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Selecting software pipelines for change in flortaucipir SUVR: Balancing repeatability and group separation
- Source :
- NeuroImage, Vol 238, Iss, Pp 118259-(2021), NeuroImage
- Publication Year :
- 2021
- Publisher :
- Elsevier BV, 2021.
-
Abstract
- Since tau PET tracers were introduced, investigators have quantified them using a wide variety of automated methods. As longitudinal cohort studies acquire second and third time points of serial within-person tau PET data, determining the best pipeline to measure change has become crucial. We compared a total of 415 different quantification methods (each a combination of multiple options) according to their effects on a) differences in annual SUVR change between clinical groups, and b) longitudinal measurement repeatability as measured by the error term from a linear mixed-effects model. Our comparisons used MRI and Flortaucipir scans of 97 Mayo Clinic study participants who clinically either: a) were cognitively unimpaired, or b) had cognitive impairments that were consistent with Alzheimer's disease pathology. Tested methods included cross-sectional and longitudinal variants of two overarching pipelines (FreeSurfer 6.0, and an in-house pipeline based on SPM12), three choices of target region (entorhinal, inferior temporal, and a temporal lobe meta-ROI), five types of partial volume correction (PVC) (none, two-compartment, three-compartment, geometric transfer matrix (GTM), and a tau-specific GTM variant), seven choices of reference region (cerebellar crus, cerebellar gray matter, whole cerebellum, pons, supratentorial white matter, eroded supratentorial WM, and a composite of eroded supratentorial WM, pons, and whole cerebellum), two choices of region masking (GM or GM and WM), and two choices of statistic (voxel-wise mean vs. median). Our strongest findings were: 1) larger temporal-lobe target regions greatly outperformed entorhinal cortex (median sample size estimates based on a hypothetical clinical trial were 520–526 vs. 1740); 2) longitudinal processing pipelines outperformed cross-sectional pipelines (median sample size estimates were 483 vs. 572); and 3) reference regions including supratentorial WM outperformed traditional cerebellar and pontine options (median sample size estimates were 370 vs. 559). Altogether, our results favored longitudinally SUVR methods and a temporal-lobe meta-ROI that includes adjacent (juxtacortical) WM, a composite reference region (eroded supratentorial WM + pons + whole cerebellum), 2-class voxel-based PVC, and median statistics.
- Subjects :
- Male
computer.software_genre
0302 clinical medicine
Voxel
RSF
Region spread function
SUVR
Statistic
Flortaucipir
Mathematics
Aged, 80 and over
Reference region
Geometric transfer matrix
05 social sciences
Brain
Repeatability
Middle Aged
Precision
Magnetic Resonance Imaging
medicine.anatomical_structure
Neurology
AV-1451
Bias correction
Female
Cartography
Change over time
RC321-571
Cognitive Neuroscience
tau Proteins
Neurosciences. Biological psychiatry. Neuropsychiatry
Article
050105 experimental psychology
Temporal lobe
White matter
03 medical and health sciences
medicine
Humans
0501 psychology and cognitive sciences
Tau PET
Aged
Partial volume correction
Entorhinal cortex
Pons
PVC
Inhomogeneity correction
GTM
Sample size determination
Positron-Emission Tomography
computer
030217 neurology & neurosurgery
Carbolines
Subjects
Details
- ISSN :
- 10538119
- Volume :
- 238
- Database :
- OpenAIRE
- Journal :
- NeuroImage
- Accession number :
- edsair.doi.dedup.....32dd6b5ea8dda19b4401be263247820e