• 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

迈向对真实世界证据更好的理解。

Toward a better understanding about real-world evidence.

机构信息

Chinese Evidence-based Medicine Center, West China Hospital, Sichuan University, Chengdu, China.

NMPA Key Laboratory for Real World Data Research and Evaluation in Hainan, Chengdu, China.

出版信息

Eur J Hosp Pharm. 2022 Jan;29(1):8-11. doi: 10.1136/ejhpharm-2021-003081. Epub 2021 Dec 2.

DOI:10.1136/ejhpharm-2021-003081
PMID:34857642
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8717805/
Abstract

BACKGROUND

There has been an interest in real-world evidence (RWE) in recent years. RWE is usually generated from data derived from routine healthcare, such as electronic healthcare records and disease registries. While RWE has many advantages, it is often open to various biases, which may distort results. Appropriate understanding and interpretation are critical to the best use of RWE in healthcare decisions.

METHODS

On the basis of a literature review and empirical research experience, we summarised the concept and methodological framework of RWE, and discussed in detail methodological issues specific to routinely collected healthcare data and observational studies using such data.

RESULTS

RWE is derived from a spectrum of data generated from the real-world setting, using two broad study designs including observational studies and pragmatic clinical trials. Real-world data may usually be collected through routine practice or sometimes actively collected with a research purpose. Observational studies using routinely collected data (RCD) are the most common type of RWE, although they are prone to biases. When planning and implementing RWE studies, coherent working steps are warranted, including definition of a clear and answerable research question, development of a research team, selection of a fit-for-purpose data source, choice of state-of-the-art study design, establishing a database with transparent data processing, performing multiple statistical analysis to control bias, and reporting results in accordance with established guidelines.

CONCLUSIONS

RWE has been mounting over the years. The appropriate interpretation and use of such evidence often warrant adequate understanding about methodology. Researchers and policymakers should be aware of the methodological pitfalls when generating and interpreting RWE.

摘要

背景

近年来,人们对真实世界证据(RWE)产生了兴趣。RWE 通常是从常规医疗保健中获得的数据中产生的,例如电子医疗记录和疾病登记处。虽然 RWE 有很多优势,但它通常容易受到各种偏差的影响,这些偏差可能会扭曲结果。适当的理解和解释对于在医疗保健决策中最好地利用 RWE 至关重要。

方法

基于文献综述和实证研究经验,我们总结了 RWE 的概念和方法框架,并详细讨论了使用常规收集的医疗保健数据和基于这些数据的观察性研究的特定方法问题。

结果

RWE 来自于真实世界环境中生成的一系列数据,使用两种广泛的研究设计,包括观察性研究和实用临床试验。真实世界数据通常可以通过常规实践收集,有时也可以有研究目的主动收集。使用常规收集数据(RCD)的观察性研究是最常见的 RWE 类型,尽管它们容易受到偏差的影响。在规划和实施 RWE 研究时,需要有一致的工作步骤,包括定义明确和可回答的研究问题、组建研究团队、选择适合目的的数据来源、选择最先进的研究设计、建立具有透明数据处理的数据库、进行多次统计分析以控制偏差,以及按照既定指南报告结果。

