1.A Multimodal Ensemble Deep Learning Model for Functional Outcome Prognosis of Stroke Patients
Hye-Soo JUNG ; Eun-Jae LEE ; Dae-Il CHANG ; Han Jin CHO ; Jun LEE ; Jae-Kwan CHA ; Man-Seok PARK ; Kyung Ho YU ; Jin-Man JUNG ; Seong Hwan AHN ; Dong-Eog KIM ; Ju Hun LEE ; Keun-Sik HONG ; Sung-Il SOHN ; Kyung-Pil PARK ; Sun U. KWON ; Jong S. KIM ; Jun Young CHANG ; Bum Joon KIM ; Dong-Wha KANG ;
Journal of Stroke 2024;26(2):312-320
Background:
and Purpose The accurate prediction of functional outcomes in patients with acute ischemic stroke (AIS) is crucial for informed clinical decision-making and optimal resource utilization. As such, this study aimed to construct an ensemble deep learning model that integrates multimodal imaging and clinical data to predict the 90-day functional outcomes after AIS.
Methods:
We used data from the Korean Stroke Neuroimaging Initiative database, a prospective multicenter stroke registry to construct an ensemble model integrated individual 3D convolutional neural networks for diffusion-weighted imaging and fluid-attenuated inversion recovery (FLAIR), along with a deep neural network for clinical data, to predict 90-day functional independence after AIS using a modified Rankin Scale (mRS) of 3–6. To evaluate the performance of the ensemble model, we compared the area under the curve (AUC) of the proposed method with that of individual models trained on each modality to identify patients with AIS with an mRS score of 3–6.
Results:
Of the 2,606 patients with AIS, 993 (38.1%) achieved an mRS score of 3–6 at 90 days post-stroke. Our model achieved AUC values of 0.830 (standard cross-validation [CV]) and 0.779 (time-based CV), which significantly outperformed the other models relying on single modalities: b-value of 1,000 s/mm2 (P<0.001), apparent diffusion coefficient map (P<0.001), FLAIR (P<0.001), and clinical data (P=0.004).
Conclusion
The integration of multimodal imaging and clinical data resulted in superior prediction of the 90-day functional outcomes in AIS patients compared to the use of a single data modality.
2.Atrial fibrillation fact sheet in Korea 2024:part 2—stroke prevention in Korean patients with atrial fibrillation
Pil‑sung YANG ; Ju Youn KIM ; Bong‑Seong KIM ; Kyung‑Do HAN ; Junbeom PARK ; Min Soo CHO ; Jung Myung LEE ; Jong Sung PARK ; Ki Hong LEE
International Journal of Arrhythmia 2024;25(3):14-
Objective:
Atrial fibrillation (AF) increases the risk of thromboembolic events, making oral anticoagulants (OACs) essential for high-risk patients. This fact sheet provides nationwide statistics on AF management for stroke prevention in Korea. We aimed to evaluate current anticoagulation treatment trends and strategies in Korea.MethodThe Korean national health claims database from the National Health Insurance Service was used. AF patients aged ≥ 18 years from 2013 to 2022 were included. OAC use, including warfarin and non-vitamin K antagonist OACs (NOACs), was tracked through prescription data. The rates of OAC use were calculated based on continued use, considering prescription dates and amounts. For patients with multiple encounters, the last encounter was used for analysis.
Results:
During the study, 20.4% of strokes were accompanied by AF, with AF diagnosed within 6 months before or after the stroke. The number of patients diagnosed with AF after a stroke increased from 4893 in 2013 to 6978 in 2022. Among newly diagnosed AF patients requiring OACs, 51% were not prescribed OACs within 6 months. OAC treatment rates for high-risk AF patients increased from 44.6% in 2013 to 77.5% in 2022, with NOAC prescriptions rising significantly after 2015. Regional variations in OAC prescription rates were observed, with lower rates in suburban/rural areas than in urban regions (76.0% vs. 79.6%, p < 0.001).
Conclusions
Considerable strokes could have been prevented with earlier AF detection and OAC treatment through more intensive electrocardiogram screening.
3.A single emergency center study for evaluation of P-POSSUM and Mannheim Peritonitis Index as a risk prediction model in patients with non-traumatic peritonitis
Boram KIM ; Seong Hun KIM ; Sung Pil Michael CHOE ; Daihai CHOI ; Dong Wook JE ; Woo Young NHO ; Soo Hyung LEE ; Sunho CHO ; Shinwoo KIM ; Hyoungouk KIM ; Jeong Sik YI
Journal of the Korean Society of Emergency Medicine 2022;33(2):193-202
Objective:
Peritonitis is a life-threatening, emergent surgical disease with very high mortality and morbidity. Currently, there are insufficient Korean studies using the P-POSSUM (Portsmouth-Physiological and Operative Severity Score for the enUmeration of Mortality and morbidity) and the Mannheim Peritonitis Index (MPI) as risk prediction models for nontraumatic peritonitis patients who visit the emergency room.
