1.Development of Random Forest Algorithm Based Prediction Model of Alzheimer’s Disease Using Neurodegeneration Pattern
JeeYoung KIM ; Minho LEE ; Min Kyoung LEE ; Sheng-Min WANG ; Nak-Young KIM ; Dong Woo KANG ; Yoo Hyun UM ; Hae-Ran NA ; Young Sup WOO ; Chang Uk LEE ; Won-Myong BAHK ; Donghyeon KIM ; Hyun Kook LIM
Psychiatry Investigation 2021;18(1):69-79
Objective:
Alzheimer’s disease (AD) is the most common type of dementia and the prevalence rapidly increased as the elderly population increased worldwide. In the contemporary model of AD, it is regarded as a disease continuum involving preclinical stage to severe dementia. For accurate diagnosis and disease monitoring, objective index reflecting structural change of brain is needed to correctly assess a patient’s severity of neurodegeneration independent from the patient’s clinical symptoms. The main aim of this paper is to develop a random forest (RF) algorithm-based prediction model of AD using structural magnetic resonance imaging (MRI).
Methods:
We evaluated diagnostic accuracy and performance of our RF based prediction model using newly developed brain segmentation method compared with the Freesurfer’s which is a commonly used segmentation software.
Results:
Our RF model showed high diagnostic accuracy for differentiating healthy controls from AD and mild cognitive impairment (MCI) using structural MRI, patient characteristics, and cognitive function (HC vs. AD 93.5%, AUC 0.99; HC vs. MCI 80.8%, AUC 0.88). Moreover, segmentation processing time of our algorithm (<5 minutes) was much shorter than of Freesurfer’s (6–8 hours).
Conclusion
Our RF model might be an effective automatic brain segmentation tool which can be easily applied in real clinical practice.
2.Nationwide Multicenter Study for Overlaps of Common Functional Gastrointestinal Disorders in Korean Patients With Constipation.
Kyung Sik PARK ; Sam Ryong JEE ; Bong Eun LEE ; Kyoung Sup HONG ; Jeong Eun SHIN ; Soo Young NA ; Joong Goo KWON ; Suck Chei CHOI ; Yong Sung KIM ; Hyun Seok LEE ; Tae Hee LEE ; Kyeong Ok KIM ; Jongkyoung CHOI ; Hee Seok MOON ; Yeon Soo KIM ; Moo In PARK ; Soo Jung PARK ; Seon Young PARK ; Sung Noh HONG
Journal of Neurogastroenterology and Motility 2017;23(4):569-577
BACKGROUND/AIMS: In spite of increased concerns about the overlaps among the various functional gastrointestinal disorders (FGIDs), studies for the overlap between constipation and other common FGIDs are rare. Therefore, we investigated the patterns of overlaps between constipation and other common FGIDs. METHODS: This study was designed as a prospective nationwide multi-center questionnaire study using Rome III questionnaires for functional dyspepsia (FD), irritable bowel syndrome (IBS), and functional constipation (FC), as well as various questionnaires about patients’ information, degree of symptoms, and quality of life. For the evaluation of gastroesophageal reflux disease (GERD), GERD-Q was used. RESULTS: From 19 centers, 759 patients with constipation were enrolled. The proportions of FC and IBS subtypes of constipation (IBS-C) were 59.4% and 40.6%, respectively. Among them, 492 (64.8%) showed no overlap. One hundred and thirty-six patients (17.9%) presented overlapping GERD, and 80 patients (10.5%) presented overlapping FD. Fifty one (6.7%) of patients were overlapped by both GERD and FD. Coincidental herniated nucleus pulposus (HNP) (P = 0.026) or pulmonary diseases (P = 0.034), reduced fiber intake (P = 0.013), and laxative use (P < 0.001) independently affected the rate of overlaps. These overlapping conditions negatively affected the constipation-associated quality of life, general quality of life, and degree of constipation. CONCLUSIONS: The overlap of GERD or FD was common in patients with constipation. Coincidental HNP or pulmonary diseases, reduced fiber intake, and laxatives use were found to be independent associated factors for overlapping common FGIDs in Korean patients with constipation.
Constipation*
;
Dyspepsia
;
Gastroesophageal Reflux
;
Gastrointestinal Diseases*
;
Humans
;
Irritable Bowel Syndrome
;
Laxatives
;
Lung Diseases
;
Prospective Studies
;
Quality of Life
3.Hepatotoxicity Associated with a Short Course of Rosuvastatin.
