf...
Seroprevalence, molecular detection and risk factors of Toxoplasma gondii inf...ILRI
 
OS20 - Modelling the spread of transboundary animal disease in and between d...
OS20 - Modelling the spread of transboundary animal  disease in and between d...OS20 - Modelling the spread of transboundary animal  disease in and between d...
OS20 - Modelling the spread of transboundary animal disease in and between d...EuFMD
 
GS43_03. Transboundary disease risks in the European region
GS43_03. Transboundary disease risks in the European regionGS43_03. Transboundary disease risks in the European region
GS43_03. Transboundary disease risks in the European regionEuFMD
 
Impact of covid 19 vaccination on reduction of covid-19 cases and deaths duri...
Impact of covid 19 vaccination on reduction of covid-19 cases and deaths duri...Impact of covid 19 vaccination on reduction of covid-19 cases and deaths duri...
Impact of covid 19 vaccination on reduction of covid-19 cases and deaths duri...Bhoj Raj Singh
 
Dr. Michael Short - Update: New World Screwworm in Florida
Dr. Michael Short - Update: New World Screwworm in FloridaDr. Michael Short - Update: New World Screwworm in Florida
Dr. Michael Short - Update: New World Screwworm in FloridaJohn Blue
 
Measurement of malaria
Measurement of malariaMeasurement of malaria
Measurement of malariaSachin Patne
 
OS20 - Maternally delivered antibodies to FMD in cattle: is interference on F...
OS20 - Maternally delivered antibodies to FMD in cattle: is interference on F...OS20 - Maternally delivered antibodies to FMD in cattle: is interference on F...
OS20 - Maternally delivered antibodies to FMD in cattle: is interference on F...EuFMD
 
Epidemiological investigation of Peste des petits ruminants virus in small ru...
Epidemiological investigation of Peste des petits ruminants virus in small ru...Epidemiological investigation of Peste des petits ruminants virus in small ru...
Epidemiological investigation of Peste des petits ruminants virus in small ru...ILRI
 
отчет корона
отчет коронаотчет корона
отчет коронаssuser7066e2
 
Mitigation of the impacts of Rift Valley fever through targeted vaccination s...
Mitigation of the impacts of Rift Valley fever through targeted vaccination s...Mitigation of the impacts of Rift Valley fever through targeted vaccination s...
Mitigation of the impacts of Rift Valley fever through targeted vaccination s...ILRI
 
Gravity model, Epidemiology and Real-time reproduction number (Rt) estimation...
Gravity model, Epidemiology and Real-time reproduction number (Rt) estimation...Gravity model, Epidemiology and Real-time reproduction number (Rt) estimation...
Gravity model, Epidemiology and Real-time reproduction number (Rt) estimation...Bhoj Raj Singh
 
Ga Arboviral Surveillance
Ga Arboviral SurveillanceGa Arboviral Surveillance
Ga Arboviral SurveillanceGDPH
 
Modelling tick densities using VGI and machine learning (2016)
Modelling tick densities using VGI and machine learning (2016)Modelling tick densities using VGI and machine learning (2016)
Modelling tick densities using VGI and machine learning (2016)Irene Garcia-Marti
 
Co-infection with Rift Valley fever virus, Brucella spp. and Coxiella burneti...
Co-infection with Rift Valley fever virus, Brucella spp. and Coxiella burneti...Co-infection with Rift Valley fever virus, Brucella spp. and Coxiella burneti...
Co-infection with Rift Valley fever virus, Brucella spp. and Coxiella burneti...ILRI
 
OS20 - Correlation between serological titer and protection in pigs vaccinate...
OS20 - Correlation between serological titer and protection in pigs vaccinate...OS20 - Correlation between serological titer and protection in pigs vaccinate...
OS20 - Correlation between serological titer and protection in pigs vaccinate...EuFMD
 
South Eastern Europe Management Meeting - Thrace risk based surveillance prog...
South Eastern Europe Management Meeting - Thrace risk based surveillance prog...South Eastern Europe Management Meeting - Thrace risk based surveillance prog...
South Eastern Europe Management Meeting - Thrace risk based surveillance prog...EuFMD
 
