• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

相似文献

1
Validation of Medication Proxies for the Identification of Hospitalizations for Major Adverse Cerebro-Cardiovascular Events.用于识别重大不良心脑血管事件住院情况的药物替代指标的验证
Clin Epidemiol. 2025 Mar 28;17:327-336. doi: 10.2147/CLEP.S508754. eCollection 2025.
2
Identifying incident cancer cases in dispensing claims: A validation study using Australia's Repatriation Pharmaceutical Benefits Scheme (PBS) data.通过配药报销记录识别新发癌症病例:一项使用澳大利亚退伍军人药品福利计划(PBS)数据的验证研究。
Int J Popul Data Sci. 2019 Mar 19;5(1):1152. doi: 10.23889/ijpds.v5i1.1152.
3
Risk factors for drug-treated major adverse cardio-cerebrovascular events in patients on primary preventive statin therapy: A retrospective cohort study.接受一级预防他汀类药物治疗的患者发生药物治疗相关重大心脑血管不良事件的危险因素:一项回顾性队列研究
Prev Med Rep. 2023 May 29;34:102258. doi: 10.1016/j.pmedr.2023.102258. eCollection 2023 Aug.
4
Long-Term Implications of Socioeconomic Status on Major Adverse Cardiovascular, Cerebrovascular Events (MACCE), and All-Cause Mortality.社会经济地位对主要不良心血管、脑血管事件(MACCE)和全因死亡率的长期影响。
Heart Lung Circ. 2024 Aug;33(8):1221-1226. doi: 10.1016/j.hlc.2024.02.022. Epub 2024 May 7.
5
Association of the low-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio and major adverse cardiac and cerebrovascular events in patients with coronary heart disease undergoing percutaneous coronary intervention: a cohort study.低密度脂蛋白胆固醇与高密度脂蛋白胆固醇比值与经皮冠状动脉介入治疗的冠心病患者主要不良心脏和脑血管事件的关系:一项队列研究。
Curr Med Res Opin. 2023 Sep;39(9):1175-1181. doi: 10.1080/03007995.2023.2246889. Epub 2023 Aug 24.
6
The Relationship Between Antipsychotics, Cognitive Enhancers, and Major Adverse Cardiovascular/Cerebrovascular Events (MACCE) in Older Adults with Behavioral and Psychological Symptoms of Dementia.抗精神病药、认知增强剂与老年痴呆症行为和心理症状患者主要不良心血管/脑血管事件(MACCE)的关系。
Drugs Aging. 2024 Oct;41(10):847-858. doi: 10.1007/s40266-024-01134-9. Epub 2024 Aug 9.
7
Mortality and Morbidity Effects of Long-Term Exposure to Low-Level PM, BC, NO, and O: An Analysis of European Cohorts in the ELAPSE Project.长期暴露于低水平 PM、BC、NO 和 O 对死亡率和发病率的影响:ELAPSE 项目中欧洲队列的分析。
Res Rep Health Eff Inst. 2021 Sep;2021(208):1-127.
8
Validating a proxy for disease progression in metastatic cancer patients using prescribing and dispensing data.利用处方和配药数据验证转移性癌症患者疾病进展的替代指标。
Asia Pac J Clin Oncol. 2017 Oct;13(5):e246-e252. doi: 10.1111/ajco.12602. Epub 2016 Sep 26.
9
Identification of major cardiovascular events in patients with diabetes using primary care data.利用基层医疗数据识别糖尿病患者的主要心血管事件
BMC Health Serv Res. 2016 Apr 2;16:110. doi: 10.1186/s12913-016-1361-2.
10
Development of predictive risk models for major adverse cardiovascular events among patients with type 2 diabetes mellitus using health insurance claims data.利用健康保险理赔数据开发 2 型糖尿病患者主要不良心血管事件的预测风险模型。
Cardiovasc Diabetol. 2018 Aug 24;17(1):118. doi: 10.1186/s12933-018-0759-z.

