1.Predicting the Progression of Mild Cognitive Impairment to Alzheimer’s Dementia Using Recurrent Neural Networks With a Series of Neuropsychological Tests
Chaeyoon PARK ; Gihun JOO ; Minji ROH ; Seunghun SHIN ; Sujin YUM ; Na Young YEO ; Sang Won PARK ; Jae-Won JANG ; Hyeonseung IM ; For the Alzheimer’s DISEASE NEUROIMAGING INITIATIVE
Journal of Clinical Neurology 2024;20(5):478-486
Background:
and Purpose The prevalence of Alzheimer’s dementia (AD) is increasing as populations age, causing immense suffering for patients, families, and communities. Unfortunately, no treatments for this neurodegenerative disease have been established. Predicting AD is therefore becoming more important, because early diagnosis is the best way to prevent its onset and delay its progression.
Methods:
Mild cognitive impairment (MCI) is the stage between normal cognition and AD, with large variations in its progression. The disease can be effectively managed by accurately predicting the probability of MCI progressing to AD over several years. In this study we used the Alzheimer’s Disease Neuroimaging Initiative dataset to predict the progression of MCI to AD over a 3-year period from baseline. We developed and compared various recurrent neural network (RNN) models to determine the predictive effectiveness of four neuropsychological (NP) tests and magnetic resonance imaging (MRI) data at baseline.
Results:
The experimental results confirmed that the Preclinical Alzheimer’s Cognitive Composite score was the most effective of the four NP tests, and that the prediction performance of the NP tests improved over time. Moreover, the gated recurrent unit model exhibited the best performance among the prediction models, with an average area under the receiver operating characteristic curve of 0.916
Conclusions
Timely prediction of progression from MCI to AD can be achieved using a series of NP test results and an RNN, both with and without using the baseline MRI data.
2.Pathophysiology and MRI Findings of Infectious Spondylitis and the Differential Diagnosis
Sunjin RYU ; Yeo Ju KIM ; Seunghun LEE ; Jeongah RYU ; Sunghoon PARK ; Jung Ui HONG
Journal of the Korean Radiological Society 2021;82(6):1413-1440
On MRI, abnormal signals of the intervertebral disc, destruction of the upper and lower vertebral body endplate around the disc, and bone marrow edema around the endplate are considered typical findings of infectious spondylitis. These findings can also appear in various non-infectious spinal diseases, such as degenerative changes, acute Schmorl’s node, spondyloarthropathy, synovitis, acne, pustulosis, hyperostosis, and osteitis (SAPHO), chronic recurrent multifocal osteomyelitis, and calcium pyrophosphate dihydrate crystal deposition disease. The imaging findings of infectious spondylitis that can be differentiated from these non-infectious spinal diseases on MRI are high signal intensity and abscess of the disc space, an abscess in the paraspinal soft tissue, and the loss of the linear low signal intensity on T1-weighted images of the bony endplate. However, these differentiation points do not always apply since there are many similarities in the imaging findings of infectious and non-infectious diseases. Therefore, for an accurate diagnosis, it is important to know the imaging characteristics related to the pathophysiology of not only infectious spondylitis but also non-infectious spinal diseases, which requires differentiation from infection.
3.Effectiveness of limited airway ultrasound education for medical students: a pilot study
Seunghun PARK ; Sanghun LEE ; Han Ho DO ; Jae Seong KIM ; Jun Seok SEO
Clinical and Experimental Emergency Medicine 2019;6(3):257-263
OBJECTIVE: The point-of-care ultrasound of the airway (POCUS-A) is a useful examination method but there are currently no educational programs for medical students regarding it. We designed a POCUS-A training curriculum for medical students to improve three cognitive and psychomotor learning domains: knowledge of POCUS-A, image acquisition, and image interpretation.METHODS: Two hours of training were provided to 52 medical students in their emergency medicine (EM) rotation. Students were evaluated for cognitive and psychomotor skills before and immediately after the training. The validity measures were established with the help of six specialists and eight EM residents. A survey was administered following the curriculum.RESULTS: Cognitive skill significantly improved after the training (38.7±12.4 vs. 91.2±7.7) and there was no significant difference between medical students and EM residents in posttest scores (91.2±7.7 vs. 90.8±4.6). The success rate of overall POCUS-A performance was 95.8%. The students were confident to perform POCUS-A on an actual patient and strongly agreed to incorporate POCUS-A training in their medical school curriculum.CONCLUSION: Cognitive and psychomotor skills of POCUS-A among medical students can be improved via a limited curriculum on EM rotation.
