1.Deep Learning-Based Automatic Classification of Ischemic Stroke Subtype Using Diffusion-Weighted Images
Wi-Sun RYU ; Dawid SCHELLINGERHOUT ; Hoyoun LEE ; Keon-Joo LEE ; Chi Kyung KIM ; Beom Joon KIM ; Jong-Won CHUNG ; Jae-Sung LIM ; Joon-Tae KIM ; Dae-Hyun KIM ; Jae-Kwan CHA ; Leonard SUNWOO ; Dongmin KIM ; Sang-Il SUH ; Oh Young BANG ; Hee-Joon BAE ; Dong-Eog KIM
Journal of Stroke 2024;26(2):300-311
Background:
and Purpose Accurate classification of ischemic stroke subtype is important for effective secondary prevention of stroke. We used diffusion-weighted image (DWI) and atrial fibrillation (AF) data to train a deep learning algorithm to classify stroke subtype.
Methods:
Model development was done in 2,988 patients with ischemic stroke from three centers by using U-net for infarct segmentation and EfficientNetV2 for subtype classification. Experienced neurologists (n=5) determined subtypes for external test datasets, while establishing a consensus for clinical trial datasets. Automatically segmented infarcts were fed into the model (DWI-only algorithm). Subsequently, another model was trained, with AF included as a categorical variable (DWI+AF algorithm). These models were tested: (1) internally against the opinion of the labeling experts, (2) against fresh external DWI data, and (3) against clinical trial dataset.
Results:
In the training-and-validation datasets, the mean (±standard deviation) age was 68.0±12.5 (61.1% male). In internal testing, compared with the experts, the DWI-only and the DWI+AF algorithms respectively achieved moderate (65.3%) and near-strong (79.1%) agreement. In external testing, both algorithms again showed good agreements (59.3%–60.7% and 73.7%–74.0%, respectively). In the clinical trial dataset, compared with the expert consensus, percentage agreements and Cohen’s kappa were respectively 58.1% and 0.34 for the DWI-only vs. 72.9% and 0.57 for the DWI+AF algorithms. The corresponding values between experts were comparable (76.0% and 0.61) to the DWI+AF algorithm.
Conclusion
Our model trained on a large dataset of DWI (both with or without AF information) was able to classify ischemic stroke subtypes comparable to a consensus of stroke experts.
2.Clinical Characteristics and Risk Factors for Mortality in Critical Coronavirus Disease 2019 Patients 50 Years of Age or Younger During the Delta Wave: Comparison With Patients > 50 Years in Korea
Hye Jin SHI ; Eliel NHAM ; Bomi KIM ; Eun-Jeong JOO ; Hae Suk CHEONG ; Shin Hee HONG ; Miri HYUN ; Hyun ah KIM ; Sukbin JANG ; Ji-Young RHEE ; Jungok KIM ; Sungmin KIM ; Hyun Kyu CHO ; Yu Mi WI ; Shinhye CHEON ; Yeon-Sook KIM ; Seungjin LIM ; Hyeri SEOK ; Sook In JUNG ; Joong Sik EOM ; Kyong Ran PECK
Journal of Korean Medical Science 2022;37(22):e175-
Background:
Numerous patients around the globe are dying from coronavirus disease 2019 (COVID-19). While age is a known risk factor, risk analysis in the young generation is lacking. The present study aimed to evaluate the clinical features and mortality risk factors in younger patients (≤ 50 years) with a critical case of COVID-19 in comparison with those among older patients (> 50 years) in Korea.
Methods:
We analyzed the data of adult patients only in critical condition (requiring high flow nasal cannula oxygen therapy or higher respiratory support) hospitalized with PCR-confirmed COVID-19 at 11 hospitals in Korea from July 1, 2021 to November 30, 2021 when the delta variant was a dominant strain. Patients’ electronic medical records were reviewed to identify clinical characteristics.
