1.Accuracy of one-step automated orthodontic diagnosis model using a convolutional neural network and lateral cephalogram images with different qualities obtained from nationwide multi-hospitals
Sunjin YIM ; Sungchul KIM ; Inhwan KIM ; Jae-Woo PARK ; Jin-Hyoung CHO ; Mihee HONG ; Kyung-Hwa KANG ; Minji KIM ; Su-Jung KIM ; Yoon-Ji KIM ; Young Ho KIM ; Sung-Hoon LIM ; Sang Jin SUNG ; Namkug KIM ; Seung-Hak BAEK
The Korean Journal of Orthodontics 2022;52(1):3-19
Objective:
The purpose of this study was to investigate the accuracy of one-step automated orthodontic diagnosis of skeletodental discrepancies using a convolutional neural network (CNN) and lateral cephalogram images with different qualities from nationwide multi-hospitals.
Methods:
Among 2,174 lateral cephalograms, 1,993 cephalograms from two hospitals were used for training and internal test sets and 181 cephalograms from eight other hospitals were used for an external test set. They were divided into three classification groups according to anteroposterior skeletal discrepancies (Class I, II, and III), vertical skeletal discrepancies (normodivergent, hypodivergent, and hyperdivergent patterns), and vertical dental discrepancies (normal overbite, deep bite, and open bite) as a gold standard. Pre-trained DenseNet-169 was used as a CNN classifier model. Diagnostic performance was evaluated by receiver operating characteristic (ROC) analysis, t-stochastic neighbor embedding (t-SNE), and gradientweighted class activation mapping (Grad-CAM).
Results:
In the ROC analysis, the mean area under the curve and the mean accuracy of all classifications were high with both internal and external test sets (all, > 0.89 and > 0.80). In the t-SNE analysis, our model succeeded in creating good separation between three classification groups. Grad-CAM figures showed differences in the location and size of the focus areas between three classification groups in each diagnosis.
Conclusions
Since the accuracy of our model was validated with both internal and external test sets, it shows the possible usefulness of a one-step automated orthodontic diagnosis tool using a CNN model. However, it still needs technical improvement in terms of classifying vertical dental discrepancies.
2.Comparison of Automated Brain Volume Measures by NeuroQuant vs. Freesurfer in Patients with Mild Cognitive Impairment: Effect of Slice Thickness
Younghee YIM ; Ji Young LEE ; Se Won OH ; Mi Sun CHUNG ; Ji Eun PARK ; Yeonsil MOON ; Hong Jun JEON ; Won-Jin MOON
Yonsei Medical Journal 2021;62(3):255-261
Purpose:
This study aimed to examine the inter-method reliability and volumetric differences between NeuroQuant (NQ) and Freesurfer (FS) using T1 volume imaging sequence with different slice thicknesses in patients with mild cognitive impairment (MCI).
Materials and Methods:
This retrospective study enrolled 80 patients diagnosed with MCI at our memory clinic. NQ and FS were used for volumetric analysis of three-dimensional T1-weighted images with slice thickness of 1 and 1.2 mm. Inter-method reliability was measured with Pearson correlation coefficient (r), intraclass correlation coefficient (ICC), and effect size (ES).
Results:
Overall, NQ volumes were larger than FS volumes in several locations: whole brain (0.78%), cortical gray matter (5.34%), and white matter (2.68%). Volume measures by NQ and FS showed good-to-excellent ICCs with both 1 and 1.2 mm slice thickness (ICC=0.75–0.97, ES=-1.0–0.73 vs. ICC=0.78–0.96, ES=-0.9–0.77, respectively), except for putamen, pallidum, thalamus, and total intracranial volumes. The ICCs in all locations, except the putamen and cerebellum, were slightly higher with a slice thickness of 1 mm compared to those of 1.2 mm.
Conclusion
Inter-method reliability between NQ and FS was good-to-excellent in most regions with improvement with a 1-mm slice thickness. This finding indicates that the potential effects of slice thickness should be considered when performing volumetric measurements for cognitive impairment.