MID-YEAR REPORT ON FOOT AND MOUTH DISEASE SITUATION IN RESOLAB MEMBER STATES,...
MID-YEAR REPORT ON FOOT AND MOUTH DISEASE SITUATION IN RESOLAB MEMBER STATES,...MID-YEAR REPORT ON FOOT AND MOUTH DISEASE SITUATION IN RESOLAB MEMBER STATES,...
MID-YEAR REPORT ON FOOT AND MOUTH DISEASE SITUATION IN RESOLAB MEMBER STATES,...ExternalEvents
 

What's hot (20)

OS20 - Animal disease emergency management –a rapid documentation of learning...
OS20 - Animal disease emergency management –a rapid documentation of learning...OS20 - Animal disease emergency management –a rapid documentation of learning...
OS20 - Animal disease emergency management –a rapid documentation of learning...
 
HOW DO YOU DEFINE A FOOT-AND-MOUTH DISEASE OUTBREAK IN AN ENDEMIC CONTEXT? ...
HOW DO YOU DEFINE A FOOT-AND-MOUTH DISEASE OUTBREAK IN AN ENDEMIC CONTEXT?   ...HOW DO YOU DEFINE A FOOT-AND-MOUTH DISEASE OUTBREAK IN AN ENDEMIC CONTEXT?   ...
HOW DO YOU DEFINE A FOOT-AND-MOUTH DISEASE OUTBREAK IN AN ENDEMIC CONTEXT? ...
 
OS20 - Foot-and-Mouth Disease risk mapping in Georgia - Tengiz Chaligava
OS20 - Foot-and-Mouth Disease risk mapping in Georgia - Tengiz ChaligavaOS20 - Foot-and-Mouth Disease risk mapping in Georgia - Tengiz Chaligava
OS20 - Foot-and-Mouth Disease risk mapping in Georgia - Tengiz Chaligava
 
Seroprevalence, molecular detection and risk factors of Toxoplasma gondii inf...
Seroprevalence, molecular detection and risk factors of Toxoplasma gondii inf...Seroprevalence, molecular detection and risk factors of Toxoplasma gondii inf...
Seroprevalence, molecular detection and risk factors of Toxoplasma gondii inf...
 
OS20 - Modelling the spread of transboundary animal disease in and between d...
OS20 - Modelling the spread of transboundary animal  disease in and between d...OS20 - Modelling the spread of transboundary animal  disease in and between d...
OS20 - Modelling the spread of transboundary animal disease in and between d...
 
GS43_03. Transboundary disease risks in the European region
GS43_03. Transboundary disease risks in the European regionGS43_03. Transboundary disease risks in the European region
GS43_03. Transboundary disease risks in the European region
 
Impact of covid 19 vaccination on reduction of covid-19 cases and deaths duri...
Impact of covid 19 vaccination on reduction of covid-19 cases and deaths duri...Impact of covid 19 vaccination on reduction of covid-19 cases and deaths duri...
Impact of covid 19 vaccination on reduction of covid-19 cases and deaths duri...
 
Dr. Michael Short - Update: New World Screwworm in Florida
Dr. Michael Short - Update: New World Screwworm in FloridaDr. Michael Short - Update: New World Screwworm in Florida
Dr. Michael Short - Update: New World Screwworm in Florida
 
Measurement of malaria
Measurement of malariaMeasurement of malaria
Measurement of malaria
 
OS20 - Maternally delivered antibodies to FMD in cattle: is interference on F...
OS20 - Maternally delivered antibodies to FMD in cattle: is interference on F...OS20 - Maternally delivered antibodies to FMD in cattle: is interference on F...
OS20 - Maternally delivered antibodies to FMD in cattle: is interference on F...
 
Epidemiological investigation of Peste des petits ruminants virus in small ru...
Epidemiological investigation of Peste des petits ruminants virus in small ru...Epidemiological investigation of Peste des petits ruminants virus in small ru...
Epidemiological investigation of Peste des petits ruminants virus in small ru...
 
отчет корона
отчет коронаотчет корона
отчет корона
 
Mitigation of the impacts of Rift Valley fever through targeted vaccination s...
Mitigation of the impacts of Rift Valley fever through targeted vaccination s...Mitigation of the impacts of Rift Valley fever through targeted vaccination s...
Mitigation of the impacts of Rift Valley fever through targeted vaccination s...
 