Results:
During the study period, 448 patients were enrolled. One hundred and forty-two were aged 50 years or younger (the younger group), while 306 were above 50 years of age (the older group). The most common pre-existing conditions in the younger group were diabetes mellitus and hypertension, and 69.7% of the patients had a body mass index (BMI) > 25 kg/m 2 .Of 142 younger patients, 31 of 142 patients (21.8%, 19 women) did not have these pre-existing conditions. The overall case fatality rate among severity cases was 21.0%, and it differed according to age: 5.6% (n = 8/142) in the younger group, 28.1% in the older group, and 38% in the ≥ 65 years group. Age (odds ratio [OR], 7.902; 95% confidence interval [CI], 2.754–18.181), mechanical ventilation therapy (OR, 17.233; 95% CI, 8.439–35.192), highest creatinine > 1.5 mg/dL (OR, 17.631; 95% CI, 8.321–37.357), and combined blood stream infection (OR, 7.092;95% CI, 1.061–18.181) were identified as independent predictors of mortality in total patients.Similar patterns were observed in age-specific analyses, but most results were statistically insignificant in multivariate analysis due to the low number of deaths in the younger group.The full vaccination rate was very low among study population (13.6%), and only three patients were fully vaccinated, with none of the patients who died having been fully vaccinated in the younger group. Seven of eight patients who died had a pre-existing condition or were obese (BMI > 25 kg/m 2 ), and the one remaining patient died from a secondary infection.
Conclusion
About 22% of the patients in the young critical group did not have an underlying disease or obesity, but the rate of obesity (BMI > 25 kg/m2 ) was high, with a fatality rate of 5.6%. The full vaccination rate was extremely low compared to the general population of the same age group, showing that non-vaccination has a grave impact on the progression of COVID-19 to a critical condition. The findings of this study highlight the need for measures to prevent critical progression of COVID-19, such as vaccinations and targeting young adults especially having risk factors.
3.Trends in Gallbladder Cancer Incidence and Survival in Korea.
Youngjun WI ; Hyeongtaek WOO ; Young Joo WON ; Jin Young JANG ; Aesun SHIN
Cancer Research and Treatment 2018;50(4):1444-1451
PURPOSE: The current study was undertaken to examine the trend in gallbladder cancer (GBC) incidenceand survival in Korea. MATERIALS AND METHODS: GBC incidence data by histologic typewere obtained from the Korea Central Cancer Registry.Age-standardized incidence rates were calculated using the mid-year Korean population of2000 as a standard population, and a joinpoint regression model was used to calculate theannual percent change (APC) in incidence rates. Incidence by Surveillance, Epidemiology and End Results (SEER) summary stage and by geographical areas and female-to-male incidencerate ratios was also described. RESULTS: The number of new GBC cases increased between 1999 and 2013. Nevertheless, the agestandardizedincidence rate decreased by 0.5% per year in men (p < 0.01), whereas theincidence rate in women did not change significantly over the same period (APC, –0.2;p=0.59). The most common histologic type was adenocarcinoma in both sexes. Based onthe SEER stage, the distant stage was the most frequent stage (41%), followed by theregional stage (37%). Ulsan (4.31/100,000 for men and 4.09/100,000 forwomen in 2009-2013) and Gyeongsangnam-do (4.15/100,000 for men and 3.54/100,000 for women)showed the highest GBC incidence, whereas the lowest incidence was observed in Seouland Gyeonggi-do. There were no significant sex differences in the incidence of GBC (femaleto-maleincidence rate ratio, 0.96). CONCLUSION: The overall incidence of GBC in Korea did not change significantly over the 15-year period.Incidence for men and women was similar. However, geographical variation was found.
Adenocarcinoma
;
Epidemiology
;
Female
;
Gallbladder Neoplasms*
;
Gallbladder*
;
Gyeonggi-do
;
Gyeongsangnam-do
;
Humans
;
Incidence*
;
Korea*
;
Male
;
Sex Characteristics
;
Ulsan
4.Maxillary molar derotation and distalization by using a nickel-titanium wire fabricated on a setup model.
Jong Moon JUNG ; Young Joo WI ; Hyun Mo KOO ; Min Ji KIM ; Youn Sic CHUN
The Korean Journal of Orthodontics 2017;47(4):268-274
The purpose of this article is to introduce a simple appliance that uses a setup model and a nickel-titanium (Ni-Ti) wire for correcting the mesial rotation and drift of the permanent maxillary first molar. The technique involves bonding a Ni-Ti wire to the proper position of the target tooth on a setup model, followed by the fabrication of the transfer cap for indirect bonding and its transfer to the patient's teeth. This appliance causes less discomfort and provides better oral hygiene for the patients than do conventional appliances such as the bracket, pendulum, and distal jet. The treatment time is also shorter with the new appliance than with full-fixed appliances. Moreover, the applicability of the new appliance can be expanded to many cases by using screws or splinting with adjacent teeth to improve anchorage.
Humans
;
Molar*
;
Oral Hygiene
;
Splints
;
Tooth
;
Tooth Movement
5.Can proton pump inhibitors reduce rebleeding following Histoacryl sclerotherapy for gastric variceal hemorrhage?.
