1.Prediction Models for Suicide Attempts among Adolescents Using Machine Learning Techniques
Jae Seok LIM ; Chan-Mo YANG ; Ju-Won BAEK ; Sang-Yeol LEE ; Bung-Nyun KIM
Clinical Psychopharmacology and Neuroscience 2022;20(4):609-620
Objective:
Suicide attempts (SAs) in adolescents are difficult to predict although it is a leading cause of death among adolescents. This study aimed to develop and evaluate SA prediction models based on six different machine learning (ML) algorithms for Korean adolescents using data from online surveys.
Methods:
Data were extracted from the 2011−2018 Korea Youth Risk Behavior Survey (KYRBS), an ongoing annual national survey. The participants comprised 468,482 nationally representative adolescents from 400 middle and 400 high schools, aged 12 to 18. The models were trained using several classic ML methods and then tested on internal and external independent datasets; performance metrics were calculated. Data analysis was performed from March 2020 to June 2020.
Results:
Among the 468,482 adolescents included in the analysis, 15,012 cases (3.2%) were identified as having made an SA. Three features (suicidal ideation, suicide planning, and grade) were identified as the most important predictors. The performance of the six ML models on the internal testing dataset was good, with both the area under the receiver operating characteristic curve (AUROC) and area under the precision−recall curve (AUPRC) ranging from 0.92 to 0.94. Although the AUROC of all models on the external testing dataset (2018 KYRBS) ranged from 0.93 to 0.95, the AUPRC of the models was approximately 0.5.
Conclusion
The developed and validated SA prediction models can be applied to detect high risks of SA. This approach could facilitate early intervention in the suicide crisis and may ultimately contribute to suicide prevention for adolescents.
2.Randomized comparison between sentinel lymph node mapping using indocyanine green plus a fluorescent camera versus lymph node dissection in clinical stage I-II endometrial cancer: a Korean Gynecologic Oncology Group trial (KGOG2029/SELYE)
Jeong-Yeol PARK ; Ju-Hyun KIM ; Min-Hyun BAEK ; Eunhyang PARK ; Sang Wun KIM
Journal of Gynecologic Oncology 2022;33(6):e73-
Background:
Sentinel lymph node (SLN) mapping has been suggested as an alternative surgical technique to full lymphadenectomy for early-stage endometrial cancer. However, the survival outcomes of SLN mapping compared with lymphadenectomy have not been established via a prospective study.
Methods
A multi-center, single-blind, randomized controlled trial has been designed to determine the prognostic value of SLN mapping alone compared with conventional lymphadenectomy for patients with clinical stage I-II endometrial cancer. Eligible participants will be randomly assigned in a 1:1 ratio between the group to undergo SLN mapping using indocyanine green and the conventional lymph node dissection group. A high-risk group will undergo a 2-step SLN mapping procedure. The primary endpoint is the 3-year disease-free survival (DFS). The secondary endpoints are 3-year overall survival (OS), 5-year DFS, 5-year OS after surgery, pattern of recurrence, immediate surgical outcomes, success rate of SLN mapping, postoperative lymph-related complications, postoperative quality of life, and postoperative cost effectiveness. The role of pathologic ultrastaging of SLNs will also be assessed.
3.A Case of Unruptured Aneurysm of the Right Sinus of Valsalva with Right Ventricular Outflow Obstruction.
Eun CHUNG ; Ju Yeol BAEK ; Han Hee CHUNG ; Seong Il PARK ; Ji Hye JANG ; Hyun A YU ; Gi Hyeon WOO ; Ho Joong YOUN
Korean Circulation Journal 2014;44(4):274-277
A 66-year-old man presented with exertional dyspnea. He was found to have an unruptured aneurysm of the right sinus of Valsalva causing significant right ventricular outflow obstruction. This aneurysm was diagnosed by transthoracic two-dimensional echocardiography, transthoracic three-dimensional echocardiography, transesophageal echocardiography, contrast echocardiography and 64-slice multidetector cardiac computed tomography. Because unruptured aneurysms of the sinus of Valsalva are rarely symptomatic, they can be difficult to detect. However, the unruptured aneurysm of the right sinus of Valsalva in this case caused significant right ventricular outflow tract obstruction, resulting in exertional dyspnea.
