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.Depth of double-lumen endobronchial tube: a comparison between real practice and clinical recommendations using height-based formulae
Jae Hee WOO ; Sooyoung CHO ; Youn Jin KIM ; Dong Yeon KIM ; Yongju CHOI ; Jong Wha LEE
Anesthesia and Pain Medicine 2023;18(1):37-45
The depth of double-lumen endobronchial tube (DLT) is reportedly known tobe directly proportional to height and several height-based recommendations have beensuggested. This retrospective study was designed to find out the difference between calculated depths using height-based formulae and realistic depths in clinical practice of DLTplacement by analyzing pooled data from patients intubated with left-sided DLT.Methods: The electronic medical records of adults, intubated with DLT from February 2018to December 2020, were reviewed. Data retrieved included age, sex, height, weight, andsize and depth of DLT. The finally documented DLT depth (depth final, DF) was comparedwith the calculated depths, and the relationship between height and DF was also evaluated.A questionnaire on endobronchial intubation method was sent to anesthesiologists.Results: A total of 503 out of 575 electronic records of consecutive patients were analyzed.Although the relationship between height and DF was shown to have significant correlation(Spearman’s rho = 0.63, P < 0.001), DF was shown to be significantly greater than calculated depths (P < 0.001). Despite 57.1% of anesthesiologists have knowledge of clinical recommendations to anticipate size and depth of DLT, no one routinely utilizes those recommendations.Conclusions: Anesthesiologists tend to place DLTs in a deeper position than expected whendepths are calculated using height-based recommendations. Although such discrepanciesmay not be clinically meaningful, efforts are needed to standardize the methods of endobronchial intubation to prevent potential complications associated with malposition.
3.Association Between Slow Ventricular Response and Severe Stroke in Atrial Fibrillation-Related Cardioembolic Stroke
Sang Hee HA ; Soo JEONG ; Jae Young PARK ; So Young YANG ; Myung-Jin CHA ; Min-soo CHO ; Jun Young CHANG ; Dong-Wha KANG ; Sun U. KWON ; Bum Joon KIM
Journal of Stroke 2023;25(3):421-424
4.Diabetes Fact Sheets in Korea, 2020: An Appraisal of Current Status
Chan-Hee JUNG ; Jang Won SON ; Shinae KANG ; Won Jun KIM ; Hun-Sung KIM ; Hae Soon KIM ; Mihae SEO ; Hye-Jung SHIN ; Seong-Su LEE ; Su Jin JEONG ; Yongin CHO ; Seung Jin HAN ; Hyang Mi JANG ; Mira RHO ; Shinbi LEE ; Mihyun KOO ; Been YOO ; Jung-Wha MOON ; Hye Young LEE ; Jae-Seung YUN ; Sun Young KIM ; Sung Rae KIM ; In-Kyung JEONG ; Ji-Oh MOK ; Kun Ho YOON
Diabetes & Metabolism Journal 2021;45(1):1-10
Background:
This study aimed to investigate the recent prevalence, management, and comorbidities of diabetes among Korean adults aged ≥30 years by analyzing nationally representative data.
Methods:
This study used data from the Korea National Health and Nutrition Examination Survey from 2016 to 2018, and the percentage and total number of people ≥30 years of age with diabetes and impaired fasting glucose (IFG) were estimated.
Results:
In 2018, 13.8% of Korean adults aged ≥30 years had diabetes, and adults aged ≥65 years showed a prevalence rate of 28%. The prevalence of IFG was 26.9% in adults aged ≥30 years. From 2016 to 2018, 35% of the subjects with diabetes were not aware of their condition. Regarding comorbidities, 53.2% and 61.3% were obese and hypertensive, respectively, and 72% had hypercholesterolemia as defined by low-density lipoprotein cholesterol (LDL-C) ≥100 mg/dL in people with diabetes. Of the subjects with diabetes, 43.7% had both hypertension and hypercholesterolemia. With regard to glycemic control, only 28.3% reached the target level of <6.5%. Moreover, only 11.5% of subjects with diabetes met all three targets of glycosylated hemoglobin, blood pressure, and LDL-C. The percentage of energy intake from carbohydrates was higher in diabetes patients than in those without diabetes, while that from protein and fat was lower in subjects with diabetes.
Conclusion
The high prevalence and low control rate of diabetes and its comorbidities in Korean adults were confirmed. More stringent efforts are needed to improve the comprehensive management of diabetes to reduce diabetes-related morbidity and mortality.
