加拿大哮喘政策模型的开发与验证:终生暴露与哮喘结果预测(LEAP)

Tae Yoon Lee, John Petkau, Kate M Johnson, Stuart Turvey, Amin Adibi, Padmaja Subbarao, Mohsen Sadatsafavi
{"title":"加拿大哮喘政策模型的开发与验证:终生暴露与哮喘结果预测(LEAP)","authors":"Tae Yoon Lee, John Petkau, Kate M Johnson, Stuart Turvey, Amin Adibi, Padmaja Subbarao, Mohsen Sadatsafavi","doi":"10.1101/2024.03.11.24304122","DOIUrl":null,"url":null,"abstract":"Purpose: To develop Lifetime Exposures and Asthma outcomes Projection (LEAP), a reference policy model for evaluating health outcomes and costs of asthma interventions and policies for the Canadian population. Methods: Following the best practice guidelines for development, we first created a conceptual map with a steering committee of clinician experts and economic modelers through a modified Delphi-process. Following the committee's recommendations and given the multidimensionality of risk factors and the need for modeling realistic aspects (e.g., gradual market penetration) of adopting health technologies, we opted for an open-population microsimulation design. For the first version of the model, we concentrated on several key risk factors (age, sex, family history of asthma at birth, and exposure to antibiotics in the first year of life) from the concept map. The model consists of five intertwined modules: 1) demographic, 2) risk factors, 3) asthma occurrence, 4) asthma outcomes, and 5) payoffs. The demographic module, including birth, mortality, immigration, and emigration, was based on sex- and age-specific estimates and projections from Statistics Canada. The distributions of risk factors, including family history of asthma and exposure to antibiotics, were estimated from population-based administrative databases and a population-based longitudinal birth cohort. To estimate parameters in the asthma occurrence (prevalence, incidence, reassessment) and asthma outcomes (severity, symptom control, exacerbations) modules, we performed quantitative evidence synthesis. Costs and utility weights were obtained from the literature. We conducted multiple face and internal validation assessments. Results: LEAP is capable of modeling asthma-related health outcomes at the individual and aggregate levels from 2001 onwards. Face validity was confirmed by checking the structure, equations, codes, and results. We calibrated and internally validated the age-sex stratified demographic projections to the estimates and projections from Statistics Canada, the age-sex stratified asthma prevalence to the administrative data, and the asthma control levels and exacerbation rates to the estimates from the literature. Conclusions: LEAP is the first reference Canadian asthma policy model that emerged from identified needs for health policy planning for early interventions in asthma. As an open-source and open-access platform, LEAP can provide a unified framework under which different interventions and policies can be consistently compared to identify those with the highest value proposition.","PeriodicalId":501074,"journal":{"name":"medRxiv - Respiratory Medicine","volume":"8 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Development and Validation of an Asthma Policy Model for Canada:Lifetime Exposures and Asthma outcomes Projection (LEAP)\",\"authors\":\"Tae Yoon Lee, John Petkau, Kate M Johnson, Stuart Turvey, Amin Adibi, Padmaja Subbarao, Mohsen Sadatsafavi\",\"doi\":\"10.1101/2024.03.11.24304122\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Purpose: To develop Lifetime Exposures and Asthma outcomes Projection (LEAP), a reference policy model for evaluating health outcomes and costs of asthma interventions and policies for the Canadian population. Methods: Following the best practice guidelines for development, we first created a conceptual map with a steering committee of clinician experts and economic modelers through a modified Delphi-process. Following the committee's recommendations and given the multidimensionality of risk factors and the need for modeling realistic aspects (e.g., gradual market penetration) of adopting health technologies, we opted for an open-population microsimulation design. For the first version of the model, we concentrated on several key risk factors (age, sex, family history of asthma at birth, and exposure to antibiotics in the first year of life) from the concept map. The model consists of five intertwined modules: 1) demographic, 2) risk factors, 3) asthma occurrence, 4) asthma outcomes, and 5) payoffs. The demographic module, including birth, mortality, immigration, and emigration, was based on sex- and age-specific estimates and projections from Statistics Canada. The distributions of risk factors, including family history of asthma and exposure to antibiotics, were estimated from population-based administrative databases and a population-based longitudinal birth cohort. To estimate parameters in the asthma occurrence (prevalence, incidence, reassessment) and asthma outcomes (severity, symptom control, exacerbations) modules, we performed quantitative evidence synthesis. Costs and utility weights were obtained from the literature. We conducted multiple face and internal validation assessments. Results: LEAP is capable of modeling asthma-related health outcomes at the individual and aggregate levels from 2001 onwards. Face validity was confirmed by checking the structure, equations, codes, and results. We calibrated and internally validated the age-sex stratified demographic projections to the estimates and projections from Statistics Canada, the age-sex stratified asthma prevalence to the administrative data, and the asthma control levels and exacerbation rates to the estimates from the literature. Conclusions: LEAP is the first reference Canadian asthma policy model that emerged from identified needs for health policy planning for early interventions in asthma. As an open-source and open-access platform, LEAP can provide a unified framework under which different interventions and policies can be consistently compared to identify those with the highest value proposition.