3.Adipose Tissue-Derived Stem Cell Therapy for Cavernous Nerve Injury-Induced Erectile Dysfunction in the Rat Model: A Systematic Review and Meta-Analysis Using Methodological Quality Assessment
Hyo Jung PARK ; Hyunsuk JEONG ; Yong Hyun PARK ; Hyeon Woo YIM ; U Syn HA ; Sung Hoo HONG ; Sae Woong KIM ; Na Jin KIM ; Ji Youl LEE
International Journal of Stem Cells 2019;12(2):206-217
BACKGROUND AND OBJECTIVES: Few studies were evaluated the effect of blindness on outcome in animal models, though a potential effect of blinding has been reported in clinical trials. We evaluated the effects of adipose tissue-derived stem cells (ADSCs) on cavernous nerve injury (CNI)-induced erectile dysfunction (ED) in the rat and examined how proper blinding of the outcome assessor affected treatment effect. METHODS AND RESULTS: We searched in Pubmed, EMBASE, Cochrane and Web of Science databases from inception to January 2019. We included CNI animal model, randomized controlled experiments, and ADSC intervention. Erectile function and structural changes were assessed by intracavernous pressure and mean arterial pressure (ICP/MAP) ratios, neuronal nitric oxide synthase (nNOS) levels, cavernous smooth muscle and collagen (CSM/collagen) ratios, and cyclic guanosine monophosphate (cGMP). RESULTS: Nineteen studies were included in the final meta-analysis. The ICP/MAP ratio of the ADSC treatment group increased compared to the control group (SMD=1.33, 95%CI: 1.11~1.56, I²=72%). The nNOS level (SMD=2.29, 95%CI: 1.74~2.84, I²=75%), CSM/collagen (SMD=2.57, 95%CI: 1.62~3.52; I²=85%), and cGMP (SMD=2.96, 95%CI: 1.82~4.10, I²=62%) were also increased in the ADSC treatment group. Preplanned subgroup analysis was conducted to explore the source of heterogeneity. Five studies with blinded outcome assessment were significantly less effective than the unblinded studies (SMD=1.33, 95%CI: 0.86~1.80; SMD=1.81, 95%CI: 1.17~2.46, respectively). CONCLUSIONS: ADSCs might be effective in improving erectile function and structural change in CNI-induced ED. However, non-blinded outcome assessors might cause detection bias and overestimate treatment efficacy. Therefore, the ADSC efficacy must be further evaluated with a rigorous study design to avoid bias.
Animals
;
Arterial Pressure
;
Bias (Epidemiology)
;
Blindness
;
Collagen
;
Erectile Dysfunction
;
Guanosine Monophosphate
;
Male
;
Models, Animal
;
Muscle, Smooth
;
Nitric Oxide Synthase Type I
;
Population Characteristics
;
Rats
;
Stem Cells
;
Treatment Outcome
4.Primary stability of implants with peri-implant bone defects of various widths: an in vitro investigation
Hyun jin YIM ; Hyun Chang LIM ; Ji Youn HONG ; Seung Il SHIN ; Jong Hyuk CHUNG ; Yeek HERR ; Seung Yun SHIN
Journal of Periodontal & Implant Science 2019;49(1):39-46
PURPOSE: This study aimed to evaluate the effects of i) the extent of peri-implant bone defects and ii) the application of bone cement on implant stability with respect to the measurement direction. METHODS: In 10 bovine rib bones, 4 implant osteotomies with peri-implant bone defects of various widths were prepared: i) no defect (D0), ii) a 2-mm-wide defect (D2), iii) a 4-mm-wide defect (D4), and iv) a 8-mm-wide defect (D8). The height of all defects was 10 mm. Implant stability quotient (ISQ) values and Periotest values (PTVs) were measured after implant placement and bone cement application. RESULTS: With increasing defect width, decreased ISQs and increased PTVs were observed. Statistically significant differences were found between groups D0 and D8, D0 and D4, and D2 and D8. Prior to bone cement application, inconsistent PTVs were found in group D8 depending on the measurement direction. Bone cement increased the implant stability. CONCLUSION: Peri-implant bone deficits measuring around 50% of the implant surface compromised implant stability. Clinically, PTVs should be cautiously interpreted in implants with large peri-implant defects due to inconsistent recordings with respect to the measurement direction.
