Evidence map›Paper›PMID 40810361›Full record

ArticleBrain : a journal of neurology2025

Connectivity as a universal predictor of tau progression in atypical Alzheimer's disease.

Hannah de Bruin, Colin Groot, Henryk Barthel, Gérard N Bischof, Ganna Blazhenets, Ronald Boellaard, Baayla D C Boon, Matthias Brendel, David M Cash, William Coath and 66 more

Abstract readMulticenter Study
In one paragraph

Article in Brain : a journal of neurology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

76 authors.

Hannah de BruinAlzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam 1081 HV, The Netherlands.ORCID 0000-0002-9011-1120
Colin GrootAlzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam 1081 HV, The Netherlands.
Henryk BarthelDepartment of Nuclear Medicine, University of Leipzig, Leipzig 04109, Germany.
Gérard N BischofResearch Center Jülich, Institute for Neuroscience and Medicine II, Molecular Organization of the Brain, Jülich 52428, Germany.ORCID 0000-0002-4366-5171
Ganna BlazhenetsDepartment of Neurology, Memory and Aging Center, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.
Ronald BoellaardRadiology & Nuclear Medicine, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam 1081 HV, The Netherlands.
Baayla D C BoonAlzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam 1081 HV, The Netherlands.
Matthias BrendelDepartment of Nuclear Medicine, LMU University Hospital, Munich 81377, Germany.ORCID 0000-0002-9247-2843
David M CashDementia Research Centre, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK.ORCID 0000-0001-7833-616X
William CoathDementia Research Centre, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK.ORCID 0000-0002-3976-9461
Gregory S DayNeurology/neuropathology,Mayo Clinic, Jacksonville, FL 32224, USA.
Bradford C DickersonFrontotemporal Disorders Unit, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA.ORCID 0000-0002-5958-3445
Elena DoeringFaculty of Medicine and University Hospital Cologne, Department of Nuclear Medicine, University of Cologne, Cologne 50923, Germany.
Alexander DrzezgaResearch Center Jülich, Institute for Neuroscience and Medicine II, Molecular Organization of the Brain, Jülich 52428, Germany.
Christopher H van DyckAlzheimer's Disease Research Unit, Yale University School of Medicine, New Haven, CT 06510, USA.
Thilo van EimerenFaculty of Medicine and University Hospital Cologne, Department of Nuclear Medicine, University of Cologne, Cologne 50923, Germany.ORCID 0000-0002-6951-2325
Wiesje M van der FlierAlzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam 1081 HV, The Netherlands.ORCID 0000-0001-8766-6224
Carolyn A FredericksDepartment of Neurology, Yale University School of Medicine, New Haven, CT 06510, USA.ORCID 0000-0002-7051-6382
Tim D FryerDepartment of Clinical Neurosciences and Cambridge University Hospitals NHS Trust, University of Cambridge, Cambridge CB2 0QQ, UK.
Elsmarieke van de GiessenRadiology & Nuclear Medicine, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam 1081 HV, The Netherlands.
Brian A GordonDepartment of Radiology, Washington University in St Louis, St Louis, MO 63130, USA.ORCID 0000-0003-2109-2955
Jonathan Graff-RadfordDepartment of Neurology, Mayo Clinic, Rochester, MN 55905, USA.ORCID 0000-0003-2770-0691
Lea T GrinbergDepartment of Neurology, Memory and Aging Center, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.ORCID 0000-0002-6809-0618
Oskar HanssonClinical Memory Research Unit, Department of Clinical Sciences Malmö, Faculty of Medicine, Lund University, Lund 221 00, Sweden.ORCID 0000-0001-8467-7286
Diana A HobbsDepartment of Radiology, Washington University in St Louis, St Louis, MO 63130, USA.
Merle C HoenigResearch Center Jülich, Institute for Neuroscience and Medicine II, Molecular Organization of the Brain, Jülich 52428, Germany.
Günter HöglingerMunich Cluster for Systems Neurology (SyNergy), Munich 81377, Germany.
David J IrwinDepartment of Neurology, University of Pennsylvania, Philadelphia, PA 19104, USA.ORCID 0000-0002-5599-5098
P Simon JonesDepartment of Clinical Neurosciences and Cambridge University Hospitals NHS Trust, University of Cambridge, Cambridge CB2 0QQ, UK.
Keith A JosephsDepartment of Neurology, Mayo Clinic, Rochester, MN 55905, USA.ORCID 0000-0003-2930-8634
Yuta KatsumiFrontotemporal Disorders Unit, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA.ORCID 0000-0003-0413-747X
Renaud La JoieDepartment of Neurology, Memory and Aging Center, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.ORCID 0000-0003-2581-8100
Edward B LeeInstitute on Aging, University of Pennsylvania, Philadelphia, PA 19104, USA.ORCID 0000-0002-4589-1180
Johannes LevinMunich Cluster for Systems Neurology (SyNergy), Munich 81377, Germany.ORCID 0000-0001-5092-4306
Maura MalpettiDepartment of Clinical Neurosciences and Cambridge University Hospitals NHS Trust, University of Cambridge, Cambridge CB2 0QQ, UK.ORCID 0000-0001-8923-9656