Aged
;
Aneurysm*
;
Dyspnea
;
Echocardiography
;
Echocardiography, Three-Dimensional
;
Echocardiography, Transesophageal
;
Humans
;
Sinus of Valsalva*
;
Ventricular Outflow Obstruction*
4.A Study on Vascular Pain Due to Gemcitabine and According to Clinical Factors.
So Ryoung SEONG ; Namju LEE ; Mi Jin LEE ; Hyun Ah JANG ; Min Ju SONG ; Se Jung PARK ; Jeeyoon KIM ; Baek Yeol RYOO
Asian Oncology Nursing 2013;13(4):210-221
PURPOSE: This study was performed to examine vascular pain due to gemcitabine and according to clinical factors. METHODS: The survey was performed with 525 cancer patients visiting chemotherapy infusion room in one general hospital. The data were collected via self-reported questionnaire, researchers observation, and reviewing medical records. Data were analyzed descriptive statistics, t-test, Kruskal-Wallis test, Tukey test using ranks, Jonckheere-Terpstra test, and Spearman correlation analysis were used. RESULTS: The mean scores of the intensity and onset time of vascular pain were 3.06+/-2.16 and 8.13+/-13.13 min, and each other were negative correlaton. Degree of intensity of vascular pain had a significant difference on gender (p=.003), age (p=.004), weight (p=.019), Body mass index (BMI) (p=.005), Body surface area (BSA) (p=.030), infusion time (p<.001), dose (p=.027), dose per minute (p<.001), the number of administered gemcitabine (p=.005), combination chemotherapeutic drug (p=.013) and tumor type (p=.002). Degree of onset time of vascular pain had a significant difference on infusion time (p=.044), combination chemotherapy (p=.001) and injection site (p=.001). CONCLUSION: Patients administrated gemcitabine were experiencing various vascular pain, and vascular pain had a difference on clinical factors. Therefore, oncology nurses should be considered significant clinical factors to implement effective interventions to patients administered gemcitabine.
Body Mass Index
;
Body Surface Area
;
Drug Therapy
;
Drug Therapy, Combination
;
Hospitals, General
;
Humans
;
Medical Records
;
Surveys and Questionnaires
5.The Effect of Combination Chemotherapy with Vinorelbine, Carboplatin, and Ifosfamide in Patients with Advanced Non-Small Cell Lung Cancer.
Young Woo LEE ; Baek Yeol RYOO ; Tae You KIM ; Bong Seog KIM ; Yeon Hee PARK ; Hyun Ju HONG ; Jin Young KWAG ; Sang Won LEE ; Yoon Koo KANG
Journal of the Korean Cancer Association 1999;31(6):1227-1235
PURPOSE: Despite recent advances in chemotherapy, the treatment outcome of advanced non-small cell lung cancer (NSCLC) remains poor and NSCLC is still the predominant source of cancer-related mortality in worldwide. Thus, we evaluated the efficacy and safety of a combination chemotherapy with vinorelbine, carboplatin, and ifosfamide (NCI) in advanced NSCLC patients. MATERIALS AND METHODS: A total of 26 patients was enrolled in this study between December 1997 and June 1998. All entered patients were treated with NCI combination chemotherapy (vinorelbine 25 mg/m2/day i.v. days 1 and 8; carboplatin 300 mg/m2/day i.v. day 1; ifosfamide 3 g/m2/day i.v. day I; and mesna 2.4 g/m2/day i.v. day 1 after completion of ifosfamide infusion, treatment repeated every 4 weeks). RESULTS: Among 26 patients, 23 patients were evaluable. Nine out of 23 evaluable patients had a partial response (response rate 39%; 95% confidence interval 19~59%). The median survival of the total 23 evaluable patients was 7.4 (range; 3~9.3+) months. The median progression-free survival was 2.8 (range; 0~7.7+) months. Among total 70 cycles of chemotherapy, leukopenia of grade II or more was observed in 6%, and tbrombo- cytopenia of grade II or more in 1%. There was no treatment-related death. Main non-hematologic toxicities were nausea/vomiting, stomatitis and peripheral phlebitis, almost of which were tolerable. CONCLUSION: NCI chemotherapy seemed to be moderately active and well tolerated in patients with advanced NSCLC.
