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
2.Cortical thickness and cognitive impairment in patients with amyotrophic lateral sclerosis.
Shan YE ; Ping Ping JIN ; Nan ZHANG ; Hai Bo WU ; Lin SHI ; Qiong ZHAO ; Kun YANG ; Hui Shu YUAN ; Dong Sheng FAN
Journal of Peking University(Health Sciences) 2022;54(6):1158-1162
OBJECTIVE:
Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease with high morbidity and mortality. There are about 5%-15% of ALS patients combining with frontotemporal lobe degeneration (FTLD) at the same time and 50% of patients combing with cognitive function changes. The analysis of cortical thickness based on MRI is an important imaging method to evaluate brain structure. The aim of the study was to explore the changes of brain structure in ALS patients by cortical thickness analysis, and to explore the correlation between the brain structure and cognitive function.
METHODS:
In the study, 18 ALS patients treated in Department of Neurology, Peking University Third Hospital and 18 normal controls (age, gender and education level matched) were included. 3D magnetization prepared rapid gradient echo imaging (MPRAGE) sequence MRI was performed and the cortical thickness was analyzed. At the same time, all the ALS patients took neuropsychology assessments, including: mini-mental state examination (MMSE), verbal fluency test (VFT), Stroop color word test (SCWT), prospective memory (PM), emotional picture perception and recognition, and faux pas story test.
RESULTS:
After cognitive assessment, two ALS patients had cognitive impairment. One was in accordance with ALS-frontotemporal dementia (FTD) diagnosis and the other one was in accordance with ALS cognitive impairment (ALSci) diagnosis. In all the 18 ALS patients and 18 normal controls, the cortical thickness of the left medial orbitofrontal lobe and the medial temporal lobe were significantly reduced (P < 0.05) in ALS group by the vertex-wise comparison. Cortical thickness of the left entorhinal cortex, the left inferior temporal gyrus, the left medial orbitofrontal lobe and the left insular lobe was significantly reduced (P < 0.05) by the region-wise comparison. However, when only concluded the 16 ALS non-cognitive impairment patients, there was no significant difference between the two groups (P>0.05). There were correlations between the scores of prospective memory, emotional picture perception and recognition, faux pas story test and the cortical thickness of their corresponding regions (P < 0.05).
CONCLUSION
The cortical thickness of ALS patients are correlated with neuropsychological scores which may reflect the changes of cortical structure corresponding to the cognitive assessment, and may provide help for the early diagnosis of cognitive changes in ALS patients.
Humans
;
Amyotrophic Lateral Sclerosis/diagnostic imaging*
;
Neurodegenerative Diseases
;
Frontotemporal Dementia/psychology*
;
Neuropsychological Tests
;
Cognitive Dysfunction/etiology*
;
Magnetic Resonance Imaging/methods*
3.Current Clinical Applications of Diffusion-Tensor Imaging in Neurological Disorders.
Woo Suk TAE ; Byung Joo HAM ; Sung Bom PYUN ; Shin Hyuk KANG ; Byung Jo KIM
Journal of Clinical Neurology 2018;14(2):129-140
Diffusion-tensor imaging (DTI) is a noninvasive medical imaging tool used to investigate the structure of white matter. The signal contrast in DTI is generated by differences in the Brownian motion of the water molecules in brain tissue. Postprocessed DTI scalars can be used to evaluate changes in the brain tissue caused by disease, disease progression, and treatment responses, which has led to an enormous amount of interest in DTI in clinical research. This review article provides insights into DTI scalars and the biological background of DTI as a relatively new neuroimaging modality. Further, it summarizes the clinical role of DTI in various disease processes such as amyotrophic lateral sclerosis, multiple sclerosis, Parkinson's disease, Alzheimer's dementia, epilepsy, ischemic stroke, stroke with motor or language impairment, traumatic brain injury, spinal cord injury, and depression. Valuable DTI postprocessing tools for clinical research are also introduced.