Methods:
This retrospective study was carried out on 196 cases of non-traumatic peritonitis in a single emergency center from January 2015 to December 2019. Receiver operating characteristic (ROC) curves were obtained and the area under the ROC curve (AUC) was compared using both P-POSSUM and MPI. The observed mortality and expected mortality for P-POSSUM were compared using the goodness of fit assessed using the Hosmer-Lemeshow equation.
Results:
Diastolic blood pressure, blood urea nitrogen, potassium, length of stay, and intensive care unit admissions were significantly different between survivors and non-survivors. The AUC was 0.812 for P-POSSUM and 0.646 for MPI. The observed-to-expected mortality ratio for P-POSSUM indicated fewer than expected deaths in all quintiles of risk and this was more pronounced, especially when the expected mortality was over 60%.
Conclusion
In non-traumatic peritonitis patients, P-POSSUM was more useful in predicting risk than the MPI score. However, P-POSSUM overestimated the risk in high-risk patients. Although the MPI score is only somewhat useful for predicting mortality in patients with non-traumatic peritonitis, it is useful as an adjuvant.
4.Reliability and Clinical Utility of Machine Learning to Predict Stroke Prognosis: Comparison with Logistic Regression
Su-Kyeong JANG ; Jun Young CHANG ; Ji Sung LEE ; Eun-Jae LEE ; Yong-Hwan KIM ; Jung Hoon HAN ; Dae-Il CHANG ; Han Jin CHO ; Jae-Kwan CHA ; Kyung Ho YU ; Jin-Man JUNG ; Seong Hwan AHN ; Dong-Eog KIM ; Sung-Il SOHN ; Ju Hun LEE ; Kyung-Pil PARK ; Sun U. KWON ; Jong S. KIM ; Dong-Wha KANG ;
Journal of Stroke 2020;22(3):403-406
5.Use of Abnobaviscum to treat refractory seroma after breast reconstruction with a latissimus dorsi flap: A case report
Jong Seong KIM ; Pil Seon EO ; Joon Seok LEE ; Jeong Woo LEE ; Ho Yun CHUNG ; Byung Chae CHO ; Kang Young CHOI ; Ho Young PARK ; Jung Dug YANG
Archives of Aesthetic Plastic Surgery 2019;25(2):73-78
In recent years, there has been a notable increase in the rate of refractory donor site seroma, defined as seroma that persists for at least 3 months postoperatively, as the number of breast reconstructions using a latissimus dorsi (LD) musculocutaneous flap has increased. Various factors have been proposed to be related, including smoking, obesity, flap mass, and body weight, and several studies have been conducted to explore treatment methods. Typically, surgical treatment, such as capsulectomy, has been considered for refractory seroma, but in this case report, we describe positive outcomes achieved by using Abnobaviscum to treat three female patients who developed a donor site seroma at least 3 months after breast reconstruction using an LD flap.
Body Weight
;
Breast
;
Female
;
Humans
;
Mammaplasty
;
Myocutaneous Flap
;
Obesity
;
Seroma
;
Smoke
;
Smoking
;
Superficial Back Muscles
;
Tissue Donors
6.Treatment and response of autoimmune cytopenia occurring after allogeneic hematopoietic cell transplantation in children.
Seok HWANG-BO ; Seong koo KIM ; Jae Wook LEE ; Pil Sang JANG ; Nack Gyun CHUNG ; Dae Chul JEONG ; Bin CHO ; Hack Ki KIM
Blood Research 2017;52(2):119-124
BACKGROUND: Autoimmune cytopenia (AIC) is a rare complication of allogeneic hematopoietic cell transplantation (HCT). In this study, we reviewed the diagnosis, treatment and response to therapy for pediatric patients with post-HCT AIC at our institution. METHODS: Of the 292 allogeneic HCTs performed from January, 2011 to December, 2015 at the Department of Pediatrics, The Catholic University of Korea, seven were complicated by post-HCT AIC, resulting in an incidence of 2.4%. RESULTS: All seven patients with post-HCT AIC had received unrelated donor transplant. Six of seven patients had a major donor-recipient blood type mismatch. The subtypes of AIC were as follows: immune thrombocytopenia (ITP) 2, autoimmune hemolytic anemia (AIHA) 2, Evans syndrome 3. Median time from HCT to AIC diagnosis was 3.6 months. All but one patient responded to first line therapy of steroid±intravenous immunoglobulin (IVIG), but none achieved complete response (CR) with this treatment. After a median duration of treatment of 15.3 months, two patients with ITP achieved CR and five had partial response (PR) of AIC. Five patients were treated with rituximab, resulting in the following response: 2 CR, 2 PR, 1 no response (NR). Median time to response to rituximab was 26 days from first infusion. All patients are alive without event. CONCLUSION: Post-HCT AIC is a rare complication that may not resolve despite prolonged therapy. Rapid initiation of second line agents including but not limited to B cell depleting treatment should be considered for those that fail to achieve CR with first line therapy.
