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.Pancreatic High-Grade Neuroendocrine Neoplasms in the Korean Population: A Multicenter Study
Haeryoung KIM ; Soyeon AN ; Kyoungbun LEE ; Sangjeong AHN ; Do Youn PARK ; Jo-Heon KIM ; Dong-Wook KANG ; Min-Ju KIM ; Mee Soo CHANG ; Eun Sun JUNG ; Joon Mee KIM ; Yoon Jung CHOI ; So-Young JIN ; Hee Kyung CHANG ; Mee-Yon CHO ; Yun Kyung KANG ; Myunghee KANG ; Soomin AHN ; Youn Wha KIM ; Seung-Mo HONG ;
Cancer Research and Treatment 2020;52(1):263-276
Purpose:
The most recent 2017 World Health Organization (WHO) classification of pancreatic neuroendocrine neoplasms (PanNENs) has refined the three-tiered 2010 scheme by separating grade 3 pancreatic neuroendocrine tumors (G3 PanNETs) from poorly differentiated pancreatic neuroendocrine carcinomas (PanNECs). However, differentiating between G3 Pan- NETs and PanNECs is difficult in clinical practice.
Materials and Methods:
Eighty-two surgically resected PanNENs were collected from 16 institutions and reclassified according to the 2017 WHO classification based on the histological features and proliferation index (mitosis and Ki-67). Immunohistochemical stains for ATRX, DAXX, retinoblastoma, p53, Smad4, p16, and MUC1 were performed for 15 high-grade PanNENs.
Results:
Re-classification resulted in 20 G1 PanNETs (24%), 47 G2 PanNETs (57%), eight G3 well-differentiated PanNETs (10%), and seven poorly differentiated PanNECs (9%). PanNECs showed more frequent diffuse nuclear atypia, solid growth patterns and apoptosis, less frequent organoid growth and regular vascular patterns, and absence of low-grade PanNET components than PanNETs. The Ki-67 index was significantly higher in PanNEC (58.2%± 15.1%) compared to G3 PanNET (22.6%±6.1%, p < 0.001). Abnormal expression of any two of p53, p16, MUC1, and Smad4 could discriminate PanNECs from G3 PanNETs with 100% specificity and 87.5% sensitivity.
Conclusion
Histological features supporting the diagnosis of PanNECs over G3 PanNETs were the absence of a low-grade PanNET component in the tumor, the presence of diffuse marked nuclear atypia, solid growth pattern, frequent apoptosis and markedly increased proliferative activity with homogeneous Ki-67 labeling. Immunohistochemical stains for p53, p16, MUC1, and Smad4 may be helpful in distinguishing PanNECs from G3 PanNETs in histologically ambiguous cases, especially in diagnostic practice when only small biopsied tissues are available.
3.Asian Society of Gynecologic Oncology International Workshop 2018
Tae Wook KONG ; Hee Sug RYU ; Seung Cheol KIM ; Takayuki ENOMOTO ; Jin LI ; Kenneth H KIM ; Seung Hyuk SHIM ; Peng Hui WANG ; Suwanit THERASAKVICHYA ; Yusuke KOBAYASHI ; Maria LEE ; Tingyan SHI ; Shin Wha LEE ; Mikio MIKAMI ; Satoru NAGASE ; Myong Cheol LIM ; Jianliu WANG ; Sarikapan WILAILAK ; Sang Wun KIM ; Sook Hee HONG ; David SP TAN ; Masaki MANDAI ; Suk Joon CHANG ; Ruby Yun Ju HUANG ; Kimio USHIJIMA ; Jung Yun LEE ; Xiaojun CHEN ; Kazunori OCHIAI ; Taek Sang LEE ; Bingyi YANG ; Farhana KALAM ; Qiaoying LV ; Mohd Faizal AHMAD ; Muhammad Rizki YAZNIL ; Kanika Batra MODI ; Manatsawee MANOPUNYA ; Dae Hoon JEONG ; Arb aroon LERTKHACHONSUK ; Hyun Hoon CHUNG ; Hidemichi WATARI ; Seob JEON
Journal of Gynecologic Oncology 2019;30(2):e39-
The Asian Society of Gynecologic Oncology International Workshop 2018 on gynecologic oncology was held in the Ajou University Hospital, Suwon, Korea on the 24th to 25th August 2018. The workshop was an opportunity for Asian doctors to discuss the latest findings of gynecologic cancer, including cervical, ovarian, and endometrial cancers, as well as the future of fertility-sparing treatments, minimally invasive/radical/debulking surgery, radiotherapy, chemotherapy, targeted therapy, and immunotherapy. Clinical guidelines and position statement of Asian countries were presented by experts. Asian clinical trials for gynecologic cancers were reviewed and experts emphasized the point that original Asian study is beneficial for Asian patients. In Junior session, young gynecologic oncologists presented their latest research on gynecologic cancers.
