1.Comparison between Logistic Regression and Artificial Neural Networks as MMPI Discriminator.
Jaewon LEE ; Bum Seok JEONG ; Mi Sug KIM ; Jee Wook CHOI ; Byung Un AHN
Journal of the Korean Society of Biological Psychiatry 2005;12(2):165-172
OBJECTIVES: The purpose of this study is to 1) conduct a discrimination analysis of schizophrenia and bipolar affective disorder using MMPI profile through artificial neural network analysis and logistic regression analysis, 2) to make a comparison between advantages and disadvantages of the two methods, and 3) to demonstrate the usefulness of artificial neural network analysis of psychiatric data. PROCEDURE: The MMPI profiles for 181 schizophrenia and bipolar affective disorder patients were selected. Of these profiles, 50 were randomly placed in the learning group and the remaining 131 were placed in the validation group. The artificial neural network was trained using the profiles of the learning group and the 131 profiles of the validation group were analyzed. A logistic regression analysis was then conducted in a similar manner. The results of the two analyses were compared and contrasted using sensitivity, specificity, ROC curves, and kappa index. RESULTS: Logistic regression analysis and artificial neural network analysis both exhibited satisfactory discriminating ability at Kappa index of greater than 0.4. The comparison of the two methods revealed artificial neural network analysis is superior to logistic regression analysis in its discriminating capacity, displaying higher values of Kappa index, specificity, and AUC(Area Under the Curve) of ROC curve than those of logistic regression analysis. CONCLUSION: Artificial neural network analysis is a new tool whose frequency of use has been increasing for its superiority in nonlinear applications. However, it does possess insufficiencies such as difficulties in understanding the relationship between dependent and independent variables. Nevertheless, when used in conjunction with other analysis tools which supplement it, such as the logistic regression analysis, it may serve as a powerful tool for psychiatric data analysis.
Discrimination (Psychology)
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Humans
;
Learning
;
Logistic Models*
;
MMPI*
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Mood Disorders
;
ROC Curve
;
Schizophrenia
;
Sensitivity and Specificity
;
Statistics as Topic
2.Effects of Subconjunctival Bevacizumab Injection after Primary Pterygium Surgery
Eunyu YOON ; Minji PARK ; Jaewon CHOI
Journal of the Korean Ophthalmological Society 2023;64(8):688-693
Purpose:
This study evaluated the efficacy and safety of subconjunctival bevacizumab injection after primary pterygium surgery.
Methods:
We performed a conjunctivo-limbal autograft after pterygium resection in 136 eyes of 128 patients with primary pterygium between December 2019 and July 2021. A subconjunctival bevacizumab injection of 2.5 mg (0.1 mL) was administered in the bevacizumab group but not in the control group (54 eyes of 48 patients). We compared pterygium recurrence rates between the two groups at 1 day, 1 week, 1 month, 3 months, 6 months, and 12 months after surgery.
Results:
Pterygium recurrence occurred in one eye (1.21%) in the bevacizumab group and five eyes (9.25%) in the control group. Additionally, fibrovascular tissue proliferation was suppressed in the bevacizumab group and no postoperative complications were observed.
Conclusions
Pterygium recurrence occurred in one eye (1.21%) in the bevacizumab group and five eyes (9.25%) in the control group. Additionally, fibrovascular tissue proliferation was suppressed in the bevacizumab group and no postoperative complications were observed.
3.Two Cases of Cataract after COVID-19 mRNA Vaccine Injection
Eunyu YOON ; Jaewon CHOI ; Minwon AHN ; Minji PARK
Journal of the Korean Ophthalmological Society 2022;63(12):1033-1037
Purpose:
To report two cases of cataract that progressed after COVID-19 mRNA vaccination.Case summary: Two patients visited our clinic with decreased visual acuity in the left eye that began after mRNA vaccine. A 40-year-old man visited our hospital with decreased visual acuity in the left eye that developed 1 week after injection of the second dose of mRNA-1273 (Moderna ® ,Cambridge, UK). A 40-year-old woman visited our clinic with decreased visual acuity in the left eye that occurred on day 46 after the injection of the third dose of BNT162b2 (Pfizer ® , New York, NY, USA). Neither case had any relevant ophthalmic history, and there was no clear optic neuropathy or retinopathy on fundus examination. After phacoemulsification and intraocular lens implantation, the best-corrected visual acuity improved, and intraocular pressure has remained stable.
