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The challenges in data integration - heterogeneity and complexity in clinical trials and patient registries of Systemic Lupus Erythematosus.

Helen Le SueurIan N BruceNophar Geifmannull null
Published in: BMC medical research methodology (2020)
Harmonising data across studies can be complex, and time and resource consuming. The work carried out here highlights the importance of using standards for data capture, recording, and representation, to facilitate both the integration of large datasets and comparison between studies. Where standards are not implemented at the source harmonisation is still possible by taking a flexible approach, with systematic preparation, and a focus on specific research questions.
Keyphrases
  • systemic lupus erythematosus
  • electronic health record
  • clinical trial
  • big data
  • case report
  • single cell
  • machine learning
  • rna seq
  • phase ii