Scott M McGinnisFrontotemporal Disorders Unit, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA.
Adam P MeccaAlzheimer's Disease Research Unit, Yale University School of Medicine, New Haven, CT 06510, USA.
Rosaleena MohantyDivision of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Karolinska Institutet, Huddinge 141 83, Sweden.ORCID 0000-0001-6499-1251
Ilya M NasrallahDepartment of Radiology, University of Pennsylvania, Philadelphia, PA 19104, USA.
John T O'BrienDepartment of Psychiatry, University of Cambridge, Cambridge CB2 0SZ, UK.ORCID 0000-0002-0837-5080
Ryan S O'DellAlzheimer's Disease Research Unit, Yale University School of Medicine, New Haven, CT 06510, USA.
Carla PalleisDepartment of Neurology, LMU University Hospital, LMU Munich, Munich 81377, Germany.ORCID 0000-0002-4331-8145
Robert PerneczkyDepartment of Psychiatry and Psychotherapy, LMU University Hospital, Munich 80336, Germany.
Jeffrey S PhillipsDepartment of Neurology, University of Pennsylvania, Philadelphia, PA 19104, USA.ORCID 0000-0003-0079-9441
Deepti PutchaFrontotemporal Disorders Unit, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA.ORCID 0000-0001-5575-5572
Gil D RabinoviciDepartment of Neurology, Memory and Aging Center, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.
Nesrine RahmouniMcGill Centre for Studies in Aging, Department of Neurology and Neurosurgery, McGill University, Montreal, QC H3A 2B4, Canada.
Pedro Rosa-NetoMcGill Centre for Studies in Aging, Department of Neurology and Neurosurgery, McGill University, Montreal, QC H3A 2B4, Canada.ORCID 0000-0001-9116-1376
James B RoweDepartment of Clinical Neurosciences and Cambridge University Hospitals NHS Trust, University of Cambridge, Cambridge CB2 0QQ, UK.
Michael RullmannDepartment of Nuclear Medicine, University of Leipzig, Leipzig 04109, Germany.
Osama SabriDepartment of Nuclear Medicine, University of Leipzig, Leipzig 04109, Germany.
Dorothee SaurDepartment of Neurology, University of Leipzig, Leipzig 04103, Germany.
Andreas SchildanDepartment of Nuclear Medicine, University of Leipzig, Leipzig 04109, Germany.
Jonathan M SchottDementia Research Centre, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK.ORCID 0000-0003-2059-024X
Matthias L SchroeterClinic for Cognitive Neurology, University of Leipzig, Leipzig 04103, Germany.ORCID 0000-0001-7977-1083
William W SeeleyDepartment of Neurology, Memory and Aging Center, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.
Stijn ServaesMcGill Centre for Studies in Aging, Department of Neurology and Neurosurgery, McGill University, Montreal, QC H3A 2B4, Canada.
Irene SintiniDepartment of Radiology, Mayo Clinic, Rochester, MN 55905, USA.
Ruben SmithClinical Memory Research Unit, Department of Clinical Sciences Malmö, Faculty of Medicine, Lund University, Lund 221 00, Sweden.ORCID 0000-0001-7147-0112
Salvatore SpinaDepartment of Neurology, Memory and Aging Center, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.ORCID 0000-0003-3570-9143
Jenna StevensonMcGill Centre for Studies in Aging, Department of Neurology and Neurosurgery, McGill University, Montreal, QC H3A 2B4, Canada.
Erik StomrudClinical Memory Research Unit, Department of Clinical Sciences Malmö, Faculty of Medicine, Lund University, Lund 221 00, Sweden.
Olof StrandbergClinical Memory Research Unit, Department of Clinical Sciences Malmö, Faculty of Medicine, Lund University, Lund 221 00, Sweden.
Joseph TherriaultMcGill Centre for Studies in Aging, Department of Neurology and Neurosurgery, McGill University, Montreal, QC H3A 2B4, Canada.ORCID 0000-0002-7826-4781
Pontus TidemanClinical Memory Research Unit, Department of Clinical Sciences Malmö, Faculty of Medicine, Lund University, Lund 221 00, Sweden.
Alexandra TouroutoglouFrontotemporal Disorders Unit, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA.
Anne E TrainerClinical Neurosciences Imaging Center, Yale University School of Medicine, New Haven, CT 06510, USA.
Denise VisserAmsterdam Neuroscience, Neurodegeneration, Amsterdam 1081 HV, The Netherlands.
Fattin WekselmanDepartment of Neurology, Memory and Aging Center, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA.
Philip S J WestonDementia Research Centre, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK.
Jennifer L WhitwellDepartment of Radiology, Mayo Clinic, Rochester, MN 55905, USA.ORCID 0000-0001-6914-1563
David A WolkDepartment of Neurology, University of Pennsylvania, Philadelphia, PA 19104, USA.
Keir YongDementia Research Centre, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK.ORCID 0000-0002-9708-3599
Yolande A L PijnenburgAlzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam 1081 HV, The Netherlands.
Nicolai FranzmeierInstitute for Stroke and Dementia Research (ISD), University Hospital, Ludwig Maximilian University of Munich, Munich 81377, Germany.ORCID 0000-0001-9736-2283
Rik OssenkoppeleAlzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam 1081 HV, The Netherlands.

