1. Reproducibility of hippocampal atrophy rates measured with manual, FreeSurfer, AdaBoost, FSL/FIRST and the MAPS-HBSI methods in Alzheimer's disease
- Author
-
Hugo Vrenken, Paolo Bosco, Giovanni B. Frisoni, Baptiste Grenier, Frederik Barkhof, Adriaan Versteeg, Alberto Redolfi, Ronald A. van Schijndel, Peter J. Visser, Bob W. van Dijk, Jérôme Revillard, Remko A. de Jong, E. Mulder, Keith S. Cover, Soheil Damangir, David Manset, Kelvin K. Leung, Physics and medical technology, Amsterdam Neuroscience - Brain Imaging, and Radiology and nuclear medicine
- Subjects
Male ,Pathology ,medicine.medical_specialty ,Neuroscience (miscellaneous) ,Neuroimaging ,Disease ,Hippocampus ,030218 nuclear medicine & medical imaging ,ddc:616.89 ,03 medical and health sciences ,0302 clinical medicine ,Atrophy ,Alzheimer Disease ,medicine ,Humans ,Radiology, Nuclear Medicine and imaging ,AdaBoost ,Aged ,Reproducibility ,medicine.diagnostic_test ,business.industry ,Reproducibility of Results ,Magnetic resonance imaging ,medicine.disease ,Magnetic Resonance Imaging ,Psychiatry and Mental health ,Sample size determination ,Female ,Alzheimer's disease ,Nuclear medicine ,business ,Psychology ,Algorithms ,030217 neurology & neurosurgery - Abstract
The purpose of this study is to assess the reproducibility of hippocampal atrophy rate measurements of commonly used fully-automated algorithms in Alzheimer disease (AD). The reproducibility of hippocampal atrophy rate for FSL/FIRST, AdaBoost, FreeSurfer, MAPS independently and MAPS combined with the boundary shift integral (MAPS-HBSI) were calculated. Back-to-back (BTB) 3D T1-weighted MPRAGE MRI from the Alzheimer's Disease Neuroimaging Initiative (ADNI1) study at baseline and year one were used. Analysis on 3 groups of subjects was performed - 562 subjects at 1.5 T, a 75 subject group that also had manual segmentation and 111 subjects at 3 T. A simple and novel statistical test based on the binomial distribution was used that handled outlying data points robustly. Median hippocampal atrophy rates were -1.1%/year for healthy controls, -3.0%/year for mildly cognitively impaired and -5.1%/year for AD subjects. The best reproducibility was observed for MAPS-HBSI (1.3%), while the other methods tested had reproducibilities at least 50% higher at 1.5 T and 3 T which was statistically significant. For a clinical trial, MAPS-HBSI should require less than half the subjects of the other methods tested. All methods had good accuracy versus manual segmentation. The MAPS-HBSI method has substantially better reproducibility than the other methods considered.
- Published
- 2016
- Full Text
- View/download PDF