Suppr超能文献

呼吸道病原体症状传播的流行病学和健康经济学意义:一项数学建模研究。

Epidemiological and health economic implications of symptom propagation in respiratory pathogens: A mathematical modelling investigation.

机构信息

EPSRC & MRC Centre for Doctoral Training in Mathematics for Real-World Systems, University of Warwick, Coventry, United Kingdom.

Mathematics Institute, University of Warwick, Coventry, United Kingdom.

出版信息

PLoS Comput Biol. 2024 May 3;20(5):e1012096. doi: 10.1371/journal.pcbi.1012096. eCollection 2024 May.

Abstract

BACKGROUND

Respiratory pathogens inflict a substantial burden on public health and the economy. Although the severity of symptoms caused by these pathogens can vary from asymptomatic to fatal, the factors that determine symptom severity are not fully understood. Correlations in symptoms between infector-infectee pairs, for which evidence is accumulating, can generate large-scale clusters of severe infections that could be devastating to those most at risk, whilst also conceivably leading to chains of mild or asymptomatic infections that generate widespread immunity with minimal cost to public health. Although this effect could be harnessed to amplify the impact of interventions that reduce symptom severity, the mechanistic representation of symptom propagation within mathematical and health economic modelling of respiratory diseases is understudied.

METHODS AND FINDINGS

We propose a novel framework for incorporating different levels of symptom propagation into models of infectious disease transmission via a single parameter, α. Varying α tunes the model from having no symptom propagation (α = 0, as typically assumed) to one where symptoms always propagate (α = 1). For parameters corresponding to three respiratory pathogens-seasonal influenza, pandemic influenza and SARS-CoV-2-we explored how symptom propagation impacted the relative epidemiological and health-economic performance of three interventions, conceptualised as vaccines with different actions: symptom-attenuating (labelled SA), infection-blocking (IB) and infection-blocking admitting only mild breakthrough infections (IB_MB). In the absence of interventions, with fixed underlying epidemiological parameters, stronger symptom propagation increased the proportion of cases that were severe. For SA and IB_MB, interventions were more effective at reducing prevalence (all infections and severe cases) for higher strengths of symptom propagation. For IB, symptom propagation had no impact on effectiveness, and for seasonal influenza this intervention type was more effective than SA at reducing severe infections for all strengths of symptom propagation. For pandemic influenza and SARS-CoV-2, at low intervention uptake, SA was more effective than IB for all levels of symptom propagation; for high uptake, SA only became more effective under strong symptom propagation. Health economic assessments found that, for SA-type interventions, the amount one could spend on control whilst maintaining a cost-effective intervention (termed threshold unit intervention cost) was very sensitive to the strength of symptom propagation.

CONCLUSIONS

Overall, the preferred intervention type depended on the combination of the strength of symptom propagation and uptake. Given the importance of determining robust public health responses, we highlight the need to gather further data on symptom propagation, with our modelling framework acting as a template for future analysis.

摘要

背景

呼吸道病原体对公共卫生和经济造成了重大负担。尽管这些病原体引起的症状严重程度可能从无症状到致命不等,但决定症状严重程度的因素尚未完全了解。感染者-被感染者之间的症状相关性正在逐渐被证实,这种相关性可能会产生大规模的严重感染集群,对高危人群造成毁灭性影响,同时也可能产生广泛的轻度或无症状感染链,以最小的公共卫生成本产生广泛的免疫力。尽管可以利用这种效应来增强减轻症状严重程度的干预措施的影响,但呼吸道疾病的数学和健康经济模型中,症状传播的机制表示仍研究不足。

方法和发现

我们提出了一个新框架,通过单个参数α将不同程度的症状传播纳入传染病传播模型中。改变α的值可使模型从没有症状传播(α=0,通常假设如此)变为具有始终传播症状的模型(α=1)。对于三种呼吸道病原体(季节性流感、大流行性流感和 SARS-CoV-2)的参数,我们探讨了症状传播如何影响三种干预措施的相对流行病学和健康经济学性能,这三种干预措施被概念化为具有不同作用的疫苗:症状减轻(标记为 SA)、感染阻断(IB)和仅允许轻度突破感染的感染阻断(IB_MB)。在没有干预措施的情况下,在固定的基本流行病学参数下,更强的症状传播会增加严重病例的比例。对于 SA 和 IB_MB,在更高的症状传播强度下,干预措施更能有效降低流行率(所有感染和严重病例)。对于 IB,症状传播对有效性没有影响,对于季节性流感,对于所有症状传播强度,这种干预类型比 SA 更能有效减少严重感染。对于大流行性流感和 SARS-CoV-2,在低干预接种率下,SA 比 IB 对于所有症状传播水平都更有效;在高接种率下,只有在强症状传播下,SA 才变得更有效。健康经济学评估发现,对于 SA 型干预措施,在保持成本效益干预措施的情况下,控制的花费金额(称为阈值单位干预成本)对症状传播强度非常敏感。

结论

总体而言,首选的干预类型取决于症状传播强度和接种率的组合。鉴于确定稳健的公共卫生应对措施的重要性,我们强调需要收集更多关于症状传播的数据,我们的建模框架将作为未来分析的模板。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3070/11095726/ff4280496e9b/pcbi.1012096.g001.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验