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Post-acquisition processing confounds in brain volumetric quantification of white matter hyperintensities
- Source :
- J Neurosci Methods
- Publication Year :
- 2019
-
Abstract
- Background Disparate research sites using identical or near-identical magnetic resonance imaging (MRI) acquisition techniques often produce results that demonstrate significant variability regarding volumetric quantification of white matter hyperintensities (WMH) in the aging population. The sources of such variability have not previously been fully explored. New method 3D FLAIR sequences from a group of randomly selected aged subjects were analyzed to identify sources-of-variability in post-acquisition processing that can be problematic when comparing WMH volumetric data across disparate sites. The methods developed focused on standardizing post-acquisition protocol processing methods to develop a protocol with less than 0.5% inter-rater variance. Results A series of experiments using standard MRI acquisition sequences explored post-acquisition sources-of-variability in the quantification of WMH volumetric data. Sources-of-variability included: the choice of image center, software suite and version, thresholding selection, and manual editing procedures (when used). Controlling for the identified sources-of-variability led to a protocol with less than 0.5% variability between independent raters in post-acquisition WMH volumetric quantification. Comparison with existing method(s) Post-acquisition processing techniques can introduce an average variance approaching 15% in WMH volume quantification despite identical scan acquisitions. Understanding and controlling for such sources-of-variability can reduce post-acquisition quantitative image processing variance to less than 0.5%. Discussion Considerations of potential sources-of-variability in MRI volume quantification techniques and reduction in such variability is imperative to allow for reliable cross-site and cross-study comparisons.
- Subjects :
- 0301 basic medicine
Male
Aging
Computer science
Image processing
Neuroimaging
Fluid-attenuated inversion recovery
Article
White matter
03 medical and health sciences
0302 clinical medicine
Image Interpretation, Computer-Assisted
medicine
Humans
Aged
Protocol (science)
Aged, 80 and over
medicine.diagnostic_test
business.industry
General Neuroscience
Brain
Magnetic resonance imaging
Pattern recognition
Thresholding
Magnetic Resonance Imaging
White Matter
Hyperintensity
030104 developmental biology
medicine.anatomical_structure
Female
Artificial intelligence
business
030217 neurology & neurosurgery
Subjects
Details
- ISSN :
- 1872678X
- Volume :
- 327
- Database :
- OpenAIRE
- Journal :
- Journal of neuroscience methods
- Accession number :
- edsair.doi.dedup.....37775fcbcd72e4aaa0a9710951536c24