1.Automatic brain segmentation in cognitive impairment: Validation of AI-based AQUA software in the Southeast Asian BIOCIS cohort.
Ashwati VIPIN ; Rasyiqah BINTE SHAIK MOHAMED SALIM ; Regina Ey KIM ; Minho LEE ; Hye Weon KIM ; ZunHyan RIEU ; Nagaendran KANDIAH
Annals of the Academy of Medicine, Singapore 2025;54(8):467-475
INTRODUCTION:
Interpretation and analysis of magnetic resonance imaging (MRI) scans in clinical settings comprise time-consuming visual ratings and complex neuroimage processing that require trained professionals. To combat these challenges, artificial intelligence (AI) techniques can aid clinicians in interpreting brain MRI for accurate diagnosis of neurodegenerative diseases but they require extensive validation. Thus, the aim of this study was to validate the use of AI-based AQUA (Neurophet Inc., Seoul, Republic of Korea) segmentation software in a Southeast Asian community-based cohort with normal cognition, mild cognitive impairment (MCI) and dementia.
METHOD:
Study participants belonged to the community-based Biomarker and Cognition Study in Singapore. Participants aged between 30 and 95 years, having cognitive concerns, with no diagnosis of major psychiatric, neurological or systemic disorders who were recruited consecutively between April 2022 and July 2023 were included. Participants underwent neuropsychological assessments and structural MRI, and were classified as cognitively normal, with MCI or with dementia. MRI pre-processing using automated pipelines, along with human-based visual ratings, were compared against AI-based automated AQUA output. Default mode network grey matter (GM) volumes were compared between cognitively normal, MCI and dementia groups.
RESULTS:
A total of 90 participants (mean age at visit was 63.32±10.96 years) were included in the study (30 cognitively normal, 40 MCI and 20 dementia). Non-parametric Spearman correlation analysis indicated that AQUA-based and human-based visual ratings were correlated with total (ρ=0.66; P<0.0001), periventricular (ρ=0.50; P<0.0001) and deep (ρ=0.57; P<0.0001) white matter hyperintensities (WMH). Additionally, volumetric WMH obtained from AQUA and automated pipelines was also strongly correlated (ρ=0.84; P<0.0001) and these correlations remained after controlling for age at visit, sex and diagnosis. Linear regression analyses illustrated significantly different AQUA-derived default mode network GM volumes between cognitively normal, MCI and dementia groups. Dementia participants had significant atrophy in the posterior cingulate cortex compared to cognitively normal participants (P=0.021; 95% confidence interval [CI] -1.25 to -0.08) and in the hippocampus compared to cognitively normal (P=0.0049; 95% CI -1.05 to -0.16) and MCI participants (P=0.0036; 95% CI -1.02 to -0.17).
CONCLUSION
Our findings demonstrate high concordance between human-based visual ratings and AQUA-based ratings of WMH. Additionally, the AQUA GM segmentation pipeline showed good differentiation in key regions between cognitively normal, MCI and dementia participants. Based on these findings, the automated AQUA software could aid clinicians in examining MRI scans of patients with cognitive impairment.
Humans
;
Cognitive Dysfunction/pathology*
;
Magnetic Resonance Imaging/methods*
;
Male
;
Middle Aged
;
Female
;
Aged
;
Artificial Intelligence
;
Software
;
Dementia/diagnostic imaging*
;
Aged, 80 and over
;
Adult
;
Singapore
;
Neuropsychological Tests
;
Brain/pathology*
;
Cohort Studies
;
Gray Matter/pathology*
;
Southeast Asian People
3.Qualitative Comparison of Semantic Memory Impairment in Patients with Amnestic Mild Cognitive Impairment Based on β-Amyloid Status.
Ji Eun KIM ; So Hee PARK ; Yun Jeong HONG ; Jihye HWANG ; Noh Eul HAN ; Sun Mi LEE ; Jee Hoon ROH ; Jae Seung KIM ; Jae Hong LEE
Journal of Clinical Neurology 2019;15(1):27-37
BACKGROUND AND PURPOSE: Semantic memory remains more stable than episodic memory across the lifespan, which makes it potentially useful as a marker for distinguishing pathological aging from normal senescence. To obtain a better understanding of the transitional stage evolving into Alzheimer's dementia (AD), we focused on the amnestic mild cognitive impairment (aMCI) stage stratified based on β-amyloid (Aβ) pathology. METHODS: We analyzed the raw data from Korean version of the Boston Naming Test (K-BNT) and the Controlled Oral Word Association Test (COWAT). For K-BNT, the frequencies of six error types and accuracy rates were evaluated. For a qualitative assessment of the COWAT, we computed the number of switching, number of clusters, and mean cluster size. RESULTS: The data from 217 participants were analyzed (53 normal controls, 66 with Aβ− aMCI, 56 with Aβ+ aMCI, and 42 disease controls). There were fewer semantically related errors and more semantically unrelated errors on the K-BNT in Aβ+ aMCI than in Aβ− aMCI, without a gross difference in the z score. We also found that Aβ+ aMCI showed a more prominent deficit in the number of clusters in the semantic fluency task [especially for animal names (living items)] than Aβ− aMCI. CONCLUSIONS: In spite of similar clinical manifestations, Aβ+ aMCI was more similar to AD than Aβ− aMCI in terms of semantic memory disruption. Semantic memory may serve as an early indicator of brain Aβ pathology. Therefore, semantic memory dysfunction deserves more consideration in clinical practice. Longitudinal research with the follow-up data is needed.