Amyotrophic Lateral Sclerosis
;
Brain
;
Brain Injuries
;
Dementia
;
Depression
;
Diagnostic Imaging
;
Disease Progression
;
Epilepsy
;
Multiple Sclerosis
;
Nervous System Diseases*
;
Neuroimaging
;
Parkinson Disease
;
Spinal Cord Injuries
;
Stroke
;
Water
;
White Matter
4.Clinics in diagnostic imaging (193). Sporadic Creutzfeldt-Jakob disease (sCJD).
Jun Si Yuan LI ; Kheng Choon LIM ; Winston Eng Hoe LIM ; Robert Chun CHEN
Singapore medical journal 2018;59(12):634-641
A 68-year-old man presented with a three-week history of rapidly progressive dementia, gait ataxia and myoclonus. Subsequent electroencephalography showed periodic sharp wave complexes, and cerebrospinal fluid assay revealed the presence of a 14-3-3 protein. A probable diagnosis of sporadic Creutzfeldt-Jakob disease was made, which was further supported by magnetic resonance (MR) imaging of the brain showing asymmetric signal abnormality in the cerebral cortices and basal ganglia. The aetiology, clinical features, diagnostic criteria, various MR imaging patterns and radiologic differential diagnosis of sporadic Creutzfeldt-Jakob disease are discussed in this article.
Aged
;
Brain
;
pathology
;
Cerebral Cortex
;
Cerebrospinal Fluid
;
metabolism
;
Creutzfeldt-Jakob Syndrome
;
diagnostic imaging
;
Dementia
;
physiopathology
;
Diagnosis, Differential
;
Diffusion Magnetic Resonance Imaging
;
Electroencephalography
;
Humans
;
Hypoxia-Ischemia, Brain
;
diagnostic imaging
;
Male
;
Prion Diseases
;
physiopathology
5.A Comparison of Apolipoprotein E Polymorphism in Alzheimer's Disease and Subcortical Vascular Dementia in Koreans.
Dementia and Neurocognitive Disorders 2015;14(2):70-75
BACKGROUND AND PURPOSE: The apolipoprotein E (Apo E) epsilon4 allele is known to be a risk factor for Alzheimer's disease (AD). However, there are debates about the relationship between Apo E epsilon4 frequency and subcortical vascular dementia (SVaD). We compared the frequency of the Apo E epsilon4 allele in AD and SVaD in Koreans. METHODS: The study was comprised of 400 subjects who visited the Dementia Clinic at Daegu Catholic University from July 2007 to December 2011. Neuropsychological tests, a brain MRI, and blood laboratory tests were performed on all subjects. Two hundred and ninety subjects were AD, 32 subjects were SVaD and 78 subjects were normal. The diagnosis for SVaD was based on the Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition (DSM-IV) and Erkinjuntti criteria, and the diagnosis for AD was based on the DSM-IV and National Institute of Neurological and Communicative Disorders and Stroke and Alzheimer's disease and Related Disorders Association criteria. Apo E polymorphism was genotyped in all subjects. RESULTS: The Apo E epsilon4 allele frequency was 17.4% in AD, 10.9% in SVaD and 8.3% in the normal group (p=0.03). The odds ratio (OR) after age adjustment for AD conferred to the Apo E epsilon4 was 2.04 (p=0.04). But, the OR for SVaD conferred to the Apo E epsilon4 allele was 1.34 (p=0.62), indicating that the Apo E epsilon4 allele does not significantly confer the risk of SVaD. CONCLUSIONS: Apo E epsilon4 is a reliable predictor of AD but has modest efficacy for predicting SVaD in Koreans.
Alleles
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Alzheimer Disease*
;
Apolipoproteins E
;
Apolipoproteins*
;
Brain
;
Communication Disorders
;
Daegu
;
Dementia
;
Dementia, Vascular*
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Diagnosis
;
Diagnostic and Statistical Manual of Mental Disorders
;
Gene Frequency
;
Magnetic Resonance Imaging
;
Neuropsychological Tests
;
Odds Ratio
;
Risk Factors
;
Stroke
6.Comparative study of the specificities of needling acupoints DU20, DU26 and HT7 in intervening vascular dementia in different areas in the brain on the basis of scale assessment and cerebral functional imaging.