Gravity model, Epidemiology and Real-time reproduction number (Rt) estimation...
Gravity model, Epidemiology and Real-time reproduction number (Rt) estimation...Gravity model, Epidemiology and Real-time reproduction number (Rt) estimation...
Gravity model, Epidemiology and Real-time reproduction number (Rt) estimation...
 
Ga Arboviral Surveillance
Ga Arboviral SurveillanceGa Arboviral Surveillance
Ga Arboviral Surveillance
 
Modelling tick densities using VGI and machine learning (2016)
Modelling tick densities using VGI and machine learning (2016)Modelling tick densities using VGI and machine learning (2016)
Modelling tick densities using VGI and machine learning (2016)
 
Co-infection with Rift Valley fever virus, Brucella spp. and Coxiella burneti...
Co-infection with Rift Valley fever virus, Brucella spp. and Coxiella burneti...Co-infection with Rift Valley fever virus, Brucella spp. and Coxiella burneti...
Co-infection with Rift Valley fever virus, Brucella spp. and Coxiella burneti...
 
OS20 - Correlation between serological titer and protection in pigs vaccinate...
OS20 - Correlation between serological titer and protection in pigs vaccinate...OS20 - Correlation between serological titer and protection in pigs vaccinate...
OS20 - Correlation between serological titer and protection in pigs vaccinate...
 
South Eastern Europe Management Meeting - Thrace risk based surveillance prog...
South Eastern Europe Management Meeting - Thrace risk based surveillance prog...South Eastern Europe Management Meeting - Thrace risk based surveillance prog...
South Eastern Europe Management Meeting - Thrace risk based surveillance prog...
 
MID-YEAR REPORT ON FOOT AND MOUTH DISEASE SITUATION IN RESOLAB MEMBER STATES,...
MID-YEAR REPORT ON FOOT AND MOUTH DISEASE SITUATION IN RESOLAB MEMBER STATES,...MID-YEAR REPORT ON FOOT AND MOUTH DISEASE SITUATION IN RESOLAB MEMBER STATES,...
MID-YEAR REPORT ON FOOT AND MOUTH DISEASE SITUATION IN RESOLAB MEMBER STATES,...
 

Similar to Mapping the risk of Rift Valley fever in Uganda

One health Perspective and Vector Borne Diseases
One health Perspective and Vector Borne DiseasesOne health Perspective and Vector Borne Diseases
One health Perspective and Vector Borne DiseasesNanyingi Mark
 
Ecological factors associated with abundance and distribution of mosquito vec...
Ecological factors associated with abundance and distribution of mosquito vec...Ecological factors associated with abundance and distribution of mosquito vec...
Ecological factors associated with abundance and distribution of mosquito vec...ILRI
 
Malaria epidemiology and malariometric measures
Malaria epidemiology and malariometric measuresMalaria epidemiology and malariometric measures
Malaria epidemiology and malariometric measuresKrishnaSingh419
 
Climate change and infectious livestock diseases: The case of Rift Valley fev...
Climate change and infectious livestock diseases: The case of Rift Valley fev...Climate change and infectious livestock diseases: The case of Rift Valley fev...
Climate change and infectious livestock diseases: The case of Rift Valley fev...ILRI
 
Per contact probability of infection by Highly Pathogenic Avian Influenza
Per contact probability of infection by Highly Pathogenic Avian InfluenzaPer contact probability of infection by Highly Pathogenic Avian Influenza
Per contact probability of infection by Highly Pathogenic Avian InfluenzaHarm Kiezebrink
 
Genomic epidemiology of Rift Valley fever in East Africa: A data driven inter...
Genomic epidemiology of Rift Valley fever in East Africa: A data driven inter...Genomic epidemiology of Rift Valley fever in East Africa: A data driven inter...
Genomic epidemiology of Rift Valley fever in East Africa: A data driven inter...ILRI
 
National Vector Born Disease Control Programme
National Vector Born Disease Control ProgrammeNational Vector Born Disease Control Programme
National Vector Born Disease Control ProgrammeKunal Modak
 
