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Image processing and Quality Control for the first 10,000 brain imaging datasets from UK Biobank

NeuroImage · 2017 · Vol. 166 · pp. 400–424
Fidel Alfaro‐AlmagroMark JenkinsonNeal K. BangerterJesper AnderssonLudovica GriffantiGwenaëlle DouaudStamatios N. SotiropoulosSaâd JbabdiMoisés Hernández-FernándezEmmanuel ValléeDiego VidaurreMatthew WebsterPaul J. McCarthyChris RordenAlessandro DaducciDaniel C. AlexanderHui ZhangIulius DragonuPaul M. MatthewsKarla L. MillerStephen M. Smith

Abstract

UK Biobank is a large-scale prospective epidemiological study with all data accessible to researchers worldwide. It is currently in the process of bringing back 100,000 of the original participants for brain, heart and body MRI, carotid ultrasound and low-dose bone/fat x-ray. The brain imaging component covers 6 modalities (T1, T2 FLAIR, susceptibility weighted MRI, Resting fMRI, Task fMRI and Diffusion MRI). Raw and processed data from the first 10,000 imaged subjects has recently been released for general research access. To help convert this data into useful summary information we have developed an automated processing and QC (Quality Control) pipeline that is available for use by other researchers. In this paper we describe the pipeline in detail, following a brief overview of UK Biobank brain imaging and the acquisition protocol. We also describe several quantitative investigations carried out as part of the development of both the imaging protocol and the processing pipeline.

Advanced Neuroimaging Techniques and ApplicationsAdvanced MRI Techniques and ApplicationsFunctional Brain Connectivity StudiesBiobankNeuroimagingComputer scienceProtocol (science)Raw dataPipeline (software)MedicineArtificial intelligenceMedical physicsData mining

MeSH terms

Machine LearningBrainUnited KingdomHumansImage Processing, Computer-AssistedMagnetic Resonance ImagingQuality ControlDatabases, FactualNeuroimagingDatasets as Topic

Funding

  • Wellcome
  • Wellcome Trust
  • National Institute for Health and Care Research
  • Parkinson's UK
  • Imperial College London
  • Imperial College Healthcare NHS Trust
  • UK Dementia Research Institute
  • Medical Research Council
  • Engineering and Physical Sciences Research Council
  • NIHR Oxford Biomedical Research Centre
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