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本文引用的文献

1
Calendar time-specific propensity scores and comparative effectiveness research for stage III colon cancer chemotherapy.基于日历时间的倾向性评分和 III 期结肠癌化疗的疗效比较研究。
Pharmacoepidemiol Drug Saf. 2013 Aug;22(8):810-8. doi: 10.1002/pds.3386. Epub 2013 Jan 7.
2
Investigating differences in treatment effect estimates between propensity score matching and weighting: a demonstration using STAR*D trial data.探讨倾向评分匹配和加权法治疗效果估计值之间的差异:一项使用 STAR*D 试验数据的演示。
Pharmacoepidemiol Drug Saf. 2013 Feb;22(2):138-44. doi: 10.1002/pds.3396. Epub 2012 Dec 28.
3
Changes in antipsychotic use among patients with severe mental illness after a Food and Drug Administration advisory.抗精神病药物使用的变化在严重精神疾病患者后食品和药物管理局的咨询。
Pharmacoepidemiol Drug Saf. 2012 Dec;21(12):1251-60. doi: 10.1002/pds.3272. Epub 2012 May 3.
4
Increased olanzapine discontinuation and health care resource utilization following a Medicaid policy change.医疗补助政策变化后,奥氮平停药率增加和医疗资源利用增加。
J Clin Psychiatry. 2011 Jun;72(6):787-94. doi: 10.4088/JCP.09m05868yel. Epub 2011 Jan 25.
5
Metabolic testing rates in 3 state Medicaid programs after FDA warnings and ADA/APA recommendations for second-generation antipsychotic drugs.美国食品药品监督管理局发出警告以及美国糖尿病协会/美国精神病学协会针对第二代抗精神病药物发布建议后,三个州医疗补助计划中的代谢检测率情况。
Arch Gen Psychiatry. 2010 Jan;67(1):17-24. doi: 10.1001/archgenpsychiatry.2009.179.
6
Balance diagnostics for comparing the distribution of baseline covariates between treatment groups in propensity-score matched samples.平衡诊断用于比较倾向评分匹配样本中治疗组间基线协变量的分布。
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7
Comparative effectiveness research: a report from the Institute of Medicine.比较效果研究:医学研究所的一份报告。
Ann Intern Med. 2009 Aug 4;151(3):203-5. doi: 10.7326/0003-4819-151-3-200908040-00125. Epub 2009 Jun 30.
8
Dual eligibles with mental disorders and Medicare part D: how are they faring?患有精神障碍的双重资格者与医疗保险D部分:他们的情况如何?
Health Aff (Millwood). 2009 May-Jun;28(3):746-59. doi: 10.1377/hlthaff.28.3.746.
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Trends in mental health cost growth: an expanded role for management?心理健康成本增长趋势:管理的作用是否应扩大?
Health Aff (Millwood). 2009 May-Jun;28(3):649-59. doi: 10.1377/hlthaff.28.3.649.
10
Addressing cardiometabolic risk during treatment with antipsychotic medications.在使用抗精神病药物治疗期间应对心脏代谢风险。
Curr Opin Psychiatry. 2008 Nov;21(6):613-8. doi: 10.1097/YCO.0b013e328314b74b.

倾向评分估计在第二代抗精神病药物比较有效性研究中解决特定时间段的偏倚。

Propensity score estimation to address calendar time-specific channeling in comparative effectiveness research of second generation antipsychotics.

机构信息

Division of General Medicine and Clinical Epidemiology, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America.

出版信息

PLoS One. 2013 May 7;8(5):e63973. doi: 10.1371/journal.pone.0063973. Print 2013.

DOI:10.1371/journal.pone.0063973
PMID:23667693
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3646952/
Abstract

BACKGROUND

Channeling occurs when a medication and its potential comparators are selectively prescribed based on differences in underlying patient characteristics. Drug safety advisories can provide new information regarding the relative safety or effectiveness of a drug product which might increase selective prescribing. In particular, when reported adverse effects vary among drugs within a therapeutic class, clinicians may channel patients toward or away from a drug based on the patient's underlying risk for an adverse outcome. If channeling is not identified and appropriately managed it might lead to confounding in observational comparative effectiveness studies.

OBJECTIVE

To demonstrate channeling among new users of second generation antipsychotics following a Food and Drug Administration safety advisory and to evaluate the impact of channeling on cardiovascular risk estimates over time.

DATA SOURCE

Florida Medicaid data from 2001-2006.

STUDY DESIGN

Retrospective cohort of adults initiating second generation antipsychotics. We used propensity scores to match olanzapine initiators with other second generation antipsychotic initiators. To evaluate channeling away from olanzapine following an FDA safety advisory, we estimated calendar time-specific propensity scores. We compare the performance of these calendar time-specific propensity scores with conventionally-estimated propensity scores on estimates of cardiovascular risk.

PRINCIPAL FINDINGS

Increased channeling away from olanzapine was evident for some, but not all, cardiovascular risk factors and corresponded with the timing of the FDA advisory. Covariate balance was optimized within period and across all periods when using the calendar time-specific propensity score. Hazard ratio estimates for cardiovascular outcomes did not differ across models (Conventional PS: 0.97, 95%CI: 0.81-3.18 versus calendar time-specific PS: 0.93, 95%CI: 0.77-3.04).

CONCLUSIONS

Changes in channeling over time was evident for several covariates but had limited impact on cardiovascular risk estimates, possibly due to unmeasured confounding. Although calendar time-specific propensity scores appear to improve covariate balance, the impact on comparative effectiveness results is limited in this setting.

摘要

背景

当药物及其潜在的对照药物根据患者潜在特征的差异进行选择性处方时,就会发生通道现象。药物安全性警示可能会提供有关药物产品相对安全性或有效性的新信息,这可能会增加选择性处方。特别是,当报告的不良反应在治疗类别内的药物之间存在差异时,临床医生可能会根据患者发生不良后果的潜在风险,将患者引导至某种药物或远离某种药物。如果未识别并适当处理通道现象,可能会导致观察性比较有效性研究中的混杂。

目的

展示在食品和药物管理局安全性警示后第二代抗精神病药新使用者的通道现象,并评估随时间推移对心血管风险估计的影响。

数据来源

2001-2006 年佛罗里达州医疗补助数据。

研究设计

启动第二代抗精神病药的成年人的回顾性队列。我们使用倾向评分将奥氮平启动者与其他第二代抗精神病药启动者相匹配。为了评估食品和药物管理局安全性警示后奥氮平的通道现象,我们估计了特定于日历时间的倾向评分。我们比较了这些特定于日历时间的倾向评分与传统估计的倾向评分在心血管风险估计中的表现。

主要发现

对于某些,但不是所有心血管风险因素,都可以看到对奥氮平的通道现象减少,并且与 FDA 咨询的时间相对应。在使用特定于日历时间的倾向评分时,在时期内和所有时期内都优化了协变量平衡。心血管结局的风险比估计值在模型之间没有差异(传统 PS:0.97,95%CI:0.81-3.18 与特定于日历时间的 PS:0.93,95%CI:0.77-3.04)。

结论

随着时间的推移,几个协变量的通道现象发生了变化,但对心血管风险估计的影响有限,这可能是由于未测量的混杂。尽管特定于日历时间的倾向评分似乎改善了协变量平衡,但在这种情况下,对比较有效性结果的影响有限。