Airway Management
;
Curriculum
;
Education
;
Education, Medical
;
Emergency Medicine
;
Humans
;
Learning
;
Methods
;
Pilot Projects
;
Point-of-Care Systems
;
Schools, Medical
;
Specialization
;
Students, Medical
;
Ultrasonography
4.Assessment of the Purity of Emodin by Quantitative Nuclear Magnetic Resonance Spectroscopy and Mass Balance
Sojung PARK ; Yu Jin CHOI ; Giang Hoang DO ; Eun Kyoung SEO ; Seunghun HYUN ; Dongho LEE
Natural Product Sciences 2019;25(3):222-227
Quantitative nuclear magnetic resonance (qNMR) is a well-established method adopted by international pharmacopoeia for quantitative and purity analyses. Emodin is a type of anthraquinone, well known as the main active component of Fabaceae, Polygonaceae and Rhamnaceae. Purity analysis of emodin is usually performed by using the high-performance liquid chromatography (HPLC)-UV method. However, it cannot detect impurities such as salts, volatile matter, and trace elements. Using the qNMR method, it is possible to determine the compound content as well as the nature of the impurities. Several experimental parameters were optimized for the quantification, such as relaxation delay, spectral width, number of scans, temperature, pulse width, and acquisition time. The method was validated, and the results of the qNMR method were compared with those obtained by the HPLC and mass balance analysis methods. The qNMR method is specific, rapid, simple, and therefore, a valuable and reliable method for the purity analysis of emodin.
Chromatography, High Pressure Liquid
;
Chromatography, Liquid
;
Emodin
;
Fabaceae
;
Magnetic Resonance Spectroscopy
;
Methods
;
Polygonaceae
;
Relaxation
;
Rhamnaceae
;
Salts
;
Spectrum Analysis
;
Trace Elements
5.Efficacy and Safety of Intra-articular Injections of Hyaluronic Acid Combined With Polydeoxyribonucleotide in the Treatment of Knee Osteoarthritis
Seihee YOON ; Jung Joong KANG ; Jungin KIM ; Seunghun PARK ; Jong Moon KIM
Annals of Rehabilitation Medicine 2019;43(2):204-214
OBJECTIVE: To assess the clinical efficacy and safety of intra-articular injection of hyaluronic acid (HA) combined with polydeoxyribonucleotide (PDRN) in patients with knee osteoarthritis in comparison with that of HA alone. METHODS: The current single-center, prospective, randomized, double-blind, controlled study was conducted in 36 patients with knee osteoarthritis at our medical institution. All the eligible patients (n=30) were equally assigned to two treatment arms (trial group ‘HA+PDRN’ and control group ‘HA’). For efficacy assessment, the patients were evaluated for the visual analogue scale (VAS) scores, the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) and the Knee Society Scores (KSS), all of which served as efficacy outcome measures. We monitored time-dependent changes in efficacy outcome measures at baseline and 1, 3 and 6 months. Subsequently, we compared differences in changes in efficacy outcome measures at 6 months from baseline between the two groups. Moreover, we assessed the safety based on the treatment-emergent adverse events (TEAEs), adverse drug reactions (ADRs) and any other complications serving as safety outcome measures. RESULTS: There were significant differences in changes in the VAS scores, the WOMAC scores in all domains, except ‘Stiffness’, the total WOMAC scores, and the KSS scores in all the domains at 6 months from baseline between the two groups (p<0.05). In our series, there were no TEAEs, ADRs, and any other complications. CONCLUSION: Intra-articular injections of HA combined with PDRN can also be considered in the treatment of knee osteoarthritis. However, further large-scale and multi-center studies are required to demonstrate the potential of the proposed combination.
Arm
;
Drug-Related Side Effects and Adverse Reactions
;
Humans
;
Hyaluronic Acid
;
Injections, Intra-Articular
;
Knee
;
Ontario
;
Osteoarthritis
;
Osteoarthritis, Knee
;
Outcome Assessment (Health Care)
;
Polydeoxyribonucleotides
;
Prospective Studies
;
Treatment Outcome
6.Clinical significance of carcinoembryonic antigen in peritoneal fluid detected during operation in stage I–III colorectal cancer patients.
