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大规模疫苗接种政策和控制措施对泰国结节性皮肤病病例的影响:贝叶斯结构时间序列分析的见解

The impact of mass vaccination policy and control measures on lumpy skin disease cases in Thailand: insights from a Bayesian structural time series analysis.

作者信息

Punyapornwithaya Veerasak, Arjkumpa Orapun, Buamithup Noppawan, Jainonthee Chalita, Salvador Roderick, Jampachaisri Katechan

机构信息

Research Center for Veterinary Biosciences and Veterinary Public Health, Faculty of Veterinary Medicine, Chiang Mai University, Chiang Mai, Thailand.

Veterinary Public Health and Food Safety Centre for Asia Pacific (VPHCAP), Faculty of Veterinary Medicine, Chiang Mai University, Chiang Mai, Thailand.

出版信息

Front Vet Sci. 2024 Jan 5;10:1301546. doi: 10.3389/fvets.2023.1301546. eCollection 2023.

Abstract

INTRODUCTION

In 2021, Thailand reported the highest incidence of lumpy skin disease (LSD) outbreaks in Asia. In response to the widespread outbreaks in cattle herds, the government's livestock authorities initiated comprehensive intervention measures, encompassing control strategies and a national vaccination program. Yet, the efficacy of these interventions remained unevaluated. This research sought to assess the nationwide intervention's impact on the incidence of new LSD cases through causal impact analysis.

METHODS

Data on weekly new LSD cases in Thailand from March to September 2021 was analyzed. The Bayesian structural time series (BSTS) analysis was employed to evaluate the causal relationship between new LSD cases in the pre-intervention phase (prior to the vaccination campaign) and the post-intervention phase (following the vaccination campaign). The assessment involved two distinct scenarios, each determined by the estimated effective intervention dates. In both scenarios, a consistent decline in new LSD cases was observed after the mass vaccination initiative, while other control measures such as the restriction of animal movement, insect control, and the enhancement of the active surveillance approach remained operational throughout the pre-intervention and the post-intervention phases.

RESULTS AND DISCUSSION

According to the relative effect results obtained from scenario A and B, it was observed that the incidence of LSD cases exhibited reductions of 119% (95% Credible interval [CrI]: -121%, -38%) and 78% (95% CrI: -126, -41%), respectively. The BSTS results underscored the significant influence of these interventions, with a Bayesian one-sided tail-area probability of < 0.05. This model-based study provides insight into the application of BSTS in evaluating the impact of nationwide LSD vaccination based on the national-level data. The present study is groundbreaking in two respects: it is the first study to quantify the causal effects of a mass vaccination intervention on the LSD outbreak in Thailand, and it stands as the only endeavor of its kind in the Asian context. The insights collected from this study hold potential value for policymakers in Thailand and other countries at risk of LSD outbreaks.

摘要

引言

2021年,泰国报告了亚洲牛结节性皮肤病(LSD)疫情的最高发病率。为应对牛群中广泛爆发的疫情,政府畜牧部门启动了全面干预措施,包括控制策略和国家疫苗接种计划。然而,这些干预措施的效果尚未得到评估。本研究旨在通过因果影响分析评估全国性干预措施对新LSD病例发病率的影响。

方法

分析了泰国2021年3月至9月每周新LSD病例的数据。采用贝叶斯结构时间序列(BSTS)分析来评估干预前阶段(疫苗接种运动之前)和干预后阶段(疫苗接种运动之后)新LSD病例之间的因果关系。评估涉及两种不同的情况,每种情况由估计的有效干预日期确定。在这两种情况下,大规模疫苗接种倡议后新LSD病例均出现持续下降,而其他控制措施,如动物移动限制、昆虫控制和主动监测方法的加强,在干预前和干预后阶段均持续实施。

结果与讨论

根据情景A和情景B获得的相对效应结果,观察到LSD病例的发病率分别降低了119%(95%可信区间[CrI]:-121%,-38%)和78%(95% CrI:-126,-41%)。BSTS结果强调了这些干预措施的重大影响,贝叶斯单侧尾部面积概率<0.05。这项基于模型的研究为BSTS在基于国家层面数据评估全国性LSD疫苗接种影响方面的应用提供了见解。本研究在两个方面具有开创性:它是第一项量化大规模疫苗接种干预对泰国LSD疫情因果效应的研究,也是亚洲背景下同类研究中的唯一一项。本研究收集的见解对泰国和其他有LSD疫情风险的国家的政策制定者具有潜在价值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6623/10797105/d0bc385ff168/fvets-10-1301546-g0001.jpg

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