1.Quantifying Brain Atrophy Using a CSF-Focused Segmentation Approach
Kyoung Yoon LIM ; Seongbeom PARK ; Duk L. NA ; Sang Won SEO ; Min Young CHUN ; Kichang KWAK ;
Dementia and Neurocognitive Disorders 2025;24(2):115-125
Background:
and Purpose: Brain atrophy, characterized by sulcal widening and ventricular enlargement, is a hallmark of neurodegenerative diseases such as Alzheimer’s disease. Visual assessments are subjective and variable, while automated methods struggle with subtle intensity differences and standardization, highlighting limitations in both approaches. This study aimed to develop and evaluate a novel method focusing on cerebrospinal fluid (CSF) regions by assessing segmentation accuracy, detecting stage-specific atrophy patterns, and testing generalizability to unstandardized datasets.
Methods:
We utilized T1-weighted magnetic resonance imaging data from 3,315 participants from Samsung Medical Center and 1,439 participants from other hospitals. Segmentation accuracy was evaluated using the Dice similarity coefficient (DSC), and W-scores were calculated for each region of interest (ROI) to assess stage-specific atrophy patterns.
Results:
The segmentation demonstrated high accuracy, with average DSC values exceeding 0.9 for ventricular and hippocampal regions and above 0.8 for cortical regions. Significant differences in W-scores were observed across cognitive stages (cognitively unimpaired, mild cognitive impairment, dementia of Alzheimer’s type) for all ROIs (all, p<0.05). Similar trends were observed in the images from other hospitals, confirming the algorithm’s generalizability to datasets without prior standardization.
Conclusions
This study demonstrates the robustness and clinical applicability of a novel CSF-focused segmentation method for assessing brain atrophy. The method provides a scalable and objective framework for evaluating structural changes across cognitive stages and holds potential for broader application in neurodegenerative disease research and clinical practice.
2.Quantifying Brain Atrophy Using a CSF-Focused Segmentation Approach
Kyoung Yoon LIM ; Seongbeom PARK ; Duk L. NA ; Sang Won SEO ; Min Young CHUN ; Kichang KWAK ;
Dementia and Neurocognitive Disorders 2025;24(2):115-125
Background:
and Purpose: Brain atrophy, characterized by sulcal widening and ventricular enlargement, is a hallmark of neurodegenerative diseases such as Alzheimer’s disease. Visual assessments are subjective and variable, while automated methods struggle with subtle intensity differences and standardization, highlighting limitations in both approaches. This study aimed to develop and evaluate a novel method focusing on cerebrospinal fluid (CSF) regions by assessing segmentation accuracy, detecting stage-specific atrophy patterns, and testing generalizability to unstandardized datasets.
Methods:
We utilized T1-weighted magnetic resonance imaging data from 3,315 participants from Samsung Medical Center and 1,439 participants from other hospitals. Segmentation accuracy was evaluated using the Dice similarity coefficient (DSC), and W-scores were calculated for each region of interest (ROI) to assess stage-specific atrophy patterns.
Results:
The segmentation demonstrated high accuracy, with average DSC values exceeding 0.9 for ventricular and hippocampal regions and above 0.8 for cortical regions. Significant differences in W-scores were observed across cognitive stages (cognitively unimpaired, mild cognitive impairment, dementia of Alzheimer’s type) for all ROIs (all, p<0.05). Similar trends were observed in the images from other hospitals, confirming the algorithm’s generalizability to datasets without prior standardization.
Conclusions
This study demonstrates the robustness and clinical applicability of a novel CSF-focused segmentation method for assessing brain atrophy. The method provides a scalable and objective framework for evaluating structural changes across cognitive stages and holds potential for broader application in neurodegenerative disease research and clinical practice.
3.Quantifying Brain Atrophy Using a CSF-Focused Segmentation Approach
Kyoung Yoon LIM ; Seongbeom PARK ; Duk L. NA ; Sang Won SEO ; Min Young CHUN ; Kichang KWAK ;
Dementia and Neurocognitive Disorders 2025;24(2):115-125
Background:
and Purpose: Brain atrophy, characterized by sulcal widening and ventricular enlargement, is a hallmark of neurodegenerative diseases such as Alzheimer’s disease. Visual assessments are subjective and variable, while automated methods struggle with subtle intensity differences and standardization, highlighting limitations in both approaches. This study aimed to develop and evaluate a novel method focusing on cerebrospinal fluid (CSF) regions by assessing segmentation accuracy, detecting stage-specific atrophy patterns, and testing generalizability to unstandardized datasets.
