학술논문

Accelerated vs. unaccelerated serial MRI based TBM-SyN measurements for clinical trials in Alzheimer's disease
Document Type
article
Source
Subject
Allied Health and Rehabilitation Science
Health Sciences
Alzheimer's Disease
Acquired Cognitive Impairment
Clinical Research
Alzheimer's Disease including Alzheimer's Disease Related Dementias (AD/ADRD)
Neurosciences
Brain Disorders
Dementia
Neurodegenerative
Biomedical Imaging
Aging
Aged
Aged
80 and over
Algorithms
Alzheimer Disease
Artificial Intelligence
Brain Mapping
Cognitive Dysfunction
Datasets as Topic
Diffusion Tensor Imaging
Disease Progression
Female
Humans
Image Processing
Computer-Assisted
Male
Middle Aged
Neuroimaging
Quality Control
Alzheimer's Disease Neuroimaging Initiative
Medical and Health Sciences
Psychology and Cognitive Sciences
Neurology & Neurosurgery
Biomedical and clinical sciences
Health sciences
Language
Abstract
ObjectiveOur primary objective was to compare the performance of unaccelerated vs. accelerated structural MRI for measuring disease progression using serial scans in Alzheimer's disease (AD).MethodsWe identified cognitively normal (CN), early mild cognitive impairment (EMCI), late mild cognitive impairment (LMCI) and AD subjects from all available Alzheimer's Disease Neuroimaging Initiative (ADNI) subjects with usable pairs of accelerated and unaccelerated scans. There were a total of 696 subjects with baseline and 3 month scans, 628 subjects with baseline and 6 month scans and 464 subjects with baseline and 12 month scans available. We employed the Symmetric Diffeomorphic Image Normalization method (SyN) for normalization of the serial scans to obtain tensor based morphometry (TBM) maps which indicate the structural changes between pairs of scans. We computed a TBM-SyN summary score of annualized structural changes over 31 regions of interest (ROIs) that are characteristically affected in AD. TBM-SyN scores were computed using accelerated and unaccelerated scan pairs and compared in terms of agreement, group-wise discrimination, and sample size estimates for a hypothetical therapeutic trial.ResultsWe observed a number of systematic differences between TBM-SyN scores computed from accelerated and unaccelerated pairs of scans. TBM-SyN scores computed from accelerated scans tended to have overall higher estimated values than those from unaccelerated scans. However, the performance of accelerated scans was comparable to unaccelerated scans in terms of discrimination between clinical groups and sample sizes required in each clinical group for a therapeutic trial. We also found that the quality of both accelerated vs. unaccelerated scans were similar.ConclusionsAccelerated scanning protocols reduce scan time considerably. Their group-wise discrimination and sample size estimates were comparable to those obtained with unaccelerated scans. The two protocols did not produce interchangeable TBM-SyN estimates, so it is arguably important to use either accelerated pairs of scans or unaccelerated pairs of scans throughout the study duration.