ArticleFrontiers in human neuroscience2023
Fractal dimension of the cortical gray matter outweighs other brain MRI features as a predictor of transition to dementia in patients with mild cognitive impairment and leukoaraiosis.
Article in Frontiers in human neuroscience, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled it.
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Who cites it
10 citing papers in PubMed, 1 synthesis or guideline pooled it, 15 citations in OpenAlex.
- Machine learning applications in vascular neuroimaging for the diagnosis and prognosis of cognitive impairment and dementia: a systematic review and meta-analysis.Alzheimer's research & therapy · 2025Pooled it
- Imaging Biomarkers of Cognitive Impairment in Sarcopenia: A Narrative Review.International journal of general medicine · 2026Review
- Article
- Development and validation of a nomogram for identifying cognitive impairment in patients with leukoaraiosis.BMC neurology · 2025Article
- Fractal dimension as a predictive biomarker for tumor grade and cerebellar mutism syndrome in pediatric posterior fossa tumors.Quantitative imaging in medicine and surgery · 2025Article
- Unlocking the potential of radiomics in identifying fibrosing and inflammatory patterns in interstitial lung disease.La Radiologia medica · 2025Article
- Cortical changes in women with systemic lupus erythematosus with mild cognitive impairment: a voxel-based morphometry and surface-based morphometry study.Lupus science & medicine · 2025Article
- Neuroprotective Effect of Rosuvastatin Calcium Combined with Hyperbaric Oxygen Mediated p38MAPK Pathway in Rats with Leukoaraiosis.Cell biochemistry and biophysics · 2025Article
- Myelin basic protein and occludin may be the biomarkers to diagnose leukoaraiosis and cognitive dysfunction.Scientific reports · 2025Article
- Molecular architecture of the altered cortical complexity in autism.Molecular autism · 2025Article
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Authors and funding
10 authors at 5 institutions in 1 country.
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No grant is acknowledged in the PubMed record.
Abstract
Background: The relative contribution of changes in the cerebral white matter (WM) and cortical gray matter (GM) to the transition to dementia in patients with mild cognitive impairment (MCI) is not yet established. In this longitudinal study, we aimed to analyze MRI features that may predict the transition to dementia in patients with MCI and T Methods: Sixty-four participants with MCI and moderate to severe leukoaraiosis underwent baseline MRI examinations and annual neuropsychological testing over a 2 year period. The diagnosis of dementia was based on established criteria. We evaluated demographic, neuropsychological, and several MRI features at baseline as predictors of the clinical transition. The MRI features included visually assessed MRI features, such as the number of lacunes, microbleeds, and dilated perivascular spaces, and quantitative MRI features, such as volumes of the cortical GM, hippocampus, T Results: After 2 years, 18 (28.1%) participants had transitioned from MCI to dementia. The area under the receiving operator characteristic curve was 0.69 (0.53, 0.85) [mean (90% confidence interval)]. The cortical GM-FD emerged as the top-ranking predictive feature of transition. Furthermore, aggregated quantitative neuroimaging features outperformed visually assessed MRI features in predicting conversion to dementia. Discussion: Our findings confirm the complementary roles of cortical GM and WM changes as underlying factors in the development of dementia in subjects with MCI and leukoaraiosis. FD appears to be a biomarker potentially more sensitive than other brain features.
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