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A model-based investigation into urban-rural disparities in tuberculosis treatment outcomes under the Revised National Tuberculosis Control Programme in India

机译:印度修订的国家结核病控制计划下结核病治疗成果中城乡差异的模型调查

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In this study, we investigate differences in tuberculosis (TB) treatment outcomes between urban and rural India and estimate their impact on epidemiological outcomes such as TB incidence, prevalence and mortality using a mathematical model of TB transmission dynamics. Publicly available district-level treatment outcomes data for new and previously treated TB cases was analyzed in conjunction with census data providing the proportion of urban population in each district to determine the effect of urbanity/rurality on treatment outcomes. Districts were grouped in clusters based on the proportion of urban population in each district, wherein the clusters were identified by applying machine learning methods. Regression analyses revealed that average treatment success rates among both new and previously treated cases decline with increase in the proportion of urban population in a district cluster, with substantially sharper declines in treatment success rates with degree of urbanity observed for previously treated cases. The impact of differences in treatment outcomes on epidemiological outcomes was estimated using a dynamic transmission model developed for this purpose. For example, the cluster with highest treatment success rates is projected to have an average of 3.2% fewer deaths per 100,000 population in comparison with the national average across 2019–24, and the cluster with the lowest treatment success rates has an average of 4.5% more deaths per 100,000 in comparison with the national average. We anticipate that these disparities in TB treatment outcomes and epidemiology between urban and rural India may motivate investigations into the associated causes and their redressal.
机译:在这项研究中,我们调查城乡印度之间结核病(TB)治疗成果的差异,并利用TB传输动态的数学模型估计其对TB发病率,患病率,患病率,死亡率等流行病学结果的影响。公开的地区级治疗成果新的和先前治疗的结核病病例的数据分析了与人口普查数据一起分析,提供每个地区的城市人口比例,以确定城市/风险性对治疗结果的影响。地区基于每个地区城市人口比例分组,其中通过应用机器学习方法来确定集群。回归分析显示,新的和以前治疗的案件之间的平均治疗成功率随着地区集群中城市人口比例的增加而下降,治疗成功率大幅升高,观察到以前治疗的病例。使用为此目的开发的动态传输模型估计了治疗结果对流行病学结果的影响。例如,具有最高治疗成功率的集群预计将平均每10万人较少的死亡人数,与2019 - 2002年的全国平均水平相比,以及最低处理成功率的集群平均为4.5%与全国平均水平相比,每10万人每10万人更多。我们预计城市和农村印度之间的结核病治疗结果和流行病学的差异可能会使调查促进与相关原因及其制定。

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