Antineoplastic Agents
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Asian Continental Ancestry Group
;
Drug Therapy
;
Education
;
Endometrial Neoplasms
;
Female
;
Gyeonggi-do
;
Humans
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Immunotherapy
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Korea
;
Ovarian Neoplasms
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Radiotherapy
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Uterine Cervical Neoplasms
4.A Case of Chronic Myeloid Leukemia With Rare Variant ETV6/ABL1 Rearrangement.
Soo In CHOI ; Mi Ae JANG ; Woo Joon JEONG ; Byung Ryul JEON ; Yong Wha LEE ; Hee Bong SHIN ; Dae Sik HONG ; You Kyoung LEE
Annals of Laboratory Medicine 2017;37(1):77-80
No abstract available.
Bone Marrow/pathology
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Chromosomes, Human, Pair 12
;
Chromosomes, Human, Pair 9
;
Core Binding Factor Alpha 2 Subunit/*genetics
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DNA/metabolism
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Gene Rearrangement
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Humans
;
In Situ Hybridization, Fluorescence
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Karyotyping
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Leukemia, Myelogenous, Chronic, BCR-ABL Positive/diagnosis/*genetics
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Male
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Middle Aged
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Oncogene Proteins, Fusion/*genetics
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Reverse Transcriptase Polymerase Chain Reaction
;
Translocation, Genetic
5.Aldehyde dehydrogenase is used by cancer cells for energy metabolism.
Joon Hee KANG ; Seon Hyeong LEE ; Dongwan HONG ; Jae Seon LEE ; Hee Sung AHN ; Ju Hyun AHN ; Tae Wha SEONG ; Chang Hun LEE ; Hyonchol JANG ; Kyeong Man HONG ; Cheolju LEE ; Jae Ho LEE ; Soo Youl KIM
Experimental & Molecular Medicine 2016;48(11):e272-
We found that non-small-cell lung cancer (NSCLC) cells express high levels of multiple aldehyde dehydrogenase (ALDH) isoforms via an informatics analysis of metabolic enzymes in NSCLC and immunohistochemical staining of NSCLC clinical tumor samples. Using a multiple reaction-monitoring mass spectrometry analysis, we found that multiple ALDH isozymes were generally abundant in NSCLC cells compared with their levels in normal IMR-90 human lung cells. As a result of the catalytic reaction mediated by ALDH, NADH is produced as a by-product from the conversion of aldehyde to carboxylic acid. We hypothesized that the NADH produced by ALDH may be a reliable energy source for ATP production in NSCLC. This study revealed that NADH production by ALDH contributes significantly to ATP production in NSCLC. Furthermore, gossypol, a pan-ALDH inhibitor, markedly reduced the level of ATP. Gossypol combined with phenformin synergistically reduced the ATP levels, which efficiently induced cell death following cell cycle arrest.
Adenosine Triphosphate
;
Aldehyde Dehydrogenase*
;
Cell Cycle Checkpoints
;
Cell Death
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Energy Metabolism*
;
Gossypol
;
Humans
;
Informatics
;
Isoenzymes
;
Lung
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Lung Neoplasms
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Mass Spectrometry
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NAD
;
Phenformin
;
Protein Isoforms
6.The Korean guideline for hepatocellular carcinoma surveillance.