Na Kyoung HWANG ; Jin Sup PARK ; Kwang Soo CHA ; Jin Suk KANG
Chinese Medical Journal 2015;128(12):1693-1694
Aged
;
Dyslipidemias
;
drug therapy
;
Humans
;
Liver
;
drug effects
;
metabolism
;
Male
;
Rosuvastatin Calcium
;
adverse effects
;
therapeutic use
4.The Sewol Ferry Accident and Early Mental Health Care Response by Volunteer Activities of Korean Disaster Mental Health Committee and Members of Korean Neuropsychiatric Association.
Jong Woo PAIK ; Hyun Soo KIM ; Minyoung SIM ; Hae Kook LEE ; Young Sup WOO ; Chanseung CHUNG ; Sang Hyuk LEE ; Jeong Ho SEOK ; Hong Jin JEON ; Sang Min LEE ; Soo Young BANG ; Kyoung Sae NA ; Boung Chul LEE ; Myung Soo LEE ; Hyu Jung HUH ; Jeong Ho CHAE
Journal of Korean Neuropsychiatric Association 2015;54(1):1-5
On 16 April 2014, the Sewol ferry, carrying 476 people, sank in the ocean off the south coast of South Korea. Two hundred and ninety five are confirmed dead and 9 remain missing. The Korean Neuropsychiatric Association (KNPA) set up a Disaster Mental Health Committee (KDMHC) for out-reach services and to provide general strategies for promoting mental health and resilience. Mem bers of KDMHC and Volunteering Psychiatrists of the KNPA had participated in disaster mental health services organized by Gyeonggi-Ansan disaster mental health support team. Their activities were composed of psychoeducation, supportive individual and familial counseling and referring service to professional institutes. This report has described the outline of the initial and acute mental health care responses by KDMHC and volunteers among KNPA members.
Academies and Institutes
;
Counseling
;
Disasters*
;
Korea
;
Mental Health Services
;
Mental Health*
;
Psychiatry
;
Volunteers*
5.Nasal Colonization and Molecular Characterization of Methicillin-Resistant Staphylococcus aureus among Hemodialysis Patients in 7 Korean Hospitals.
Jae Seok KIM ; Sun Hwa LEE ; Joseph JEONG ; Kyoung Ho ROH ; Hae Kyung LEE ; Sook Jin JANG ; Hye Soo LEE ; Jeong Uk KIM ; Sung Hee LEE ; Joon Sup YEOM ; Sang Oh LEE ; Jeong Sil CHOI ; So Yeon YOO ; Jae Sim JEONG ; Mi Na KIM
Korean Journal of Nosocomial Infection Control 2013;18(2):51-56
BACKGROUND: Staphylococcus aureus is a major bacteremia-causing pathogen in hemodialysis patients, frequently colonizing patient skin and mucosa. Active infection control is necessary to prevent methicillin-resistant S. aureus (MRSA) infection in hospitals; however, the spread of community-associated MRSA has recently become a concern for MRSA infection control. We evaluated the nasal colonization of MRSA among hemodialysis patients and the molecular characterization of the MRSA isolates. METHODS: Nasal swabs were obtained from 482 hemodialysis patients in 7 nationwide hospitals in November 2009, and cultured for MRSA colonization. Swabs were inoculated and cultured in 6.5% NaCl tryptic soy broth, then subcultured on MRSASelect medium (Bio-Rad, Hercules, CA) for 20-24 h. Multiplex PCR was performed to analyze staphylococcal cassette chromosome mec (SCCmec) types of MRSA isolates. RESULTS: Of 482 hemodialysis patients, 57 (11.8%) carried MRSA, ranging from 6.7% to 19.0%. Among the 57 MRSA isolates, we identified 3 (5.3%) SCCmec II, 1 (1.8%) SCCmec IIA, 30 (52.6%) SCCmec IIB, 1 (1.8%) SCCmec III, 6 (10.5%) SCCmec IV, and 16 (28.1%) SCCmec IVA subtypes. CONCLUSION: The MRSA carriage rate (11.8%) of hemodialysis patients in this study was high. The SCCmec IIB subtype, a healthcare-associated strain, was the predominant strain, although SCCmec IV isolates, typically found in community-associated MRSA infections, were also frequently observed. To prevent healthcare-associated MRSA infections in hemodialysis patients, standardized infection control measures should be performed, and efforts to reduce MRSA carriage rates should be considered.
Colon*
;
Humans
;
Infection Control
;
Methicillin Resistance*
;
Methicillin-Resistant Staphylococcus aureus*
;
Mucous Membrane
;
Multiplex Polymerase Chain Reaction
;
Renal Dialysis*
;
Skin
;
Staphylococcus aureus
6.Infection Control Guideline for Hemodialysis Room.