Spatial risk assessment of Rift Valley Fever potential outbreaks using a vect...
Spatial risk assessment of Rift Valley Fever potential outbreaks using a vect...Spatial risk assessment of Rift Valley Fever potential outbreaks using a vect...
Spatial risk assessment of Rift Valley Fever potential outbreaks using a vect...Nanyingi Mark
 
GEOGRAPHY NCEA LEVEL 2: MALARIA - SPATIAL PATTERNS
GEOGRAPHY NCEA LEVEL 2: MALARIA - SPATIAL PATTERNSGEOGRAPHY NCEA LEVEL 2: MALARIA - SPATIAL PATTERNS
GEOGRAPHY NCEA LEVEL 2: MALARIA - SPATIAL PATTERNSGeorge Dumitrache
 
Assessing Differential Impacts of COVID-19 on African Countries: A Comparativ...
Assessing Differential Impacts of COVID-19 on African Countries: A Comparativ...Assessing Differential Impacts of COVID-19 on African Countries: A Comparativ...
Assessing Differential Impacts of COVID-19 on African Countries: A Comparativ...oyepata
 
Distribution of cattle tick-borne haemoparasites in 54 Departments of Côte d’...
Distribution of cattle tick-borne haemoparasites in 54 Departments of Côte d’...Distribution of cattle tick-borne haemoparasites in 54 Departments of Côte d’...
Distribution of cattle tick-borne haemoparasites in 54 Departments of Côte d’...Open Access Research Paper
 
Economic analysis of malaria burden in kenya
Economic analysis of malaria burden in kenyaEconomic analysis of malaria burden in kenya
Economic analysis of malaria burden in kenyaNanyingi Mark
 
Malaria And URTI epidemiological project (2015)
Malaria And URTI epidemiological project (2015)Malaria And URTI epidemiological project (2015)
Malaria And URTI epidemiological project (2015)Samson Tsuma
 

Similar to Mapping the risk of Rift Valley fever in Uganda (20)

One health Perspective and Vector Borne Diseases
One health Perspective and Vector Borne DiseasesOne health Perspective and Vector Borne Diseases
One health Perspective and Vector Borne Diseases
 
Ecological factors associated with abundance and distribution of mosquito vec...
Ecological factors associated with abundance and distribution of mosquito vec...Ecological factors associated with abundance and distribution of mosquito vec...
Ecological factors associated with abundance and distribution of mosquito vec...
 
Malaria epidemiology and malariometric measures
Malaria epidemiology and malariometric measuresMalaria epidemiology and malariometric measures
Malaria epidemiology and malariometric measures
 
Document
DocumentDocument
Document
 
Document copia
Document   copiaDocument   copia
Document copia
 
Climate change and infectious livestock diseases: The case of Rift Valley fev...
Climate change and infectious livestock diseases: The case of Rift Valley fev...Climate change and infectious livestock diseases: The case of Rift Valley fev...
Climate change and infectious livestock diseases: The case of Rift Valley fev...
 
Per contact probability of infection by Highly Pathogenic Avian Influenza
Per contact probability of infection by Highly Pathogenic Avian InfluenzaPer contact probability of infection by Highly Pathogenic Avian Influenza
Per contact probability of infection by Highly Pathogenic Avian Influenza
 
TIRIRB_10_2015
TIRIRB_10_2015TIRIRB_10_2015
TIRIRB_10_2015
 
Genomic epidemiology of Rift Valley fever in East Africa: A data driven inter...
Genomic epidemiology of Rift Valley fever in East Africa: A data driven inter...Genomic epidemiology of Rift Valley fever in East Africa: A data driven inter...
Genomic epidemiology of Rift Valley fever in East Africa: A data driven inter...
 
