Back to Search
Start Over
Reproducibility of hippocampal atrophy rates measured with manual, FreeSurfer, AdaBoost, FSL/FIRST and the MAPS-HBSI methods in Alzheimer's disease
- Source :
- Psychiatry Research: Neuroimaging, 252, 26-35. Elsevier Ireland Ltd, Psychiatry Research: Neuroimaging, Vol. 252 (2016) pp. 26-35, Cover, K S, van Schijndel, R A, Versteeg, A, Leung, K K, Mulder, E R, Jong, R A, Visser, P J, Redolfi, A, Revillard, J, Grenier, B, Manset, D, Damangir, S, Bosco, P, Vrenken, H, van Dijk, B W, Frisoni, G B & Barkhof, F 2016, ' Reproducibility of hippocampal atrophy rates measured with manual, FreeSurfer, AdaBoost, FSL/FIRST and the MAPS-HBSI methods in Alzheimer's disease ', Psychiatry Research: Neuroimaging, vol. 252, pp. 26-35 . https://doi.org/10.1016/j.pscychresns.2016.04.006
- Publication Year :
- 2016
- Publisher :
- Elsevier BV, 2016.
-
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.
- 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
Subjects
Details
- ISSN :
- 09254927
- Volume :
- 252
- Database :
- OpenAIRE
- Journal :
- Psychiatry Research: Neuroimaging
- Accession number :
- edsair.doi.dedup.....8595223f0ef673e91b16389b6d30b222
- Full Text :
- https://doi.org/10.1016/j.pscychresns.2016.04.006