Mi Na KIM ; Jeong Sil CHOI ; So Yeon YOO ; Jae Seok KIM ; Joseph JEONG ; Kyoung Ho ROH ; Hae Kyung LEE ; Sook Jin JANG ; Hye Soo LEE ; Jeong Uk KIM ; Sung Hee LEE ; Joon Sup YEOM ; Sang Oh LEE ; Sun Hwa LEE ; Jae Sim JEONG ; Eui Chong KIM
Korean Journal of Nosocomial Infection Control 2010;15(2):65-77
A hemodialysis room is the healthcare facility utmost demanding an infection control because dialysis patients have chronic serious underlying conditions and high risks of bloodborne infection due to a indwelling intravascular catheter, a frequent exposure to bloods or body fluids, and a blood transfusion as well as a hemodialysis room can be a mixing vessel to encounter both hospital-acquired pathogens and community-acquird pathogens. Therefore the Korean Society for Nosocomial Infection Control (KOSNIC) purposed to develop a guideline for the infection control in a hemodialysis room with support of Korean Center for Disease Control (KCDC). This guideline was composed of 11 chapters including vascular access control, dialysis water, microbiological and chemical monitoring of dialysis water and dialysates, components and passage of dialysates, maintenance of dialysis machines, disinfection, waste management, infection surveillance, aseptic techniques and standard precaution, environmental control, prevention of bloodborne infections and 5 appendices composing basic infection control techniques. This is the first official guideline approved by KOSNIC and KCDC of the infection control in a hemodialysis room in Korea. Here the guideline was published except appendices and entire guideline including those can be downloaded on hompages of KOSNIC (http://www.kosnic.org/) and KCDC (http//www.cdc.go.kr/).
Blood Transfusion
;
Body Fluids
;
Catheters
;
Centers for Disease Control and Prevention (U.S.)
;
Cross Infection
;
Delivery of Health Care
;
Dialysis
;
Dialysis Solutions
;
Disinfection
;
Glycosaminoglycans
;
Humans
;
Infection Control
;
Korea
;
Renal Dialysis
;
Waste Management
;
Water
7.The Relationship between Depressive Symptoms in Outpatients with Chronic Illness and Health Care Costs.
Yu Mi NA ; Kwang Soo KIM ; Kyoung Uk LEE ; Jeong Ho CHAE ; Jin Ho KIM ; Dai Jin KIM ; Won Myong BAHK ; Yun Sig JANG ; Ae Kyoung LEE ; Young Sup WOO ; Pyeoung Soo LEE
Yonsei Medical Journal 2007;48(5):787-794
PURPOSE: To evaluate the relationship between depressive symptoms and health care costs in outpatients with chronic medical illnesses in Korea, we screened for depressive symptoms in 1,118 patients with a chronic medical illness and compared the severity of somatic symptoms and health care costs. PATIENTS AND METHODS: Data were compared between outpatients with depressive symptoms and those without depressive symptoms. Depression and somatic symptoms were measured by Zung's Self-rating Depression Scale (SDS) and Patient Health Questionnaire (PHQ)-15, respectively. We also investigated additional data related to patients' health care costs (number of visited clinical departments, number of visits made per patients, and health care costs). A total of 468 patients (41.9%) met the criteria for depressive disorder. RESULTS: A high rate of severe depressive symptoms was found in elderly, female and less-educated patients. A positive association between the severity of somatic symptoms and depressive symptoms was also identified. The effects of depressive symptoms in patients with chronic illnesses on three measures of health services were assessed by controlling for the effects of demographic variables and the severity of somatic symptoms. We found that the effects of depressive symptoms on the number of visited departments and number of visits made per patients were mediated by the severity of somatic symptoms. However, for health care costs, depressive symptoms had a significant main effect. Furthermore, the effect of gender on health care costs is moderated by the degree of a patient's depressive symptoms. CONCLUSION: In summary, there is clearly a need for increased recognition and treatment of depressive symptoms in outpatients with chronic medical illnesses.
Adult
;
Aged
;
Aged, 80 and over
;
Chronic Disease/*economics
;
Depression/*complications/diagnosis/*economics
;
Female
;
*Health Care Costs
;
Humans
;
Male
;
Middle Aged
;
*Outpatients
;
Regression Analysis
;
Sex Factors
8.Annual Report on External Quality Assessment in Diagnostic Genetics in Korea (2003).