Methods:
We utilized T1-weighted magnetic resonance imaging data from 3,315 participants from Samsung Medical Center and 1,439 participants from other hospitals. Segmentation accuracy was evaluated using the Dice similarity coefficient (DSC), and W-scores were calculated for each region of interest (ROI) to assess stage-specific atrophy patterns.
Results:
The segmentation demonstrated high accuracy, with average DSC values exceeding 0.9 for ventricular and hippocampal regions and above 0.8 for cortical regions. Significant differences in W-scores were observed across cognitive stages (cognitively unimpaired, mild cognitive impairment, dementia of Alzheimer’s type) for all ROIs (all, p<0.05). Similar trends were observed in the images from other hospitals, confirming the algorithm’s generalizability to datasets without prior standardization.
Conclusions
This study demonstrates the robustness and clinical applicability of a novel CSF-focused segmentation method for assessing brain atrophy. The method provides a scalable and objective framework for evaluating structural changes across cognitive stages and holds potential for broader application in neurodegenerative disease research and clinical practice.
4.Quantifying Brain Atrophy Using a CSF-Focused Segmentation Approach
Kyoung Yoon LIM ; Seongbeom PARK ; Duk L. NA ; Sang Won SEO ; Min Young CHUN ; Kichang KWAK ;
Dementia and Neurocognitive Disorders 2025;24(2):115-125
Background:
and Purpose: Brain atrophy, characterized by sulcal widening and ventricular enlargement, is a hallmark of neurodegenerative diseases such as Alzheimer’s disease. Visual assessments are subjective and variable, while automated methods struggle with subtle intensity differences and standardization, highlighting limitations in both approaches. This study aimed to develop and evaluate a novel method focusing on cerebrospinal fluid (CSF) regions by assessing segmentation accuracy, detecting stage-specific atrophy patterns, and testing generalizability to unstandardized datasets.
Methods:
We utilized T1-weighted magnetic resonance imaging data from 3,315 participants from Samsung Medical Center and 1,439 participants from other hospitals. Segmentation accuracy was evaluated using the Dice similarity coefficient (DSC), and W-scores were calculated for each region of interest (ROI) to assess stage-specific atrophy patterns.
Results:
The segmentation demonstrated high accuracy, with average DSC values exceeding 0.9 for ventricular and hippocampal regions and above 0.8 for cortical regions. Significant differences in W-scores were observed across cognitive stages (cognitively unimpaired, mild cognitive impairment, dementia of Alzheimer’s type) for all ROIs (all, p<0.05). Similar trends were observed in the images from other hospitals, confirming the algorithm’s generalizability to datasets without prior standardization.
Conclusions
This study demonstrates the robustness and clinical applicability of a novel CSF-focused segmentation method for assessing brain atrophy. The method provides a scalable and objective framework for evaluating structural changes across cognitive stages and holds potential for broader application in neurodegenerative disease research and clinical practice.
5.18F-THK5351 PET Positivity and Longitudinal Changes in Cognitive Function in β-Amyloid-Negative Amnestic Mild Cognitive Impairment
Min Young CHUN ; Jongmin LEE ; Jee Hyang JEONG ; Jee Hoon ROH ; Seung Jun OH ; Minyoung OH ; Jungsu S. OH ; Jae Seung KIM ; Seung Hwan MOON ; Sook-young WOO ; Young Ju KIM ; Yeong Sim CHOE ; Hee Jin KIM ; Duk L. NA ; Hyemin JANG ; Sang Won SEO
Yonsei Medical Journal 2022;63(3):259-264
Purpose:
Neuroinflammation is considered an important pathway associated with several diseases that result in cognitive decline. 18F-THK5351 positron emission tomography (PET) signals might indicate the presence of neuroinflammation, as well as Alzheimer’s disease-type tau aggregates. β-amyloid (Aβ)-negative (Aβ–) amnestic mild cognitive impairment (aMCI) may be associated with non-Alzheimer’s disease pathophysiology. Accordingly, we investigated associations between 18F-THK5351 PET positivity and cognitive decline among Aβ– aMCI patients.
Materials and Methods:
The present study included 25 amyloid PET negative aMCI patients who underwent a minimum of two follow-up neuropsychological evaluations, including clinical dementia rating-sum of boxes (CDR-SOB). The patients were classified into two groups: 18F-THK5351-positive and -negative groups. The present study used a linear mixed effects model to estimate the effects of 18F-THK5351 PET positivity on cognitive prognosis among Aβ– aMCI patients.