Ka Rham KIM ; Chung Hwan JUN ; Kyu Man CHO ; Jin Woo WI ; Seon Young PARK ; Sung Bum CHO ; Wan Sik LEE ; Chang Hwan PARK ; Young Eun JOO ; Hyun Soo KIM ; Sung Kyu CHOI ; Jong Sun REW
The Korean Journal of Internal Medicine 2015;30(5):593-601
BACKGROUND/AIMS: To evaluate the efficacy of proton pump inhibitors (PPIs) in reducing rebleeding and bleeding-related death rates after endoscopic gastric variceal obliteration (GVO) using N-butyl-2-cyanoacrylate (NBC). METHODS: This study enrolled 341 patients who were consecutively diagnosed with and treated for bleeding gastric varices. The patients were divided into PPI and non-PPI groups, and their endoscopic findings, initial hemostasis outcomes, rebleeding and bleeding-related death rates, and treatment-related complications were analyzed. RESULTS: The rate of initial hemostasis was 97.1%. rebleeding occurred in 2.2% of patients within 2 weeks, 3.9% of patients within 4 weeks, 18.9% of patients within 6 months, and 27.6% of patients within 12 months of the GVO procedure. A previous history of variceal bleeding (relative risk [RR], 1.955; 95% confidence interval [CI], 1.263 to 3.028; p = 0.003) and use of PPIs (RR, 0.554; 95% CI, 0.352 to 0.873; p = 0.011) were associated with rebleeding. Child-Pugh class C (RR, 10.914; 95% CI, 4.032 to 29.541; p < 0.001), failure of initial hemostasis (RR, 13.329; 95% CI, 2.795 to 63.556; p = 0.001), and the presence of red-colored concomitant esophageal varices (RR, 4.096; 95% CI, 1.320 to 12.713; p = 0.015) were associated with bleeding-related death. CONCLUSIONS: The prophylactic use of PPIs reduces rebleeding after GVO using NBC in patients with gastric variceal hemorrhage. However, prophylactic use of PPIs does not reduce bleeding-related death.
Adult
;
Aged
;
Aged, 80 and over
;
Chi-Square Distribution
;
Enbucrilate/*administration & dosage/adverse effects
;
Endoscopy, Gastrointestinal
;
Esophageal and Gastric Varices/complications/diagnosis/mortality/*therapy
;
Female
;
Gastrointestinal Hemorrhage/diagnosis/etiology/mortality/*therapy
;
Hemostasis, Endoscopic/adverse effects/*methods/mortality
;
Humans
;
Logistic Models
;
Male
;
Middle Aged
;
Multivariate Analysis
;
Odds Ratio
;
Proton Pump Inhibitors/adverse effects/*therapeutic use
;
Recurrence
;
Retrospective Studies
;
Risk Factors
;
Sclerosing Solutions/*administration & dosage/adverse effects
;
Sclerotherapy/adverse effects/*methods/mortality
;
Time Factors
;
Treatment Outcome
;
Young Adult
6.Prevalence of and risk factors for endogenous endophthalmitis in patients with pyogenic liver abscesses.
In Hyung PARK ; Chung Hwan JUN ; Jin Woo WI ; Seon Young PARK ; Wan Sik LEE ; Sook In JUNG ; Chang Hwan PARK ; Young Eun JOO ; Hyun Soo KIM ; Sung Kyu CHOI ; Jong Sun REW
The Korean Journal of Internal Medicine 2015;30(4):453-459
BACKGROUND/AIMS: Although pyogenic liver abscesses (PLAs) can be successfully treated, the visual prognosis of patients with endogenous endophthalmitis (EE) associated with a PLA is poor. Early diagnosis and prompt intervention may salvage useful vision. Therefore, we investigated risk factors for EE in patients with PLA, to facilitate early diagnosis. METHODS: Data from 626 patients diagnosed with PLA between January 2004 and July 2013 were analyzed retrospectively. Patients were divided into two groups: those with liver abscess-associated endogenous endophthalmitis (LAEE) and non-LAEE. RESULTS: The prevalence of EE in PLA patients was 1.92%. The mean age for all patients (373 males, 59.6%) was 62.8 years. Upon multivariate logistic regression, a liver abscess or another systemic infection (odds ratio [OR], 5.52; p = 0.005), an abscess in the right superior segment (OR, 5.26; p = 0.035), and Klebsiella pneumoniae infection (OR, 3.68; p = 0.039), were risk factors for LAEE. The final visual outcomes of patients with LAEE included no light perception in seven, hand motion only in three, and decreased visual acuity in two. Vitrectomy and early intravitreal injections of antibiotics improved visual acuity and preserved useful vision. CONCLUSIONS: PLA patients with other systemic infections, abscesses in the right superior segment, and K. pneumoniae infection require close monitoring and early intervention to treat LAEE. Intravitreal antibiotic injections or early vitrectomy may salvage useful vision.