Hyoun Chan CHO ; Sun Hee KIM ; Sung Sup PARK ; Sang Gon LEE ; Sung Hee HAN ; Eun Kyoung NA ; Jae Seok KIM ; Jeong Eun LEE ; Eui Chong KIM ; Suk Ja PARK ; Jong Woo PARK ; Soon Pal SEO ; Kyung Soon SONG ; Yu Kyung LEE ; Hyun Sook CHI
Journal of Laboratory Medicine and Quality Assurance 2004;26(1):147-170
The importance of quality control for dramatically growing genetic tests continues to be emphasized with increasing clinical demands. Diagnostic genetics subcommitee of KSQACP performed two trials for cytogenetic study in 2003. Cytogenetic surveys were performed by 33 laboratories and answered correctly in most laboratories except some problems in nomenclature and analysis for FISH and complex cytogenetic abnormalities in neoplasia. The molecular genetic test surveys include M. tuberculosis, HBV, HPV, leukemia/lymphoma, ApoE genotyping, Duchenne muscular dystrophy, myoclonic epilepsy and ragged red muscle fibers, and spinal and bulbar muscular atrophy. HPV, myoclonic epilepsy and ragged red muscle fibers, and spinal and bulbar muscular atrophy were the first challenge of the genetic survey. Molecular genetic survey showed excellent results in most participants, however, HPV tests should be improved by quality control in a few laboratories. External quality assessment program for cytogenetic analysis could be helpful to give participants many chances of continuous education and of interesting case materials.
Apolipoproteins E
;
Chromosome Aberrations
;
Cytogenetic Analysis
;
Cytogenetics
;
Education
;
Epilepsies, Myoclonic
;
Genetics*
;
Korea*
;
Molecular Biology
;
Muscle Fibers, Slow-Twitch
;
Muscular Disorders, Atrophic
;
Muscular Dystrophy, Duchenne
;
Quality Control
;
Tuberculosis
9.A Case of Anti-Xga Antibody.
Mi Na HUR ; Kyu Man LEE ; Jong Hyun KIM ; Kyoung Un PARK ; Eun Young SONG ; Kyou Sup HAN
Korean Journal of Blood Transfusion 2001;12(2):257-261
Anti-Xga is a rarely occurring antibody, and only two cases with this antibody have been reported in Koreans. We describe here another example of anti-Xga which was detected in a 47-year-old male. The patient suffered from burn injury on the 20% of body surface area, acute renal failure, and ulcer bleeding. Unexpected antibody identification test demonstrated anti-Xga, which was reactive only by antiglobulin phase, and the reaction disappeared after the treatment with bromelin. The red cell phenotype of this patient was Xg(a-). Fourteen units of packed red blood cell were transfused without any adverse reactions. It has an important clinical concern in safe transfusion practice to determine the specificity and the clinical significance of blood group alloantibodies.
Acute Kidney Injury
;
Body Surface Area
;
Bromelains
;
Burns
;
Erythrocytes
;
Hemorrhage
;
Humans
;
Isoantibodies
;
Male
;
Middle Aged
;
Phenotype
;
Sensitivity and Specificity
;
Ulcer
10.Use of Natural and Synthetic Odorants in Odor Identification Test.
Kyung Hun YANG ; Kyoung Sup NA ; Ki Young PARK ; Sang Hoon SOH ; Seung Ho CHOI ; Young Min PARK
Korean Journal of Otolaryngology - Head and Neck Surgery 2001;44(1):52-55
BACKGROUND AND OBJECTIVES: The odor identification tests use natural and synthetic odorants as stimuli. Synthetic odorants span a smaller qualitative range than natural ones, however, they eliminate the need for preparation, preservation and have improved familiarity owing to the improved development techniques. The aim of this study is whether we can use synthetic odorants in odor identification tests by comparing the results of tests using natural odorants and synthetic ones. MATERIALS AND METHODS: Forty-two natural and 21 synthetic odorants familiar to Koreans were applied to 40 normals and 20 patients with decreased sense of smell without sinonasal diseases. Percent-correctness shown by the controls and patients smelling natural and synthetic odorants were compared with those patients showing over 95% identifiability and in 11 corresponding natural and synthetic odorants. RESULTS: Percent-correctness of odor identification test using synthetic odorants was highly correlated with that using natural ones and there was no problem in discriminating patients from the control. CONCLUSION: Synthetic odorants can be used in odor identification tests for Koreans in a clinical context.
Humans
;
Odors*
;
Olfaction Disorders
;
Recognition (Psychology)
;
Smell

Result Analysis
Print
Save
E-mail