Anemia, Hemolytic, Autoimmune
;
Cell Transplantation*
;
Child*
;
Diagnosis
;
Humans
;
Immunoglobulins
;
Incidence
;
Korea
;
Pediatrics
;
Purpura, Thrombocytopenic, Idiopathic
;
Rituximab
;
Transplants*
;
Unrelated Donors
7.Outcome and Prognostic Factors for ETV6/RUNX1 Positive Pediatric Acute Lymphoblastic Leukemia Treated at a Single Institution in Korea.
Jae Wook LEE ; Seong koo KIM ; Pil Sang JANG ; Nack Gyun CHUNG ; Dae Chul JEONG ; Myungshin KIM ; Bin CHO ; Hack Ki KIM
Cancer Research and Treatment 2017;49(2):446-453
PURPOSE: ETV6/RUNX1 (+) acute lymphoblastic leukemia (ALL), which is the most common genetic subtype of pediatric ALL, has a favorable prognosis. In this study, we analyzed the outcome of ETV6/RUNX1 (+) ALL patients treated at our institution with the aim of identifying significant prognostic variables. MATERIALS AND METHODS: Sixty-three patients were diagnosed with ETV6/RUNX1 (+) ALL from 2005 to 2011. Prognostic variables studied included minimal residual disease (MRD) as detected by ETV6/RUNX1 (+) fusion, and the presence of additional cytogenetic abnormalities. RESULTS: The 5-year event-free survival was 84.1±4.6%, with 10 patients relapsing at a median of 28.3 months from diagnosis for a 5-year cumulative incidence of relapse of 15.9±4.6%. Multivariate analysis revealed that the presence MRD, as detected by real-time quantitative-polymerase chain reaction or fluorescence in situ hybridization for ETV6/RUNX1 fusion at end of remission induction, and the presence of additional structural abnormalities of 12p (translocations or inversions) negatively affected outcome. Despite treatment such as allogeneic hematopoietic cell transplantation, eight of the 10 relapsed patients died from disease progression for overall survival of 82.5±6.9%. CONCLUSION: ETV6/RUNX1 (+) ALL may be heterogeneous in terms of prognosis, and variables such as MRD at end ofremission induction or additional structural abnormalities of 12p could define a subset of patients who are likely to have poor outcome.
Cell Transplantation
;
Chromosome Aberrations
;
Diagnosis
;
Disease Progression
;
Disease-Free Survival
;
Fluorescence
;
Humans
;
In Situ Hybridization
;
Incidence
;
Korea*
;
Multivariate Analysis
;
Neoplasm, Residual
;
Precursor Cell Lymphoblastic Leukemia-Lymphoma*
;
Prognosis
;
Recurrence
;
Remission Induction
;
Transplants
8.Efficacy and Safety of Infliximab Therapy and Predictors of Response in Korean Patients with Crohn's Disease: A Nationwide, Multicenter Study.