Conclusions
The possibility of cataract development or progression after COVID-19 mRNA vaccine injection should be considered.
4.Effect of Loose Masks on Tear-film Break-up Time
Jooheon LEE ; Minwon AHN ; Jaewon CHOI ; Minji PARK
Journal of the Korean Ophthalmological Society 2023;64(5):367-373
Purpose:
We investigated the the effect of wearing a loose mask on tear-film break-up time using cross-sectional and experimental methods.
Methods:
This was a comparative analysis of non-invasive tear-film break-up time (NIBUT) after wearing no mask, loose mask, and tight mask for 10 minutes each in 60 eyes with or without dry eye syndrome. NIBUT measurements were performed using a keratograph.
Results:
The NIBUT values were 7.53 ± 0.83 seconds, 6.19 ± 0.78 seconds, and 7.36 ± 0.68 seconds for the no mask, loose mask, and tight mask groups, respectively. There was no significant difference between the no mask and tight mask groups (ρ-value = 0.517), but the loose mask group had a significantly reduced NIBUT compared with the other groups (ρ-value = 0.013 and 0.022, respectively).
Conclusions
Wearing a loose mask reduced the tear-film break-up time regardless of the presence or absence of dry eyes and may cause or worsen dry eye symptoms.
5.Residual Risk of Transfusion-Transmitted Infection with Hepatitis C Virus since the Introduction of Nucleic Acid Testing in Korea.
Deokja OH ; Gyeryung CHOI ; Hyukki MIN ; Jaewon KANG
Korean Journal of Blood Transfusion 2015;26(2):193-203
BACKGROUND: In 2005, the Korean Red cross introduced mini-pool nucleic acid testing (NAT) for human immunodeficiency virus (HIV) and hepatitis C virus (HCV), which upgraded to individual donation (ID) NAT including HBV in 2012. In this study, we analyzed the trend of HCV infection among blood donors after introduction of NAT by estimating the residual risk (RR) of transfusion transmitted infection (TTI) of HCV. METHODS: Donation data from 2003 to 2014 were analyzed using the Blood Information Management System (BIMS). Each donation was tested for antibodies and viral RNA for HCV. Prevalence and incidence rate (IR) among repeat donors were determined. RR was determined using the incidence rate/window period model. RESULTS: During the 12-year period, a total of 29,058,436 donations were screened with 34 HCV NAT yield donations. Calculated RR per million donations for HCV was significantly reduced from 13.41 in the pre-NAT period (2003~2004) to 0.52 in the post NAT period (2006~2007) (P<0.001). Most recently (2013~2014), RR for HCV with TTI was estimated by 0.16 per million donations (1:6,289,308). CONCLUSION: RR of TTI with HCV was remarkably decreased since introduction of NAT. However, the prevalence and IR of HCV RNA among first time donors was still high and yield cases were more frequent among repeat donors. Therefore, establishment of a sensitive and accurate screening system and measures for maintaining healthy donors should be considered in order to ensure blood safety.
Antibodies
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Blood Donors
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Blood Safety
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Hepacivirus*
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Hepatitis C*
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Hepatitis*
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HIV
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Humans
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Incidence
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Information Management
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Korea*
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Mass Screening
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Prevalence
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Red Cross
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RNA
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RNA, Viral
;
Tissue Donors
6.Changes in People with Schizophrenia during the COVID-19 Pandemic: An Integrative Review
Kyung Im KANG ; Dug Ja CHOI ; Jaewon JOUNG
Journal of Korean Academy of Psychiatric and Mental Health Nursing 2022;31(4):482-492
Purpose:
This integrative review aims to identify changes in people with schizophrenia during the COVID-19 pandemic.
Methods:
An integrative literature review method of Whittemore and Knafl was applied to integrate the studies. The literature search was conducted in six electronic databases using English and Korean search terms. Three researchers independently reviewed the extracted papers and rated their quality based on predetermined inclusion and exclusion criteria. A total of fifteen relevant studies were included.