5.Updated clinical guideline for human papillomavirus vaccine: the Korean Society of Gynecologic Oncology guidelines
Hyun-Woong CHO ; Kyung-Jin MIN ; Sang-Hoon KWON ; Kidong KIM ; Sunghoon KIM ; Seok Ju SEONG ; Yong Jung SONG ; Keun Ho LEE ; Shin-Wha LEE ; Jeong-Won LEE ; Woong JU ; Young Tae KIM ; Jae Kwan LEE
Journal of Gynecologic Oncology 2021;32(6):e94-
Since the human papillomavirus (HPV) vaccine guidelines were developed by the Korean Society of Gynecologic Oncology (KSGO) in 2011, 2016, and 2019, several recent studies on the efficacy and safety of HPV vaccines in middle-aged women and men have been reported. Furthermore, there has been an ongoing debate regarding the efficacy of the HPV vaccine in women with prior HPV infection or who have undergone conization for cervical intraepithelial neoplasia (CIN). We searched and reviewed studies on the efficacy and safety of the HPV vaccine in middle-aged women and men and the efficacy of the HPV vaccine in patients infected with HPV and those who underwent conization for CIN. The KSGO updated their guidelines based on the results of the studies included in this review.
6.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
7.Clinical Manifestations of Superior Mesenteric Venous Thrombosis in the Era of Computed Tomography
Joon Whoi CHO ; Jae Jeong CHOI ; Eunhae UM ; Sung Min JUNG ; Yong Chan SHIN ; Sung Won JUNG ; Jae Il KIM ; Pyong Wha CHOI ; Tae Gil HEO ; Myung Soo LEE ; Heungman JUN
Vascular Specialist International 2018;34(4):83-87
PURPOSE: Thrombosis of the portal vein, known as pylephlebitis, is a rare and fatal complication caused by intraperitoneal infections. The disease progression of superior mesenteric venous thrombosis (SMVT) is not severe. This study aimed to determine the clinical features, etiology, and prognosis of SMVT. MATERIALS AND METHODS: We retrospectively reviewed the medical records of 41 patients with SMVT from March 2000 to February 2017. We obtained a list of 305 patients through the International Classification of Disease-9 code system and selected 41 patients with SMVT with computed tomography. Data from the medical records included patient demographics, comorbidities, review of system, laboratory results, clinical courses, and treatment modalities. RESULTS: The causes of SMVT were found to be intraperitoneal inflammation in 27 patients (65.9%), malignancy in 7 patients (17.1%), and unknown in 7 patients (17.1%). Among the patients with intraperitoneal inflammation, 14 presented with appendicitis (51.9%), 7 with diverticulitis (25.9%), and 2 with ileus (7.4%). When comparing patients with and without small bowel resection, the differences in symptom duration, bowel enhancement and blood culture were significant (P=0.010, P=0.039, and P=0.028, respectively). CONCLUSION: SMVT, caused by intraperitoneal inflammation, unlike portal vein thrombosis including pylephlebitis, shows mild prognosis. In addition, rapid symptom progression and positive blood culture can be the prognostic factors related to extensive bowel resection. Use of appropriate antibiotics and understanding of disease progression can help improve the outcomes of patients with SMVT.
Anti-Bacterial Agents
;
Appendicitis
;
Classification
;
Comorbidity
;
Demography
;
Disease Progression
;
Diverticulitis
;
Humans
;
Ileus
;
Inflammation
;
Medical Records
;
Mesenteric Ischemia
;
Portal Vein
;
Prognosis
;
Retrospective Studies
;
Thrombosis
;
Venous Thrombosis
8.An Outbreak of Scombroid Fish Poisoning Associated with Consumption of Yellowtail Fish in Seoul, Korea.
Cho Ryok KANG ; Young Yun KIM ; Jae In LEE ; Hyun Don JOO ; Sun Wha JUNG ; Sung Il CHO
Journal of Korean Medical Science 2018;33(38):e235-
BACKGROUND: In November 2016, an outbreak of scombroid fish poisoning occurred among elementary school students in Seoul, Korea. An epidemiological investigation was conducted to identify the cause and source of the illness. METHODS: A case-control study was conducted among school members who had eaten lunch in the school. The histamine level in the suspect food item (yellowtail steak) was measured. RESULTS: Fifty-five (5.4%) of 1,017 school members who consumed fish for lunch fell ill. The principal symptoms were flushing (100%) and headache (72.7%); the median incubation period was 40 minutes. All had consumed yellowtail steak (odds ratio, 9.24; 95% confidence interval, 1.22–69.91). Leftover steak had an elevated histamine level (293 mg/kg), higher than the allowed 200 mg/kg. CONCLUSION: An outbreak of scombroid fish poisoning was confirmed; this is the first such report in Korea. Detailed food safety guidelines must be established.
Case-Control Studies
;
Flushing
;
Food Safety
;
Foodborne Diseases
;
Headache
;
Histamine
;
Humans
;
Korea*
;
Lunch
;
Poisoning*
;
Seoul*
9.Multidisciplinary Approach to Decrease In-Hospital Delay for Stroke Thrombolysis.