Funding

WU INSTITUTE OF CLINICAL AND TRANSLATIONAL SCIENCESUL1TR002345 · NCATS · WASHINGTON UNIVERSITY · PI William G. Powderly · 2017 to 2026
$97.8M
Smartphone-Based "Burst" Cognitive AssessmentsP01AG003991 · NIA · WASHINGTON UNIVERSITY · PI JOHN MORRIS · 1985 to 2026
$69.5M
The natural history of AB accumulation in preclinical ADP01AG026276 · NIA · WASHINGTON UNIVERSITY · PI MORRIS, JOHN · 2005 to 2025
$49.5M
THE ROLE OF ADVANCED CAA IN ALZHEIMER'S DEMENTIAP50AG005134 · NIA · MASSACHUSETTS GENERAL HOSPITAL · PI HEDDEN, JULIUS C · 1985 to 2018
$42.1M
Washington University Institute of Clinical and Translational SciencesUL1TR000448 · NCATS · WASHINGTON UNIVERSITY · PI EVANOFF, BRADLEY A · 2012 to 2016
$41.4M
Yale Study Support Suite (YES3): Dashboard and Web Portal Software Supporting Research Workflow through integrated, customizable REDCap External ModulesP30AG021342 · NIA · YALE UNIVERSITY · PI Lauren Ferrante · 2002 to 2026
$37.9M
Research Education ComponentP30AG062422 · NIA · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Katherine P Rankin · 2019 to 2026
$36.9M
Research Education ComponentP30AG062421 · NIA · MASSACHUSETTS GENERAL HOSPITAL · PI Christine S Ritchie · 2019 to 2026
$36.5M
Yale Alzheimer Disease Research CenterP30AG066508 · NIA · YALE UNIVERSITY · PI STEPHEN M STRITTMATTER · 2020 to 2026
$30.2M
Research Education ComponentP30AG066444 · NIA · WASHINGTON UNIVERSITY · PI Susan Lynn Stark · 2020 to 2026
$28.7M
Research Education ComponentP30AG072979 · NIA · UNIVERSITY OF PENNSYLVANIA · PI DAVID A WOLK · 2021 to 2026
$24.8M
Understanding Environmental Contributions to Heterogeneity in bvFTD.P01AG066597 · NIA · UNIVERSITY OF PENNSYLVANIA · PI David John Irwin, Corey T McMillan · 2020 to 2026
$18.8M
Adult Children Study K23AG059919Adult Children Study P30AG021342Adult Children Study P30AG047270Adult Children Study P30AG066508Adult Children Study P30 NS04805Adult Children Study R01AG052560Adult Children Study R01AG062276Alzheimer Forschung Initiative 21010CBAlzheimer Nederland WE.03-2021-12cbAlzheimer's Association 2019-AACSF-644153Alzheimer's Association AARG-22-926144Alzheimer's Association NIRG-12-92090Alzheimer's Association NIRP-12-259245Alzheimer's Association SG-23-1061717Alzheimer's Association SG-666374-UKAlzheimer's Association ZEN24-1069572Alzheimer's Society and Alzheimer's Research UKAVID RadiopharmaceuticalsBrain Canada FoundationCanadian Consortium of Neurodegeneration and Aging MOP-11-51-31-team 1Care Research University College London Hospitals Biomedical Research CentreCIHR 159815CIHR 162303CIHR MOP-11-51-31CIHR RFN 152985Colin J. Adair Charitable FoundationCure Alzheimer's fundCurePSPDementias Platform UKDeutsche ForschungsgemeinschafteHealthSax Initiative of the Sächsische AufbaubankERA PerMed ERAPERMED2021-184European Research Council ADG-101053962European Research Council ADG-101096455Fonds de Recherche du