Evidence map›Paper›PMID 39915859›Full record

ArticleAlzheimer's research & therapy2025

Heterogeneous clinical phenotypes of sporadic early-onset Alzheimer's disease: a neuropsychological data-driven approach.

Deepti Putcha, Yuta Katsumi, Alexandra Touroutoglou, Ani Eloyan, Alexander Taurone, Maryanne Thangarajah, Paul Aisen, Jeffrey L Dage, Tatiana Foroud, Clifford R Jack and 30 more

Abstract read
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Article in Alzheimer's research & therapy, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing 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.

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3 · Its place in the literature

Who cites it

11 citing papers in PubMed.

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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

40 authors.

Deepti PutchaFrontotemporal Disorders Unit and Massachusetts Alzheimer's Disease Research Center, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, 149 13th St, Charlestown, Boston, MA, 02129, USA. dputcha@mgh.harvard.edu.
Yuta KatsumiFrontotemporal Disorders Unit and Massachusetts Alzheimer's Disease Research Center, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, 149 13th St, Charlestown, Boston, MA, 02129, USA.
Alexandra TouroutoglouFrontotemporal Disorders Unit and Massachusetts Alzheimer's Disease Research Center, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, 149 13th St, Charlestown, Boston, MA, 02129, USA.
Ani EloyanDepartment of Biostatistics, Center for Statistical Sciences, Brown University, Providence, RI, 02912, USA.
Alexander TauroneDepartment of Biostatistics, Center for Statistical Sciences, Brown University, Providence, RI, 02912, USA.
Maryanne ThangarajahDepartment of Biostatistics, Center for Statistical Sciences, Brown University, Providence, RI, 02912, USA.
Paul AisenAlzheimer's Therapeutic Research Institute, University of Southern California, San Diego, 92093, USA.
Jeffrey L DageDepartment of Neurology, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.
Tatiana ForoudDepartment of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.
Clifford R JackDepartment of Radiology, Mayo Clinic, Rochester, MN, 55902, USA.
Joel H KramerDepartment of Neurology, University of CA - San Francisco, San Francisco, CA, 94143, USA.
Kelly N H NudelmanDepartment of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.
Rema RamanAlzheimer's Therapeutic Research Institute, University of Southern California, San Diego, 92093, USA.
Prashanthi VemuriDepartment of Radiology, Mayo Clinic, Rochester, MN, 55902, USA.
Alireza AtriBanner Sun Health Research Institute, Sun City, AZ, 85351, USA.
Gregory S DayDepartment of Neurology, Mayo Clinic in Florida, Jacksonville, FL, 32224, USA.
Ranjan DuaraWien Center for Alzheimer's Disease and Memory Disorders, Mount Sinai Medical Center, Miami, FL, 33140, USA.
Neill R Graff-RadfordDepartment of Neurology, Mayo Clinic in Florida, Jacksonville, FL, 32224, USA.
Ian M GrantDepartment of Psychiatry and Behavioral Sciences, Mesulam Center for Cognitive Neurology and Alzheimer's Disease, Feinberg School of Medicine, Northwestern University, Chicago, IL, 60611, USA.
Lawrence S HonigTaub Institute and Department of Neurology, Columbia University Irving Medical Center, New York, NY, 10032, USA.
Erik C B JohnsonDepartment of Neurology, Emory University School of Medicine, Atlanta, GA, 30322, USA.
David T JonesDepartment of Radiology, Mayo Clinic, Rochester, MN, 55902, USA.
Joseph C MasdeuNantz National Alzheimer Center, Houston Methodist and Weill Cornell Medicine, Houston, TX, 77030, USA.
Mario F MendezDepartment of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA, 90095, USA.
Erik MusiekDepartment of Neurology, Washington University in St. Louis, St. Louis, MO, 63130, USA.
Chiadi U OnyikeDepartment of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, 21218, USA.
Meghan RiddleDepartment of Neurology, Alpert Medical School, Brown University, Providence, RI, 02912, USA.
Emily RogalskiDepartment of Neurology, University of Chicago, Chicago, IL, 60615, USA.
Stephen SallowayDepartment of Neurology, Alpert Medical School, Brown University, Providence, RI, 02912, USA.
Sharon ShaDepartment of Neurology & Neurological Sciences, Stanford University, Palo Alto, CA, 94305, USA.
R Scott TurnerDepartment of Neurology, Georgetown University, Washington, DC, 20057, USA.
Thomas S WingoDepartment of Neurology and Human Genetics, Emory University School of Medicine, Atlanta, GA, 30322, USA.
David A WolkDepartment of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
Kyle WomackDepartment of Neurology, Washington University in St. Louis, St. Louis, MO, 63130, USA.
Maria C CarrilloMedical & Scientific Relations Division, Alzheimer's Association, Chicago, IL, 60631, USA.
Gil D RabinoviciDepartment of Neurology, University of CA - San Francisco, San Francisco, CA, 94143, USA.
Bradford C DickersonFrontotemporal Disorders Unit and Massachusetts Alzheimer's Disease Research Center, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, 149 13th St, Charlestown, Boston, MA, 02129, USA.
Liana G Apostolova *Department of Neurology, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.
Dustin B Hammers *Department of Neurology, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.
LEADS Consortium

