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基于贝叶斯方法的乳腺癌服务筛查计划评估:芬兰某地区的死亡率分析。

Evaluation of breast cancer service screening programme with a Bayesian approach: mortality analysis in a Finnish region.

机构信息

Tampere School of Public Health, University of Tampere, Tampere, Finland.

出版信息

Breast Cancer Res Treat. 2010 Jun;121(3):671-8. doi: 10.1007/s10549-009-0604-x. Epub 2009 Nov 5.

DOI:10.1007/s10549-009-0604-x
PMID:19890708
Abstract

Evaluation of long-term effectiveness of population-based breast cancer service screening program in a small geographic area may suffer from self-selection bias and small samples. Under a prospective cohort design with exposed and non-exposed groups classified by whether women attended the screen upon invitation, we proposed a Bayesian acyclic graphic model for correcting self-selection bias with or without incorporation of prior information derived from previous studies with an identical screening program in Sweden by chronological order and applied it to an organized breast cancer service screening program in Pirkanmaa center of Finland. The relative mortality rate of breast cancer was 0.27 (95% CI 0.12-0.61) for the exposed group versus the non-exposed group without adjusting for self-selection bias. With adjustment for selection-bias, the adjusted relative mortality rate without using previous data was 0.76 (95% CI 0.49-1.15), whereas a statistically significant result was achieved [0.73 (95% CI 0.57-0.93)] with incorporation of previous information. With the incorporation of external data sources from Sweden in chronological order, adjusted relative mortality rate was 0.67 (0.55-0.80). We demonstrated how to apply a Bayesian acyclic graphic model with self-selection bias adjustment to evaluating an organized but non-randomized breast cancer screening program in a small geographic area with a significant 27% mortality reduction that is consistent with the previous result but more precise. Around 33% mortality was estimated by taking previous randomized controlled data from Sweden.

摘要

在小地理区域中评估基于人群的乳腺癌服务筛查计划的长期效果可能会受到选择偏倚和小样本的影响。在具有暴露组和非暴露组的前瞻性队列设计中,根据女性是否应邀参加筛查来进行分组,我们提出了一种贝叶斯无环图形模型,用于在不包含或包含先前在瑞典进行的相同筛查计划的按时间顺序排列的先前研究的先验信息的情况下,纠正选择偏倚,并将其应用于芬兰皮卡拉马中心的有组织的乳腺癌服务筛查计划。在未调整选择偏倚的情况下,暴露组与非暴露组的乳腺癌相对死亡率为 0.27(95%CI 0.12-0.61)。通过调整选择偏倚,不使用先前数据的调整相对死亡率为 0.76(95%CI 0.49-1.15),而在包含先前信息的情况下,达到了统计学显著结果[0.73(95%CI 0.57-0.93)]。按照时间顺序纳入来自瑞典的外部数据源后,调整后的相对死亡率为 0.67(0.55-0.80)。我们展示了如何应用具有选择偏倚调整的贝叶斯无环图形模型来评估小地理区域中的有组织但非随机的乳腺癌筛查计划,该计划的死亡率降低了 27%,与先前的结果一致,但更精确。通过从瑞典获取先前的随机对照数据,估计约有 33%的死亡率。

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