Sang Beom JEON ; Seung Mok RYOO ; Deok Hee LEE ; Sun U KWON ; Seongsoo JANG ; Eun Jae LEE ; Sang Hun LEE ; Jung Hee HAN ; Mi Jeong YOON ; Soo JEONG ; Young Uk CHO ; Sungyang JO ; Seung Bok LIM ; Joong Goo KIM ; Han Bin LEE ; Seung Chai JUNG ; Kye Won PARK ; Min Hwan LEE ; Dong Wha KANG ; Dae Chul SUH ; Jong S KIM
Journal of Stroke 2017;19(2):196-204
BACKGROUND AND PURPOSE: Decreasing the time delay for thrombolysis, including intravenous thrombolysis (IVT) with tissue plasminogen activator and intra-arterial thrombectomy (IAT), is critical for decreasing the morbidity and mortality of patients experiencing acute stroke. We aimed to decrease the in-hospital delay for both IVT and IAT through a multidisciplinary approach that is feasible 24 h/day. METHODS: We implemented the Stroke Alert Team (SAT) on May 2, 2016, which introduced hospital-initiated ambulance prenotification and reorganized in-hospital processes. We compared the patient characteristics, time for each step of the evaluation and thrombolysis, thrombolysis rate, and post-thrombolysis intracranial hemorrhage from January 2014 to August 2016. RESULTS: A total of 245 patients received thrombolysis (198 before SAT; 47 after SAT). The median door-to-CT, door-to-MRI, and door-to-laboratory times decreased to 13 min, 37.5 min, and 8 min, respectively, after SAT implementation (P<0.001). The median door-to-IVT time decreased from 46 min (interquartile range [IQR] 36–57 min) to 20.5 min (IQR 15.8–32.5 min; P<0.001). The median door-to-IAT time decreased from 156 min (IQR 124.5–212.5 min) to 86.5 min (IQR 67.5–102.3 min; P<0.001). The thrombolysis rate increased from 9.8% (198/2,012) to 15.8% (47/297; P=0.002), and the post-thrombolysis radiological intracranial hemorrhage rate decreased from 12.6% (25/198) to 2.1% (1/47; P=0.035). CONCLUSIONS: SAT significantly decreased the in-hospital delay for thrombolysis, increased thrombolysis rate, and decreased post-thrombolysis intracranial hemorrhage. Time benefits of SAT were observed for both IVT and IAT and during office hours and after-hours.
Ambulances
;
Cerebral Infarction
;
Humans
;
Intracranial Hemorrhages
;
Mortality
;
Stroke*
;
Thrombectomy
;
Thrombolytic Therapy
;
Tissue Plasminogen Activator
10.Practice guidelines for management of uterine corpus cancer in Korea: a Korean Society of Gynecologic Oncology Consensus Statement.
Shin Wha LEE ; Taek Sang LEE ; Dae Gy HONG ; Jae Hong NO ; Dong Choon PARK ; Jae Man BAE ; Seok Ju SEONG ; So Jin SHIN ; Woong JU ; Keun Ho LEE ; Yoo Kyung LEE ; Hanbyoul CHO ; Chulmin LEE ; Jiheum PAEK ; Hyun Jung KIM ; Jeong Won LEE ; Jae Weon KIM ; Duk Soo BAE
Journal of Gynecologic Oncology 2017;28(1):e12-
Clinical practice guidelines for gynecologic cancers have been developed by many organizations. Although these guidelines have much in common in terms of the practice of standard of care for uterine corpus cancer, practice guidelines that reflect the characteristics of patients and healthcare and insurance systems are needed for each country. The Korean Society of Gynecologic Oncology (KSGO) published the first edition of practice guidelines for gynecologic cancer treatment in late 2006; the second edition was released in July 2010 as an evidence-based recommendation. The Guidelines Revision Committee was established in 2015 and decided to produce the third edition of the guidelines as an advanced form based on evidence-based medicine, considering up-to-date clinical trials and abundant qualified Korean data. These guidelines cover screening, surgery, adjuvant treatment, and advanced and recurrent disease with respect to endometrial carcinoma and uterine sarcoma. The committee members and many gynecologic oncologists derived key questions from the discussion, and a number of relevant scientific literatures were reviewed in advance. Recommendations for each specific question were developed by the consensus conference, and they are summarized here, together with other details. The objective of these practice guidelines is to establish standard policies on issues in clinical areas related to the management of uterine corpus cancer based on the findings in published papers to date and the consensus of experts as a KSGO Consensus Statement.
Committee Membership
;
Consensus*
;
Delivery of Health Care
;
Drug Therapy
;
Endometrial Neoplasms
;
Evidence-Based Medicine
;
Female
;
Humans
;
Insurance
;
Korea*
;
Mass Screening
;
Sarcoma
;
Standard of Care

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