Yong HUANG ; Xin-sheng LAI ; An-wu TANG
Chinese journal of integrative medicine 2007;13(2):103-108
OBJECTIVEUsing methods of clinical scale assessment and cerebral functional imaging to compare the relative specificity of needling acupoints Baihui (DU20), Shuigou (DU26) and Shenmen (HT7) in intervening vascular dementia (VD) in different areas in the brain.
METHODSFifty patients with VD were randomized into 5 groups. Needling on conventionally used acupoints of hand and foot three Yang-meridians aiming at hemiplegia was applied to the patients in Group A, and needling on DU20 to Group B, on DU26 to Group C, on HT7 to Group D and on all the three to Group E was applied additionally. Assessments of Mini Mental State Examination (MMSE), Activities of Daily Living (ADL) and Family Attitude Questionnaire (FAQ) were made. And the positron emission computerized tomography (PET) and single photon emission computerized tomography (SPECT) examinations were conducted in 5 selected patients from each group before and after treatment.
RESULTSNeedling on conventional acupoints plus DU20 could effect the inner temporal system, thalamencephalon system and prefrontal cortical system to improve memory and executive capacity of VD patients; conventional acupoints plus DU26 could effect more to the prefrontal cortical system to obviously elevate the executive capacity; that plus HT7 would reveal an effect similar to but rather weaker than plus DU20, and effect more to memory; and that plus all the three simultaneously could effect rather roundly multiple aspects of the nervous system related to intellectual activities, to elevate the recognition and enhance the executive capacity.
CONCLUSIONNeedling on various acupoints like DU20, DU26 and HT7 have effects on different brain areas.
Activities of Daily Living ; Acupuncture Points ; Acupuncture Therapy ; methods ; Aged ; Brain ; diagnostic imaging ; physiopathology ; Cerebrovascular Circulation ; Dementia, Vascular ; physiopathology ; therapy ; Female ; Glucose ; metabolism ; Humans ; Male ; Middle Aged ; Radionuclide Imaging
7.Evaluation of dementia: the case for neuroimaging all mild to moderate cases.
Yih-Yiow SITOH ; Kala KANAGASABAI ; Yih-Yian SITOH ; Arul EARNEST ; Suresh SAHADEVAN
Annals of the Academy of Medicine, Singapore 2006;35(6):383-389
INTRODUCTIONThe aim of this study was to assess the usefulness of 4 clinical prediction rules, the neuroimaging guidelines from the Canadian Consensus Conference on Dementia (CCCAD) and the modified Hachinski's Ischaemic Score (HIS) in identifying patients with suspected dementia who will benefit from neuroimaging.
MATERIALS AND METHODSTwo hundred and ten consecutive patients were referred to the memory clinic in a geriatric unit for the evaluation of possible dementia. Sensitivity, specificity and likelihood ratios (LR) were calculated for each of the prediction rules and the CCCAD guidelines, in terms of their ability to identify patients with significant lesions [defined firstly as space-occupying lesions (SOL) alone and secondly as SOL or strokes] on neuroimaging. Similar analyses were applied for the HIS in the detection of strokes.
RESULTSWhen considering SOL alone, sensitivities ranged from 28.6% to 100% and specificities ranged from 21.7% to 88.4%. However, when strokes were included in the definition of significant lesions, sensitivities ranged from 16.2% to 79.0% and specificities ranged from 20.9% to 92.4%. The modified HIS had a similarly poor sensitivity and specificity (43.3% and 78.9% respectively). The LR for the clinical decision tools did not support the use of any particular instrument.
CONCLUSIONSClinical decision tools do not give satisfactory guidance for determining the need for neuroimaging patients with suspected dementia, when the detection of strokes, in addition to SOL, is regarded as important. We recommend therefore that neuroimaging be considered for all patients with suspected mild or moderate dementia in whom the potential benefits of any treatment outweigh the potential risks.
Aged ; Dementia ; diagnostic imaging ; Female ; Humans ; Male ; Predictive Value of Tests ; Sensitivity and Specificity ; Severity of Illness Index ; Tomography, X-Ray Computed
8.Survey of Neuroimaging and Biological Screening Tests for Early Detection of Dementia.