Results:
The selected articles were all international papers, and most of them were quantitative studies. The changes observed in people with schizophrenia were summarized as follows: (1) changes in health outcomes: psychosocial (increased levels of depression, stress, anxiety, sleep disturbance, and psychotic-like experience) and physical (reduction in food intake, weight loss, changes in immunerelated clinical values, etc.); (2) changes in treatment and health management: increased hospitalization, decreased ICU hospitalization, and a decrease in outpatient visits and prescription rate.
Conclusion
This study confirmed the impacts of the COVID-19 pandemic on people with schizophrenia. It is necessary to develop mental health policies and appropriate nursing interventions to help people in preparing for possible future crises.
7.Comparison of the Chemical Composition of Subchondral Trabecular Bone of Medial Femoral Condyle between with Advanced Osteoarthritis and without Osteoarthritis.
Kwang Kyoun KIM ; Yougun WON ; Tae Gyun KIM ; Myong Hyun BAEK ; Jaewon CHOI
Journal of Bone Metabolism 2015;22(3):93-97
BACKGROUND: The purpose of this study is to investigate differences of chemical composition between subchondral bone in advanced osteoarthritic (OA) and non-OA distal femur. METHODS: Twenty femurs were harvested, respectively. The subchondral trabeculae were obtained from the middle of medial articular surface of distal femurs. A 10 mm diameter cylindrical saw was used to harvest. Raman spectroscopy, a non-destructive technique, was employed to determine the chemical information of the trabecular bones in the human distal femurs. RESULTS: The maximum intensity of the phosphate peak was 2,376.51+/-954.6 for the non-OA group and 1,936.3+/-831.75 for the OA group. The maximum intensity of the phosphate peak observed between the two groups was significantly different (P=0.017). The maximum intensity of the amide I peak were 474.17+/-253.42 for the nonOA group and 261.91+/-205.61 for the OA group. The maximum intensity of the amide I peak were significantly different between the two groups (P=0.042). Also, among other chemical and matrix components (Hydroxyproline,Carbonate, Amide IIIdisordered;ordered, and CH2), the spectrums showed similar significant differences in the intensity (P=0.027, P=0.014, P=0.012; P=0.038, P=0.029). Area integration were performed to determine disorder in collagen's secondary structure via amide III (alpha helix/random coil). The value of the alpha helix to random coil band area are significantly different (P=0.021) and result showing that there was a trend toward higher collagen maturity for the nonosteoarthritic bone specimens. CONCLUSIONS: The result suggested that OA may affect the chemical compositions of trabecular bone, and such distinctive chemical information may be.
Cartilage
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Collagen
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Femur
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Humans
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Osteoarthritis*
;
Spectrum Analysis, Raman
8.The prevalence of burnout and the related factors among some medical students in Korea.
Jaewon CHOI ; Shill Lee SON ; Suh Hee KIM ; Hyunsoo KIM ; Jee Young HONG ; Moo Sik LEE
Korean Journal of Medical Education 2015;27(4):301-308
PURPOSE: This study was conducted to examine the relationship between the prevalence of burnout and its related factors in medical students in Korea. METHODS: All available medical students in the metropolitan city of Daejeon, Korea, were asked to answer self-administered questionnaires from July 1 to July 26 in 2013. A total of 534 medical students participated. The Maslach Burnout Inventory-Student Survey (MBI-SS) and structured questionnaires on related factors were used. Confirmatory factor analysis and Cronbach's alpha were used to verify the applicability of the MBI-SS to medical students in Korea. We also performed chi-square test and logistic regression analysis to identify the factors that were associated with burnout. RESULTS: The MBI-SS was reliable and valid in measuring burnout in Korean medical students. Our confirmatory factor analysis approved and explained the appropriateness of the model fit. The prevalence of burnout among medical students was 26.4% (n=141). Such rates were higher in students who were female, experienced greater levels of depression, had poor academic performance, feared dropping out, and were stressed by the poor quality of the class facilities. CONCLUSION: The MBI-SS is a valid instrument to measure academic burnout in Korean medical students. Further studies should be performed, because improvements in the mental health of medical students will benefit these doctors-to-be and their future patients.