Results:
Among the 25 Aβ– aMCI patients, 10 (40.0%) were 18F-THK5351 positive. The patients in the 18F-THK5351-positive group were older than those in the 18F-THK5351-negative group (77.4±2.2 years vs. 70.0±5.5 years; p<0.001). There was no difference between the two groups with regard to the proportion of apolipoprotein E ε4 carriers. Interestingly, however, the CDR-SOB scores of the 18F-THK5351-positive group deteriorated at a faster rate than those of the 18F-THK5351-negative group (B=0.003, p=0.033).
Conclusion
The results of the present study suggest that increased 18F-THK5351 uptake might be a useful predictor of poor prognosis among Aβ– aMCI patients, which might be associated with increased neuroinflammation (ClinicalTrials.gov NCT02656498).
6.The Role of Neurologists in Pain Management – Based on the Survey Conducted by the Korean Neurological Association in 2020
Kyomin CHOI ; Ohyun KWON ; Sang Beom KIM ; Yang-Ki MINN ; Kee Duk PARK ; Bum Chun SUH ; Jong-Geun SEO ; Eunhee SOHN ; Gun Sei OH ; Jeeyoung OH ; Kwang Soo LEE ; Dong Kuck LEE ; Jong-pil JEONG ; Soo Jin CHO ; Soohyun CHO ; Young Su HAN ; In Soo JOO
Journal of the Korean Neurological Association 2021;39(3):165-171
Background:
Pain is one of the most common chief complaints in neurological field. Authors try to inform the current situation of pain medicine in neurological practice and present an effective method for pain-related education during neurology residency and for practicing neurologists.
Methods:
A survey was conducted from November 16 to November 27, 2020 for members of the Korean Neurological Association, and the results were analyzed.
Results:
About two-thirds of neurologists replied that more than 25% of their patients were suffered from diverse pain including headache, spine pain or neuropathic pain. Despite many patients are visiting to neurologist for pain treatment, most neurologists are aware that they have not received sufficient practical pain education in the past and present. Therefore, they want more educational opportunities in pain medicine including interventional pain management and physical and pharmacologic therapies for more effective treatment.
Conclusions
More follow-up studies on pain treatment and education should be conducted. It is also essential that the members of the society continue to interest and participate in the change of the pain education program.
7.The Role of Neurologists in Pain Management – Based on the Survey Conducted by the Korean Neurological Association in 2020
Kyomin CHOI ; Ohyun KWON ; Sang Beom KIM ; Yang-Ki MINN ; Kee Duk PARK ; Bum Chun SUH ; Jong-Geun SEO ; Eunhee SOHN ; Gun Sei OH ; Jeeyoung OH ; Kwang Soo LEE ; Dong Kuck LEE ; Jong-pil JEONG ; Soo Jin CHO ; Soohyun CHO ; Young Su HAN ; In Soo JOO
Journal of the Korean Neurological Association 2021;39(3):165-171
Background:
Pain is one of the most common chief complaints in neurological field. Authors try to inform the current situation of pain medicine in neurological practice and present an effective method for pain-related education during neurology residency and for practicing neurologists.
Methods:
A survey was conducted from November 16 to November 27, 2020 for members of the Korean Neurological Association, and the results were analyzed.
Results:
About two-thirds of neurologists replied that more than 25% of their patients were suffered from diverse pain including headache, spine pain or neuropathic pain. Despite many patients are visiting to neurologist for pain treatment, most neurologists are aware that they have not received sufficient practical pain education in the past and present. Therefore, they want more educational opportunities in pain medicine including interventional pain management and physical and pharmacologic therapies for more effective treatment.
Conclusions
More follow-up studies on pain treatment and education should be conducted. It is also essential that the members of the society continue to interest and participate in the change of the pain education program.
8.Four-Week, Home-Based, Robot Cognitive Intervention for Patients with Mild Cognitive Impairment: a Pilot Randomized Controlled Trial
Eun Hye LEE ; Bori R. KIM ; Hyungho KIM ; Soo-Hyun KIM ; Min Young CHUN ; Hee Kyung PARK ; Kee Duk PARK ; Jee Hyang JEONG ; Geon Ha KIM
Dementia and Neurocognitive Disorders 2020;19(3):96-107
Background:
and Purpose: Previous studies suggest that cognitive intervention can mitigate the development of dementia in patients with mild cognitive impairment (MCI). However, the previous cognitive intervention was mostly provided as a group session, in which MCI patients sometimes had difficulty in regularly attending sessions or were reluctant to participate in group-based classes. Additionally, experienced instructors for traditional cognitive intervention may be unavailable in some chronic-care facilities or community centers. Considering these reasons, we have developed 5 programs for home-based cognitive intervention using a personal robot for MCI patients. In this preliminary study, we aimed to demonstrate the effects of our newly developed home-based cognitive intervention with robots on cognitive function in MCI patients.
