ArticleInfectious diseases of poverty2016
Spatial transmission and meteorological determinants of tuberculosis incidence in Qinghai Province, China: a spatial clustering panel analysis.
Article in Infectious diseases of poverty, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 51 papers, 3 of them syntheses that pooled it.
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Who cites it
51 citing papers in PubMed, 3 syntheses or guidelines pooled it, 113 citations in OpenAlex.
- Understanding the mechanisms of climate change impact on tuberculosis: a complex systems approach.BMC public health · 2025Pooled it
- Drivers of Seasonal Variation in Tuberculosis Incidence: Insights from a Systematic Review and Mathematical Model.Epidemiology (Cambridge, Mass.) · 2018Pooled it
- Methods used in the spatial analysis of tuberculosis epidemiology: a systematic review.BMC medicine · 2018Pooled it
- Spatiotemporal epidemiology and associated risk factors of tuberculosis incidence and mortality in Indonesia 2017-2022: a nationwide space-time hierarchical analysis.Population health metrics · 2026Article
- Spatio-temporal clustering and meteorological factors influencing HFRS incidence in mainland China, 2004-2021.Epidemiology and infection · 2025Article
- Trends in epidemiological characteristics of pulmonary tuberculosis among children and youth in Chinese mainland from 2019 to 2024: analysis of national surveillance data.BMC public health · 2025Article
- Spatial and temporal distribution and evolutionary trend of thyroid cancer incidence in Guangzhou, 2010-2020.Endocrine · 2025Article
- Mapping tuberculosis prevalence in Africa using a Bayesian geospatial analysis.Communications medicine · 2025Article
- Spatial interpolation and spatiotemporal scanning analysis of human brucellosis in mainland China from 2012 to 2018.Scientific reports · 2025Article
- Observational
- Health system and environmental factors affecting global progress towards achieving End TB targets between 2015 and 2020.Journal of global health · 2025Article
- Mapping Drug-Resistant Tuberculosis Treatment Outcomes in Hunan Province, China.Tropical medicine and infectious disease · 2024Article
- Spatio-temporal pattern and associate factors study on intestinal infectious diseases based on panel model in Zhejiang Province.BMC public health · 2024Article
- Analyzing the seasonality of tuberculosis case notifications in the UK, 2000-2018.Epidemiology and infection · 2024Article
- Space-time cluster analysis and maximum entropy modeling of Peste des petits ruminants (PPR) in Türkiye.Tropical animal health and production · 2024Article
- Epidemiological characteristics of tuberculosis incidence and its macro-influence factors in Chinese mainland during 2014-2021.Infectious diseases of poverty · 2024Article
- The effects of meteorological factors and air pollutants on the incidence of tuberculosis in people living with HIV/AIDS in subtropical Guangxi, China.BMC public health · 2024Article
- An investigation of the effects of meteorological factors on the incidence of tuberculosis.Scientific reports · 2024Article
- Spatial spillover effect of environmental factors on the tuberculosis occurrence among the elderly: a surveillance analysis for nearly a dozen years in eastern China.BMC public health · 2024Article
- The Recent Transmission and Associated Risk Factor ofInfection and drug resistance · 2024Article
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Authors and funding
13 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundTuberculosis (TB) is the notifiable infectious disease with the second highest incidence in the Qinghai province, a province with poor primary health care infrastructure. Understanding the spatial distribution of TB and related environmental factors is necessary for developing effective strategies to control and further eliminate TB.
methodsOur TB incidence data and meteorological data were extracted from the China Information System of Disease Control and Prevention and statistical yearbooks, respectively. We calculated the global and local Moran's I by using spatial autocorrelation analysis to detect the spatial clustering of TB incidence each year. A spatial panel data model was applied to examine the associations of meteorological factors with TB incidence after adjustment of spatial individual effects and spatial autocorrelation.
resultsThe Local Moran's I method detected 11 counties with a significantly high-high spatial clustering (average annual incidence: 294/100 000) and 17 counties with a significantly low-low spatial clustering (average annual incidence: 68/100 000) of TB annual incidence within the examined five-year period; the global Moran's I values ranged from 0.40 to 0.58 (all P-values < 0.05). The TB incidence was positively associated with the temperature, precipitation, and wind speed (all P-values < 0.05), which were confirmed by the spatial panel data model. Each 10 °C, 2 cm, and 1 m/s increase in temperature, precipitation, and wind speed associated with 9 % and 3 % decrements and a 7 % increment in the TB incidence, respectively.
conclusionsHigh TB incidence areas were mainly concentrated in south-western Qinghai, while low TB incidence areas clustered in eastern and north-western Qinghai. Areas with low temperature and precipitation and with strong wind speeds tended to have higher TB incidences.
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