结论

RWE 近年来一直在增加。适当解释和使用这种证据通常需要充分了解方法学。研究人员和政策制定者在生成和解释 RWE 时应该意识到方法学的陷阱。

相似文献

1
Toward a better understanding about real-world evidence.迈向对真实世界证据更好的理解。
Eur J Hosp Pharm. 2022 Jan;29(1):8-11. doi: 10.1136/ejhpharm-2021-003081. Epub 2021 Dec 2.
2
Real-World Evidence: A Primer.真实世界证据:基础篇。
Pharmaceut Med. 2023 Jan;37(1):25-36. doi: 10.1007/s40290-022-00456-6. Epub 2023 Jan 5.
3
The future of Cochrane Neonatal.考克兰新生儿协作网的未来。
Early Hum Dev. 2020 Nov;150:105191. doi: 10.1016/j.earlhumdev.2020.105191. Epub 2020 Sep 12.
4
RWE Framework: An Interactive Visual Tool to Support a Real-World Evidence Study Design.真实世界证据框架:一种支持真实世界证据研究设计的交互式可视化工具。
Drugs Real World Outcomes. 2019 Dec;6(4):193-203. doi: 10.1007/s40801-019-00167-6.
5
Transparency in real-world evidence (RWE) studies to build confidence for decision-making: Reporting RWE research in diabetes.真实世界证据(RWE)研究的透明度:建立决策信心——以糖尿病为例报告 RWE 研究。
Diabetes Obes Metab. 2020 Apr;22 Suppl 3(Suppl 3):45-59. doi: 10.1111/dom.13918.
6
Real-world evidence: the devil is in the detail.真实世界证据:细节决定成败。
Diabetologia. 2020 Sep;63(9):1694-1705. doi: 10.1007/s00125-020-05217-1. Epub 2020 Jul 15.
7
Use of Structured Template and Reporting Tool for Real-World Evidence for Critical Appraisal of the Quality of Reporting of Real-World Evidence Studies: A Systematic Review.使用结构化模板和报告工具获取真实世界证据以批判性评估真实世界证据研究报告质量:一项系统综述
Value Health. 2023 Mar;26(3):427-434. doi: 10.1016/j.jval.2022.09.003. Epub 2022 Oct 7.
8
Proceed with Caution When Using Real World Data and Real World Evidence.使用真实世界数据和真实世界证据时要谨慎。
J Korean Med Sci. 2019 Jan 16;34(4):e28. doi: 10.3346/jkms.2019.34.e28. eCollection 2019 Jan 28.
9
Conducting Real-world Evidence Studies on the Clinical Outcomes of Diabetes Treatments.开展糖尿病治疗临床结局的真实世界证据研究。
Endocr Rev. 2021 Sep 28;42(5):658-690. doi: 10.1210/endrev/bnab007.
10
Real world evidence (RWE) - a disruptive innovation or the quiet evolution of medical evidence generation?真实世界证据(RWE)——是颠覆性创新还是医学证据生成的悄然演进?
F1000Res. 2018 Jan 25;7:111. doi: 10.12688/f1000research.13585.2. eCollection 2018.

引用本文的文献

1
Survival impact of adjuvant capecitabine in triple-negative breast cancer Latin American patients with residual disease: a real-world study.辅助性卡培他滨对拉丁美洲三阴性乳腺癌残留病灶患者生存的影响:一项真实世界研究
Breast Cancer Res Treat. 2025 Sep 16. doi: 10.1007/s10549-025-07814-3.
2
Real-world data on canine chronic kidney disease in Greece: clinical and quality of life insights.希腊犬类慢性肾病的真实世界数据:临床及生活质量见解
Front Vet Sci. 2025 Aug 11;12:1601044. doi: 10.3389/fvets.2025.1601044. eCollection 2025.
3
Personalized federated learning for predicting disability progression in multiple sclerosis using real-world routine clinical data.利用真实世界的常规临床数据进行个性化联邦学习以预测多发性硬化症的残疾进展
NPJ Digit Med. 2025 Jul 24;8(1):478. doi: 10.1038/s41746-025-01788-8.
4
Transparency in the secondary use of health data: assessing the status quo of guidance and best practices.健康数据二次使用中的透明度:评估指南和最佳实践的现状
R Soc Open Sci. 2025 Mar 26;12(3):241364. doi: 10.1098/rsos.241364. eCollection 2025 Mar.
5
Effective Privacy Protection Strategies for Pregnancy and Gestation Information From Electronic Medical Records: Retrospective Study in a National Health Care Data Network in China.从电子病历中获取妊娠和孕产信息的有效隐私保护策略:中国国家医疗保健数据网络的回顾性研究。
J Med Internet Res. 2024 Aug 20;26:e46455. doi: 10.2196/46455.
6
Association Between Neuroinflammation and Parkinson's Disease: A Comprehensive Mendelian Randomization Study.神经炎症与帕金森病的关联:一项综合的孟德尔随机化研究。
Mol Neurobiol. 2024 Dec;61(12):10216-10226. doi: 10.1007/s12035-024-04197-2. Epub 2024 May 6.
7
The first interim analysis of Italian patients enrolled in the real-world, Pan-European, prospective, observational, phase 4 PEARL study of fremanezumab effectiveness.接受依洛尤单抗治疗的意大利患者的真实世界、泛欧、前瞻性、观察性、4 期 PEARL 研究的首次中期分析。
Neurol Sci. 2024 May;45(5):2353-2363. doi: 10.1007/s10072-024-07357-3. Epub 2024 Mar 1.
8
Biases in Electronic Health Records Data for Generating Real-World Evidence: An Overview.用于生成真实世界证据的电子健康记录数据中的偏差:概述
J Healthc Inform Res. 2023 Nov 14;8(1):121-139. doi: 10.1007/s41666-023-00153-2. eCollection 2024 Mar.
9
Factors affecting the performance of periodontal specialty in secondary oral health care in Brazil.影响巴西二级口腔保健中牙周专科表现的因素。
PLoS One. 2023 Oct 12;18(10):e0287361. doi: 10.1371/journal.pone.0287361. eCollection 2023.
10
Factors related to the waiting time for scheduling an oral biopsy in Brazil: a multilevel analysis.巴西口腔活检预约等待时间的相关因素:多层次分析。
BMC Health Serv Res. 2023 May 9;23(1):461. doi: 10.1186/s12913-023-09437-0.