Methods:
We conducted a single-blind randomized controlled trial enrolling 46 MCI patients. Participants were randomized into 2 groups: the robot cognitive intervention (robot) (n=24) group and without cognitive intervention (control) (n=22) group. The interventions comprised 60-min sessions per day for 4 weeks. The primary outcome was the change in cognitive function measured using the Cambridge Neuropsychological Test Automated Battery.
Results:
There were no significant baseline demographic or clinical differences between the robot and control groups. After the 4-week cognitive intervention, the robot group showed greater improvement in working memory than did the control group.
Conclusions
Our home-based cognitive intervention with a personal robot improved the working memory in MCI patients. Further studies with larger samples and longer study periods are required to demonstrate the effects of these programs in other cognitive domains in MCI patients.
9.Spontaneous Repetitive Constriction and Dilatation of a Unilateral Pupil in a Brain Death Patient
Min Young CHUN ; Jin PARK ; Seung Yeop LEE ; Chan Young LEE ; Seung Ah LEE ; Eun Hye LEE ; Sue Hyun LEE ; Yoonkyung CHANG ; Kee Duk PARK ; Tae Jin SONG
Journal of the Korean Neurological Association 2019;37(2):182-185
In brain death state, bilateral pupil light reflexes are disappeared, and pupils are fixed with dilated. However, spontaneous movements such as ocular microtremor or bilateral cyclical constriction-dilatation of pupils have been rarely reported in brain death patients. We present a brain death patient whose right pupil displayed spontaneously repetitive constriction and dilatation regardless of external stimuli such as light and pain. Early recognition of this phenomenon may prohibit the delay in the diagnosis of brain death and organ transplantation.
Brain Death
;
Brain
;
Coma
;
Constriction
;
Diagnosis
;
Dilatation
;
Humans
;
Organ Transplantation
;
Pupil
;
Reflex
;
Transplants
10.Association of Perianal Fistulas with Clinical Features and Prognosis of Crohn’s Disease in Korea: Results from the CONNECT Study.
Jaeyoung CHUN ; Jong Pil IM ; Ji Won KIM ; Kook Lae LEE ; Chang Hwan CHOI ; Hyunsoo KIM ; Jae Hee CHEON ; Byong Duk YE ; Young Ho KIM ; You Sun KIM ; Yoon Tae JEEN ; Dong Soo HAN ; Won Ho KIM ; Joo Sung KIM
Gut and Liver 2018;12(5):544-554
BACKGROUND/AIMS: The disease course and factors associated with poor prognosis in Korean patients with Crohn’s disease (CD) have not been fully determined. The aim of this study was to explore potential associations between the clinical characteristics and long-term outcomes of CD and perianal fistulas in a Korean population. METHODS: The retrospective Crohn’s Disease Clinical Network and Cohort (CONNECT) study enrolled patients diagnosed with CD between July 1982 and December 2008 from 32 hospitals. Those followed for < 12 months were excluded. Clinical outcomes were CD-related surgery and complications, including nonperianal fistulas, strictures, and intra-abdominal abscesses. RESULTS: The mean follow-up period was 8.77 years (range, 1.0 to 25.8 years). A total of 1,193 CD patients were enrolled, of whom 465 (39.0%) experienced perianal fistulas. Perianal fistulizing CD was significantly associated with younger age, male gender, CD diagnosed at primary care clinics, and ileocolonic involvement. Both nonperianal fistulas (p=0.034) and intra-abdominal abscesses (p=0.020) were significantly more common in CD patients with perianal fistulas than in those without perianal fistulas. The rates of complicated strictures and CD-related surgery were similar between the groups. Independently associated factors of nonperianal fistulas were perianal fistulas (p=0.015), female gender (p=0.048), CD diagnosed at referral hospital (p=0.003), and upper gastrointestinal (UGI) involvement (p=0.001). Furthermore, perianal fistulas (p=0.048) and UGI involvement (p=0.012) were independently associated with the risk of intra-abdominal abscesses. CONCLUSIONS: Perianal fistulas predicted the development of nonperianal fistulas and intra-abdominal abscesses in Korean CD patients. Therefore, patients with perianal fistulizing CD should be carefully monitored for complicated fistulas or abscesses.
Abdominal Abscess
;
Abscess
;
Cohort Studies
;
Constriction, Pathologic
;
Crohn Disease
;
Female
;
Fistula*
;
Follow-Up Studies
;
Humans
;
Korea*
;
Male
;
Primary Health Care
;
Prognosis*
;
Rectal Fistula
;
Referral and Consultation
;
Retrospective Studies

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