Carboplatin*
;
Carcinoma, Non-Small-Cell Lung*
;
Disease-Free Survival
;
Drug Therapy
;
Drug Therapy, Combination*
;
Humans
;
Ifosfamide*
;
Leukopenia
;
Mesna
;
Mortality
;
Phlebitis
;
Stomatitis
;
Treatment Outcome
6.An adult asymptomatic pulmonary artery sling.
Han Hee CHUNG ; Ju Yeol BAEK ; Won Yik LEE ; Ji Hye JANG ; Min Young JEONG ; Gi Hyeon WOO ; Seong Il PARK ; Il Kyu KIM
Yeungnam University Journal of Medicine 2014;31(2):109-112
A pulmonary artery sling is a very rare congenital abnormality in which the left pulmonary artery rises from the posterior surface of the right pulmonary artery and then passes between the trachea and the esophagus, causing tracheal compression. It is associated with tracheo-bronchial abnormalities (50%) and cardiovascular abnormalities (30%). It may produce respiratory symptoms through the airway compression of the abnormal left pulmonary artery and congenital abnormalities associated with it. Because most (90%) pulmonary artery sling patients present symptoms during infancy, their condition is often diagnosed in the first year of life. However, a pulmonary artery sling is occasionally found in adults. It is usually asymptomatic and found incidentally. This is a very rare case of an asymptomatic pulmonary artery sling in an adult. A 38-year-old man presented symptoms of mild exertional dyspnea. His spiral computed tomography showed a pulmonary artery sling. He was discharged without specific treatment because his symptoms improved without specific treatment and might not have been associated with a pulmonary artery sling. We report an adult case of an asymptomatic pulmonary artery sling diagnosed via spiral computed tomography, accompanied by a literature review.
Adult*
;
Cardiovascular Abnormalities
;
Congenital Abnormalities
;
Dyspnea
;
Esophagus
;
Humans
;
Pulmonary Artery*
;
Tomography, Spiral Computed
;
Trachea
7.A Case of Non-Hodgkin's Lymphoma Associated with Hepatocellular Carcinoma.
Ju Byeung SUNG ; Yong Cho KIM ; Gyo Seon KWUN ; Eun Jung JANG ; Baek Yeol RYOO ; Tae You KIM ; Young Hyuck IM ; Yoon Koo KANG ; Chang Min KIM ; Seung Sook LEE ; Jhin Oh LEE ; Tae Woong KANG
Korean Journal of Medicine 1997;53(4):556-560
Multiple primary malignant neoplasms (MPMN) are defined by the presence of multiple primary cancers of multicentric origin and/or different tissues. The incidence of MPMN is less than 1% in Korea and recently seems to be increased due to early detection of cancer and prolonged survival of cancer patients. Previous investigations suggest that non-Hodgkin's lymphoma (NHL) may be associated with chronic liver disease and hepatocellular carcinoma (HCC). The pathogenesis of this association is thought to be due to chronic antigenic stimulation, the presence of HBsAg, and immunosuppressive therapy. We report a case of synchronous NHL and HCC in a 54-year-old man which is thought to be associated with hepatitis B virus infection. Pathological examination and immunohistochemical study of neck lymph node and liver mass biopsies showed diffuse large cell lymphoma and HCC, respectively. He was treated initially with EPOCH (etoposide, vincristine, doxorubicin, cyclophosphamide and prednisolone) chemotherapy for NHL and transarterial chemoembolization with doxorubicin, mitomycin-c, lipiodol, and gelfoam for HCC.
