ArticleJournal of Alzheimer's disease : JAD2019
Disentangling Heterogeneity in Alzheimer's Disease: Two Empirically-Derived Subtypes.
Article in Journal of Alzheimer's disease : JAD, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
What it found
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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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Who cites it
9 citing papers in PubMed.
- Beyond Targeted Gene Panels: Whole-Exome Sequencing as a Strategic Platform for Precision Therapeutics in Alzheimer's Disease.Life (Basel, Switzerland) · 2026Review
- Cognitive heterogeneity in mild cognitive impairment due to Alzheimer's disease pathology.Neural regeneration research · 2026Article
- Precision neurocognition: An emerging diagnostic paradigm leveraging digital cognitive assessment technology.Journal of Alzheimer's disease : JAD · 2025Review
- Cognitive Heterogeneity and Risk of Progression in Data-Driven Subtle Cognitive Decline Phenotypes.Journal of Alzheimer's disease : JAD · 2022Article
- Heterogeneity in Alzheimer's Disease Diagnosis and Progression Rates: Implications for Therapeutic Trials.Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics · 2022Review
- Alzheimer's Disease: Key Insights from Two Decades of Clinical Trial Failures.Journal of Alzheimer's disease : JAD · 2022Review
- Diagnosing Mild Cognitive Impairment Among Racially Diverse Older Adults: Comparison of Consensus, Actuarial, and Statistical Methods.Journal of Alzheimer's disease : JAD · 2022Article
- A deep learning approach for monitoring parietal-dominant Alzheimer's disease in World Trade Center responders at midlife.Brain communications · 2021Article
- Distilling Heterogeneity of Mild Cognitive Impairment in the National Alzheimer Coordinating Center Database Using Latent Profile Analysis.JAMA network open · 2020Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
backgroundClinical-pathological Alzheimer's disease (AD) subtypes may help distill heterogeneity in patient presentation. To date, no studies have utilized neuropsychological and biological markers to identify preclinical subtypes with longitudinal stability.
objectiveThe objective of this study was to empirically derive AD endophenotypes using a combination of cognitive and biological markers.
methodsHierarchical cluster analysis grouped dementia-free older adults using memory, executive and language abilities, and cerebrospinal fluid amyloid-β and phosphorylated tau. Brain volume differences, neuropsychological trajectory, and progression to dementia were compared, controlling for age, gender, education, and apolipoprotein E4 (ApoE4).
resultsSubgroups included asymptomatic-normal (n = 653) with unimpaired cognition and subthreshold biomarkers, typical AD (TAD; n = 191) showing marked memory decline, high ApoE4 rates and abnormal biomarkers, and atypical AD (AAD; n = 132) with widespread cognitive decline, intermediate biomarker levels, older age, less education and more white matter lesions. Cognitive profiles showed longitudinal stability with corresponding patterns of cortical atrophy, despite nearly identical rates of progression to AD dementia.
conclusionTwo clinical-pathological AD subtypes are identified with potential implications for preventative efforts.
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