EpiBrief_2_2014
EpiBrief_2_2014EpiBrief_2_2014
EpiBrief_2_2014
 
National Vector Born Disease Control Programme
National Vector Born Disease Control ProgrammeNational Vector Born Disease Control Programme
National Vector Born Disease Control Programme
 
A narrative review on Rotavirus A in Mozambique
A narrative review on Rotavirus A in Mozambique A narrative review on Rotavirus A in Mozambique
A narrative review on Rotavirus A in Mozambique
 
zika_report_v1_7_11
zika_report_v1_7_11zika_report_v1_7_11
zika_report_v1_7_11
 
Spatial risk assessment of Rift Valley Fever potential outbreaks using a vect...
Spatial risk assessment of Rift Valley Fever potential outbreaks using a vect...Spatial risk assessment of Rift Valley Fever potential outbreaks using a vect...
Spatial risk assessment of Rift Valley Fever potential outbreaks using a vect...
 
EuFMD Presentation 2010_Nigeria
EuFMD Presentation 2010_NigeriaEuFMD Presentation 2010_Nigeria
EuFMD Presentation 2010_Nigeria
 
GEOGRAPHY NCEA LEVEL 2: MALARIA - SPATIAL PATTERNS
GEOGRAPHY NCEA LEVEL 2: MALARIA - SPATIAL PATTERNSGEOGRAPHY NCEA LEVEL 2: MALARIA - SPATIAL PATTERNS
GEOGRAPHY NCEA LEVEL 2: MALARIA - SPATIAL PATTERNS
 
Assessing Differential Impacts of COVID-19 on African Countries: A Comparativ...
Assessing Differential Impacts of COVID-19 on African Countries: A Comparativ...Assessing Differential Impacts of COVID-19 on African Countries: A Comparativ...
Assessing Differential Impacts of COVID-19 on African Countries: A Comparativ...
 
Distribution of cattle tick-borne haemoparasites in 54 Departments of Côte d’...
Distribution of cattle tick-borne haemoparasites in 54 Departments of Côte d’...Distribution of cattle tick-borne haemoparasites in 54 Departments of Côte d’...
Distribution of cattle tick-borne haemoparasites in 54 Departments of Côte d’...
 
Economic analysis of malaria burden in kenya
Economic analysis of malaria burden in kenyaEconomic analysis of malaria burden in kenya
Economic analysis of malaria burden in kenya
 
Malaria And URTI epidemiological project (2015)
Malaria And URTI epidemiological project (2015)Malaria And URTI epidemiological project (2015)
Malaria And URTI epidemiological project (2015)
 

More from ILRI

How the small-scale low biosecurity sector could be transformed into a more b...
How the small-scale low biosecurity sector could be transformed into a more b...How the small-scale low biosecurity sector could be transformed into a more b...
How the small-scale low biosecurity sector could be transformed into a more b...ILRI
 
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...ILRI
 
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...ILRI
 
A training, certification and marketing scheme for informal dairy vendors in ...
A training, certification and marketing scheme for informal dairy vendors in ...A training, certification and marketing scheme for informal dairy vendors in ...
A training, certification and marketing scheme for informal dairy vendors in ...ILRI
 
Milk safety and child nutrition impacts of the MoreMilk training, certificati...
Milk safety and child nutrition impacts of the MoreMilk training, certificati...Milk safety and child nutrition impacts of the MoreMilk training, certificati...
Milk safety and child nutrition impacts of the MoreMilk training, certificati...ILRI
 
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseasesPreventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseasesILRI
 
Preventing preventable diseases: a 12-slide primer on foodborne disease
Preventing preventable diseases: a 12-slide primer on foodborne diseasePreventing preventable diseases: a 12-slide primer on foodborne disease
Preventing preventable diseases: a 12-slide primer on foodborne diseaseILRI
 
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistancePreventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistanceILRI
 
Food safety research in low- and middle-income countries
Food safety research in low- and middle-income countriesFood safety research in low- and middle-income countries
Food safety research in low- and middle-income countriesILRI
 
Food safety research LMIC
Food safety research LMICFood safety research LMIC
Food safety research LMICILRI
 
The application of One Health: Observations from eastern and southern Africa
The application of One Health: Observations from eastern and southern AfricaThe application of One Health: Observations from eastern and southern Africa
The application of One Health: Observations from eastern and southern AfricaILRI
 
One Health in action: Perspectives from 10 years in the field
One Health in action: Perspectives from 10 years in the fieldOne Health in action: Perspectives from 10 years in the field
One Health in action: Perspectives from 10 years in the fieldILRI
 