Biopsy
;
Carcinoma, Hepatocellular*
;
Cyclophosphamide
;
Doxorubicin
;
Drug Therapy
;
Early Detection of Cancer
;
Ethiodized Oil
;
Gelatin Sponge, Absorbable
;
Hepatitis B Surface Antigens
;
Hepatitis B virus
;
Humans
;
Incidence
;
Korea
;
Liver
;
Liver Diseases
;
Lymph Nodes
;
Lymphoma, Large B-Cell, Diffuse
;
Lymphoma, Non-Hodgkin*
;
Middle Aged
;
Mitomycin
;
Neck
;
Vincristine
8.Case of Takotsubo Cardiomyopathy following Pacemaker Implantation.
Seong Gyu YOON ; Min Seok CHOI ; Sung Ho HER ; Mahn Won PARK ; Ju Yeol BAEK ; Jung Sun CHO ; Jae Hyun MOON ; Joon Young KIM ; Jang Hyun CHO
Journal of the Korean Society of Emergency Medicine 2011;22(4):354-358
Takotsubo cardiomyopathy, also called apical ballooning syndrome or stress-induced cardiomyopathy, is a unique reversible cardiomyopathy that is frequently precipitated by a stressful event, and is described as a typical form of acute transient left ventricular dysfunction. The classic situation is postmenopausal women presenting with chest pain or dyspnea. The overall prognosis is favorable. We report a case of a 75-year-old female patient who came to our hospital with dizziness, which was found to be caused by transient apical ballooning following permanent pacemaker implantation.
Aged
;
Atrioventricular Block
;
Cardiomyopathies
;
Chest Pain
;
Dizziness
;
Dyspnea
;
Female
;
Humans
;
Life Change Events
;
Pacemaker, Artificial
;
Porphyrins
;
Prognosis
;
Takotsubo Cardiomyopathy
;
Ventricular Dysfunction, Left
9.Antibiotic Treatment of Vertebral Osteomyelitis caused by Methicillin-Susceptible Staphylococcus aureus: A Focus on the Use of Oral β-lactams
Won Sup OH ; Chisook MOON ; Jin Won CHUNG ; Eun Ju CHOO ; Yee Gyung KWAK ; Si Hyun KIM ; Seong Yeol RYU ; Seong Yeon PARK ; Baek Nam KIM
Infection and Chemotherapy 2019;51(3):284-294
BACKGROUND:
Vertebral osteomyelitis (VO) is a rare but serious condition, and a potentially significant cause of morbidity. Methicillin-susceptible Staphylococcus aureus (MSSA) is the most common microorganism in native VO. Long-term administration of parenteral and oral antibiotics with good bioavailability and bone penetration is required for therapy. Use of oral β-lactams against staphylococcal bone and joint infections in adults is not generally recommended, but some experts recommend oral switching with β-lactams. This study aimed to describe the current status of antibiotic therapy and treatment outcomes of oral switching with β-lactams in patients with MSSA VO, and to assess risk factors for treatment failure.
MATERIALS AND METHODS:
This retrospective study included adult patients with MSSA VO treated at nine university hospitals in Korea between 2005 and 2014. Treatment failure was defined as infection-related death, microbiological relapse, neurologic deficits, or unplanned surgical procedures. Clinical characteristics and antibiotic therapy in the treatment success and treatment failure groups were compared. Risk factors for treatment failure were identified using the Cox proportional hazards model.