Alveolar Bone Loss
;
Bone Transplantation
;
Dental Implants
;
In Vitro Techniques
;
Models, Anatomic
;
Osteotomy
;
Ribs
5.Prevalence of Malnutrition in Hospitalized Patients: a Multicenter Cross-sectional Study
Min Chang KANG ; Ji Hoon KIM ; Seung Wan RYU ; Jae Young MOON ; Je Hoon PARK ; Jong Kyung PARK ; Jong Hoon PARK ; Hyun Wook BAIK ; Jeong Meen SEO ; Myoung Won SON ; Geun Am SONG ; Dong Woo SHIN ; Yeon Myung SHIN ; Hong yup AHN ; Han Kwang YANG ; Hee Chul YU ; Ik Jin YUN ; Jae Gil LEE ; Jae Myeong LEE ; Jung Hwa LEE ; Tae Hee LEE ; Haejun YIM ; Hyun Jeong JEON ; Kyuwhan JUNG ; Mi Ran JUNG ; Chi Young JEONG ; Hee Sook LIM ; Suk Kyung HONG ;
Journal of Korean Medical Science 2018;33(2):e10-
BACKGROUND: Malnutrition is associated with many adverse clinical outcomes. The present study aimed to identify the prevalence of malnutrition in hospitalized patients in Korea, evaluate the association between malnutrition and clinical outcomes, and ascertain the risk factors of malnutrition. METHODS: A multicenter cross-sectional study was performed with 300 patients recruited from among the patients admitted in 25 hospitals on January 6, 2014. Nutritional status was assessed by using the Subjective Global Assessment (SGA). Demographic characteristics and underlying diseases were compared according to nutritional status. Logistic regression analysis was performed to identify the risk factors of malnutrition. Clinical outcomes such as rate of admission in intensive care units, length of hospital stay, and survival rate were evaluated. RESULTS: The prevalence of malnutrition in the hospitalized patients was 22.0%. Old age (≥ 70 years), admission for medical treatment or diagnostic work-up, and underlying pulmonary or oncological disease were associated with malnutrition. Old age and admission for medical treatment or diagnostic work-up were identified to be risk factors of malnutrition in the multivariate analysis. Patients with malnutrition had longer hospital stay (SGA A = 7.63 ± 6.03 days, B = 9.02 ± 9.96 days, and C = 12.18 ± 7.24 days, P = 0.018) and lower 90-day survival rate (SGA A = 97.9%, B = 90.7%, and C = 58.3%, P < 0.001). CONCLUSION: Malnutrition was common in hospitalized patients, and resulted in longer hospitalization and associated lower survival rate. The rate of malnutrition tended to be higher when the patient was older than 70 years old or hospitalized for medical treatment or diagnostic work-up compared to elective surgery.
Cross-Sectional Studies
;
Hospitalization
;
Humans
;
Intensive Care Units
;
Korea
;
Length of Stay
;
Logistic Models
;
Malnutrition
;
Multivariate Analysis
;
Nutrition Assessment
;
Nutritional Status
;
Prevalence
;
Risk Factors
;
Survival Rate
6.Management of Clevudine-Resistant Chronic Hepatitis B: A Multicenter Cohort Study.
Eun Young CHO ; Hyung Joon YIM ; Young Kul JUNG ; Sang Jun SUH ; Yeon Seok SEO ; Ji Hoon KIM ; Hong Soo KIM ; Sae Hwan LEE ; Sang Hoon AHN ; Jeong Il LEE ; Sook Hyang JEONG ; Jin Wook KIM ; Jin Woo LEE ; In Hee KIM ; Hyoung Su KIM ; Sang Jong PARK ; Jeong Mi LEE ; Seong Gyu HWANG
Gut and Liver 2017;11(1):129-135
BACKGROUND/AIMS: Data are lacking regarding the management of chronic hepatitis B (CHB) with resistance to clevudine (CLV). This study evaluated the efficacy of different rescue therapies for CLV-resistant CHB. METHODS: Patients with CLV-resistant CHB were enrolled in the cohort, and all patients developed virologic breakthrough during CLV therapy and had confirmed-genotypic resistance to CLV (rtM204I mutation) before enrollment. RESULTS: Of the 107 patients, 12 received adefovir (ADV), 21 received a CLV plus ADV combination (CLV+ADV), 34 received a lamivudine plus ADV combination (LAM+ADV), and 40 received entecavir (ETV) therapy for 48 weeks. The CLV+ADV group had the lowest hepatitis B virus (HBV) DNA level (p<0.0001) and showed the greatest reduction of HBV DNA levels from baseline compared to all other groups (p=0.004) at week 48. HBV DNA was undetectable (<70 IU/mL) in 0%, 57.1%, 21.2%, and 27.5% (p=0.003) of the patients in each group, respectively, at week 48. At the end of the study, the mean alanine transaminase (ALT) level, rate of ALT normalization, and rate of hepatitis B envelope antigen loss or seroconversion did not differ between groups. CONCLUSIONS: CLV+ADV combination therapy in patients with CLV-resistant CHB more effectively suppresses HBV replication than ETV, ADV, or LAM+ADV therapy.