本文引用的文献

1
The Evolving Uses of "Real-World" Data.“真实世界”数据的用途演变
JAMA. 2019 Apr 9;321(14):1359-1360. doi: 10.1001/jama.2019.4064.
2
The STROBE guidelines.STROBE指南。
Saudi J Anaesth. 2019 Apr;13(Suppl 1):S31-S34. doi: 10.4103/sja.SJA_543_18.
3
Bias in pharmacoepidemiologic studies using secondary health care databases: a scoping review.利用二级医疗保健数据库进行药物流行病学研究中的偏倚:范围综述。
BMC Med Res Methodol. 2019 Mar 11;19(1):53. doi: 10.1186/s12874-019-0695-y.
4
Time-dependent biases in observational studies of comparative effectiveness research in rheumatology. A methodological review.时间依赖性偏倚对风湿病学中比较有效性研究的观察性研究的影响:方法学综述。
Ann Rheum Dis. 2019 Apr;78(4):562-569. doi: 10.1136/annrheumdis-2018-214544. Epub 2019 Feb 12.
5
Real-world data: towards achieving the achievable in cancer care.真实世界数据:在癌症治疗中实现可实现的目标。
Nat Rev Clin Oncol. 2019 May;16(5):312-325. doi: 10.1038/s41571-019-0167-7.
6
The reporting of studies conducted using observational routinely collected health data statement for pharmacoepidemiology (RECORD-PE).观察性研究报告规范使用常规收集的健康数据在药物流行病学中的应用(RECORD-PE)声明。
BMJ. 2018 Nov 14;363:k3532. doi: 10.1136/bmj.k3532.
7
Real-World Evidence and Real-World Data for Evaluating Drug Safety and Effectiveness.用于评估药物安全性和有效性的真实世界证据与真实世界数据。
JAMA. 2018 Sep 4;320(9):867-868. doi: 10.1001/jama.2018.10136.
8
Reflection on modern methods: selection bias-a review of recent developments.反思现代方法:选择偏差——近期发展综述。
Int J Epidemiol. 2018 Oct 1;47(5):1714-1722. doi: 10.1093/ije/dyy138.
9
Instrumental variable analysis in the presence of unmeasured confounding.存在未测量混杂因素时的工具变量分析
Ann Transl Med. 2018 May;6(10):182. doi: 10.21037/atm.2018.03.37.
10
Pragmatic clinical trials: ethical imperatives and opportunities.实用临床试验:伦理要求与机遇
Drug Discov Today. 2018 Dec;23(12):1919-1921. doi: 10.1016/j.drudis.2018.06.007. Epub 2018 Jun 12.