本文引用的文献

1
Epidemiology and demographic patterns of cardiovascular diseases and neoplasms deaths in Western Europe: a 1990-2019 analysis.西欧心血管疾病和肿瘤死亡的流行病学和人口统计学模式:1990-2019 年分析。
Public Health. 2024 Jun;231:187-197. doi: 10.1016/j.puhe.2024.04.003. Epub 2024 May 3.
2
Evaluation metrics and statistical tests for machine learning.机器学习的评估指标和统计检验。
Sci Rep. 2024 Mar 13;14(1):6086. doi: 10.1038/s41598-024-56706-x.
3
The Association between Deductibles and Cardiovascular Medication Adherence: A Retrospective Inception Cohort Study.免赔额与心血管药物依从性之间的关联:一项回顾性队列起始研究。
Drugs Real World Outcomes. 2024 Mar;11(1):99-108. doi: 10.1007/s40801-023-00397-9. Epub 2023 Nov 4.
4
Risk factors for drug-treated major adverse cardio-cerebrovascular events in patients on primary preventive statin therapy: A retrospective cohort study.接受一级预防他汀类药物治疗的患者发生药物治疗相关重大心脑血管不良事件的危险因素:一项回顾性队列研究
Prev Med Rep. 2023 May 29;34:102258. doi: 10.1016/j.pmedr.2023.102258. eCollection 2023 Aug.
5
Role of Traditional Cardiovascular Risk Factors after Initiation of Statin Therapy: A PharmLines Inception Cohort Study.他汀类药物治疗启动后传统心血管危险因素的作用:PharmLines 起始队列研究。
Cardiovasc Ther. 2022 May 24;2022:6587165. doi: 10.1155/2022/6587165. eCollection 2022.
6
Mapping chronic disease prevalence based on medication use and socio-demographic variables: an application of LASSO on administrative data sources in healthcare in the Netherlands.基于药物使用和社会人口统计学变量的慢性病患病率映射:在荷兰医疗保健中使用 LASSO 对行政数据来源的应用。
BMC Public Health. 2021 Jun 2;21(1):1039. doi: 10.1186/s12889-021-10754-4.
7
Assessing causality in epidemiology: revisiting Bradford Hill to incorporate developments in causal thinking.评估流行病学中的因果关系:重新审视布拉德福·希尔的观点,纳入因果思维的发展。
Eur J Epidemiol. 2021 Sep;36(9):873-887. doi: 10.1007/s10654-020-00703-7. Epub 2020 Dec 16.
8
Initial cardiovascular treatment patterns during the first 90 days following an incident cardiovascular event.心血管事件发生后的前90天内的初始心血管治疗模式。
Br J Clin Pharmacol. 2021 Mar;87(3):1043-1055. doi: 10.1111/bcp.14463. Epub 2020 Jul 23.
9
Estimating disease prevalence from drug utilization data using the Random Forest algorithm.使用随机森林算法从药物利用数据估算疾病流行率。
Eur J Public Health. 2019 Aug 1;29(4):615-621. doi: 10.1093/eurpub/cky270.
10
What is pharmacoepidemiology? Definition, methods, interest and clinical applications.什么是药物流行病学?定义、方法、意义及临床应用。
Therapie. 2019 Apr;74(2):169-174. doi: 10.1016/j.therap.2018.08.001. Epub 2018 Oct 10.

用于识别重大不良心脑血管事件住院情况的药物替代指标的验证

Validation of Medication Proxies for the Identification of Hospitalizations for Major Adverse Cerebro-Cardiovascular Events.

作者信息

Steenhuis Dennis, Li Xuechun, Feenstra Talitha L, Hak Eelko

机构信息

Groningen Research Institute of Pharmacy, Unit of Pharmacotherapy, Epidemiology & Economics, University of Groningen, Groningen, the Netherlands.

