Evidence map›Paper›PMID 42168780›Full record

ArticleAlzheimer's & dementia : the journal of the Alzheimer's Association2026

Uncovering distinct spatiotemporal trajectories of T-N mismatch subtypes with likely co-pathology in Alzheimer's disease using event-based modeling.

Xueying Lyu, Christopher A Brown, Michael Tran Duong, Emma P Fischer, Emily McGrew, David J Irwin, Bradford C Dickerson, Ilya M Nasrallah, Russell Takeshi Shinohara, Alexandra L Young and 4 more

Abstract read
In one paragraph

Article in Alzheimer's & dementia : the journal of the Alzheimer's Association, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

14 authors.

Xueying LyuDepartment of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Christopher A BrownDepartment of Neurology, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Michael Tran DuongDepartment of Radiology, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Emma P FischerNeuroscience Graduate Group Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Emily McGrewDepartment of Radiology, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
David J IrwinDepartment of Neurology, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Bradford C DickersonMassachusetts General Hospital, Boston, Massachusetts, USA.
Ilya M NasrallahDepartment of Radiology, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Russell Takeshi ShinoharaDepartment of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Alexandra L YoungDepartment of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience (IoPPN), King's College London, London, UK.
Paul A YushkevichDepartment of Radiology, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Sandhitsu R DasDepartment of Neurology, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
David A WolkDepartment of Neurology, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Alzheimer's Disease Neuroimaging Initiative

Funding

Alzheimer's Disease Neuroimaging Initiative - SupplementU01AG024904 · NIA · NORTHERN CALIFORNIA INSTITUTE RES &EDUC · PI WEINER, MICHAEL W · 2004 to 2015
$121.0M
Research Education ComponentP30AG072979 · NIA · UNIVERSITY OF PENNSYLVANIA · PI DAVID A WOLK · 2021 to 2026
$24.8M
Ex Vivo Imaging of the Aging Brain to Discover Morphology/Pathology AssociationsR01AG056014 · NIA · UNIVERSITY OF PENNSYLVANIA · PI Paul A. Yushkevich · 2017 to 2026
$4.5M
Characterization of relationship between tau pathology and neurodegeneration in Alzheimer's disease using multimodal imagingR01AG072796 · NIA · UNIVERSITY OF PENNSYLVANIA · PI Sandhitsu Das, DAVID A WOLK · 2022 to 2026
$4.0M
A harmonized medial temporal lobe subregion segmentation protocol: an essential element for dementia researchR01AG070592 · NIA · WAYNE STATE UNIVERSITY · PI Ana Marie Daugherty, Rosanna Kathleen Olsen · 2022 to 2026
$3.5M
Improving the sensitivity and specificity of MRI-based biomarkers in Alzheimer's diseaseRF1AG069474 · NIA · UNIVERSITY OF PENNSYLVANIA · PI WOLK, DAVID A, YUSHKEVICH, PAUL A. · 2021 to 2021
$2.1M
Improving the sensitivity and specificity of MRI-based biomarkers in Alzheimer's diseaseR01AG069474 · NIA · UNIVERSITY OF PENNSYLVANIA · PI WOLK, DAVID A, YUSHKEVICH, PAUL A. · 2024 to 2025
$1.4M
NIA NIH HHS P30 AG072979NIA NIH HHS R01 AG056014NIA NIH HHS R01 AG069474NIA NIH HHS R01 AG070592NIA NIH HHS R01 AG072796NIA NIH HHS RF1 AG069474NIA NIH HHS U01 AG024904NIH
6 · The paper itself

Abstract

introductionIn Alzheimer's disease (AD), tau-neurodegeneration (T-N) mismatch has been proposed to reflect non-AD processes such as transactive response DNA binding protein 43 kDa and vascular disease. We aimed to characterize the spatiotemporal trajectories of T-N mismatch that may reflect non-AD progression.

methodsWe performed T-N regression on 710 Alzheimer's Disease Neuroimaging Initiative participants using cortical thickness and 18F-flortaucipir uptake across 20 cortical regions. SuStaIn, a data-driven phenotype discovery and staging algorithm, was applied to standardized T-N residuals in canonical (N∼T) and vulnerable (N > T) cases.

resultsSuStaIn identified three vulnerable subtypes with distinct N > T progression patterns. The posterior and anterior subtypes displayed different, but progressively diffuse mismatch patterns, while the limbic subtype exhibited temporal-limbic progression. Subtypes and SuStaIn stages were associated with distinct clinical features. Their longitudinal trajectories aligned with SuStaIn inferred progression. DISCUSSION: Findings support that T-N mismatch progression captures specific co-pathological processes.

Indexed as

Alzheimer Diseasetau ProteinsAgedAged, 80 and overBrainDisease ProgressionFemaleHumansMagnetic Resonance ImagingMaleNeuroimagingPositron-Emission Tomographytau ProteinsagingAlzheimer's diseaseco‐pathologiesmulti‐modality imagingneurodegenerationprogressiontau

Identifiers

PMID42168780
PMCPMC13239684

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.