ArticlePloS one2019
Spatial clustering of notified tuberculosis in Ethiopia: A nationwide study.
Article in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.
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Who cites it
28 citing papers in PubMed.
- Diagnostic performance of Xpert® MTB/RIF Ultra among smear-negative pulmonary tuberculosis cases in southwestern Oromia, Ethiopia.IJID regions · 2026Article
- Spatiotemporal trends in tuberculosis incidence in Thailand, 2012-2023: a nationwide, province-level analysis.Infectious diseases of poverty · 2026Article
- Healthcare system preparedness as a mediating factor in climate-driven tuberculosis outcomes: an ecological study.BMC health services research · 2026Article
- Spatial clustering and genetic diversity of Mycobacterium tuberculosis and associated diagnostic delays in Nairobi County, Kenya.BMC infectious diseases · 2026Article
- Article
- Epidemiological trends and burden of mortality from HIV/AIDS and multidrug-resistant tuberculosis without extensive drug-resistance across Africa: A global burden of disease analysis (1990-2021).Journal of clinical tuberculosis and other mycobacterial diseases · 2025Article
- Quantifying undetected tuberculosis in Ethiopia using a novel geospatial modelling approach.Scientific reports · 2025Article
- Local progress towards achieving the End TB targets in Ethiopia: a geospatial analysis.International journal of epidemiology · 2025Article
- Estimating childhood tuberculosis incidence and under-reporting in Gedeo Zone, Ethiopia: a Bayesian hidden Markov model.IJID regions · 2025Article
- Spatial co-distribution of tuberculosis prevalence and low BCG vaccination coverage in Ethiopia.Scientific reports · 2024Article
- Spatio-Temporal Pattern of Tuberculosis Distribution in Romania and Particulate Matter Pollution Associated With Risk of Infection.GeoHealth · 2024Article
- Ecological-level factors associated with tuberculosis incidence and mortality: A systematic review and meta-analysis.PLOS global public health · 2024Article
- One size does not fit all: an application of stochastic modeling to estimating primary healthcare needs in Ethiopia at the sub-national level.BMC health services research · 2023Article
- Spatiotemporal Distribution of Tuberculosis in the Oromia Region of Ethiopia: A Hotspot Analysis.Tropical medicine and infectious disease · 2023Article
- Comparative serum lipid and immunohematological values among adult pulmonary tuberculosis and tuberculosis lymphadenitis cases and their association with sputum bacilli load and time to culture positivity in Northwestern Ethiopia.Lipids in health and disease · 2023Article
- Implementation of evidence-based multiple focus integrated intensified TB screening to end TB (EXIT-TB) package in East Africa: a qualitative study.BMC infectious diseases · 2023Article
- Prevalence of pulmonary tuberculosis in homeless individuals in the Addis Ababa City, Ethiopia.Frontiers in public health · 2023Article
- Spatial Clustering of Tuberculosis-HIV Coinfection in Ethiopia at Districts Level.AIDS research and treatment · 2023Article
- Article
- Spatial Co-Clustering of Tuberculosis and HIV in Ethiopia.Diseases (Basel, Switzerland) · 2022Article
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2 authors.
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Abstract
backgroundTuberculosis (TB) remains a major health problem worldwide and in Ethiopia. This study aimed to investigate the spatial distributions of notified TB over the whole territory of Ethiopia and to quantify the role of health care access, environmental, socio-demographic, and behavioural factors associated with the clustering of TB.
methodsA spatial analysis was conducted using national TB data reported between June 2016 and June 2017 in Ethiopia. Spatial clustering of TB was explored using Moran's I statistic and the local indicator of spatial autocorrelation (LISA). A multivariate Poisson regression model was developed with a conditional autoregressive (CAR) prior structure and with posterior parameters estimated using Bayesian Markov chain Monte Carlo (MCMC) simulation with Gibbs sampling to investigate the drivers of the clustering.
resultA total of 120,149 TB cases were reported from 745 districts in Ethiopia during the study period; 41,343 (34%) were bacteriologically confirmed new pulmonary TB and 33,997 (28%) were clinically diagnosed, new, smear-negative pulmonary TB patients. The nationwide annual incidence rate of notified TB was 112 per 100,000 population. The highest incidence was observed in three city administrative regions, namely Dire Dewa (348 cases per 100,000 population), Addis Ababa (262 per 100,000 population) and Harari (206 per 100,000 population), and the lowest incidence was observed in Somali region (51 per 100,000 population). High-high spatial clustering of notified TB was detected at Humera, Gog, and Surima district, and low-low clustering was detected in some districts located in the Somali region. Poor health care access (IRR = 0.78; 95%CI: 0.66, 0.90) and good knowledge about TB (IRR = 0.84; 95%CI: 0.73, 0.96) were negatively associated with the incidence of notified TB.
conclusionSubstantial spatial clustering of notified TB was detected at region, zone and district level in Ethiopia. Health care access and knowledge about TB was associated with incidence of TB. This study may provide policy makers target hotspot areas, where national control programs could be implemented more efficiently for the prevention and control of TB, and to address potential under-reporting in poor access areas.
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