Québec-Santé 2020-VICO-279314GE HealthcareGerman Research Foundation #329109473German Research Foundation CRC1451-C04German Research Foundation DR 445/9-1German Research Foundation ID 403161218German Research Foundation SCHR 774/5-1GHR FoundationHealthy Aging and Senile Dementia P01 AG03991Knut and Alice Wallenberg Foundation 2022-0231)Konung Gustaf V:s och Drottning Victorias FrimurarestiftelseLife Molecular Imaging CMCLund UniversityMassachusetts General HospitalMedical Research Council MC_UU_00030/14Medical Research Council MR/T033371/1Munich Cluster for Systems Neurology 390857198National Institute for HealthNational Institute for Health Research University College London Hospitals Biomedical Research CentreNCATS NIH HHS UL1 TR000448NCATS NIH HHS UL1 TR002345NIA NIH HHS K01 AG084820NIA NIH HHS K23 AG059919NIA NIH HHS K23 AG065450NIA NIH HHS P01 AG003991NIA NIH HHS P01 AG026276NIA NIH HHS P01 AG066597NIA NIH HHS P01 AG084497NIA NIH HHS P30 AG021342NIA NIH HHS P30 AG062421NIA NIH HHS P30 AG062422NIA NIH HHS P30 AG066444NIA NIH HHS P30 AG066508NIA NIH HHS P30 AG072979NIA NIH HHS P50 AG005134NIA NIH HHS P50 AG047270NIA NIH HHS R01 AG043434NIA NIH HHS R01 AG045611NIA NIH HHS R01 AG050603NIA NIH HHS R01 AG052560NIA NIH HHS R01 AG054519NIA NIH HHS R01 AG062276NIA NIH HHS R01 AG081249NIA NIH HHS R01 AG085377NIA NIH HHS R21 AG080588NIA NIH HHS R35 AG072362NIBIB NIH HHS R01 EB009352NIDCD NIH HHS K23 DC016912NIDCD NIH HHS R01 DC014296NIH HHS K01 AG084820NIH HHS K23 AG065450NIH HHS K23 DC016912NIH HHS P30 AG062421NIH HHS P50 AG005134NIH HHS R01 AG081249NIH HHS R01 AG085377NIH HHS R01-AG50603NIH HHS R01 DC014296NIH HHS R21 AG080588NIH HHS RF1 NS131395NIH/NIA P30-AG062422NIH/NIA R01-AG045611NIH/NIA R35-AG072362NIHR Cambridge Biomedical Research Centre NIHR203312NINDS NIH HHS P30 NS098577NINDS NIH HHS RF1 NS131395Parkinson Foundation of Sweden 1412/22Penn Alzheimer's Disease Research Center P01AG066597Penn Alzheimer's Disease Research Center P01AG084497Race Against Dementia Alzheimer's Research UK ARUK-RADF2021A-010Regionalt Forskningsstöd 2022-1259Rönström Family FoundationSaxon state parliamentSkåne University Hospital Foundation 2020-O000028Strategic Research Area MultiParkSwedish Alzheimer Foundation AF-980907Swedish Alzheimer Foundation AF-994229Swedish Brain Foundation FO2021-0293Swedish Brain Foundation FO2023-0163Swedish Brain Foundation WASP/DDLS22-066Swedish federal government under the ALF agreement 2022-Projekt0080Swedish federal government under the ALF agreement 2022-Projekt0107Swedish federal government under the ALF agreement ALFGBG-71320Swedish Research Council 2019-02397Swedish Research Council 2021-02219Swedish Research Council 2022-00775Swedish Research Council 2022-01018Swedish Research Council 2023-00356UK Dementia Research InstituteUK Medical Research CouncilWellcome TrustWellcome Trust 220258Weston Brain Institute
6 · The paper itself