Chang Hwan CHOI ; In Do SONG ; Young Ho KIM ; Ja Seol KOO ; You Sun KIM ; Joo Sung KIM ; Nayoung KIM ; Eun Soo KIM ; Jae Hak KIM ; Ji Won KIM ; Tae Oh KIM ; Hyun Soo KIM ; Hyo Jong KIM ; Young Sook PARK ; Dong Il PARK ; Soo Jung PARK ; Hyun Joo SONG ; Sung Jae SHIN ; Suk Kyun YANG ; Byong Duk YE ; Kang Moon LEE ; Bo In LEE ; Sun Young LEE ; Chang Kyun LEE ; Jong Pil IM ; Byung Ik JANG ; Tae Joo JEON ; Yu Kyung CHO ; Sae Kyung CHANG ; Seong Ran JEON ; Sung Ae JUNG ; Yoon Tae JEEN ; Jae Myung CHA ; Dong Soo HAN ; Won Ho KIM
Yonsei Medical Journal 2016;57(6):1376-1385
PURPOSE: Infliximab is currently used for the treatment of active Crohn's disease (CD). We aimed to assess the efficacy and safety of infliximab therapy and to determine the predictors of response in Korean patients with CD. MATERIALS AND METHODS: A total of 317 patients who received at least one infliximab infusion for active luminal CD (n=198) and fistulizing CD (n=86) or both (n=33) were reviewed retrospectively in 29 Korean referral centers. Clinical outcomes of induction and maintenance therapy with infliximab, predictors of response, and adverse events were evaluated. RESULTS: In patients with luminal CD, the rates of clinical response and remission at week 14 were 89.2% and 60.0%, respectively. Male gender and isolated colonic disease were associated with higher remission rates at week 14. In week-14 responders, the probabilities of sustained response and remission were 96.2% and 93.3% at week 30 and 88.0% and 77.0% at week 54, respectively. In patients with fistulizing CD, clinical response and remission were observed in 85.0% and 56.2% of patients, respectively, at week 14. In week-14 responders, the probabilities of sustained response and remission were 94.0% and 97.1%, respectively, at both week 30 and week 54. Thirty-nine patients (12.3%) experienced adverse events related to infliximab. Serious adverse events developed in 19 (6.0%) patients including seven cases of active pulmonary tuberculosis. CONCLUSION: Infliximab induction and maintenance therapy are effective and well tolerable in Korean patients with luminal and fistulizing CD. However, clinicians must be aware of the risk of rare yet critical adverse events.
Colonic Diseases
;
Crohn Disease*
;
Humans
;
Infliximab*
;
Male
;
Phenobarbital
;
Referral and Consultation
;
Retrospective Studies
;
Tuberculosis
;
Tuberculosis, Pulmonary
9.Subclinical left ventricular dysfunction in children after hematopoietic stem cell transplantation for severe aplastic anemia: a case control study using speckle tracking echocardiography.
Beom Joon KIM ; Kyung Pil MOON ; Ji Hong YOON ; Eun Jung LEE ; Jae Young LEE ; Seong Koo KIM ; Jae Wook LEE ; Nack Gyun CHUNG ; Bin CHO ; Hack Ki KIM
Korean Journal of Pediatrics 2016;59(4):190-195
PURPOSE: Severe aplastic anemia (SAA), a fatal disease, requires multiple transfusion, immunosuppressive therapy, and finally, hematopoietic stem cell transplantation (HSCT) as the definitive treatment. We hypothesized that iron overloading associated with multiple transfusions and HSCTrelated complications may adversely affect cardiac function. Left ventricular (LV) function was assessed in children after HSCT for SAA. METHODS: Forty-six consecutive patients with a median age of 9.8 years (range, 1.5-18 years), who received HSCT for SAA and who underwent comprehensive echocardiography before and after HSCT, were included in this study. The data of LV functional parameters obtained using conventional echocardiography, tissue Doppler imaging (TDI), and speckle-tracking echocardiography (STE) were collected from pre- and post-HSCT echocardiography. These data were compared to those of 40 age-matched normal controls. RESULTS: In patients, the LV ejection fraction, shortening fraction, end-diastolic dimension, mitral early diastolic E velocity, TDI mitral septal E' velocity, and STE LV longitudinal systolic strain rate (SSR) decreased significantly after HSCT. Compared to normal controls, patients had significantly lower post-HSCT early diastolic E velocity and E/A ratio. On STE, patients had significantly decreased LV deformational parameters including LV longitudinal systolic strain (SS), SSR, and diastolic SR (DSR), and circumferential SS and DSR. Serum ferritin levels showed weak but significant correlations (P<0.05) with LV longitudinal SS and SSR and circumferential SS and DSR. CONCLUSION: Subclinical LV dysfunction is evident in patients after HSCT for SAA, and was associated with increased iron load. Serial monitoring of cardiac function is mandatory in this population.
Anemia, Aplastic*
;
Case-Control Studies*
;
Child*
;
Echocardiography*
;
Ferritins
;
Hematopoietic Stem Cell Transplantation*
;
Hematopoietic Stem Cells*
;
Humans
;
Iron
;
Iron Overload
;
Stem Cell Transplantation
;
Ventricular Dysfunction, Left*
;
Ventricular Function
10.Trichoblastic Carcinoma Arising from a Nevus Sebaceous.
Jin Tae KIM ; Soo Hyang LEE ; Pil Dong CHO ; Hyun Woo SHIN ; Han Seong KIM
Archives of Plastic Surgery 2016;43(3):297-299
No abstract available.
Nevus*

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