1.Comparing Montreal Cognitive Assessment Performance in Parkinson’s Disease Patients: Age- and Education-Adjusted Cutoffs vs. Machine Learning
Kyeongmin BAEK ; Young Min KIM ; Han Kyu NA ; Junki LEE ; Dong Ho SHIN ; Seok-Jae HEO ; Seok Jong CHUNG ; Kiyong KIM ; Phil Hyu LEE ; Young H. SOHN ; Jeehee YOON ; Yun Joong KIM
Journal of Movement Disorders 2024;17(2):171-180
Objective:
The Montreal Cognitive Assessment (MoCA) is recommended for general cognitive evaluation in Parkinson’s disease (PD) patients. However, age- and education-adjusted cutoffs specifically for PD have not been developed or systematically validated across PD cohorts with diverse education levels.
Methods:
In this retrospective analysis, we utilized data from 1,293 Korean patients with PD whose cognitive diagnoses were determined through comprehensive neuropsychological assessments. Age- and education-adjusted cutoffs were formulated based on 1,202 patients with PD. To identify the optimal machine learning model, clinical parameters and MoCA domain scores from 416 patients with PD were used. Comparative analyses between machine learning methods and different cutoff criteria were conducted on an additional 91 consecutive patients with PD.
Results:
The cutoffs for cognitive impairment decrease with increasing age within the same education level. Similarly, lower education levels within the same age group correspond to lower cutoffs. For individuals aged 60–80 years, cutoffs were set as follows: 25 or 24 years for those with more than 12 years of education, 23 or 22 years for 10–12 years, and 21 or 20 years for 7–9 years. Comparisons between age- and education-adjusted cutoffs and the machine learning method showed comparable accuracies. The cutoff method resulted in a higher sensitivity (0.8627), whereas machine learning yielded higher specificity (0.8250).
Conclusion
Both the age- and education-adjusted cutoff methods and machine learning methods demonstrated high effectiveness in detecting cognitive impairment in PD patients. This study highlights the necessity of tailored cutoffs and suggests the potential of machine learning to improve cognitive assessment in PD patients.
2.Categorization of Meibomian Gland Dysfunction Using Lipid Layer Thickness and Meibomian Gland Dropout in Dry Eye Patients: A Retrospective Study
Phil Kyu LEE ; Jae Lim CHUNG ; Da Ran KIM ; Young Chae YOON ; SoonWon YANG ; Woong-Joo WHANG ; Yong-Soo BYUN ; HyungBin HWANG ; Kyung Sun NA ; HyunSoo LEE ; So Hyang CHUNG ; Eun Chul KIM ; YangKyung CHO ; Hyun Seung KIM ; Ho Sik HWANG
Korean Journal of Ophthalmology 2024;38(1):64-70
Purpose:
In the present study, we determined the prevalence of obstructive meibomian gland dysfunction (MGD), hyposecretory MGD, grossly normal MG, and hypersecretory MGD in patients with dry eye syndrome using lipid layer thickness (LLT) and MG dropout.
Methods:
Eighty-eight patients with dry eye syndrome were included in the study. Patients were categorized into four groups according to the LLT and weighted total meiboscore. The proportion of patients in each group was calculated. The age, sex, Ocular Surface Disease Index, LLT, Schirmer, tear film breakup time, cornea stain, weighted total meiboscore, expressibility, and quality of meibum were compared between the four groups.
Results:
Fifteen eyes (17.0%) had obstructive MGD, two eyes (2.3%) had hyposecretory MGD, 40 eyes (45.5%) had grossly normal MG, and 17 eyes (19.3%) had hypersecretory MGD. The obstructive MGD group was younger than the grossly normal MG group. In obstructive MGD, the ratio of men to women was higher than that of the other groups. However, Ocular Surface Disease Index, Schirmer, tear film breakup time, and corneal stain did not show statistically significant differences between the four groups. The meibum expressibility of the hyposecretoy MGD group was worse than those of the other groups. The meibum expressibility of the hyposecretoy MGD group was poor than those of the obstructive and hypersecretory MGD group.
Conclusions
This categorization was expected to help determine the best treatment method for dry eye syndrome, according to the MG status.
3.Factors Associated with Worsening Oxygenation in Patients with Non-severe COVID-19 Pneumonia
Cho Rom HAHM ; Young Kyung LEE ; Dong Hyun OH ; Mi Young AHN ; Jae-Phil CHOI ; Na Ree KANG ; Jungkyun OH ; Hanzo CHOI ; Suhyun KIM
Tuberculosis and Respiratory Diseases 2021;84(2):115-124
Background:
This study aimed to determine the parameters for worsening oxygenation in non-severe coronavirus disease 2019 (COVID-19) pneumonia.
