Evidence map›Paper›PMID 35917917›Full record

ArticleNeuroImage2022

β-amyloid PET harmonisation across longitudinal studies: Application to AIBL, ADNI and OASIS3.

Pierrick Bourgeat, Vincent Doré, Samantha C Burnham, Tammie Benzinger, Duygu Tosun, Shenpeng Li, Manu Goyal, Pamela LaMontagne, Liang Jin, Christopher C Rowe and 6 more

Abstract read
In one paragraph

Article in NeuroImage, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.

0numbers the graph read from it
0cells of the map it votes in
26citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

26 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Review
  6. Article
  7. Article
  8. AI-enhanced Centiloid quantification of amyloid PET images.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026
    Article
  9. Article
  10. Article
  11. Article
  12. Revisiting Centiloids using AI.Research square · 2025
    Article
  13. Considerations in the clinical use of amyloid PET and CSF biomarkers for Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025
    Review
  14. Article
  15. Article
  16. Article
  17. Quantitative Brain Amyloid PET.Journal of nuclear medicine : official publication, Society of Nuclear Medicine · 2024
    Article
  18. Article
  19. Impact of simulated reduced injected dose on the assessment of amyloid PET scans.European journal of nuclear medicine and molecular imaging · 2024
    Article
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

16 authors.

Pierrick BourgeatCSIRO Health and Biosecurity, Brisbane, Australia. Electronic address: Pierrick.bourgeat@csiro.au.
Vincent DoréCSIRO Health and Biosecurity, Brisbane, Australia; Department of Molecular Imaging & Therapy, Austin Health, Melbourne, Australia.
Samantha C BurnhamCSIRO Health and Biosecurity, Brisbane, Australia.
Tammie BenzingerKnight Alzheimer Disease Research Center, St. Louis, MO, USA.
Duygu TosunSan Francisco Veterans Affairs Medical Center, San Francisco, CA, USA,; Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA.
Shenpeng LiCSIRO Health and Biosecurity, Brisbane, Australia.
Manu GoyalMallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, USA.
Pamela LaMontagneMallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, USA.
Liang JinThe Florey Institute of Neuroscience and Mental Health, University of Melbourne, Parkville, Melbourne, Australia.
Christopher C RoweDepartment of Molecular Imaging & Therapy, Austin Health, Melbourne, Australia; The Florey Institute of Neuroscience and Mental Health, University of Melbourne, Parkville, Melbourne, Australia.
Michael W WeinerSan Francisco Veterans Affairs Medical Center, San Francisco, CA, USA,; Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA.
John C MorrisWashington University in St. Louis, St. Louis, MO, USA.
Colin L MastersThe Florey Institute of Neuroscience and Mental Health, University of Melbourne, Parkville, Melbourne, Australia.
Jurgen FrippCSIRO Health and Biosecurity, Brisbane, Australia.
Victor L VillemagneDepartment of Molecular Imaging & Therapy, Austin Health, Melbourne, Australia; Department of Psychiatry, The University of Pittsburgh, Pittsburgh, PA, USA.
Alzheimer's Disease Neuroimaging Initiative, OASIS3, and the AIBL research group

Funding

Project 1U19AG024904 · NIA · NORTHERN CALIFORNIA INSTITUTE/RES/EDU · PI MONICA G. RIVERA-MINDT · 2016 to 2026
$226.7M
Alzheimer's Disease Neuroimaging Initiative - SupplementU01AG024904 · NIA · NORTHERN CALIFORNIA INSTITUTE RES &EDUC · PI WEINER, MICHAEL W · 2004 to 2015
$121.0M
Smartphone-Based "Burst" Cognitive AssessmentsP01AG003991 · NIA · WASHINGTON UNIVERSITY · PI JOHN MORRIS · 1985 to 2026
$69.5M
Imaging CoreU19AG032438 · NIA · WASHINGTON UNIVERSITY · PI BATEMAN, RANDALL J · 2010 to 2025
$53.9M
The natural history of AB accumulation in preclinical ADP01AG026276 · NIA · WASHINGTON UNIVERSITY · PI MORRIS, JOHN · 2005 to 2025
$49.5M
Washington University Institute of Clinical and Translational SciencesUL1TR000448 · NCATS · WASHINGTON UNIVERSITY · PI EVANOFF, BRADLEY A · 2012 to 2016
$41.4M
Research Education ComponentP30AG066444 · NIA · WASHINGTON UNIVERSITY · PI Susan Lynn Stark · 2020 to 2026
$28.7M
Democratising Machine Learning for researchers working in Alzheimer's spaceR01AG058676 · NIA · UNIVERSITY OF MELBOURNE · PI MASTERS, COLIN · 2018 to 2022
$10.9M
THE XNAT IMAGING INFORMATICS PLATFORMR01EB009352 · NIBIB · WASHINGTON UNIVERSITY · PI Daniel Scott Marcus · 2009 to 2026
$9.3M
DRIVING PERFORMANCE IN PRECLINICAL ALZHEIMER'S DISEASER01AG043434 · NIA · WASHINGTON UNIVERSITY · PI ROE, CATHERINE M · 2012 to 2016
$2.4M
NCATS NIH HHS UL1 TR000448NIA NIH HHS P01 AG003991NIA NIH HHS P01 AG026276NIA NIH HHS P30 AG066444NIA NIH HHS R01 AG043434NIA NIH HHS R01 AG058676NIA NIH HHS U01 AG024904NIA NIH HHS U19 AG024904NIA NIH HHS U19 AG032438NIBIB NIH HHS R01 EB009352
6 · The paper itself

Abstract

introductionThe Centiloid scale was developed to harmonise the quantification of β-amyloid (Aβ) PET images across tracers, scanners, and processing pipelines. However, several groups have reported differences across tracers and scanners even after centiloid conversion. In this study, we aim to evaluate the impact of different pre and post-processing harmonisation steps on the robustness of longitudinal Centiloid data across three large international cohort studies.

methodsAll Aβ PET data in AIBL (N = 3315), ADNI (N = 3442) and OASIS3 (N = 1398) were quantified using the MRI-based Centiloid standard SPM pipeline and the PET-only pipeline CapAIBL. SUVR were converted into Centiloids using each tracer's respective transform. Global Aβ burden from pre-defined target cortical regions in Centiloid units were quantified for both raw PET scans and PET scans smoothed to a uniform 8 mm full width half maximum (FWHM) effective smoothness. For Florbetapir, we assessed the performance of using both the standard Whole Cerebellum (WCb) and a composite white matter (WM)+WCb reference region. Additionally, our recently proposed quantification based on Non-negative Matrix Factorisation (NMF) was applied to all spatially and SUVR normalised images. Correlation with clinical severity measured by the Mini-Mental State Examination (MMSE) and effect size, as well as tracer agreement in

resultsThe smoothing to a uniform resolution partially reduced longitudinal variability, but did not improve inter-tracer agreement, effect size or correlation with MMSE. Using a Composite reference region for

conclusionsFWHM smoothing has limited impact on longitudinal consistency or outliers. A Composite reference region including subcortical WM should be used for computing both cross-sectional and longitudinal Florbetapir Centiloid. NMF improves Centiloid quantification on all metrics examined.

Indexed as

Alzheimer DiseaseAmyloid beta-PeptidesAniline CompoundsCross-Sectional StudiesHumansLongitudinal StudiesPositron-Emission TomographyAmyloid beta-PeptidesAniline CompoundsAmyloid PETCentiloidHarmonisation

Identifiers

PMID35917917
PMCPMC9550562

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.