An Overview of Real-World Data Infrastructure for Cancer Research

IF 3 3区 医学 Q2 ONCOLOGY Clinical oncology Pub Date : 2025-02-01 DOI:10.1016/j.clon.2024.03.011
G. Price , N. Peek , I. Eleftheriou , K. Spencer , L. Paley , J. Hogenboom , J. van Soest , A. Dekker , M. van Herk , C. Faivre-Finn
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Abstract

Aims

There is increasing interest in the opportunities offered by Real World Data (RWD) to provide evidence where clinical trial data does not exist, but access to appropriate data sources is frequently cited as a barrier to RWD research. This paper discusses current RWD resources and how they can be accessed for cancer research.

Materials and methods

There has been significant progress on facilitating RWD access in the last few years across a range of scales, from local hospital research databases, through regional care records and national repositories, to the impact of federated learning approaches on internationally collaborative studies. We use a series of case studies, principally from the UK, to illustrate how RWD can be accessed for research and healthcare improvement at each of these scales.

Results

For each example we discuss infrastructure and governance requirements with the aim of encouraging further work in this space that will help to fill evidence gaps in oncology.

Conclusion

There are challenges, but real-world data research across a range of scales is already a reality. Taking advantage of the current generation of data sources requires researchers to carefully define their research question and the scale at which it would be best addressed.
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用于癌症研究的真实世界数据基础设施概述
人们对真实世界数据(RWD)提供的机会越来越感兴趣,以在不存在临床试验数据的情况下提供证据,但是获得适当的数据源经常被认为是RWD研究的障碍。本文讨论了当前的RWD资源以及如何为癌症研究获取这些资源。材料和方法在过去几年中,从地方医院研究数据库到区域护理记录和国家资料库,再到联邦学习方法对国际合作研究的影响,在促进RWD获取方面取得了重大进展。我们使用了一系列主要来自英国的案例研究,以说明如何在每个规模上访问RWD以进行研究和改善医疗保健。对于每个例子,我们讨论了基础设施和治理要求,目的是鼓励在这一领域进一步开展工作,这将有助于填补肿瘤学的证据空白。虽然存在挑战,但跨范围的真实世界数据研究已经成为现实。利用当前一代的数据来源,需要研究人员仔细定义他们的研究问题和规模,这将是最好的解决。
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
Clinical oncology
Clinical oncology 医学-肿瘤学
CiteScore
5.20
自引率
8.80%
发文量
332
审稿时长
40 days
期刊介绍: Clinical Oncology is an International cancer journal covering all aspects of the clinical management of cancer patients, reflecting a multidisciplinary approach to therapy. Papers, editorials and reviews are published on all types of malignant disease embracing, pathology, diagnosis and treatment, including radiotherapy, chemotherapy, surgery, combined modality treatment and palliative care. Research and review papers covering epidemiology, radiobiology, radiation physics, tumour biology, and immunology are also published, together with letters to the editor, case reports and book reviews.
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