Effects of the COVID-19 pandemic on TB outcomes in the United States: a Bayesian analysis.

Nicole A Swartwood, Ted Cohen, Suzanne M Marks, Andrew N Hill, Garrett R Beeler Asay, Julie Self, Pei-Jean I Feng, C Robert Horsburgh, Joshua A Salomon, Nicolas A Menzies
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Abstract

Background: Tuberculosis (TB) cases and deaths in the United States fluctuated substantially during the COVID-19 pandemic. We analyzed multiple data sources to understand the factors contributing to these changes and estimated future TB trends.

Methods: We identified four mechanisms potentially contributing to observed TB trends during 2020-2023: immigration, respiratory contact rates, rates of accurate diagnosis and treatment initiation, and mortality rates for persons with TB disease. We employed a Bayesian approach to synthesize evidence on how these mechanisms changed during the pandemic and how they might have combined to produce observed 2020-2023 TB data, using a transmission-dynamic model to link mechanisms to TB outcomes. We also simulated a no-pandemic counterfactual scenario that assumed mechanisms followed pre-pandemic trends. We estimated TB outcomes associated with the pandemic until 2035 to capture lagged effects. We evaluated additional scenarios to estimate the individual effect of each mechanism.

Results: Over the 2020-2035 study period, we estimate an additional 2,784 (95% uncertainty interval: 2,164-3,461) TB cases and 1,138 (1,076-1,201) TB deaths in the United States associated with changes occurring during the COVID-19 pandemic. The four mechanisms had offsetting effects - decreases in TB diagnosis rates and increases in TB mortality rates led to more TB deaths, while reductions in contact rates reduced TB deaths. Immigration changes initially reduced TB deaths, but increased deaths over time.

Discussion: While the direct impacts of the COVID-19 pandemic occurred between 2020-2023, these changes may continue to influence TB incidence and mortality in future years.

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COVID-19 大流行对美国结核病治疗结果的影响:贝叶斯分析。
背景:在 COVID-19 大流行期间,美国的结核病(TB)病例和死亡人数大幅波动。我们分析了多种数据来源,以了解导致这些变化的因素,并估计未来的结核病趋势:我们确定了可能导致 2020-2023 年期间观察到的结核病趋势的四个机制:移民、呼吸道接触率、准确诊断率和开始治疗率以及结核病患者的死亡率。我们采用贝叶斯方法综合了有关这些机制在大流行期间如何变化的证据,以及它们如何可能结合在一起产生所观察到的 2020-2023 年结核病数据,并使用传播动态模型将这些机制与结核病结果联系起来。我们还模拟了一种无大流行的反事实情景,假定机制遵循大流行前的趋势。我们估算了 2035 年之前与大流行相关的结核病结果,以捕捉滞后效应。我们还评估了其他情景,以估算每种机制的单独效应:结果:在 2020-2035 年研究期间,我们估计 COVID-19 大流行期间发生的变化将使美国结核病病例增加 2,784 例(95% 不确定区间:2,164-3,461 例),结核病死亡人数增加 1,138 例(1,076-1,201 例)。这四种机制产生了抵消效应--肺结核诊断率的下降和肺结核死亡率的上升导致了更多的肺结核死亡病例,而接触率的下降则减少了肺结核死亡病例。移民变化最初减少了结核病死亡人数,但随着时间的推移,死亡人数有所增加:讨论:虽然 COVID-19 大流行的直接影响发生在 2020-2023 年间,但这些变化可能会继续影响未来几年的结核病发病率和死亡率。尽管 2020-2021 年间结核病病例急剧下降,但我们预测 2020-2035 年间与大流行相关的变化将导致结核病病例增加 2,784 例,结核病死亡人数增加 1,138 例。
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