Burnout, Professional/*epidemiology
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Factor Analysis, Statistical
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Female
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Humans
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Logistic Models
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Male
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Prevalence
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Psychometrics/*methods
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Reproducibility of Results
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Republic of Korea/epidemiology
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Risk Factors
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Stress, Psychological/*epidemiology
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Students, Medical/*psychology
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Surveys and Questionnaires/*standards
9.Two Sjogren syndrome-associated oral bacteria, Prevotella melaninogenica and Rothia mucilaginosa, induce the upregulation of major histocompatibility complex class I and hypoxia-associated cell death, respectively, in human salivary gland cells
Jaewon LEE ; Sumin JEON ; Youngnim CHOI
International Journal of Oral Biology 2021;46(4):190-199
Despite evidence that bacteria-sensing Toll-like receptors (TLRs) are activated in salivary gland tissues of Sjogren syndrome (SS) patients, the role of oral bacteria in SS etiopathogenesis is unclear. We previously reported that two SS-associated oral bacteria, Prevotella melaninogenica (Pm) and Rothia mucilagenosa (Rm), oppositely regulate the expression of major histocompatibility complex class I (MHC I) in human salivary gland (HSG) cells. Here, we elucidated the mechanisms underlying the differential regulation of MHC I expression by these bacteria. The ability of Pm and Rm to activate TLR2, TLR4, and TLR9 was examined using TLR reporter cells. HSG cells were stimulated by the TLR ligands, Pm, and Rm. The levels of MHC I expression, bacterial invasion, and viability of HSG cells were examined by flow cytometry. The hypoxic status of HSG cells was examined using Hypoxia Green. HSG cells upregulated MHC I expression in response to TLR2, TLR4, and TLR9 activation. Both Pm and Rm activated TLR2 and TLR9 but not TLR4. Rm-induced downregulation of MHC I strongly correlated with bacterial invasion and cell death. Rm-induced cell death was not rescued by inhibitors of the diverse cell death pathways but was associated with hypoxia. In conclusion, Pm upregulated MHC I likely through TLR2 and TLR9 activation, while Rm-induced hypoxia-associated cell death and the downregulation of MHC I, despite its ability to activate TLR2 and TLR9. These findings may provide new insight into how oral dysbiosis can contribute to salivary gland tissue damage in SS.
10.Risk factors for incisional hernia after liver transplantation in the era of mammalian target of rapamycin inhibitors use: a retrospective study of living donor liver transplantation dominant center in Korea
Jae-Yoon KIM ; Suk Kyun HONG ; Jiyoung KIM ; Hyun Hwa CHOI ; Jaewon LEE ; Su young HONG ; Jeong-Moo LEE ; YoungRok CHOI ; Nam-Joon YI ; Kwang-Woong LEE ; Kyung-Suk SUH
Annals of Surgical Treatment and Research 2024;106(2):115-123
Purpose:
Incisional hernia (IH) is a common complication after liver transplantation (LT) with an incidence rate of 5% to 46%. This retrospective study aimed to evaluate the risk factors for IH development after LT in the era of mammalian target of rapamycin (mTOR) inhibitors use.
Methods:
Data on patients who underwent LT between 2015 and 2021 were retrospectively reviewed. The patients were divided into 2 groups (IH group and non-IH group) according to the postoperative occurrence of IH.
Results:
We analyzed data from 878 patients during the study period, with 28 patients (3.2%) developing IH. According to multivariate analysis, body mass index exceeding 25 kg/m² and the use of mTOR inhibitors within the first month after LT were the sole significant factors for both IH occurrence and the subsequent need for repair operations. Notably, a history of wound complications, a Model for End-stage Liver Disease score, and the timing of LT—whether conducted during regular hours or at night—did not emerge as significant risk factors for IH after LT.
Conclusion
Our study reveals a higher incidence of IH among obese patients following LT, often requiring surgical repair, particularly in cases involving mTOR inhibitor usage within the initial month after LT. Consequently, it is crucial to exercise increased vigilance, especially in obese patients, and exercise caution when considering early mTOR inhibitor administration after LT.