Methods:
This retrospective cohort study included cases of confirmed COVID-19 pneumonia in a public hospital in South Korea. The worsening oxygenation group was defined as that with SpO2 ≤94% or received oxygen or mechanical ventilation (MV) throughout the clinical course versus the non-worsening oxygenation group that did not experience any respiratory event. Parameters were compared, and the extent of viral pneumonia from an initial chest computed tomography (CT) was calculated using artificial intelligence (AI) and measured visually by a radiologist.
Results:
We included 136 patients, with 32 (23.5%) patients in the worsening oxygenation group; of whom, two needed MV and one died. Initial vital signs and duration of symptoms showed no difference between the two groups; however, univariate logistic regression analysis revealed that a variety of parameters on admission were associated with an increased risk of a desaturation event. A subset of patients was studied to eliminate potential bias, that ferritin ≥280 μg/L (p=0.029), lactate dehydrogenase ≥240 U/L (p=0.029), pneumonia volume (p=0.021), and extent (p=0.030) by AI, and visual severity scores (p=0.042) were the predictive parameters for worsening oxygenation in a sex-, age-, and comorbid illness-matched case-control study using propensity score (n=52).
Conclusion
Our study suggests that initial CT evaluated by AI or visual severity scoring as well as serum markers of inflammation on admission are significantly associated with worsening oxygenation in this COVID-19 pneumonia cohort.
4.2020 Korean Guidelines for Cardiopulmonary Resuscitation. Part 5. Post-cardiac arrest care
Young-Min KIM ; Kyung Woon JEUNG ; Won Young KIM ; Yoo Seok PARK ; Joo Suk OH ; Yeon Ho YOU ; Dong Hoon LEE ; Minjung Kathy CHAE ; Yoo Jin JEONG ; Min Chul KIM ; Eun Jin HA ; Kyoung Jin HWANG ; Won-Seok KIM ; Jae Myung LEE ; Kyoung-Chul CHA ; Sung Phil CHUNG ; June Dong PARK ; Han-Suk KIM ; Mi Jin LEE ; Sang-Hoon NA ; Ai-Rhan Ellen KIM ; Sung Oh HWANG ;
Clinical and Experimental Emergency Medicine 2021;8(S):S41-S64
5.2020 Korean Guidelines for Cardiopulmonary Resuscitation. Part 5. Post-cardiac arrest care
Young-Min KIM ; Kyung Woon JEUNG ; Won Young KIM ; Yoo Seok PARK ; Joo Suk OH ; Yeon Ho YOU ; Dong Hoon LEE ; Minjung Kathy CHAE ; Yoo Jin JEONG ; Min Chul KIM ; Eun Jin HA ; Kyoung Jin HWANG ; Won-Seok KIM ; Jae Myung LEE ; Kyoung-Chul CHA ; Sung Phil CHUNG ; June Dong PARK ; Han-Suk KIM ; Mi Jin LEE ; Sang-Hoon NA ; Ai-Rhan Ellen KIM ; Sung Oh HWANG ;
Clinical and Experimental Emergency Medicine 2021;8(S):S41-S64
6.Clinical Course and Outcomes of Patients with Severe Acute Respiratory Syndrome Coronavirus 2 Infection: a Preliminary Report of the First 28 Patients from the Korean Cohort Study on COVID-19
Eu Suk KIM ; Bum Sik CHIN ; Chang Kyung KANG ; Nam Joong KIM ; Yu Min KANG ; Jae-Phil CHOI ; Dong Hyun OH ; Jeong-Han KIM ; Boram KOH ; Seong Eun KIM ; Na Ra YUN ; Jae-Hoon LEE ; Jin Yong KIM ; Yeonjae KIM ; Ji Hwan BANG ; Kyoung-Ho SONG ; Hong Bin KIM ; Ki-hyun CHUNG ; Myoung-don OH ;
Journal of Korean Medical Science 2020;35(13):e142-
Background:
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)-infected pneumonia emerged in Wuhan, China in December 2019. In this retrospective multicenter study, we investigated the clinical course and outcomes of novel coronavirus disease 2019 (COVID-19) from early cases in Republic of Korea.
Methods:
All of the cases confirmed by real time polymerase chain reaction were enrolled from the 1st to the 28th patient nationwide. Clinical data were collected and analyzed for changes in clinical severity including laboratory, radiological, and virologic dynamics during the progression of illness.
Results:
The median age was 40 years (range, 20–73 years) and 15 (53.6%) patients were male. The most common symptoms were cough (28.6%) and sore throat (28.6%), followed by fever (25.0%). Diarrhea was not common (10.7%). Two patients had no symptoms. Initial chest X-ray (CXR) showed infiltration in 46.4% of the patients, but computed tomography scan confirmed pneumonia in 88.9% (16/18) of the patients. Six patients (21.4%) required supplemental oxygen therapy, but no one needed mechanical ventilation. Lymphopenia was more common in severe cases. Higher level of C-reactive protein and worsening of chest radiographic score was observed during the 5–7 day period after symptom onset. Viral shedding was high from day 1 of illness, especially from the upper respiratory tract (URT).