Aging
;
Alzheimer Disease
;
Animals
;
Brain
;
Dementia
;
Follow-Up Studies
;
Humans
;
Memory*
;
Memory, Episodic
;
Mild Cognitive Impairment*
;
Pathology
;
Semantics*
;
Word Association Tests
4.Pathological Changes to the Subcortical Visual System and its Relationship to Visual Hallucinations in Dementia with Lewy Bodies.
Daniel ERSKINE ; John-Paul TAYLOR ; Alan THOMAS ; Daniel COLLERTON ; Ian MCKEITH ; Ahmad KHUNDAKAR ; Johannes ATTEMS ; Christopher MORRIS
Neuroscience Bulletin 2019;35(2):295-300
Dementia
;
pathology
;
Hallucinations
;
pathology
;
Humans
;
Lewy Body Disease
;
pathology
;
Nerve Net
;
pathology
5.Activation of the Brain to Postpone Dementia: A Concept Originating from Postmortem Human Brain Studies.
Qiong-Bin ZHU ; Ai-Min BAO ; Dick SWAAB
Neuroscience Bulletin 2019;35(2):253-266
Alzheimer's disease (AD) is characterized by decreased neuronal activity and atrophy, while hyperactivity of neurons seems to make them resistant to aging and neurodegeneration, a phenomenon which we have paraphrased as 'use it or lose it'. Our hypothesis proposes that (1) during their functioning, neurons are damaged; (2) accumulation of damage that is not repaired is the basis of aging; (3) the vulnerability to AD is determined by the genetic background and the balance between the amount of damage and the efficiency of repair, and (4) by stimulating the brain, repair mechanisms are stimulated and cognitive reserve is increased, resulting in a decreased rate of aging and risk for AD. Environmental stimulating factors such as bilingualism/multilingualism, education, occupation, musical experience, physical exercise, and leisure activities have been reported to reduce the risk of dementia and decrease the rate of cognitive decline, although methodological problems are present.
Animals
;
Brain
;
pathology
;
physiopathology
;
Dementia
;
genetics
;
pathology
;
physiopathology
;
prevention & control
;
Humans
;
Models, Neurological
7.Effect of Ghrelin on Memory Impairment in a Rat Model of Vascular Dementia
Journal of Korean Academy of Nursing 2019;49(3):317-328
PURPOSE: The purpose of this study was to identify the effect of ghrelin on memory impairment in a rat model of vascular dementia induced by chronic cerebral hypoperfusion. METHODS: Randomized controlled groups and the posttest design were used. We established the representative animal model of vascular dementia caused by bilateral common carotid artery occlusion and administered 80 µg/kg ghrelin intraperitoneally for 4 weeks. First, behavioral studies were performed to evaluate spatial memory. Second, we used molecular biology techniques to determine whether ghrelin ameliorates the damage to the structure and function of the white matter and hippocampus, which are crucial to learning and memory. RESULTS: Ghrelin improved the spatial memory impairment in the Y-maze and Morris water maze test. In the white matter, demyelination and atrophy of the corpus callosum were significantly decreased in the ghrelin-treated group. In the hippocampus, ghrelin increased the length of hippocampal microvessels and reduced the microvessels pathology. Further, we confirmed angiogenesis enhancement through the fact that ghrelin treatment increased vascular endothelial growth factor (VEGF)-related protein levels, which are the most powerful mediators of angiogenesis in the hippocampus. CONCLUSION: We found that ghrelin affected the damaged myelin sheaths and microvessels by increasing angiogenesis, which then led to neuroprotection and improved memory function. We suggest that further studies continue to accumulate evidence of the effect of ghrelin. Further, we believe that the development of therapeutic interventions that increase ghrelin may contribute to memory improvement in patients with vascular dementia.