Alanine Transaminase
;
Cohort Studies*
;
DNA
;
Hepatitis B
;
Hepatitis B virus
;
Hepatitis B, Chronic*
;
Hepatitis, Chronic*
;
Humans
;
Lamivudine
;
Seroconversion
7.Current Status of Nursing Informatics Education in Korea.
Eunjoo JEON ; Jeongeun KIM ; Hyeoun Ae PARK ; Ji Hyun LEE ; Jungha KIM ; Meiling JIN ; Shinae AHN ; Jooyeon JUN ; Healim SONG ; Jeongah ON ; Hyesil JUNG ; Yeong Joo HONG ; Suran YIM
Healthcare Informatics Research 2016;22(2):142-150
OBJECTIVES: This study presents the current status of nursing informatics education, the content covered in nursing informatics courses, the faculty efficacy, and the barriers to and additional supports for teaching nursing informatics in Korea. METHODS: A set of questionnaires consisting of an 18-item questionnaire for nursing informatics education, a 6-item questionnaire for faculty efficacy, and 2 open-ended questions for barriers and additional supports were sent to 204 nursing schools via email and the postal service. Nursing schools offering nursing informatics were further asked to send their syllabuses. The subjects taught were analyzed using nursing informatics competency categories and other responses were tailed using descriptive statistics. RESULTS: A total of 72 schools (35.3%) responded to the survey, of which 38 reported that they offered nursing informatics courses in their undergraduate nursing programs. Nursing informatics courses at 11 schools were taught by a professor with a degree majoring in nursing informatics. Computer technology was the most frequently taught subject (27 schools), followed by information systems used for practice (25 schools). The faculty efficacy was 3.76 ± 0.86 (out of 5). The most frequently reported barrier to teaching nursing informatics (n = 9) was lack of awareness of the importance of nursing informatics. Training and educational opportunities was the most requested additional support. CONCLUSIONS: Nursing informatics education has increased during the last decade in Korea. However, the proportions of faculty with degrees in nursing informatics and number of schools offering nursing informatics courses have not increased much. Thus, a greater focus is needed on training faculty and developing the courses.
Competency-Based Education
;
Education*
;
Electronic Mail
;
Humans
;
Information Systems
;
Korea*
;
Nursing Education Research
;
Nursing Informatics*
;
Nursing*
;
Postal Service
;
Schools, Nursing
;
Tail
8.Current Status of Nursing Informatics Education in Korea.
Eunjoo JEON ; Jeongeun KIM ; Hyeoun Ae PARK ; Ji Hyun LEE ; Jungha KIM ; Meiling JIN ; Shinae AHN ; Jooyeon JUN ; Healim SONG ; Jeongah ON ; Hyesil JUNG ; Yeong Joo HONG ; Suran YIM
Healthcare Informatics Research 2016;22(2):142-150
OBJECTIVES: This study presents the current status of nursing informatics education, the content covered in nursing informatics courses, the faculty efficacy, and the barriers to and additional supports for teaching nursing informatics in Korea. METHODS: A set of questionnaires consisting of an 18-item questionnaire for nursing informatics education, a 6-item questionnaire for faculty efficacy, and 2 open-ended questions for barriers and additional supports were sent to 204 nursing schools via email and the postal service. Nursing schools offering nursing informatics were further asked to send their syllabuses. The subjects taught were analyzed using nursing informatics competency categories and other responses were tailed using descriptive statistics. RESULTS: A total of 72 schools (35.3%) responded to the survey, of which 38 reported that they offered nursing informatics courses in their undergraduate nursing programs. Nursing informatics courses at 11 schools were taught by a professor with a degree majoring in nursing informatics. Computer technology was the most frequently taught subject (27 schools), followed by information systems used for practice (25 schools). The faculty efficacy was 3.76 ± 0.86 (out of 5). The most frequently reported barrier to teaching nursing informatics (n = 9) was lack of awareness of the importance of nursing informatics. Training and educational opportunities was the most requested additional support. CONCLUSIONS: Nursing informatics education has increased during the last decade in Korea. However, the proportions of faculty with degrees in nursing informatics and number of schools offering nursing informatics courses have not increased much. Thus, a greater focus is needed on training faculty and developing the courses.
