ArticleFrontiers in neurology2019
Subtypes of Alzheimer's Disease Display Distinct Network Abnormalities Extending Beyond Their Pattern of Brain Atrophy.
Article in Frontiers in neurology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers, 1 of them a synthesis that pooled it.
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Who cites it
42 citing papers in PubMed, 1 synthesis or guideline pooled it, 74 citations in OpenAlex.
- Pooled it
- The cholinergic system in subtypes of Alzheimer's disease: an in vivo longitudinal MRI study.Alzheimer's research & therapy · 2020Trial
- Bayesian modelling demonstrates clinically relevant heterogeneity in Tau PET patterns in Alzheimer's disease.European journal of nuclear medicine and molecular imaging · 2026Article
- Idiotypic-susceptible Alzheimer's disease: a clinically relevant, neurofibrillary tangle subtype.Acta neuropathologica · 2026Article
- The cognitive connectome in dementia with lewy bodies undergoes early alterations already at the mild cognitive impairment stage.Scientific reports · 2025Article
- Patients with dementia with Lewy bodies display a signature alteration of their cognitive connectome.Scientific reports · 2025Article
- The Ability of Electroencephalography Using Statistical Pattern Recognition to Predict Conversion from Subtypes of Mild Cognitive Impairment to Dementia: A 5-Year Follow-Up Study.Dementia and geriatric cognitive disorders · 2025Article
- Clinical outcome-guided deep temporal clustering for disease progression subtyping.Journal of biomedical informatics · 2024Article
- Navigating the Frontiers of Machine Learning in Neurodegenerative Disease Therapeutics.Pharmaceuticals (Basel, Switzerland) · 2024Review
- Automated Scoring of Alzheimer's Disease Atrophy Scale with Subtype Classification Using Deep Learning-Based T1-Weighted Magnetic Resonance Image Segmentation.Journal of Alzheimer's disease reports · 2024Article
- Disinhibition in dementia related to reduced morphometric similarity of cognitive control network.Brain communications · 2024Article
- The effect of chess on cognition: a graph theory study on cognitive data.Frontiers in psychology · 2024Article
- Disrupted single-subject gray matter networks are associated with cognitive decline and cortical atrophy in Alzheimer's disease.Frontiers in neuroscience · 2024Article
- Retrospective Evaluation of Neuropathologic Proxies of the Minimal Atrophy Subtype Compared With Corticolimbic Alzheimer Disease Subtypes.Neurology · 2023Article
- Insulin-like growth factor-2 is a promising candidate for the treatment and prevention of Alzheimer's disease.CNS neuroscience & therapeutics · 2023Review
- Visual deep learning of unprocessed neuroimaging characterises dementia subtypes and generalises across non-stereotypic samples.EBioMedicine · 2023Article
- MRI data-driven clustering reveals different subtypes of Dementia with Lewy bodies.NPJ Parkinson's disease · 2023Article
- Seven Tesla MRI in Alzheimer's disease research: State of the art and future directions: A narrative review.AIMS neuroscience · 2023Review
- A deep learning framework for identifying Alzheimer's disease using fMRI-based brain network.Frontiers in neuroscience · 2023Article
- Semantic intrusion errors as a function of age, amyloid, and volumetric loss: a confirmatory path analysis.International psychogeriatrics · 2022Article
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Authors and funding
4 authors at 3 institutions in 2 countries.
Funding
Abstract
Different subtypes of Alzheimer's disease (AD) with characteristic distributions of neurofibrillary tangles and corresponding brain atrophy patterns have been identified using structural magnetic resonance imaging (MRI). However, the underlying biological mechanisms that determine this differential expression of neurofibrillary tangles are still unknown. Here, we applied graph theoretical analysis to structural MRI data to test the hypothesis that differential network disruption is at the basis of the emergence of these AD subtypes. We studied a total of 175 AD patients and 81 controls. Subtyping was done using the Scheltens' scale for medial temporal lobe atrophy, the Koedam's scale for posterior atrophy, and the Pasquier's global cortical atrophy scale for frontal atrophy. A total of 89 AD patients showed a brain atrophy pattern consistent with typical AD; 30 patients showed a limbic-predominant pattern; 29 patients showed a hippocampal-sparing pattern; and 27 showed minimal atrophy. We built brain structural networks from 68 cortical regions and 14 subcortical gray matter structures for each AD subtype and for the controls, and we compared between-group measures of integration, segregation, and modular organization. At the global level, modularity was increased and differential modular reorganization was detected in the four subtypes. We also found a decrease of transitivity in the typical and hippocampal-sparing subtypes, as well as an increase of average local efficiency in the minimal atrophy and hippocampal-sparing subtypes. We conclude that the AD subtypes have a distinct signature of network disruption associated with their atrophy patterns and further extending to other brain regions, presumably reflecting the differential spread of neurofibrillary tangles. We discuss the hypothetical emergence of these subtypes and possible clinical implications.
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