出版信息

Clin Epidemiol. 2025 Mar 28;17:327-336. doi: 10.2147/CLEP.S508754. eCollection 2025.

DOI:10.2147/CLEP.S508754
PMID:40171295
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11960487/
Abstract

PURPOSE

To date, complete and long-term registrations of diseases and events are not available in every situation. As a useful proxy, medication usage data is very promising. For instance, real-world dispensing data from pharmacies are attractive because of the high validity of drug dispensing data, large sample sizes, and long-term registration. However, before application as a proxy, validity must be assessed. Therefore, in this study, we aim to assess the validity of various medicines used as a proxy for major adverse cardio-cerebrovascular events (MACCE), that is, to identify an incident or previous hospitalization for a MACCE.

PATIENTS AND METHODS

Using the claims database of a large Dutch healthcare insurer, we estimated the concordance between hospitalization claims for MACCE and specific claims for dispensings to treat MACCE in a cohort of patients on primary preventive antihypertensive and/or antihyperlipidemic therapy between 2013 and 2020.

RESULTS

In a cohort of more than 110,000 patients, a dispensing of either vitamin K antagonists, platelet aggregation inhibitors, or nitrates was predictive of an incident hospitalization for a MACCE between 2013 and 2020, with a sensitivity of 71.5% (95% CI: 70.4-72.5%) and specificity of 93.2% (95% CI 91.1-93.4%), and any history of hospitalization for a MACCE (prevalence) with a sensitivity of 86.9% (95% CI: 86.5-87.3%) and specificity of 81.9 (956% CI: 81.6-82.1%), while positive predicted value remains low. Sensitivity analyses across age, sex, and patients with asthma/COPD or diabetes showed a similarly good performance.

CONCLUSION

Claims for the dispensings of vitamin K antagonists, platelet aggregation inhibitors, and/or nitrates can be validly used as a proxy for new and previous hospitalization for MACCE in patients on primary preventive therapy. Further study is required to assess the validity of such dispensing claims for non-hospitalized cerebro-cardiovascular events and whether the results are generalizable in non-Dutch cohorts.

摘要

目的

到目前为止,并非在所有情况下都能获得完整且长期的疾病和事件登记信息。作为一种有用的替代指标,药物使用数据很有前景。例如,来自药房的真实世界配药数据很有吸引力,因为药物配药数据的有效性高、样本量大且能长期登记。然而,在作为替代指标应用之前,必须评估其有效性。因此,在本研究中,我们旨在评估用作主要不良心脑血管事件(MACCE)替代指标的各种药物的有效性,即识别MACCE的新发事件或既往住院情况。

患者和方法

利用一家大型荷兰医疗保险公司的理赔数据库,我们估计了在2013年至2020年期间接受原发性预防性抗高血压和/或抗高血脂治疗的患者队列中,MACCE住院理赔与治疗MACCE的特定配药理赔之间的一致性。

结果

在超过110,000名患者的队列中,2013年至2020年期间,使用维生素K拮抗剂、血小板聚集抑制剂或硝酸盐进行配药可预测MACCE的新发住院情况,敏感性为71.5%(95%置信区间:70.4 - 72.5%),特异性为93.2%(95%置信区间91.1 - 93.4%),以及MACCE的任何既往住院史(患病率),敏感性为86.9%(95%置信区间:86.5 - 87.3%),特异性为81.9(95%置信区间:81.6 - 82.1%),而阳性预测值仍然较低。在年龄、性别以及患有哮喘/慢性阻塞性肺疾病或糖尿病的患者中进行的敏感性分析显示出类似的良好表现。

结论

维生素K拮抗剂、血小板聚集抑制剂和/或硝酸盐的配药理赔可有效地用作原发性预防性治疗患者MACCE新发和既往住院情况的替代指标。需要进一步研究来评估此类配药理赔对于非住院心脑血管事件的有效性,以及结果是否可推广至非荷兰队列。