Conclusion
The prodromal symptoms of COVID-19 were mild and most patients did not have limitations of daily activity. Viral shedding from URT was high from the prodromal phase. Radiological pneumonia was common from the early days of illness, but it was frequently not evident in simple CXR. These findings could be plausible explanations for the easy and rapid spread of SARS-CoV-2 in the community.
7.In Vivo Safety and Regeneration of Long-Term Transported Amniotic Fluid Stem Cells for Renal Regeneration
Na hee YU ; So Young CHUN ; Yun Sok HA ; Hyun Tae KIM ; Eugene LIH ; Dae Hwan KIM ; Jeongshik KIM ; Jae Wook CHUNG ; Phil Hyun SONG ; Eun Sang YOO ; Sung Kwang CHUNG ; Dong Keun HAN ; Bum Soo KIM ; Tae Gyun KWON
Tissue Engineering and Regenerative Medicine 2019;16(1):81-92
BACKGROUND: Despite major progress in stem cell therapy, our knowledge of the characteristics and tissue regeneration potency of long-term transported cells is insufficient. In a previous in vitro study, we established the optimal cell transport conditions for amniotic fluid stem cells (AFSCs). In the present study, the target tissue regeneration of long-term transported cells was validated in vivo. METHODS: For renal regeneration, transported AFSCs were seeded on a poly(lactide-co-glycolide) scaffold and implanted in a partially resected kidney. The target tissue regeneration of the transported cells was compared with that of freshly harvested cells in terms of morphological reconstruction, histological microstructure reformation, immune cell infiltration, presence of induced cells, migration into remote organs, expression of inflammation/fibrosis/renal differentiation-related factors, and functional recovery. RESULTS: The kidney implanted with transported cells showed recovery of total kidney volume, regeneration of glomerular/renal tubules, low CD4/CD8 infiltration, and no occurrence of cancer during 40 weeks of observation. The AFSCs gradually disappeared and did not migrate into the liver, lung, or spleen. We observed low expression levels of proinflammatory cytokines and fibrotic factors; enhanced expression of the genes Wnt4, Pax2, Wt1, and Emx2; and significantly reduced blood urea nitrogen and creatinine values. There were no statistical differences between the performance of freshly harvested cells and that of the transported cells. CONCLUSION: This study demonstrates that long-term transported cells under optimized conditions can be used for cell therapy without adverse effects on stem cell characteristics, in vivo safety, and tissue regeneration potency.
Amniotic Fluid
;
Blood Urea Nitrogen
;
Cell- and Tissue-Based Therapy
;
Creatinine
;
Cytokines
;
Female
;
In Vitro Techniques
;
Kidney
;
Liver
;
Lung
;
Polyglactin 910
;
Regeneration
;
Spleen
;
Stem Cells
8.Optimal Stem Cell Transporting Conditions to Maintain Cell Viability and Characteristics.
Na Hee YU ; So Young CHUN ; Yun Sok HA ; Hyun Tae KIM ; Dae Hwan KIM ; Jeongshik KIM ; Jae Wook CHUNG ; Jun Nyung LEE ; Phil Hyun SONG ; Eun Sang YOO ; Bum Soo KIM ; Tae Gyun KWON
Tissue Engineering and Regenerative Medicine 2018;15(5):639-647
BACKGROUND: The preservation of stem cell viability and characteristics during cell transport from the bench to patients can significantly affect the success of cell therapy. Factors such as suspending medium, time, temperature, cell density, and container type could be considered for transport conditions. METHODS: To establish optimal conditions, human amniotic fluid stem cells' (AFSCs) viabilities were analyzed under different media {DMEM(H), DMEM/F-12, K-SFM, RPMI 1640, α-MEM, DMEM(L), PBS or saline}, temperature (4, 22 or 37 ℃), cell density (1 × 10⁷ cells were suspended in 0.1, 0.5, 1.0 or 2.0 mL of medium) and container type (plastic syringe or glass bottle). After establishing the transport conditions, stem cell characteristics of AFSCs were compared to freshly prepared cells. RESULTS: Cells transported in DMEM(H) showed relatively higher viability than other media. The optimized transport temperature was 4 ℃, and available transport time was within 12 h. A lower cell density was associated with a better survival rate, and a syringe was selected as a transport container because of its clinical convenience. In compare of stem cell characteristics, the transported cells with established conditions showed similar potency as the freshly prepared cells. CONCLUSION: Our findings can provide a foundation to optimization of conditions for stem cell transport.
