Evidence map›Paper›PMID 37433038›Full record

Observational studyBrain : a journal of neurology2023

A data-driven study of Alzheimer's disease related amyloid and tau pathology progression.

Leon M Aksman, Neil P Oxtoby, Marzia A Scelsi, Peter A Wijeratne, Alexandra L Young, Isadora Lopes Alves, Lyduine E Collij, Jacob W Vogel, Frederik Barkhof, Daniel C Alexander and 2 more

Open access · hybridAbstract readObservational Study
In one paragraph

Observational study in Brain : a journal of neurology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 38 papers.

0numbers the graph read from it
0cells of the map it votes in
38citing papers in PubMed
7.5field-weighted citation impact, top 2% of its field
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

38 citing papers in PubMed, 43 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Review
  7. A unified model for staging amyloid and tau pathology in Alzheimer's disease.medRxiv : the preprint server for health sciences · 2026
    Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Primary age-related tauopathy.Acta neuropathologica · 2025
    Review
  16. Article
  17. Review
  18. Beyond memory: leveraging CSF biomarkers in all MCI patients ahead of anti-amyloid therapies.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2025
    Article
  19. 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

12 authors at 6 institutions in 3 countries.

Leon M AksmanStevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA.ORCID 0000-0003-2342-0780
Neil P OxtobyCentre for Medical Image Computing, Department of Computer Science, University College London, London WC1V 6LJ, UK.ORCID 0000-0003-0203-3909
Marzia A ScelsiCentre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London WC1V 6LJ, UK.
Peter A WijeratneCentre for Medical Image Computing, Department of Computer Science, University College London, London WC1V 6LJ, UK.ORCID 0000-0002-4885-6241
Alexandra L YoungDepartment of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London SE5 8AF, UK.ORCID 0000-0002-7772-781X
Isadora Lopes AlvesBrain Research Center, Amsterdam 1081 GN, The Netherlands.
Lyduine E CollijDepartment of Radiology and Nuclear Medicine, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam 1007MB, The Netherlands.ORCID 0000-0001-6263-1762
Jacob W VogelDepartment of Psychiatry, University of Pennsylvania, Philadelphia, PA 19104, USA.ORCID 0000-0001-6394-9940
Frederik BarkhofCentre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London WC1V 6LJ, UK.
Daniel C AlexanderCentre for Medical Image Computing, Department of Computer Science, University College London, London WC1V 6LJ, UK.
Andre AltmannCentre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London WC1V 6LJ, UK.ORCID 0000-0002-9265-2393
ADNI
University College London · GBAmsterdam Neuroscience · NLAmsterdam University Medical Centers · NLKing's College London · GBLifespan · USUniversity of Southern California · US

Funding

USCADRC Diversity Supplement PachicanoP30AG066530 · NIA · UNIVERSITY OF SOUTHERN CALIFORNIA · PI HELENA Chang CHUI, ARTHUR W TOGA · 2020 to 2026
$27.8M
TR&D3: Intrinsic Surface MappingP41EB015922 · NIBIB · UNIVERSITY OF SOUTHERN CALIFORNIA · PI VAN HORN, JOHN DARRELL · 2012 to 2022
$14.1M
Medical Research Council MR/L016311/1Medical Research Council MR/S03546X/1Medical Research Council MR/T027800/1Medical Research Council MR/T046422/1NIA NIH HHS P30 AG066530NIBIB NIH HHS P41 EB015922NIH HHS P41EB015922
6 · The paper itself

Abstract

Amyloid-β is thought to facilitate the spread of tau throughout the neocortex in Alzheimer's disease, though how this occurs is not well understood. This is because of the spatial discordance between amyloid-β, which accumulates in the neocortex, and tau, which accumulates in the medial temporal lobe during ageing. There is evidence that in some cases amyloid-β-independent tau spreads beyond the medial temporal lobe where it may interact with neocortical amyloid-β. This suggests that there may be multiple distinct spatiotemporal subtypes of Alzheimer's-related protein aggregation, with potentially different demographic and genetic risk profiles. We investigated this hypothesis, applying data-driven disease progression subtyping models to post-mortem neuropathology and in vivo PET-based measures from two large observational studies: the Alzheimer's Disease Neuroimaging Initiative (ADNI) and the Religious Orders Study and Rush Memory and Aging Project (ROSMAP). We consistently identified 'amyloid-first' and 'tau-first' subtypes using cross-sectional information from both studies. In the amyloid-first subtype, extensive neocortical amyloid-β precedes the spread of tau beyond the medial temporal lobe, while in the tau-first subtype, mild tau accumulates in medial temporal and neocortical areas prior to interacting with amyloid-β. As expected, we found a higher prevalence of the amyloid-first subtype among apolipoprotein E (APOE) ε4 allele carriers while the tau-first subtype was more common among APOE ε4 non-carriers. Within tau-first APOE ε4 carriers, we found an increased rate of amyloid-β accumulation (via longitudinal amyloid PET), suggesting that this rare group may belong within the Alzheimer's disease continuum. We also found that tau-first APOE ε4 carriers had several fewer years of education than other groups, suggesting a role for modifiable risk factors in facilitating amyloid-β-independent tau. Tau-first APOE ε4 non-carriers, in contrast, recapitulated many of the features of primary age-related tauopathy. The rate of longitudinal amyloid-β and tau accumulation (both measured via PET) within this group did not differ from normal ageing, supporting the distinction of primary age-related tauopathy from Alzheimer's disease. We also found reduced longitudinal subtype consistency within tau-first APOE ε4 non-carriers, suggesting additional heterogeneity within this group. Our findings support the idea that amyloid-β and tau may begin as independent processes in spatially disconnected regions, with widespread neocortical tau resulting from the local interaction of amyloid-β and tau. The site of this interaction may be subtype-dependent: medial temporal lobe in amyloid-first, neocortex in tau-first. These insights into the dynamics of amyloid-β and tau may inform research and clinical trials that target these pathologies.

Indexed as

Alzheimer DiseaseAmyloidAmyloid beta-PeptidesApolipoprotein E4Cross-Sectional StudiesHumansPositron-Emission Tomographytau ProteinsAmyloidAmyloid beta-PeptidesApolipoprotein E4tau ProteinsAlzheimer's diseasedata-driven subtypingneuropathologyPARTPET imaging

Identifiers

PMID37433038
PMCPMC10690020
OpenAlexW4383896213

What OpenQuestion holds

Textmetadata
LicenceCC BY
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 OpenQuestion graph.