Reservoirs of pathogenic Leptospira species in Uganda
Reservoirs of pathogenic Leptospira species in UgandaReservoirs of pathogenic Leptospira species in Uganda
Reservoirs of pathogenic Leptospira species in UgandaILRI
 
Minyoo ya mbwa
Minyoo ya mbwaMinyoo ya mbwa
Minyoo ya mbwaILRI
 
Parasites in dogs
Parasites in dogsParasites in dogs
Parasites in dogsILRI
 
Assessing meat microbiological safety and associated handling practices in bu...
Assessing meat microbiological safety and associated handling practices in bu...Assessing meat microbiological safety and associated handling practices in bu...
Assessing meat microbiological safety and associated handling practices in bu...ILRI
 
Livestock in the agrifood systems transformation
Livestock in the agrifood systems transformationLivestock in the agrifood systems transformation
Livestock in the agrifood systems transformationILRI
 
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...ILRI
 
Practices and drivers of antibiotic use in Kenyan smallholder dairy farms
Practices and drivers of antibiotic use in Kenyan smallholder dairy farmsPractices and drivers of antibiotic use in Kenyan smallholder dairy farms
Practices and drivers of antibiotic use in Kenyan smallholder dairy farmsILRI
 
A gentle push towards improved hygiene and food safety through ‘nudge’ interv...
A gentle push towards improved hygiene and food safety through ‘nudge’ interv...A gentle push towards improved hygiene and food safety through ‘nudge’ interv...
A gentle push towards improved hygiene and food safety through ‘nudge’ interv...ILRI
 

More from ILRI (20)

How the small-scale low biosecurity sector could be transformed into a more b...
How the small-scale low biosecurity sector could be transformed into a more b...How the small-scale low biosecurity sector could be transformed into a more b...
How the small-scale low biosecurity sector could be transformed into a more b...
 
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
 
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
 
A training, certification and marketing scheme for informal dairy vendors in ...
A training, certification and marketing scheme for informal dairy vendors in ...A training, certification and marketing scheme for informal dairy vendors in ...
A training, certification and marketing scheme for informal dairy vendors in ...
 
Milk safety and child nutrition impacts of the MoreMilk training, certificati...
Milk safety and child nutrition impacts of the MoreMilk training, certificati...Milk safety and child nutrition impacts of the MoreMilk training, certificati...
Milk safety and child nutrition impacts of the MoreMilk training, certificati...
 
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseasesPreventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
 
Preventing preventable diseases: a 12-slide primer on foodborne disease
Preventing preventable diseases: a 12-slide primer on foodborne diseasePreventing preventable diseases: a 12-slide primer on foodborne disease
Preventing preventable diseases: a 12-slide primer on foodborne disease
 
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistancePreventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
 
Food safety research in low- and middle-income countries
Food safety research in low- and middle-income countriesFood safety research in low- and middle-income countries
Food safety research in low- and middle-income countries
 
Food safety research LMIC
Food safety research LMICFood safety research LMIC
Food safety research LMIC
 
The application of One Health: Observations from eastern and southern Africa
The application of One Health: Observations from eastern and southern AfricaThe application of One Health: Observations from eastern and southern Africa
The application of One Health: Observations from eastern and southern Africa
 
One Health in action: Perspectives from 10 years in the field
One Health in action: Perspectives from 10 years in the fieldOne Health in action: Perspectives from 10 years in the field
One Health in action: Perspectives from 10 years in the field
 
Reservoirs of pathogenic Leptospira species in Uganda
Reservoirs of pathogenic Leptospira species in UgandaReservoirs of pathogenic Leptospira species in Uganda
Reservoirs of pathogenic Leptospira species in Uganda
 
Minyoo ya mbwa
Minyoo ya mbwaMinyoo ya mbwa
Minyoo ya mbwa
 
Parasites in dogs
Parasites in dogsParasites in dogs
Parasites in dogs
 
Assessing meat microbiological safety and associated handling practices in bu...
Assessing meat microbiological safety and associated handling practices in bu...Assessing meat microbiological safety and associated handling practices in bu...
Assessing meat microbiological safety and associated handling practices in bu...
 
