Literature DB >> 34118395

Selecting software pipelines for change in flortaucipir SUVR: Balancing repeatability and group separation.

Christopher G Schwarz1, Terry M Therneau2, Stephen D Weigand2, Jeffrey L Gunter3, Val J Lowe4, Scott A Przybelski2, Matthew L Senjem3, Hugo Botha5, Prashanthi Vemuri4, Kejal Kantarci4, Bradley F Boeve5, Jennifer L Whitwell4, Keith A Josephs5, Ronald C Petersen5, David S Knopman5, Clifford R Jack4.   

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.
Copyright © 2021 The Author(s). Published by Elsevier Inc. All rights reserved.

Entities:  

Keywords:  AV-1451; Bias correction; Change over time; Flortaucipir; GTM; Geometric transfer matrix; Inhomogeneity correction; PVC; Partial volume correction; Precision; RSF; Reference region; Region spread function; SUVR; Tau PET

Year:  2021        PMID: 34118395     DOI: 10.1016/j.neuroimage.2021.118259

Source DB:  PubMed          Journal:  Neuroimage        ISSN: 1053-8119            Impact factor:   6.556


  5 in total

1.  CSF phosphorylated tau as an indicator of subsequent tau accumulation.

Authors:  Petrice M Cogswell; Heather J Wiste; Michelle M Mielke; Christopher G Schwarz; Stephen D Weigand; Val J Lowe; Terry M Therneau; David S Knopman; Jonathan Graff-Radford; Prashanthi Vemuri; Matthew L Senjem; Jeffrey L Gunter; Alicia Algeciras-Schimnich; Ronald C Petersen; Clifford R Jack
Journal:  Neurobiol Aging       Date:  2022-05-26       Impact factor: 5.133

2.  Relationship Between 18F-Flortaucipir Uptake and Histologic Lesion Types in 4-Repeat Tauopathies.

Authors:  Keith A Josephs; Nirubol Tosakulwong; Stephen D Weigand; Marina Buciuc; Val J Lowe; Dennis W Dickson; Jennifer L Whitwell
Journal:  J Nucl Med       Date:  2021-09-23       Impact factor: 11.082

3.  Longitudinally Increasing Elevated Asymmetric Flortaucipir Binding in a Cognitively Unimpaired Amyloid-Negative Older Individual.

Authors:  Christopher G Schwarz; David S Knopman; Vijay K Ramanan; Val J Lowe; Heather J Wiste; Petrice M Cogswell; Rene L Utianski; Matthew L Senjem; Jeffrey R Gunter; Prashanthi Vemuri; Ronald C Petersen; Clifford R Jack
Journal:  J Alzheimers Dis       Date:  2022       Impact factor: 4.472

Review 4.  What's the cut-point?: a systematic investigation of tau PET thresholding methods.

Authors:  Alexandra J Weigand; Anne Maass; Graham L Eglit; Mark W Bondi
Journal:  Alzheimers Res Ther       Date:  2022-04-05       Impact factor: 8.823

5.  Face recognition from research brain PET: An unexpected PET problem.

Authors:  Christopher G Schwarz; Walter K Kremers; Val J Lowe; Marios Savvides; Jeffrey L Gunter; Matthew L Senjem; Prashanthi Vemuri; Kejal Kantarci; David S Knopman; Ronald C Petersen; Clifford R Jack
Journal:  Neuroimage       Date:  2022-06-03       Impact factor: 7.400

  5 in total

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