Aged
;
Anti-Bacterial Agents/administration & dosage
;
Chi-Square Distribution
;
Early Diagnosis
;
Endophthalmitis/diagnosis/*epidemiology/microbiology/therapy
;
Female
;
Humans
;
Intravitreal Injections
;
Liver Abscess, Pyogenic/diagnosis/*epidemiology/microbiology
;
Logistic Models
;
Male
;
Middle Aged
;
Multivariate Analysis
;
Odds Ratio
;
Predictive Value of Tests
;
Prevalence
;
Republic of Korea/epidemiology
;
Retrospective Studies
;
Risk Factors
;
Tomography, X-Ray Computed
;
Treatment Outcome
;
Visual Acuity
;
Vitrectomy
7.Clinical Characteristics and Outcomes of Pyogenic Liver Abscess in Elderly Korean Patients.
Jin Woo WI ; Eun Ae CHO ; Chung Hwan JUN ; Seon Young PARK ; Chang Hwan PARK ; Young Eun JOO ; Hyun Soo KIM ; Sung Kyu CHOI ; Jong Sun REW ; Sook In JUNG
The Korean Journal of Gastroenterology 2015;66(1):27-32
BACKGROUND/AIMS: Incidence of pyogenic liver abscess (PLA) has been increasing worldwide, especially in the elderly population. Therefore, the aim of this study is to elucidate the clinical features and outcomes of PLA in elderly patients. METHODS: A total of 602 patients diagnosed with PLA from January 2003 to January 2013 were analyzed retrospectively. The patients were divided according to two age groups; > or =65 years (n=296) and <65 years (n=306). RESULTS: The mean age was 73.59+/-5.98 (range, 65-93) years in the elderly group. Significantly higher incidence of females (52.4% vs. 29.1%, p<0.001), hepatobiliary disease (41.2% vs. 24.8%, p<0.001), hepatobiliary procedure (29.4% vs. 13.7%, p<0.001), underlying malignancy (18.2% vs. 4.6%, p<0.001), culture positivity of resistant organism (20.6% vs. 14.4%, p=0.047), occurrence of complication (19.6% vs. 12.8%, p=0.026), and higher white blood cell (13.44+/-6.56 vs. 12.26+/-5.89, p=0.021), but lower rates of right lobe abscess (67.2% vs. 80.4%, p<0.001), fever (68.6% vs. 79.3%, p=0.003), and lower CRP (16.79+/-9.67 vs. 18.80+/-9.86, p=0.012) was observed in elderly PLA patients, compared to younger patients. Regarding complications, elderly patients had higher incidence of septic shock (8.1% vs. 2.3%, p=0.001) and cardiovascular disease (2% vs. 0%, p=0.014). CONCLUSIONS: More atypical presentations and complications tend to occur in elderly PLA patients compared with younger patients. Clinicians should be aware of these age-related differences in PLA and devise management strategies accordingly.
Adolescent
;
Adult
;
Age Factors
;
Aged
;
Aged, 80 and over
;
Anti-Bacterial Agents/therapeutic use
;
Cardiovascular Diseases/epidemiology/etiology
;
Child
;
Drug Resistance, Bacterial
;
Escherichia coli/isolation & purification
;
Female
;
Humans
;
Incidence
;
Klebsiella pneumoniae/isolation & purification
;
Leukocyte Count
;
Liver Abscess, Pyogenic/*drug therapy/epidemiology/microbiology/*pathology
;
Male
;
Middle Aged
;
Prognosis
;
Republic of Korea/epidemiology
;
Retrospective Studies
;
Sex Factors
;
Shock, Septic/epidemiology/etiology
;
Young Adult
8.Chondrosarcoma of the Heart.
Do Jung KIM ; Jin Hong WI ; Yonhee KIM ; Sak LEE ; Hyun Chel JOO ; Young Nam YOUN
The Korean Journal of Thoracic and Cardiovascular Surgery 2015;48(3):199-201
Chondrosarcoma is a rare entity of malignant tumor which arises from cartilaginous tissue, and the literatures on this disease are scarce. The first-line of treatment for cardiac chondrosarcoma is surgery. Due to early local recurrence and distant metastasis, the prognosis is poor even after complete surgical excision. We present a case of chondrosarcoma in the left atrium causing functional mitral stenosis which required urgent surgical intervention, and the successful treatment outcome.