RESULTS:
A total of 100 patients with MSSA VO were included. All patients were treated, initially or during antibiotic therapy, with one or more parenteral antibiotics. Sixty-nine patients received one or more oral antibiotics. Antibiotic regimens were diverse and durations of parenteral and oral therapy differed, depending on the patient and the hospital. Forty-two patients were treated with parenteral and/or oral β-lactams for a total duration of more than 2 weeks. Compared with patients receiving parenteral β-lactams only, no significant difference in success rates was observed in patients who received oral β-lactams for a relatively long period. Sixteen patients had treatment failure. Old age (adjusted hazard ratio [HR] 5.600, 95% confidence interval [CI] 1.402 – 22.372, P = 0.015) and failure to improve C-reactive protein levels at follow-up (adjusted HR 3.388, 95% CI 1.168 – 9.829, P = 0.025) were independent risk factors for treatment failure.
CONCLUSION
In the study hospitals, diverse combinations of antibiotics and differing durations of parenteral and oral therapy were used. Based on the findings of this study, we think that switching to oral β-lactams may be safe in certain adult patients with MSSA VO. Since limited data are available on the efficacy of oral antibiotics for treatment of staphylococcal VO in adults, further evaluation of the role of oral switch therapy with β-lactams is needed.
10.Retrospective Analysis of Treatment Outcome and Prognostic Factors in Hodgkin's Disease.
Sang Won LEE ; Baek Yeol RYOO ; Bong Seog KIM ; Yeon Hee PARK ; Tae You KIM ; Young Hyuck IM ; Young Woo LEE ; Hyun Ju HONG ; Jin Young KWAG ; Yoon Koo KANG
Korean Journal of Hematology 1999;34(4):549-558
BACKGROUND: The prognostic outlook for Hodgkin's disease has markedly improved in recent decades and 70 to 80% of patients can be cured with the modern combination chemotherapy. However, there is no standard treatment strategy according to each stage of the disease. In the present work we analysed retrospectively the therapeutic outcomes of 66 newly diagnosed patients with Hodgkin's disease treated with the strategy of Korea Cancer Center Hospital (KCCH) between 1989 and 1998. Also we studied to identify prognostic factors influencing the therapeutic outcome of the disease. METHODS: The treatment strategy of our institute was as follows; Patients in clinical stage IA with cervical, inguinal or mediastinal involvement and favorable histology (lymphocyte predominant) received radiotherapy without staging laparotomy. However, other patients of IA and the patients in IB, IIA, IIB, IIIA1 were recommended staging laparotomy to determine pathologic stage. The patients who were contraindicated to or refused staging laparotomy, or who were in clinical stage IIIA2, IIIB, IVA, IVB received chemotherapy. The patients in pathologic stage I or II received radiotherapy, and who in IIIA, IIIB, IIB, IV were treated with chemotherapy. The patients who have had massive tumor in any stage received additional radiotherapy following chemotherapy and who had residual lymph node after chemotherapy received additional radiotherapy to involved area. RESULTS: Of all 66 patients, 13 patients received radiotherapy alone and 53 patients were treated with chemotherapy +/- radiotherapy. Staging laparotomy was performed in 6 patients and pathologic stage tended to be upstaged after laparotomy. A complete response (CR) rate following treatments was reached to 81.8% (54/66, 95% C.I.=72.3~91.3%). Five-year progression free survival and overall survival rate were 59.1% and 74.3%, respectively. In prognostic factors analysis, age (P=0.0323) and performance status (P=0.0183) were the independent prognostic factors influencing overall survival. CONCLUSION: The outcome of Hodgkin's disease treated with our strategy was as good as that in other institutes. However, the prognosis of the patients who did not reach complete remission was poor. The prognostic factors analysis showed that age and performance status, which were not considered in establishment of treatment strategy, were the independent factors influencing the outcome of Hodgkin's disease. Further studies to develop treatment strategy considering all important prognostic factors including age and performance status and to increase complete response rate and ultimately overall outcome were warranted.
Academies and Institutes
;
Disease-Free Survival
;
Drug Therapy
;
Drug Therapy, Combination
;
Hodgkin Disease*
;
Humans
;
Korea
;
Laparotomy
;
Lymph Nodes
;
Prognosis
;
Radiotherapy
;
Retrospective Studies*
;
Survival Rate
;
Treatment Outcome*