Amniotic Fluid
;
Cell Count
;
Cell Survival*
;
Cell- and Tissue-Based Therapy
;
Female
;
Glass
;
Humans
;
Stem Cells*
;
Survival Rate
;
Syringes
9.Incidence of Pathological Downgrading and Treatment Outcome After Radical Prostatectomy in Patients With Biopsy Confirmed High Gleason Score Prostate Cancer.
Jun Phil NA ; Jae Ho YOO ; Tae Heon KIM ; Min Yong KANG ; Hyun Hwan SUNG ; Hwang Gyun JEON ; Byong Chang JEONG ; Seong Il SEO ; Hyun Moo LEE ; Han Yong CHOI ; Seong Soo JEON
Korean Journal of Urological Oncology 2017;15(2):79-84
PURPOSE: High Gleason score (8 to 10) is a poor prognostic factor regardless of treatment. Pathological downgrading sometimes occurs in high grade prostate cancer. The aim of this study is to evaluate treatment outcomes in patients with high grade prostate cancer on biopsy who were pathological downgrading after radical prostatectomy (RP). The impact on outcomes according to changes in the Gleason score after RP was evaluated. MATERIALS AND METHODS: Of 3,236 men who underwent RP between September 1995 and December 2014, 541 patients with biopsy Gleason score 8 to 10 were retrospectively reviewed. We analyzed incidence and biochemical recurrence (BCR) free probability in this downgraded group according to the Gleason grade of cancer in the RP specimen. RESULTS: Of 541 patients had a prostate biopsy Gleason score of 8 to 10. Two hundred ten patients showed pathological downgrading after RP (38.8%). Five-year BCR-free probability of patients who had Gleason score of 7 or less after RP was 46.8%. However, 5-year BCR-free probability of patients who remained Gleason scores 8 to 10 after RP was 28.5%. There was a significantly higher BCR-free probability in pathological downgrading group (p<0.001). On multivariate analysis, biopsy Gleason 8, lower PSA, clinical T2 stage was a significant predictor of downgrading. CONCLUSIONS: In this study, 38.8% of patients with high grade prostate cancer had a Gleason score of 7 or less in the RP specimen. Downgraded prostate cancer had more favorable treatment outcome. Serum PSA, clinical stage and biopsy Gleason score were the predictive factors for pathological downgrading.
Biopsy*
;
Humans
;
Incidence*
;
Male
;
Multivariate Analysis
;
Neoplasm Grading*
;
Prostate*
;
Prostatectomy*
;
Prostatic Neoplasms*
;
Recurrence
;
Retrospective Studies
;
Treatment Outcome*
10.Performance of Reperfusion Therapy and Hospital Mortality in ST-Elevation Myocardial Infarction Patients with Non-Chest Pain Complaints.
Jae Phil NA ; Kyu Chul SHIN ; Seunghwan KIM ; Yoo Seok PARK ; Sung Phil CHUNG ; In Cheol PARK ; Joon Min PARK ; Min Joung KIM
Yonsei Medical Journal 2014;55(3):617-624
PURPOSE: ST-elevation myocardial infarction (STEMI) patients may visit the emergency department (ED) complaining of sensations of pain other than the chest. We investigated our performance of reperfusion therapy for STEMI patients presenting with non-chest pains. MATERIALS AND METHODS: This was a retrospective observational cohort study. STEMI patients who underwent primary percutaneous coronary intervention (PCI) were divided into a chest pain group and a non-chest pain group. Clinical differences between the two groups and the influence of presenting with non-chest pains on door-to-electrocardiograms (ECG) time, door-to-balloon time, and hospital mortality were evaluated. RESULTS: Of the 513 patients diagnosed with STEMI, 93 patients presented with non-chest pains. Patients in the non-chest pain group were older, more often female, and had a longer symptom onset to ED arrival time and higher Killip class than patients in the chest pain group. There was a statistically significant delay in door-to-ECG time (median, 2.0 min vs. 5.0 min; p<0.001) and door-to-balloon time (median, 57.5 min vs. 65.0 min; p<0.001) in patients without chest pain. In multivariate analysis, presenting with non-chest pains was an independent predictor for hospital mortality (odds ratio, 2.3; 95% confidence interval, 1.1-4.7). However, door-to-ECG time and door-to-balloon time were not factors related to hospital mortality. CONCLUSION: STEMI patients presenting without chest pain showed higher baseline risk and hospital mortality than patients presenting with chest pain. ECG acquisition and primary PCI was delayed for patients presenting with non-chest pains, but not influencing hospital mortality. Efforts to reduce pre-hospital time delay for these patients are necessary.
Aged
;
Aged, 80 and over
;
Chest Pain/*diagnosis
;
Electrocardiography
;
Female
;
Hospital Mortality
;
Humans
;
Male
;
Middle Aged
;
Myocardial Infarction/mortality/*surgery
;
Retrospective Studies

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