Animals
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Atrophy
;
Carotid Artery, Common
;
Corpus Callosum
;
Dementia
;
Dementia, Vascular
;
Demyelinating Diseases
;
Ghrelin
;
Hippocampus
;
Humans
;
Learning
;
Memory Disorders
;
Memory
;
Microvessels
;
Models, Animal
;
Molecular Biology
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Myelin Sheath
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Neuroprotection
;
Pathology
;
Rats
;
Spatial Memory
;
Vascular Endothelial Growth Factor A
;
Water
;
White Matter
8.Intermittent Fasting: a Promising Approach for Preventing Vascular Dementia
Journal of Lipid and Atherosclerosis 2019;8(1):1-7
Vascular dementia is the most common neuropsychiatric syndrome and is characterized by synaptic dysfunction, neuroinflammation, and cognitive dysfunction. Vascular dementia is associated with various environmental, genetic, and lifestyle risk factors. Recent research has focused on the association between vascular dementia and dietary patterns, suggesting that dietary regulation leads to better control of energy metabolism, improvements in brain insulin resistance, and the suppression of neuroinflammation. Intermittent fasting is a calorie-restriction method known to be more effective in promoting fat loss and regulating the impairment of glucose metabolism as compared with other dietary restriction regimens. Herein, the authors review the effects of intermittent fasting with regard to vascular dementia based on recent evidence and propose that intermittent fasting could be a therapeutic approach for ameliorating vascular dementia pathology and preventing its onset.
Brain
;
Cognition
;
Dementia, Vascular
;
Energy Metabolism
;
Fasting
;
Glucose
;
Insulin Resistance
;
Life Style
;
Metabolism
;
Methods
;
Pathology
;
Risk Factors
9.Diabetes-related Amylin Dyshomeostasis: a Contributing Factor to Cerebrovascular Pathology and Dementia
Journal of Lipid and Atherosclerosis 2019;8(2):144-151
Type 2 diabetes (T2D) increases the risk for cerebrovascular disease (CVD) and dementia. The underlying molecular mechanisms remain elusive, which hampers the development of treatment or/and effective prevention strategies. Recent studies suggest that dyshomeostasis of amylin, a satiety hormone that forms pancreatic amyloid in patients with T2D, promotes accumulation of amylin in cerebral small blood vessels and interaction with Alzheimer's disease (AD) pathology. Overexpression of human amylin in rodents (rodent amylin does not form amyloid) leads to late-life onset T2D and neurologic deficits. In this Review, we discuss clinical evidence of amylin pathology in CVD and AD and identify critical characteristics of animal models that could help to better understand molecular mechanisms underlying the increased risk of CVD and AD in patients with prediabetes or T2D.
Alzheimer Disease
;
Amyloid
;
Blood Vessels
;
Cerebrovascular Disorders
;
Dementia
;
Diabetes Complications
;
Diabetes Mellitus, Type 2
;
Humans
;
Islet Amyloid Polypeptide
;
Models, Animal
;
Neurologic Manifestations
;
Pathology
;
Prediabetic State
;
Rodentia
10.Modeling α-Synuclein Propagation with Preformed Fibril Injections
Hyun Kyung CHUNG ; Hoang Anh HO ; Dayana PÉREZ-ACUÑA ; Seung Jae LEE
Journal of Movement Disorders 2019;12(3):139-151
The aggregation of α-synuclein (α-syn) has been implicated in the pathogenesis of many neurodegenerative disorders, including Parkinson's disease (PD), dementia with Lewy bodies (DLB), and multiple system atrophy (MSA). Postmortem analyses of α-syn pathology, especially that of PD, have suggested that aggregates progressively spread from a few discrete locations to wider brain regions. The neuron-to-neuron propagation of α-syn has been suggested to be the underlying mechanism by which aggregates spread throughout the brain. Many cellular and animal models has been created to study cell-to-cell propagation. Recently, it has been shown that a single injection of preformed fibrils (PFFs) made of recombinant α-syn proteins into various tissues and organs of many different animal species results in widespread α-syn pathology in the central nervous system (CNS). These PFF models have been extensively used to study the mechanism by which aggregates spread throughout the brain. Here, we review what we have learned from PFF models, describe the nature of PFFs and the neuropathological features, neurophysiological characteristics, and behavioral outcomes of the models.
alpha-Synuclein
;
Animals
;
Brain
;
Central Nervous System
;
Dementia
;
Lewy Bodies
;
Models, Animal
;
Multiple System Atrophy
;
Neurodegenerative Diseases
;
Parkinson Disease
;
Pathology

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