Livestock in the agrifood systems transformation
Livestock in the agrifood systems transformationLivestock in the agrifood systems transformation
Livestock in the agrifood systems transformation
 
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
 
Practices and drivers of antibiotic use in Kenyan smallholder dairy farms
Practices and drivers of antibiotic use in Kenyan smallholder dairy farmsPractices and drivers of antibiotic use in Kenyan smallholder dairy farms
Practices and drivers of antibiotic use in Kenyan smallholder dairy farms
 
A gentle push towards improved hygiene and food safety through ‘nudge’ interv...
A gentle push towards improved hygiene and food safety through ‘nudge’ interv...A gentle push towards improved hygiene and food safety through ‘nudge’ interv...
A gentle push towards improved hygiene and food safety through ‘nudge’ interv...
 

Recently uploaded

Isotopic evidence of long-lived volcanism on Io
Isotopic evidence of long-lived volcanism on IoIsotopic evidence of long-lived volcanism on Io
Isotopic evidence of long-lived volcanism on IoSérgio Sacani
 
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdfPests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdfPirithiRaju
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticssakshisoni2385
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)Areesha Ahmad
 
Physiochemical properties of nanomaterials and its nanotoxicity.pptx
Physiochemical properties of nanomaterials and its nanotoxicity.pptxPhysiochemical properties of nanomaterials and its nanotoxicity.pptx
Physiochemical properties of nanomaterials and its nanotoxicity.pptxAArockiyaNisha
 
Biological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfBiological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfmuntazimhurra
 
Pests of cotton_Sucking_Pests_Dr.UPR.pdf
Pests of cotton_Sucking_Pests_Dr.UPR.pdfPests of cotton_Sucking_Pests_Dr.UPR.pdf
Pests of cotton_Sucking_Pests_Dr.UPR.pdfPirithiRaju
 
Unlocking the Potential: Deep dive into ocean of Ceramic Magnets.pptx
Unlocking  the Potential: Deep dive into ocean of Ceramic Magnets.pptxUnlocking  the Potential: Deep dive into ocean of Ceramic Magnets.pptx
Unlocking the Potential: Deep dive into ocean of Ceramic Magnets.pptxanandsmhk
 
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43bNightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43bSérgio Sacani
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)Areesha Ahmad
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )aarthirajkumar25
 
Pests of mustard_Identification_Management_Dr.UPR.pdf
Pests of mustard_Identification_Management_Dr.UPR.pdfPests of mustard_Identification_Management_Dr.UPR.pdf
Pests of mustard_Identification_Management_Dr.UPR.pdfPirithiRaju
 
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSpermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSarthak Sekhar Mondal
 
DIFFERENCE IN BACK CROSS AND TEST CROSS
DIFFERENCE IN  BACK CROSS AND TEST CROSSDIFFERENCE IN  BACK CROSS AND TEST CROSS
DIFFERENCE IN BACK CROSS AND TEST CROSSLeenakshiTyagi
 
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral AnalysisRaman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral AnalysisDiwakar Mishra
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Sérgio Sacani
 
Green chemistry and Sustainable development.pptx
Green chemistry  and Sustainable development.pptxGreen chemistry  and Sustainable development.pptx
Green chemistry and Sustainable development.pptxRajatChauhan518211
 
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...Sérgio Sacani
 
Disentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTDisentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTSérgio Sacani
 

Recently uploaded (20)

Isotopic evidence of long-lived volcanism on Io
Isotopic evidence of long-lived volcanism on IoIsotopic evidence of long-lived volcanism on Io
Isotopic evidence of long-lived volcanism on Io
 
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdfPests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)
 
Physiochemical properties of nanomaterials and its nanotoxicity.pptx
Physiochemical properties of nanomaterials and its nanotoxicity.pptxPhysiochemical properties of nanomaterials and its nanotoxicity.pptx
Physiochemical properties of nanomaterials and its nanotoxicity.pptx
 
Biological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfBiological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdf
 
Pests of cotton_Sucking_Pests_Dr.UPR.pdf
Pests of cotton_Sucking_Pests_Dr.UPR.pdfPests of cotton_Sucking_Pests_Dr.UPR.pdf
Pests of cotton_Sucking_Pests_Dr.UPR.pdf
 