Funding

National Centralized Repository for Alzheimer's Disease and Related Dementias (NCRAD)U24AG021886 · NIA · INDIANA UNIV-PURDUE UNIV AT INDIANAPOLIS · PI TATIANA M. FOROUD · 2002 to 2026
$119.8M
Early Onset AD Consortium - the LEAD Study (LEADS)U01AG057195 · NIA · INDIANA UNIVERSITY INDIANAPOLIS · PI APOSTOLOVA, LIANA G, CARRILLO, MARIA C · 2018 to 2023
$70.3M
Research Education ComponentP30AG010133 · NIA · INDIANA UNIV-PURDUE UNIV AT INDIANAPOLIS · PI GHETTI, BERNARDINO FRANCESCO · 1991 to 2020
$37.3M
Research Education ComponentP30AG062421 · NIA · MASSACHUSETTS GENERAL HOSPITAL · PI STEVEN E ARNOLD · 2019 to 2026
$36.5M
Research Education Core FP30AG072977 · NIA · NORTHWESTERN UNIVERSITY AT CHICAGO · PI SANDRA WEINTRAUB · 2021 to 2026
$26.3M
UC Davis Alzheimer's Disease Research CenterP30AG072972 · NIA · UNIVERSITY OF CALIFORNIA AT DAVIS · PI Charles DeCarli, Rachel A Whitmer · 2021 to 2026
$25.2M
Research Education ComponentP30AG072980 · NIA · BANNER HEALTH · PI Nicholas Ashton · 2021 to 2026
$24.9M
Research Education ComponentP30AG072979 · NIA · UNIVERSITY OF PENNSYLVANIA · PI DAVID A WOLK · 2021 to 2026
$24.8M
Research Education ComponentP30AG072976 · NIA · INDIANA UNIVERSITY INDIANAPOLIS · PI ANDREW J SAYKIN · 2021 to 2026
$24.1M
Investigating regional and cellular vulnerabilities to tau pathology in young-onset Alzheimer's diseaseR01AG075802 · NIA · MAYO CLINIC JACKSONVILLE · PI BERNARDINO Francesco GHETTI, Lea Tenenholz Grinberg · 2022 to 2026
$15.5M
Clinical Features and Neuropathological Basis of Sleep Wake Behavior in Alzheimer's and PSPR01AG060477 · NIA · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Lea Tenenholz Grinberg, Thomas C Neylan · 2019 to 2026
$8.2M
Early Onset Alzheimer's Disease ConsortiumR56AG057195 · NIA · INDIANA UNIVERSITY INDIANAPOLIS · PI APOSTOLOVA, LIANA G, CARRILLO, MARIA C · 2017 to 2017
$7.7M
NIA NIH HHS K23 AG065450NIA NIH HHS P30 AG010133NIA NIH HHS P30 AG062421NIA NIH HHS P30 AG072972NIA NIH HHS P30 AG072976NIA NIH HHS P30 AG072977NIA NIH HHS P30 AG072979NIA NIH HHS P30 AG072980NIA NIH HHS R01 AG060477NIA NIH HHS R01 AG075802NIA NIH HHS R56 AG057195NIA NIH HHS U01 AG057195NIA NIH HHS U24 AG021886NIH HHS K23 AG065450NIH HHS U01AG6057195
6 · The paper itself

Abstract

backgroundThe clinical presentations of early-onset Alzheimer's disease (EOAD) and late-onset Alzheimer's disease are distinct, with EOAD having a more aggressive disease course with greater heterogeneity. Recent publications from the Longitudinal Early-Onset Alzheimer's Disease Study (LEADS) described EOAD as predominantly amnestic, though this phenotypic description was based solely on clinical judgment. To better understand the phenotypic range of EOAD presentation, we applied a neuropsychological data-driven method to subtype the LEADS cohort.

methodsNeuropsychological test performance from 169 amyloid-positive EOAD participants were analyzed. Education-corrected normative comparisons were made using a sample of 98 cognitively normal participants. Comparing the relative levels of impairment between each cognitive domain, we applied a cut-off of 1 SD below all other domain scores to indicate a phenotype of "predominant" impairment in a given cognitive domain. Individuals were otherwise considered to have multidomain impairment. Whole-cortex general linear modeling of cortical atrophy was applied as an MRI-based validation of these distinct clinical phenotypes.

resultsWe identified 6 phenotypic subtypes of EOAD: Dysexecutive Predominant (22% of sample), Amnestic Predominant (11%), Language Predominant (11%), Visuospatial Predominant (15%), Mixed Amnestic/Dysexecutive Predominant (11%), and Multidomain (30%). These phenotypes did not differ by age, sex, or years of education. The APOE ɛ4 genotype was enriched in the Amnestic Predominant group, who were also rated as least impaired. Cortical thickness analysis validated these clinical phenotypes with dissociations in atrophy patterns observed between the Dysexecutive and Amnestic Predominant groups. In contrast to the heterogeneity observed from our neuropsychological data-driven approach, diagnostic classifications for this same sample based solely on clinical judgment indicated that 82% of individuals were amnestic-predominant, 9% were non-amnestic, 4% met criteria for Posterior Cortical Atrophy, and 5% met criteria for Primary Progressive Aphasia.

conclusionA neuropsychological data-driven method to phenotype EOAD individuals uncovered a more detailed understanding of the presenting heterogeneity in this atypical AD sample compared to clinical judgment alone. Clinicians and patients may over-report memory dysfunction at the expense of non-memory symptoms. These findings have important implications for diagnostic accuracy and treatment considerations.

Indexed as

Alzheimer DiseaseAgedAge of OnsetAtrophyFemaleHumansLongitudinal StudiesMagnetic Resonance ImagingMaleMiddle AgedNeuropsychological TestsPhenotypeAlzheimer’s diseaseClinicalCognitionEarly-onsetNeuropsychologyPhenotypesVariants

Identifiers

PMID39915859
PMCPMC11800584

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