\",\"PeriodicalId\":501074,\"journal\":{\"name\":\"medRxiv - Respiratory Medicine\",\"volume\":\"8 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-03-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"medRxiv - Respiratory Medicine\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1101/2024.03.11.24304122\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"medRxiv - Respiratory Medicine","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1101/2024.03.11.24304122","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

目的:开发 "终生暴露和哮喘结果预测"(LEAP),这是一个用于评估加拿大人口哮喘干预措施和政策的健康结果和成本的参考政策模型。方法:根据最佳实践指南,我们首先与一个由临床专家和经济建模人员组成的指导委员会一起,通过修改后的德尔菲程序创建了一个概念图。根据委员会的建议,并考虑到风险因素的多维性以及对采用医疗技术的现实方面(如逐步市场渗透)进行建模的需要,我们选择了开放式人口微观模拟设计。在该模型的第一版中,我们集中研究了概念图中的几个关键风险因素(年龄、性别、出生时有哮喘家族史以及出生后第一年接触过抗生素)。该模型由五个相互交织的模块组成:1)人口统计;2)风险因素;3)哮喘发生;4)哮喘结果;5)回报。人口模块包括出生率、死亡率、移民和迁出移民,是根据加拿大统计局针对不同性别和年龄的估计和预测得出的。风险因素(包括哮喘家族史和抗生素接触史)的分布是根据人口行政数据库和人口纵向出生队列估算的。为了估算哮喘发生(患病率、发病率、再评估)和哮喘结果(严重程度、症状控制、恶化)模块中的参数,我们进行了定量证据综合。成本和效用权重来自文献。我们进行了多方面和内部验证评估。结果:从 2001 年起,LEAP 能够在个体和总体层面对哮喘相关的健康结果进行建模。通过检查结构、方程、代码和结果,确认了表面有效性。我们根据加拿大统计局的估计和预测对年龄性别分层人口预测进行了校准和内部验证,根据行政数据对年龄性别分层哮喘患病率进行了校准和内部验证,根据文献估计对哮喘控制水平和恶化率进行了校准和内部验证。结论:LEAP 是首个加拿大哮喘政策参考模型,它是根据已确定的哮喘早期干预卫生政策规划需求而产生的。作为一个开源和开放存取的平台,LEAP 可以提供一个统一的框架,在此框架下,可以对不同的干预措施和政策进行持续比较,以确定那些具有最高价值主张的干预措施和政策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Development and Validation of an Asthma Policy Model for Canada:Lifetime Exposures and Asthma outcomes Projection (LEAP)
Purpose: To develop Lifetime Exposures and Asthma outcomes Projection (LEAP), a reference policy model for evaluating health outcomes and costs of asthma interventions and policies for the Canadian population. Methods: Following the best practice guidelines for development, we first created a conceptual map with a steering committee of clinician experts and economic modelers through a modified Delphi-process. Following the committee's recommendations and given the multidimensionality of risk factors and the need for modeling realistic aspects (e.g., gradual market penetration) of adopting health technologies, we opted for an open-population microsimulation design. For the first version of the model, we concentrated on several key risk factors (age, sex, family history of asthma at birth, and exposure to antibiotics in the first year of life) from the concept map. The model consists of five intertwined modules: 1) demographic, 2) risk factors, 3) asthma occurrence, 4) asthma outcomes, and 5) payoffs. The demographic module, including birth, mortality, immigration, and emigration, was based on sex- and age-specific estimates and projections from Statistics Canada. The distributions of risk factors, including family history of asthma and exposure to antibiotics, were estimated from population-based administrative databases and a population-based longitudinal birth cohort. To estimate parameters in the asthma occurrence (prevalence, incidence, reassessment) and asthma outcomes (severity, symptom control, exacerbations) modules, we performed quantitative evidence synthesis. Costs and utility weights were obtained from the literature. We conducted multiple face and internal validation assessments. Results: LEAP is capable of modeling asthma-related health outcomes at the individual and aggregate levels from 2001 onwards. Face validity was confirmed by checking the structure, equations, codes, and results. We calibrated and internally validated the age-sex stratified demographic projections to the estimates and projections from Statistics Canada, the age-sex stratified asthma prevalence to the administrative data, and the asthma control levels and exacerbation rates to the estimates from the literature. Conclusions: LEAP is the first reference Canadian asthma policy model that emerged from identified needs for health policy planning for early interventions in asthma. As an open-source and open-access platform, LEAP can provide a unified framework under which different interventions and policies can be consistently compared to identify those with the highest value proposition.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Building and validating a predictive model for stroke risk in Chinese community-dwelling patients with chronic obstructive pulmonary disease using machine learning methods CORELSA - Remote stethoscope system for fast and standardized auscultations of large numbers of patients with respiratory syndromes The post-viral GPNMB+ immune niche persists in long-term Covid, asthma, and COPD Lung functions among children and adolescents with sickle cell disease receiving care at Jaramogi Oginga Odinga Teaching and Referral Hospital Kisumu, Kenya BMI-related Genetic Factors and COPD Imaging Phenotypes
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1