Clinical Oncology · 2024 · 12 citations · 38 references
MedicineBiomedical InformaticsOncologyClinical Data ManagementClinical InformaticsData ManagementClinical Trial Data CollectionClinical TrialsData SharingFederated LearningOpen DataResearch Data ManagementCancer Registry Data ManagementClinical Data RepositoriesClinical Data Sharing InfrastructureData RepositoriesElectronic Care RecordsHealthcare Improvement ScienceHealthcare Service ImprovementResearch Data Infrastructure
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.
38
The FAIR Guiding Principles for scientific data management and stewardship
Mark D. Wilkinson, Michel Dumontier, IJsbrand Jan Aalbersberg et al. · Scientific Data · 2016 · 17.8K citations · Full text
Claudia Allemani, Tomohiro Matsuda, V Di Carlo et al. · The Lancet · 2018 · 6.2K citations · Full text
Medicine, Biostatistics, Oncology +17
Federated Learning: Strategies for Improving Communication Efficiency
Jakub Konečný, H. Brendan McMahan, Felix X. Yu et al. · arXiv (Cornell University) · 2016 · 3K citations · Full text
Causal inference in statistics: An overview
Judea Pearl · Statistics Surveys · 2009 · 2.3K citations · Full text