Chondrosarcoma*
;
Heart Atria
;
Heart Neoplasms
;
Heart*
;
Mitral Valve Stenosis
;
Neoplasm Metastasis
;
Neoplasms, Connective Tissue
;
Prognosis
;
Recurrence
;
Treatment Outcome
9.Regulation of anti-inflammatory cytokines IL-10 and TGF-beta in mouse dendritic cells through treatment with Clonorchis sinensis crude antigen.
Yan JIN ; Hae Joo WI ; Min Ho CHOI ; Sung Tae HONG ; Young Mee BAE
Experimental & Molecular Medicine 2014;46(1):e74-
Dendritic cells (DCs), which are regarded as the most potent antigen-presenting cells, are involved in innate and adaptive immunity. Upon uptake of pathogens, DCs express cell surface markers and secrete cytokines. In this study, we analyzed production of cytokines and found that interleukin (IL)-10 and transforming growth factor (TGF)-beta production significantly increased in bone marrow-derived DCs and a mouse DC line, DC2.4, after treatment with crude antigen (CA) from liver fluke, Clonorchis sinensis. However, expression patterns of several activation molecules did not change. In addition, following treatment of DC2.4 cells with antigen from the lung fluke, Paragonimus westermani, production of IL-10 and TGF-beta significantly increased compared with groups treated with other parasite antigens, Spirometra erinacei plerocercoid CA and Echinococcus granulosus hydatid cystic fluid. We also found that treatment of DC2.4 cells with C. sinensis CA resulted in rapid and significant phosphorylation of extracellular signal-regulated kinase 1/2, a mitogen-activated protein kinase. Following treatment of DC2.4 cells with C. sinensis CA, treatment with an inhibitor specific to an extracellular signal-regulated kinase inhibited production of IL-10 and TGF-beta. Our results suggest that CA from C. sinensis has a role in the anti-inflammatory function of DC cells by inducing IL-10 and TGF-beta through activation of extracellular signal-regulated kinase 1/2.
Animals
;
Antigens, Helminth/*pharmacology
;
Cells, Cultured
;
Clonorchis sinensis/*immunology
;
Dendritic Cells/drug effects/*metabolism
;
Interleukin-10/genetics/*metabolism
;
MAP Kinase Signaling System
;
Mice
;
Transforming Growth Factor beta/genetics/*metabolism
10.Comparison of Radial Artery and Saphenous Vein Composite Y Grafts during Off-pump Coronary Artery Bypass.
Jin Hong WI ; Hyun Chel JOO ; Young Nam YOUN ; Suk Won SONG ; Tae Hoon KIM ; Kyung Jong YOO
The Korean Journal of Thoracic and Cardiovascular Surgery 2013;46(4):265-273
BACKGROUND: The safety and efficacy of arterial composite grafts for total arterial revascularization have been demonstrated. The saphenous vein (SV) is a widely used graft because of its accessibility, sufficient length, and ease of manipulation. Our aim was to compare mid-term outcomes of saphenous vein Y-grafts with radial artery Y-grafts joined by anastomosis to the left internal thoracic artery. MATERIALS AND METHODS: Records of off-pump coronary artery bypass grafting with composite Y-grafts based on the left internal thoracic artery technique in 552 patients were analyzed retrospectively. After propensity score matching, 79 radial arterial (RA) composite grafts (RA group) and 79 saphenous vein composite grafts (SV group) were compared. The duration of mean follow-up was 24.6+/-14.6 months (range, 1 to 55 months). RESULTS: There were no differences in surgical mortality, all-cause mortality, or morbidity among the groups. Rates of 4-year survival were 91.7% and 96.3% in the RA and SV groups, respectively (p=0.519). The coronary reintervention-free survival rate and freedom from major adverse cardiovascular or cerebrovascular events were similar in the two groups (p=0.685, p=0.564). CONCLUSION: Construction of composite Y-grafts using the radial artery or saphenous vein showed similar mid-term results. Long-term follow-up and randomized trials will be needed to confirm our present conclusions.
Coronary Artery Bypass
;
Coronary Artery Bypass, Off-Pump
;
Follow-Up Studies
;
Freedom
;
Humans
;
Mammary Arteries
;
Propensity Score
;
Radial Artery
;
Retrospective Studies
;
Saphenous Vein
;
Survival Rate
;
Transplants

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