Abstract

The link between regional tau load and clinical manifestation of Alzheimer's disease (AD) highlights the importance of characterizing spatial tau distribution across disease variants. In typical (memory-predominant) AD, the spatial progression of tau pathology mirrors the functional connections from temporal lobe epicentres. However, given the limited spatial heterogeneity of tau in typical AD, atypical (non-amnestic-predominant) AD variants with distinct tau patterns provide a key opportunity to investigate the universality of connectivity as a scaffold for tau progression. In this large-scale, multicentre study across 14 international sites, we included cross-sectional tau-PET data from 320 individuals with atypical AD (n = 139 posterior cortical atrophy/PCA-AD; n = 103 logopenic variant primary progressive aphasia/lvPPA-AD; n = 35 behavioural variant AD/bvAD; n = 43 corticobasal syndrome/CBS-AD), with a subset of individuals (n = 78) having longitudinal tau-PET data. Additionally, as an independent sample, we included regional post-mortem tau stainings from 93 atypical AD patients from two sites (n = 19 PCA-AD, n = 32 lvPPA-AD, n = 23 bvAD, n = 19 CBS-AD). Gaussian mixture modelling was used to harmonize different tau-PET tracers by transforming tau-PET standardized uptake value ratios to tau positivity probabilities (a uniform scale ranging from 0% to 100%). Using linear regression, we assessed whether brain regions with stronger resting-state functional MRI-based functional connectivity, derived from healthy elderly controls in the Alzheimer's Disease Neuroimaging Initiative (ADNI), showed greater covariance in cross-sectional and longitudinal tau-PET and post-mortem tau pathology. Furthermore, we examined whether functional connectivity of tau-PET epicentres (i.e. the top 5% of regions with the highest baseline tau load) and tau-PET accumulation epicentres (i.e. the top 5% of regions with the highest tau accumulation rates) was associated with cross-sectional and longitudinal tau patterns. Our findings show that tau-PET epicentres aligned with clinical variants, e.g. a visual network predominant pattern in PCA-AD ('visual AD') and left-hemispheric temporal predominance, particularly within the language network, in lvPPA-AD ('language AD'). Moreover, more strongly functionally connected regions showed correlated concurrent tau-PET levels (confirmed with post-mortem data) and tau-PET accumulation rates. The functional connectivity profile of tau-PET epicentres and accumulation epicentres corresponded to tau-PET progression patterns, with higher tau-PET levels and accumulation rates in functionally close regions, and lower tau-PET levels and accumulation rates in functionally distant regions. Our data are consistent with the hypothesis that tau propagation occurs along functional connections originating from local epicentres, across all AD clinical variants. Since tau proteinopathy is a major driver of neurodegeneration and cognitive decline, this finding may advance personalized medicine and participant-specific end points in clinical trials.

Indexed as

Alzheimer DiseaseBraintau ProteinsAgedAged, 80 and overCross-Sectional StudiesDisease ProgressionFemaleHumansLongitudinal StudiesMagnetic Resonance ImagingMaleMiddle AgedPositron-Emission Tomographytau Proteinsatypical Alzheimer's diseaseconnectivityfMRIheterogeneityPETtau

Identifiers

PMID40810361
PMCPMC12588720

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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.