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具有免疫策略的多变量年龄结构随机模型,用于描述细支气管炎动态。

A Multivariate Age-Structured Stochastic Model with Immunization Strategies to Describe Bronchiolitis Dynamics.

机构信息

Vaccine Research Department, Fisabio-Public Health, Avda. Cataluña 21, 46020 Valencia, Spain.

Department of Statistics and Operations Research, Universitat de València, Dr. Moliner 50, 46100 Burjassot, Spain.

出版信息

Int J Environ Res Public Health. 2021 Jul 17;18(14):7607. doi: 10.3390/ijerph18147607.

Abstract

Bronchiolitis has a high morbidity in children under 2 years old. Respiratory syncytial virus (RSV) is the most common pathogen causing the disease. At present, there is only a costly humanized monoclonal RSV-specific antibody to prevent RSV. However, different immunization strategies are being developed. Hence, evaluation and comparison of their impact is important for policymakers. The analysis of the disease with a Bayesian stochastic compartmental model provided an improved and more natural description of its dynamics. However, the consideration of different age groups is still needed, since disease transmission greatly varies with age. In this work, we propose a multivariate age-structured stochastic model to understand bronchiolitis dynamics in children younger than 2 years of age considering high-quality data from the Valencia health system integrated database. Our modeling approach combines ideas from compartmental models and Bayesian hierarchical Poisson models in a novel way. Finally, we develop an extension of the model that simulates the effect of potential newborn immunization scenarios on the burden of disease. We provide an app tool that estimates the expected reduction in bronchiolitis episodes for a range of different values of uptake and effectiveness.

摘要

毛细支气管炎在 2 岁以下儿童中发病率很高。呼吸道合胞病毒(RSV)是引起该病的最常见病原体。目前,仅有一种昂贵的人源化单克隆 RSV 特异性抗体可预防 RSV。然而,正在开发不同的免疫策略。因此,评估和比较它们的影响对政策制定者很重要。贝叶斯随机房室模型分析提供了对其动力学的改进和更自然的描述。然而,仍需要考虑不同的年龄组,因为疾病传播随年龄变化很大。在这项工作中,我们提出了一个多变量年龄结构的随机模型,以考虑来自瓦伦西亚卫生系统综合数据库的高质量数据,了解 2 岁以下儿童毛细支气管炎的动态。我们的建模方法以新颖的方式结合了房室模型和贝叶斯分层泊松模型的思想。最后,我们开发了模型的扩展,模拟潜在新生儿免疫接种方案对疾病负担的影响。我们提供了一个应用程序工具,可根据不同的吸收率和有效性值估算毛细支气管炎发作次数的预期减少量。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9c01/8305028/e5302f16ec93/ijerph-18-07607-g001.jpg

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