Kang Joon LEE ; Dong Woo LEE ; Seung Ho RYU ; Eun Joo HAN ; Han Yong JUNG
Journal of Korean Geriatric Psychiatry 2006;10(1):41-47
OBJECTIVES: The importance of obtaining an accurate and early diagnosis for dementia is now becoming recognized. Neuroimaging, hematologic tests, CSF and genetic markers to identify dementia have been sought for many years, with many candidates proposal. Several diagnostic tests now show utility in identifying patients with dementia. This study was performed to verify the guidelines on diagnostic evaluation of dementia in Korea. METHODS: The subjects in this study were 52 psychiatrists, neurologists, and family physicians who were members of the Korean Geriatrics Society, the Korean society of gerontology, the Korean gerontological society, and Korean Association for Geriatric psychiatry and in charge of demented elderly people. The questionnaire segment consists of neuroimaging, hematologic, CSF and genetic tests to evaluate of patients with dementia. RESULTS: A number of laboratory tests (including complete blood count with ESR, glucose, electrolyte, calcium, kidney and liver function test, thyroid function tests, vitamin B12 level, syphilis serology) and structural neuroimaging with either CT or MRI scan are recommanded as routine initial evaluation of patients with dementia. CSF and genetic tests is not recommended for routine use in the diagnostic evaluation of dementia. CONCLUSION: This survey supports the necessity of a hematologic and neuroimaging tests under most circumstances at the time of the initial dementia assessment. Further research is needed to improve the validity of clinical diagnosis of dementia, as well as determine the utility of various instruments of neuroimaging, biological testing in increasing diagnostic accuracy.
Aged
;
Blood Cell Count
;
Calcium
;
Dementia*
;
Diagnosis
;
Diagnostic Tests, Routine
;
Early Diagnosis
;
Genetic Markers
;
Geriatric Psychiatry
;
Geriatrics
;
Glucose
;
Hematologic Tests
;
Humans
;
Kidney
;
Korea
;
Liver Function Tests
;
Magnetic Resonance Imaging
;
Mass Screening*
;
Neuroimaging*
;
Physicians, Family
;
Psychiatry
;
Surveys and Questionnaires
;
Syphilis
;
Thyroid Function Tests
;
Vitamin B 12
9.Observation on efficacy of CT positioning scalp circum-needling combined with Chinese herbal medicine in treating poly-infarctional vascular dementia.
Xin LUN ; Li RONG ; Wen-hui YANG
Chinese Journal of Integrated Traditional and Western Medicine 2003;23(6):423-425
OBJECTIVETo observe the short-term effect of patients with poly-infarctional vascular dementia (PIVD) treated by CT positioning scalp circum-needling (SCN) combined with Chinese herbal medicine.
METHODSEighty-nine patients of PIVD were enrolled and divided into the treated group (n = 57) and the control group (n = 32). They were all treated with oral taking of Fuyuan mixture (FYM, consisted of ginseng, medlar, salvia, bitter cardamon, etc). To the treated group, SCN was applied additionally with the unilateral area around the reflecting region (localized by CT) in scalp as main needling points and Ganshu, Shenshu, Zusanli, Hegu as supplementary points. Two courses of SCN were performed. The changes of clinical symptoms, intelligence and hemorrheological characteristics in patients were analysed.
RESULTSAfter two courses of treatment, the total effective rate in the treated group was 96.5%, which was better than that in the control group (75.0%), with significant difference (u = 2.423, P < 0.01); HDS scores increased in both groups after treatment, showing significant difference as compared with that before treatment (P < 0.01), hemorrheologic parameters were also apparently improved.
CONCLUSIONCT positioning SCN combined Chinese herbal medicine treatment has definite therapeutic effect in treating PIVD.
Acupuncture Therapy ; methods ; Aged ; Dementia, Multi-Infarct ; diagnostic imaging ; therapy ; Drugs, Chinese Herbal ; therapeutic use ; Electroacupuncture ; methods ; Female ; Humans ; Male ; Middle Aged ; Phytotherapy ; Scalp ; Tomography, X-Ray Computed

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