Unlocking the Potential: Deep dive into ocean of Ceramic Magnets.pptx
Unlocking  the Potential: Deep dive into ocean of Ceramic Magnets.pptxUnlocking  the Potential: Deep dive into ocean of Ceramic Magnets.pptx
Unlocking the Potential: Deep dive into ocean of Ceramic Magnets.pptx
 
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43bNightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )
 
Pests of mustard_Identification_Management_Dr.UPR.pdf
Pests of mustard_Identification_Management_Dr.UPR.pdfPests of mustard_Identification_Management_Dr.UPR.pdf
Pests of mustard_Identification_Management_Dr.UPR.pdf
 
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSpermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
 
DIFFERENCE IN BACK CROSS AND TEST CROSS
DIFFERENCE IN  BACK CROSS AND TEST CROSSDIFFERENCE IN  BACK CROSS AND TEST CROSS
DIFFERENCE IN BACK CROSS AND TEST CROSS
 
CELL -Structural and Functional unit of life.pdf
CELL -Structural and Functional unit of life.pdfCELL -Structural and Functional unit of life.pdf
CELL -Structural and Functional unit of life.pdf
 
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral AnalysisRaman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
 
Green chemistry and Sustainable development.pptx
Green chemistry  and Sustainable development.pptxGreen chemistry  and Sustainable development.pptx
Green chemistry and Sustainable development.pptx
 
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
 
Disentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTDisentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOST
 

Mapping the risk of Rift Valley fever in Uganda

  • 1. Methodology Data: The study utilized data from three sources: (i) surveillance records on epidemics kept by the Ministry of Agriculture, Animal Industry and Fisheries (MAAIF), (ii) de novo serological surveys involving cattle, sheep and goats, and (iii) online spatial data on climate and other ecological variables. Analyses: Observed epidemics were mapped to obtain occurrence maps. Serological data were also analyzed using random effects logistic regression model to identify animal-level factors associated with RVF virus exposure. Furthermore, a geostatistical model, implemented using RINLA was fitted to serological data to predict spatial patterns of endemic infections. Predictions: The final model developed from the analysis of serological data was used to predict the spatial range of exposure. Predictors used comprised ecological variables only. Conclusion Results point to the need for more active surveillance for the disease in areas predicted to have high transmission risk based on serological data, especially during wet seasons. Results o Initial epidemic was observed in Kabale, S.W. Uganda in March 2016 after periods of heavy rains. o A total of 3962 animals were sampled from 198 households and 150 villages for serosurvey. o Random effects model fitted to the data suggested that adjusted intra- herd correlation coefficient (ICC) was 0.35, while the ICC estimate between animals from different herds was 0.15. o Prediction from serological data suggested that endemic transmissions occur in many parts of the country including where no outbreaks have been observed. Introduction o Rift Valley fever (RVF) is an arboviral zoonosis associated with climate anomalies o First RVF outbreak in Uganda recorded in 2016 since 1968 o Multiple outbreaks at shorter intervals since 2016; mainly in southwestern and central parts o This study compares spatial distribution of epidemic and endemic infections using serological data to understand the epidemiology of the disease o Uganda is yet to adopt RVF vaccination as a control strategy Figure 1: Districts that have had RVF outbreaks in Uganda (A) and predicted distribution of risk based on serological data (B). Variables used to predict this risk included temperature, precipitation and altitude. Mapping the risk of Rift Valley fever in Uganda Dan Tumusiime, 1, 2 Bernard Bett,2 Simon Kihu, 2 Edna Mutua, 2 Rose Ademun 1 1 Ministry of Agriculture, Animal Industry and Fisheries 2 International Livestock Research Institute Contact: drdantumusiime@gmail.com Acknowledgments: This work was funded by the Office of U.S. Foreign Disaster Assistance, USAID. The serosurvey was conducted by staff in the Ministry of Agriculture, Animal Industry and Fisheries, Uganda. The U.S. Defence Threat Reduction Agency supported the presentation of this work at the virtual 6th World One Health Congress 2020, Edinburgh.This document is licensed for use under the Creative Commons Attribution 4.0 International Licence. October 2020