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贝叶斯方法理解结核病疾病负担中的性别差异。

A Bayesian Approach to Understanding Sex Differences in Tuberculosis Disease Burden.

机构信息

Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, United Kingdom.

Tuberculosis Modelling Group, Tuberculosis Centre, London School of Hygiene and Tropical Medicine, London, United Kingdom.

出版信息

Am J Epidemiol. 2018 Nov 1;187(11):2431-2438. doi: 10.1093/aje/kwy131.

DOI:10.1093/aje/kwy131
PMID:29955827
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6211250/
Abstract

Globally, men have a higher epidemiologic burden of tuberculosis (incidence, prevalence, mortality) than women do, possibly due to differences in disease incidence, treatment initiation, self-cure, and/or untreated-tuberculosis mortality rates. Using a simple, sex-stratified compartmental model, we employed a Bayesian approach to explore which factors most likely explain men's higher burden. We applied the model to smear-positive pulmonary tuberculosis in Vietnam (2006-2007) and Malawi (2013-2014). Posterior estimates were consistent with sex-specific prevalence and notifications in both countries. Results supported higher incidence in men and showed that both sexes faced longer durations of untreated disease than estimated by self-reports. Prior untreated disease durations were revised upward 8- to 24-fold, to 2.2 (95% credible interval: 1.7, 2.9) years for men in Vietnam and 2.8 (1.8, 4.1) years for men in Malawi, approximately a year longer than for women in each country. Results imply that substantial sex differences in tuberculosis burden are almost solely attributable to men's disadvantages in disease incidence and untreated disease duration. The latter, for which self-reports provide a poor proxy, implies inadequate coverage of case-finding strategies. These results highlight an urgent need for better understanding of gender-related barriers faced by men and support the systematic targeting of men for screening.

摘要

全球范围内,男性的结核病(发病率、患病率、死亡率)流行病学负担高于女性,这可能是由于疾病发病率、治疗起始、自我治愈和/或未经治疗的结核病死亡率的差异所致。我们使用一种简单的、按性别分层的房室模型,采用贝叶斯方法来探讨哪些因素最有可能解释男性更高的负担。我们将该模型应用于越南(2006-2007 年)和马拉维(2013-2014 年)的涂片阳性肺结核。后验估计与两国的性别特异性患病率和报告一致。结果支持男性发病率较高,并表明两性未经治疗的疾病持续时间均长于自我报告估计的时间。未经治疗的疾病持续时间被向上修正了 8 到 24 倍,越南男性的修正值为 2.2 年(95%可信区间:1.7,2.9),马拉维男性的修正值为 2.8 年(1.8,4.1),大约比每个国家的女性长一年。结果表明,结核病负担的巨大性别差异几乎完全归因于男性在疾病发病率和未经治疗的疾病持续时间方面的劣势。后者是自我报告提供的不良指标,这意味着病例发现策略的覆盖范围不足。这些结果突出表明,迫切需要更好地了解男性面临的与性别相关的障碍,并支持有针对性地对男性进行筛查。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddf3/6211250/24eb5f493682/kwy131f03.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddf3/6211250/cf8edfee5f5c/kwy131f01.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddf3/6211250/ee88b8a32e59/kwy131f02.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddf3/6211250/24eb5f493682/kwy131f03.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddf3/6211250/cf8edfee5f5c/kwy131f01.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddf3/6211250/ee88b8a32e59/kwy131f02.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ddf3/6211250/24eb5f493682/kwy131f03.jpg

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本文引用的文献

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Tuberculosis.肺结核。
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Sex Differences in Tuberculosis Burden and Notifications in Low- and Middle-Income Countries: A Systematic Review and Meta-analysis.低收入和中等收入国家结核病负担及报告中的性别差异:一项系统评价和荟萃分析
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TIME Impact - a new user-friendly tuberculosis (TB) model to inform TB policy decisions.时间影响——一种新的便于用户使用的结核病模型,为结核病政策决策提供依据。
1990 - 2021年儿童及青少年结核病发病率、死亡人数及伤残调整生命年:全球疾病负担研究2021结果
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Health Policy Plan. 2025 Jan 11;40(1):1-12. doi: 10.1093/heapol/czae087.
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Treatment preferences among people at risk of developing tuberculosis: A discrete choice experiment.结核病高危人群的治疗偏好:一项离散选择实验。
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