Jae Hyun KIM ; Seunghun LEE ; Seung Hyun LEE ; Byung Kwon AHN ; Sung Uhn BAEK ; Won MOON ; Seun Ja PARK
Intestinal Research 2018;16(3):467-474
BACKGROUND/AIMS: Early diagnosis of peritoneal metastases in patients with colorectal cancer (CRC) can influence patient prognosis. The aim of this study was to identify the clinical significance of carcinoembryonic antigen (CEA) in peritoneal fluid detected during operation in stage I–III CRC patients. METHODS: Between April 2009 and April 2015, we reviewed medical records from a total of 60 stage I–III CRC patients who had peritoneal fluid collected during operation. Patients who had positive cytology in the assessment of peritoneal fluid were excluded. We evaluated the values of CEA in peritoneal fluid (pCEA) to predict the long-term outcomes of these patients using Kaplan-Meier curves and Cox regression models. RESULTS: The median follow-up duration was 37 months (interquartile range, 21–50 months). On receiver operating characteristic analysis, pCEA had the largest area under the curve (0.793; 95% confidence interval, 0.635–0.950; P=0.001) with an optimal cutoff value of 26.84 (sensitivity, 80.0%; specificity, 76.6%) for predicting recurrence. The recurrence rate was 8.1% in patients with low pCEA ( < 26.84 ng/mL, n=37), and 52.2% in patients with high pCEA (≥26.84 ng/mL, n=23). In multivariate Cox regression analysis, high pCEA (≥26.84 ng/mL) was a risk factor for poor cancer-free survival (CFS) in stage I–III patients. CONCLUSIONS: In this study, we determined that high pCEA (≥26.84 ng/mL) detected during operation was helpful for the prediction of poor CFS in patients with stage I–III CRC.
Ascitic Fluid*
;
Carcinoembryonic Antigen*
;
Colorectal Neoplasms*
;
Early Diagnosis
;
Follow-Up Studies
;
Humans
;
Medical Records
;
Neoplasm Metastasis
;
Prognosis
;
Recurrence
;
Risk Factors
;
ROC Curve
;
Sensitivity and Specificity
7.Gitelman's Syndrome Associated with Chondrocalcinosis.
Seung Taek SONG ; Yu Jeong LIM ; Joon Sung PARK ; Yoonah SONG ; Seunghun LEE ; Jeongim CHOI ; Jae Bum JUN
Journal of Rheumatic Diseases 2016;23(4):266-270
Gitelman's syndrome (GS), a hereditary disease characterized by hypokalemia, hypomagnesemia, and hypocalciuria, is a salt-losing renal tubulopathy. Herein, we describe a case of a 28-year-old woman diagnosed with atypical GS accompanying chondrocalcinosis. One year ago, she presented with vomiting, hypokalemic metabolic alkalosis, and hypocalciuria, and was tested by diuretic challenge test. As a result, she was diagnosed with atypical GS with normomagnesemia and treated with spironolactone and potassium supplementation. Meanwhile, acute arthritis of the right 1st metatarsophalangeal joint occurred. On the radiographies of the knees, chondrocalcinosis was observed. To the best of our knowledge, this is the first report in Korea of GS with chondrocalcinosis. Antialdosterone therapy or magnesium supplementation is effective in preventing the progression of chondrocalcinosis; thus, early diagnosis and treatment of GS are important.
Adult
;
Alkalosis
;
Arthritis
;
Chondrocalcinosis*
;
Early Diagnosis
;
Female
;
Genetic Diseases, Inborn
;
Gitelman Syndrome*
;
Humans
;
Hypokalemia
;
Knee
;
Korea
;
Magnesium
;
Metatarsophalangeal Joint
;
Potassium
;
Spironolactone
;
Vomiting
8.A Case of Multiple Infectious Arteritis Complicated by Pseudoaneurysm Formation in a Patient with Liver Abscess.
Seunghun LEE ; Kye Hun KIM ; Jae Yeong CHO ; Youngkeun AHN ; Myung Ho JEONG ; Jeong Gwan CHO ; Jong Chun PARK
Korean Journal of Medicine 2015;88(5):570-575
Infectious arteritis is a rare complication of liver abscess, and infectious arteritis involving multiple arterial sites with pseudoaneurysm formation has not been described previously. A 74-year-old man treated for liver abscess complained of abdominal and neck pain. Abdominal computed tomographic angiography (CTA) revealed a decrease in the size of the liver abscess, but also disclosed a pseudoaneurysm in the distal descending thoracic aorta was newly noted. Neck CTA revealed arteritis with abscess formation in the left internal carotid artery (ICA). Follow-up CTA after antibiotic therapy showed a decrease in the size of the left ICA abscess and a significant increase in the size of the aortic pseudoaneurysm. To prevent the rupture of the pseudoaneurysm, an endovascular stent graft was used. The final CTA revealed the disappearance of the aortic pseudoaneurysm with good apposition of the grafted stent. The patient has been monitored for 3 years with no new clinical events.
