Evidence map›Paper›PMID 41659595›Full record

ArticlebioRxiv : the preprint server for biology2026

Dynamical

Pavanjit Chaggar, Jacob W Vogel, Travis B Thompson, Roxana Aldea, Olof Strandberg, Erik Stomrud, Sebastian Palqmvist, Rik Ossenkoppele, Saad Jbabdi, Stefano Magon and 4 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 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.

Pavanjit ChaggarClinical Memory Research Unit, Department of Clinical Sciences Malmo, Lund University, Lund, Sweden.ORCID 0000-0002-8395-3047
Jacob W VogelClinical Memory Research Unit, Department of Clinical Sciences Malmo, Lund University, Lund, Sweden.ORCID 0000-0001-6394-9940
Travis B ThompsonDepartment of Mathematics and Statistics, Texas Tech University, Lubbock, Texas, USA.ORCID 0000-0001-8696-4115
Roxana AldeaF. Hoffmann-La Roche Ltd, Basel, Switzerland.
Olof StrandbergClinical Memory Research Unit, Department of Clinical Sciences Malmo, Lund University, Lund, Sweden.
Erik StomrudClinical Memory Research Unit, Department of Clinical Sciences Malmo, Lund University, Lund, Sweden.ORCID 0000-0002-0841-5580
Sebastian PalqmvistClinical Memory Research Unit, Department of Clinical Sciences Malmo, Lund University, Lund, Sweden.ORCID 0000-0002-9267-1930
Rik OssenkoppeleClinical Memory Research Unit, Department of Clinical Sciences Malmo, Lund University, Lund, Sweden.ORCID 0000-0003-1584-7477
Saad JbabdiWellcome Trust Centre for Integrative Neuroscience, University of Oxford, Oxford, UK.ORCID 0000-0003-3234-5639
Stefano MagonF. Hoffmann-La Roche Ltd, Basel, Switzerland.
Gregory KleinF. Hoffmann-La Roche Ltd, Basel, Switzerland.
Niklas Mattson-CarlgrenClinical Memory Research Unit, Department of Clinical Sciences Malmo, Lund University, Lund, Sweden.ORCID 0000-0002-8885-7724
Oskar HanssonClinical Memory Research Unit, Department of Clinical Sciences Malmo, Lund University, Lund, Sweden.ORCID 0000-0001-8467-7286
Alain GorielyMathematical Institute, University of Oxford, Oxford, UK.ORCID 0000-0002-6436-8483

Funding

Alzheimer's Disease Neuroimaging Initiative - SupplementU01AG024904 · NIA · NORTHERN CALIFORNIA INSTITUTE RES &EDUC · PI WEINER, MICHAEL W · 2004 to 2015
$121.0M
Mapping the Human Connectome: Structure, Function, and HeritabilityU54MH091657 · NIMH · WASHINGTON UNIVERSITY · PI UGURBIL, KAMIL, VAN ESSEN, DAVID C · 2010 to 2014
$34.7M
Prospective validation and implementation of high-performing blood biomarkers and digital cognitive tests for detection of Alzheimer's disease in specialist memory clinic and primary care settingsR01AG083740 · NIA · LUNDS UNIVERSITET · PI Sebastian Palmqvist · 2023 to 2026
$1.9M
NIA NIH HHS R01 AG083740NIA NIH HHS U01 AG024904NIMH NIH HHS U54 MH091657Wellcome Trust
6 · The paper itself

Abstract

Alzheimer's disease is characterised by the pathological interaction of two proteins, amyloid-beta (Aβ) and tau, which collectively drive neurodegeneration and cognitive decline. The progression of Aβ, tau, and neurodegeneration biomarkers is captured by the ATN framework, which is a powerful tool for disease classification. However, since the ATN framework is mainly descriptive, it cannot quantify or predict relationships between biomarkers over time. We address this limitation by introducing a dynamical ATN (dATN) model that mechanistically simulates the spatiotemporal progression of Aβ, tau, and neurodegeneration. The dATN model integrates mechanisms of prion-like protein aggregation of Aβ and tau, network-based tau propagation, Aβ-driven catalysis of tau progression, and tau-driven neurodegeneration. We calibrated the model using multimodal longitudinal imaging data from both the ADNI and BioFINDER-2 cohorts and show that it accurately fits longitudinal regional Aβ, tau, and neurodegeneration data. Using the dATN model, we show that Aβ-induced effects predict Braak-like cortical tau progression, that the spatial colocalisation of Aβ and tau is a crucial biomarker of disease acceleration, and that tau-driven atrophy strongly correlates with observed neurodegeneration. Furthermore, by integrating the disease progression model with pharmacokinetic-pharmacodynamic simulations, we present a powerful tool that facilitates regional evaluation of therapeutic strategies targeting Aβ, identification of critical intervention windows, and prediction of heterogeneous treatment effects across brain regions. This framework unifies mechanistic understanding with clinical imaging biomarkers, offering a quantitative approach for forecasting disease progression, testing mechanistic hypotheses, and optimising personalised treatment strategies in AD.

Identifiers

PMID41659595
PMCPMC12873951

What OpenQuestion holds

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Registered trials

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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.