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如何利用药房理赔数据来衡量患者的不依从性?以 2 型糖尿病治疗中的口服糖尿病药物为例。

How to use pharmacy claims data to measure patient nonadherence? The example of oral diabetics in therapy of type 2 diabetes mellitus.

机构信息

Institut für Pharmakoökonomie und Arzneimittellogistik, Hochschule Wismar, Wismar, Germany.

出版信息

Eur J Health Econ. 2013 Jun;14(3):551-68. doi: 10.1007/s10198-012-0410-y. Epub 2012 Jul 20.

DOI:10.1007/s10198-012-0410-y
PMID:22815097
Abstract

INTRODUCTION

The purpose of this study was to describe the methodological framework underlying nonadherence (NA) measurement based on pharmacy claims data, its quantitative impact on the results of NA studies, and to identify those methodological categories most likely to explain diabetes-related clinical outcomes. We use the example of oral antidiabetics in the treatment of diabetes mellitus type 2; 113,108 patients derived from a German statutory health insurance fund were analyzed.

METHODS

We identified 12 methodological categories as pervasive features in pharmacy claims data based NA analyses. The influence of the different methodological categories and their parameters on analysis results was tested using sensitivity analysis. To validate alternative methodological framework options, we performed multivariate logistical regression estimates using diabetes-related hospitalization/clinical events as a combined dichotomized dependent variable.

RESULTS

The choice of parameters within the identified 12 methodological categories available has exceptional impact on the results of pharmacy data based claims NA analyses. When the full range of theoretically possible cases is considered in our sample, it can be seen that the resulting NA range is between 15.7% and 97.0%. The definition of the required daily dose, the decision to use either a prescription-/interval-based approach, and the classes of medication analyzed exert a notable influence on the study results. In our analysis, 69.4% of the 216 different study design options analyzed significantly explain the likelihood of diabetes-related clinical events.

CONCLUSIONS

We recommend strongly that methodological transparency is awarded a much more important role in the conduct of NA analyses made on the basis of pharmacy claims data.

摘要

简介

本研究旨在描述基于药房理赔数据的不依从(NA)测量的方法框架,及其对 NA 研究结果的定量影响,并确定最有可能解释糖尿病相关临床结局的方法类别。我们以德国法定健康保险基金中治疗 2 型糖尿病的口服抗糖尿病药物为例,分析了 113108 名患者。

方法

我们根据基于药房理赔数据的 NA 分析确定了 12 种方法类别作为普遍特征。使用敏感性分析测试了不同方法类别及其参数对分析结果的影响。为了验证替代方法框架选项,我们使用多元逻辑回归估计,将糖尿病相关住院/临床事件作为一个综合的二分类因变量。

结果

在所确定的 12 种方法类别中,参数的选择对基于药房理赔数据的 NA 分析结果有特殊影响。当考虑我们样本中理论上所有可能的情况时,可以看出,由此产生的不依从率在 15.7%至 97.0%之间。所需日剂量的定义、决定使用处方/间隔为基础的方法以及分析的药物类别对研究结果有显著影响。在我们的分析中,69.4%的 216 种不同的研究设计方案显著解释了糖尿病相关临床事件的可能性。

结论

我们强烈建议,在基于药房理赔数据进行的不依从分析中,方法学透明度应发挥更重要的作用。

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Estimating the effect of medication adherence on health outcomes among patients with type 2 diabetes--an application of marginal structural models.估算 2 型糖尿病患者药物依从性对健康结果的影响——边际结构模型的应用。
Value Health. 2010 Dec;13(8):1038-45. doi: 10.1111/j.1524-4733.2010.00787.x. Epub 2010 Oct 12.
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Cost sharing, adherence, and health outcomes in patients with diabetes.糖尿病患者的费用分担、依从性和健康结果。
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A retrospective cohort study of economic outcomes and adherence to monotherapy with metformin, pioglitazone, or a sulfonylurea among patients with type 2 diabetes mellitus in the United States from 2003 to 2005.
Patient Prefer Adherence. 2019 Jul 22;13:1175-1189. doi: 10.2147/PPA.S200058. eCollection 2019.
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Comparison of Different Strategies to Measure Medication Adherence via Claims Data in Patients With Chronic Heart Failure.比较通过慢性心力衰竭患者的理赔数据来衡量药物依从性的不同策略。
Clin Pharmacol Ther. 2019 Jul;106(1):211-218. doi: 10.1002/cpt.1378. Epub 2019 Mar 12.
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Operationalization and validation of a novel method to calculate adherence to polypharmacy with refill data from the Australian pharmaceutical benefits scheme (PBS) database.一种利用澳大利亚药品福利计划(PBS)数据库中的再填充数据计算多药治疗依从性的新方法的实施与验证。
Clin Epidemiol. 2018 Sep 6;10:1181-1194. doi: 10.2147/CLEP.S153496. eCollection 2018.
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Improving Realism in Clinical Trial Simulations via Real-World Data.通过真实世界数据提高临床试验模拟的现实性。
CPT Pharmacometrics Syst Pharmacol. 2017 Nov;6(11):727-729. doi: 10.1002/psp4.12232. Epub 2017 Sep 19.
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Non-persistence and non-adherence to MTX therapy in patients with rheumatoid arthritis: a retrospective cohort study based on German RA patients.类风湿关节炎患者甲氨蝶呤治疗的非持续性和不依从性:一项基于德国类风湿关节炎患者的回顾性队列研究
Patient Prefer Adherence. 2017 Jul 20;11:1253-1264. doi: 10.2147/PPA.S134924. eCollection 2017.
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Computation of adherence to medication and visualization of medication histories in R with AdhereR: Towards transparent and reproducible use of electronic healthcare data.使用AdhereR在R中计算药物依从性并可视化用药史:迈向电子医疗数据的透明和可重复使用。
PLoS One. 2017 Apr 26;12(4):e0174426. doi: 10.1371/journal.pone.0174426. eCollection 2017.
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Use of pharmacy dispensing data to measure adherence and identify nonadherence with oral hypoglycemic agents.利用药房配药数据来衡量口服降糖药的依从性并识别不依从情况。
Eur J Clin Pharmacol. 2017 Feb;73(2):205-213. doi: 10.1007/s00228-016-2149-3. Epub 2016 Oct 28.
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Contraindicated use of 5-alpha-reductase inhibitors in women.5-α还原酶抑制剂在女性中的禁忌使用。
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一项回顾性队列研究,评估了 2003 年至 2005 年美国 2 型糖尿病患者采用二甲双胍、吡格列酮或磺酰脲类药物单药治疗的经济学结局和依从性。
Clin Ther. 2010 Jul;32(7):1308-19. doi: 10.1016/j.clinthera.2010.07.011.
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Mail-order pharmacy use and adherence to diabetes-related medications.邮购药店用药与糖尿病相关药物的依从性。
Am J Manag Care. 2010 Jan;16(1):33-40.
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Prescription refill records as a screening tool to identify antidepressant non-adherence.凭处方取药记录作为一种筛选工具,以识别抗抑郁药的不依从性。
Pharmacoepidemiol Drug Saf. 2010 Jan;19(1):33-7. doi: 10.1002/pds.1881.
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J Manag Care Pharm. 2009 Nov-Dec;15(9):728-40. doi: 10.18553/jmcp.2009.15.9.728.
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Am J Manag Care. 2009 Jul;15(7):457-64.
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Medication adherence and use of generic drug therapies.药物依从性和仿制药治疗的使用。
Am J Manag Care. 2009 Jul;15(7):450-6.