Competency-Based Education
;
Education*
;
Electronic Mail
;
Humans
;
Information Systems
;
Korea*
;
Nursing Education Research
;
Nursing Informatics*
;
Nursing*
;
Postal Service
;
Schools, Nursing
;
Tail
9.Outcomes of Take-Back Operations in Breast Reconstruction with Free Lower Abdominal Flaps.
Ji Hong YIM ; Jiyoung YUN ; Taik Jong LEE ; Eun Key KIM ; Jonghan CHO ; Jin Sup EOM
Archives of Plastic Surgery 2015;42(6):741-745
BACKGROUND: Microvascular complications after free-flap breast reconstructions are potentially devastating problems that can increase patient morbidity and lead to flap loss. To date, no comprehensive study has examined the rates of salvage and the methods of microvascular revision in breast reconstruction. We reviewed the treatment of microvascular complications of free-flap breast reconstruction procedures over a seven-year period. METHODS: A retrospective review of all patients who underwent microvascular breast reconstruction at our institution between April 2006 and December 2013 was conducted. Based on their surgical records, all patients who required emergency re-exploration were identified, the rate of flap salvage was determined, the factors associated with flap salvage were evaluated, and the causes and methods of revision were reviewed. RESULTS: During the review period, 605 breast reconstruction procedures with a free lower abdominal flap were performed. Seventeen of these flaps were compromised by microvascular complications, and three flaps were lost. The overall salvage rate was 82.35%. No significant differences between the salvaged group and the failed group were observed with regard to age, BMI, axillary dissection, number of anastomotic arteries and veins, recipient vessel types, or use of the superficial inferior epigastric vein in the revision operation. Successful salvage of the flap was associated with a shorter time period between recognizing the signs of flap compromise and the take-back operation. CONCLUSIONS: The salvage rate of compromised lower abdominal flaps was high enough to warrant attempting re-exploration. Immediate intervention after the onset of flap compromise signs is as important as vigilant postoperative monitoring.
Arteries
;
Breast*
;
Emergencies
;
Female
;
Free Tissue Flaps
;
Humans
;
Mammaplasty*
;
Perforator Flap
;
Retrospective Studies
;
Salvage Therapy
;
Surgical Flaps
;
Veins
10.Perception of Youku (Domestically Produced Holstein Steer) Meat among College Students Majoring in Food and Nutrition Studies.
Shin Youn JOO ; Kyung Eun LEE ; Hyun Ji KIM ; Kyeong Sook YIM ; Hong Mie LEE
Journal of the Korean Dietetic Association 2015;21(3):203-214
A survey was conducted to determine the perception of youku meat among college students majoring in food and/or nutrition. The survey participants were located nationwide, and the responses from the 2,454 students were analyzed. More male and higher grade students answered that they had heard about youku while only 20.0% had learned about Youku from class. Approximately 37.8% of the subjects recognized youku as 'dairy cattle which are too old to produce milk', 54.0% as 'all cattle grown for the purpose of meat', and 23.1% as 'all cattle except for Hanwoo'. Only 37.4% recognized youku correctly. Compared with the same quality grade, 25.3% recognized youku meat as being cheaper than imported beef, and only 25.6% of them recognized that youku meat has less fat than imported beef. As much as 83.3% of subjects did not know whether or not they were served youku meat, and 23.7% of subjects wanted increased availability of youku meat. As much as 22.9% of subjects opposed the increased use of youku meat, and the reasons were "it does not taste good" (18.1%), "it is not Hanwoo" (15.1%), "it is not sanitary" (13.1%), and "it is imported" (6.0%). The findings provide basic information on barriers regarding youku meat promotion among subjects who will be dieticians in food service or managers in purchase departments of catering companies in the future.
Animals
;
Cattle
;
Food Services
;
Humans
;
Male
;
Meat*
;
Nutritionists

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