Abscess
;
Aged
;
Aneurysm, False*
;
Angiography
;
Aorta, Thoracic
;
Arteritis*
;
Blood Vessel Prosthesis
;
Carotid Artery, Internal
;
Endovascular Procedures
;
Follow-Up Studies
;
Humans
;
Liver Abscess*
;
Neck
;
Neck Pain
;
Rupture
;
Stents
;
Transplants
9.Predictors of Progression and Prognosis of Paroxysmal Atrial Fibrillation.
Ji Eun KIM ; Ki Hong LEE ; Seunghun LEE ; Hyukjin PARK ; Hyun Kuk KIM ; Sung Soo KIM ; Hae Chang JEONG ; Jae Yeong CHO ; Keun Ho PARK ; Doo Sun SIM ; Hyun Joo YOON ; Nam Sik YOON ; Hyung Wook PARK ; Kye Hun KIM ; Young Joon HONG ; Ju Han KIM ; Youngkeun AHN ; Myung Ho JEONG ; Jeong Gwan CHO ; Jong Chun PARK
Korean Journal of Medicine 2015;88(6):672-679
BACKGROUND/AIMS: Significant numbers of patients with paroxysmal atrial fibrillation (AF) proceed to persistent AF and have poor clinical outcomes despite the use of antiarrhythmic agents or direct-current cardioversion. We compared the CHADS2, CHA2DS2-VASc, and HATCH scoring systems to predict AF progression and prognosis and identify the most useful scoring system in Korea. METHODS: A total of 559 consecutive patients with paroxysmal symptomatic AF were analyzed. The progression of AF and clinical outcomes were determined after at least 1 year of follow-up. Clinical outcomes were defined as the composite of death, hospitalization due to heart failure, and new-onset stroke. Each score was calculated, and its predictive accuracy for AF progression and prognosis was compared. RESULTS: A total of 147 patients with paroxysmal AF (26.3%) proceeded to persistent AF. The HATCH score (area under the curve [AUC], 0.601; p < 0.001) was the most powerful scoring system for the prediction of AF progression, although the CHADS2 (AUC, 0.565) and CHA2DS2-VASc (AUC, 0.558) were also useful. The CHA2DS2-VASc (AUC, 0.734; p < 0.001) was the most powerful scoring system for the prediction of clinical outcomes with a more significant linear correlation (0: 3.3% vs. 1: 6.3% vs. 2: 15.4% vs. 3: 20.7% vs. 4: 18.0% vs. 5: 53.6% vs. > or = 6: 55.6%, linear p < 0.001) than the CHADS2 (AUC, 0.720) and HATCH scoring systems (AUC, 0.723). CONCLUSIONS: Although the CHADS2, CHA2DS2-VASc, and HATCH scoring systems were useful predictors of progression from paroxysmal to persistent AF, the CHA2DS2-VASc score was the most useful and accurate for the prediction of clinical outcomes.
Atrial Fibrillation*
;
Electric Countershock
;
Follow-Up Studies
;
Heart Failure
;
Hospitalization
;
Humans
;
Korea
;
Prognosis*
;
Stroke
10.Estimating Benzene Exposure Level over Time and by Industry Type through a Review of Literature on Korea.
Donguk PARK ; Sangjun CHOI ; Kwonchul HA ; Hyejung JUNG ; Chungsik YOON ; Dong Hee KOH ; Seunghun RYU ; Soogeun KIM ; Dongmug KANG ; Kyemook YOO
Safety and Health at Work 2015;6(3):174-183
The major purpose of this study is to construct a retrospective exposure assessment for benzene through a review of literature on Korea. Airborne benzene measurements reported in 34 articles were reviewed. A total of 15,729 individual measurements were compiled. Weighted arithmetic means [AM(w)] and their variance calculated across studies were summarized according to 5-year period intervals (prior to the 1970s through the 2010s) and industry type. Industries were classified according to Korea Standard Industrial Classification (KSIC) using information provided in the literature. We estimated quantitative retrospective exposure to benzene for each cell in the matrix through a combination of time and KSIC. Analysis of the AM(w) indicated reductions in exposure levels over time, regardless of industry, with mean levels prior to the 1980e1984 period of 50.4 ppm (n = 2,289), which dropped to 2.8 ppm (n = 305) in the 1990e1994 period, and to 0.1 ppm (n = 294) in the 1995e1999 period. There has been no improvement since the 2000s, when the AM(w) of 4.3 ppm (n = 6,211) for the 2005e2009 period and 4.5 ppm (n = 3,358) for the 2010e2013 period were estimated. A comparison by industry found no consistent patterns in the measurement results. Our estimated benzene measurements can be used to determine not only the possibility of retrospective exposure to benzene, but also to estimate the level of quantitative or semiquantitative retrospective exposure to benzene.
Benzene*
;
Classification
;
Korea*
;
Retrospective Studies

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