Linking clinical trial participants to their U.S. real-world data through tokenization: A practical guide

IF 1.4 Q4 MEDICINE, RESEARCH & EXPERIMENTAL
Michael J. Eckrote , Carrie M. Nielson , Mike Lu , Tyler Alexander , Rikisha Shah Gupta , Kim Wah Low , Zhiwei Zhang , Austin Eliazar , Reyna Klesh , Andrew Kress , Matt Bryant , Alex Asiimwe , Nicolle M. Gatto , Nancy A. Dreyer
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引用次数: 0

Abstract

In drug development, the use of real-world data (RWD) has augmented our understanding of patients’ health care experiences and the effects of treatments beyond clinical trials. Although electronic health record (EHR) data integration at clinical trial sites is a widely adopted practice, primarily for recruitment and data capture, a challenge to data utility is the fragmentation of health data across different sources.

Linking RWD sources to each other and to trial data -- while preserving patient privacy through tokenization -- aids in filling evidence gaps with outcome data and facilitates the generalization of effects from controlled trial environments to real-world settings. This paper describes the applications of RWD linkage and how they benefit both clinical development and real-world decision-making. Trial benefits include improving interpretability and generalizability (e.g., by remediating missing data or losses to follow-up), extending follow-up beyond trial closeout, and characterizing the applicability of trial results to under-represented groups.

The operational aspects of linking trial data to RWD are addressed, emphasizing the importance of using privacy-preserving record linking systems with established metrics of accuracy and precision, managing consent, and providing the necessary training and resources at trial sites to inform participants about providing access to their RWD through data linkage.

通过标记化将临床试验参与者与他们在美国真实世界的数据联系起来:实用指南
在药物开发过程中,真实世界数据(RWD)的使用增强了我们对患者医疗保健经历和临床试验之外的治疗效果的了解。虽然临床试验机构广泛采用了电子健康记录(EHR)数据整合的做法,主要用于招募和数据采集,但数据实用性面临的一个挑战是不同来源的健康数据支离破碎。将 RWD 数据源相互连接并与试验数据相连接--同时通过标记化保护患者隐私--有助于填补结果数据的证据缺口,并促进将对照试验环境中的效果推广到真实世界环境中。本文介绍了 RWD 链接的应用,以及它们如何使临床开发和实际决策受益。本文讨论了将试验数据与 RWD 链接的操作方面,强调了使用具有既定准确性和精确性指标的隐私保护记录链接系统、管理同意书以及在试验点提供必要的培训和资源以告知参与者通过数据链接访问其 RWD 的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Contemporary Clinical Trials Communications
Contemporary Clinical Trials Communications Pharmacology, Toxicology and Pharmaceutics-Pharmacology
CiteScore
2.70
自引率
6.70%
发文量
146
审稿时长
20 weeks
期刊介绍: Contemporary Clinical Trials Communications is an international peer reviewed open access journal that publishes articles pertaining to all aspects of clinical trials, including, but not limited to, design, conduct, analysis, regulation and ethics. Manuscripts submitted should appeal to a readership drawn from a wide range of disciplines including medicine, life science, pharmaceutical science, biostatistics, epidemiology, computer science, management science, behavioral science, and bioethics. Contemporary Clinical Trials Communications is unique in that it is outside the confines of disease specifications, and it strives to increase the transparency of medical research and reduce publication bias by publishing scientifically valid original research findings irrespective of their perceived importance, significance or impact. Both randomized and non-randomized trials are within the scope of the Journal. Some common topics include trial design rationale and methods, operational methodologies and challenges, and positive and negative trial results. In addition to original research, the Journal also welcomes other types of communications including, but are not limited to, methodology reviews, perspectives and discussions. Through timely dissemination of advances in clinical trials, the goal of Contemporary Clinical Trials Communications is to serve as a platform to enhance the communication and collaboration within the global clinical trials community that ultimately advances this field of research for the benefit of patients.
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