吸烟对住院费用因果效应的孟德尔随机分析。

IF 3 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Padraig Dixon, Hannah Sallis, Marcus Munafò, George Davey Smith, Laura Howe
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引用次数: 0

摘要

导言:了解吸烟对医疗成本的影响对于确定吸烟的外部影响和评估旨在改变这种行为的政策非常重要。由于存在遗漏变量偏差、反向因果关系和测量误差,对这种关联进行常规分析非常困难:我们采用孟德尔随机研究设计来应对这些挑战;在工具变量模型中使用了与吸烟行为相关的基因变异,并将住院费用(根据电子健康记录计算)作为研究结果。我们对英国生物库中多达 300,045 人(平均年龄:基线年龄为 57 岁,范围为 39 至 72 岁)进行了全基因组关联研究,以确定与吸烟行为和综合吸烟指数(反映吸烟对健康的累积影响)相关的基因变异。我们对这些人进行了平均六年的跟踪调查:据估计,开始吸烟(曾经吸烟与从不吸烟)的遗传责任会使每位患者每年的平均住院费用增加 477 英镑(95% 置信区间 (CI):187 至 766 英镑)。综合吸烟指数(范围:0-4.0)的遗传责任每增加一个单位,住院费用就会增加 204 英镑(95% 置信区间:105 至 303 英镑)。有证据表明,综合吸烟指数因果模型违反了工具变量假设,所有孟德尔随机化模型的估算都存在相当大的不确定性。以风险承受能力为条件的模型对弱工具偏差不具有稳健性:我们的研究结果对吸烟干预的潜在成本效益有影响:我们首次报告了孟德尔随机分析吸烟对医疗成本的因果效应。利用两种不同的吸烟表型,我们确定了吸烟对住院费用的重大影响,尽管因果模型存在很大的不确定性。这些结果可与其他有关吸烟影响的证据一起用于评估反吸烟干预措施的成本效益,并了解与这种行为相关的外部效应的规模。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Mendelian Randomization Analysis of the Causal Effect of Cigarette Smoking on Hospital Costs.

Introduction: Knowledge of the impact of smoking on health care costs is important for establishing the external effects of smoking and for evaluating policies intended to modify this behavior. Conventional analysis of this association is difficult because of omitted variable bias, reverse causality, and measurement error.

Aims and methods: We approached these challenges using a Mendelian Randomization study design; genetic variants associated with smoking behaviors were used in instrumental variables models with inpatient hospital costs (calculated from electronic health records) as the outcome. We undertook genome-wide association studies to identify genetic variants associated with smoking initiation and a composite smoking index (reflecting cumulative health impacts of smoking) on up to 300 045 individuals (mean age: 57 years at baseline, range 39-72 years) in the UK Biobank. We followed individuals up for a mean of 6 years.

Results: Genetic liability to initiate smoking (ever vs. never smoking) was estimated to increase mean per-patient annual inpatient hospital costs by £477 (95% confidence interval (CI): £187 to £766). A one-unit change in genetic liability to the composite smoking index (range: 0-4.0) increased inpatient hospital costs by £204 (95% CI: £105 to £303) per unit increase in this index. There was some evidence that the composite smoking index causal models violated the instrumental variable assumptions, and all Mendelian Randomization models were estimated with considerable uncertainty. Models conditioning on risk tolerance were not robust to weak instrument bias.

Conclusions: Our findings have implications for the potential cost-effectiveness of smoking interventions.

Implications: We report the first Mendelian Randomization analysis of the causal effect of smoking on health care costs. Using two smoking phenotypes, we identified substantial impacts of smoking on inpatient hospital costs, although the causal models were associated with considerable uncertainty. These results could be used alongside other evidence on the impact of smoking to evaluate the cost-effectiveness of antismoking interventions and to understand the scale of externalities associated with this behavior.

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来源期刊
Nicotine & Tobacco Research
Nicotine & Tobacco Research 医学-公共卫生、环境卫生与职业卫生
CiteScore
8.10
自引率
10.60%
发文量
268
审稿时长
3-8 weeks
期刊介绍: Nicotine & Tobacco Research is one of the world''s few peer-reviewed journals devoted exclusively to the study of nicotine and tobacco. It aims to provide a forum for empirical findings, critical reviews, and conceptual papers on the many aspects of nicotine and tobacco, including research from the biobehavioral, neurobiological, molecular biologic, epidemiological, prevention, and treatment arenas. Along with manuscripts from each of the areas mentioned above, the editors encourage submissions that are integrative in nature and that cross traditional disciplinary boundaries. The journal is sponsored by the Society for Research on Nicotine and Tobacco (SRNT). It publishes twelve times a year.
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