Do Young KIM ; Hyun Jung KIM ; Seung Eun JEONG ; Sang Gyune KIM ; Hyung Joon KIM ; Dong Hyun SINN ; Yong Joo LEE ; Woo Kyoung JEONG ; Kui Son CHOI ; Nae Yun HEO ; Dong Joon KIM ; Young Seok KIM ; Yong Bum KIM ; Yoon Jun KIM ; Hyoung Ryoul KIM ; Minseon PARK ; Chan Wha LEE ; Won Young TAK ; Ji Hye CHUNG ; Soo Young KIM ; Yeol KIM ; Won Chul LEE ; Hong Soo KIM
Journal of the Korean Medical Association 2015;58(5):385-397
Hepatocellular carcinoma (HCC) is one of the major cancers with a high incidence and mortality in Korea. A Korean multidisciplinary collaborative committee consisting of hepatologists, radiologists, epidemiologists and family medicine doctors systematically reviewed clinical practice guidelines in the world and literatures. The level of evidence for each recommendation was assessed and discussed to reach a consensus. Meta-analysis was also conducted to evaluate the grade of recommendation for the five key questions. Several randomized controlled studies and cohort studies showed a survival gain associated with surveillance for those at risk of developing HCC. The target populations for HCC surveillance were identified as hepatitis B virus or hepatitis C virus carriers and cirrhotic patients, since numerous studies revealed that these patients have significantly higher risk of HCC compared with non-infected or non-cirrhotic controls. Individual surveillance strategy according to treatment history or degree of fibrosis in patients with viral hepatitis remains to be settled. Based on several cohort and randomized studies, a surveillance interval of six months was recommend. The starting age of surveillance was determined as 40 years from the epidemiologic data. Although ultrasonography (US) is the mainstay for detection of HCC, its sensitivity is not fully accepted. Measurement of serum alpha-fetoprotein can complement US examination, increasing the sensitivity of HCC detection. The recommendation for HCC surveillance is that those with hepatitis B virus (or hepatitis C virus) infection or cirrhosis should have liver US and serum alpha-fetoprotein measurement every six months from 40 years of age or at the time of diagnosis of cirrhosis.
alpha-Fetoproteins
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Carcinoma, Hepatocellular*
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Cohort Studies
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Complement System Proteins
;
Consensus
;
Diagnosis
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Fibrosis
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Health Services Needs and Demand
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Hepacivirus
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Hepatitis
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Hepatitis B virus
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Hepatitis C
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Humans
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Incidence
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Korea
;
Liver
;
Mortality
;
Ultrasonography
7.Clinical Outcomes in Patients with Intermediate Coronary Stenoses: MINIATURE Investigators (Korea MultIceNter TrIal on Long-Term Clinical Outcome According to the Plaque Burden and Treatment Strategy in Lesions with MinimUm Lumen ARea lEss Than 4 mm2 Usin.
Young Joon HONG ; Yun Ha CHOI ; Soo Young PARK ; Chang Wook NAM ; Jang Hyun CHO ; Won Yu KANG ; Sang Rok LEE ; Sung Yun LEE ; Sang Wook KIM ; Sang Yeob LIM ; Kyung Ho YUN ; Jung Sun KIM ; Jin Won KIM ; Woong Chol KANG ; Ki Seok KIM ; Jin Ho CHOI ; Joong Wha CHUNG ; Soo Joong KIM ; Youngkeun AHN ; Myung Ho JEONG
Korean Circulation Journal 2014;44(3):148-155
BACKGROUND AND OBJECTIVES: We evaluated the two-year clinical outcomes in patients with angiographically intermediate lesions according to the plaque burden and treatment strategy. SUBJECTS AND METHODS: We prospectively enrolled patients with angiographically intermediate lesions (diameter stenosis 30-70%) with an intravascular ultrasound (IVUS) minimum lumen area (MLA) <4 mm2 with 50-70% plaque burden of 16 Korean percutaneous coronary intervention centers. Patients were divided into medical therapy group (n=85) and zotarolimus-eluting stent group (ZES; Resolute) group (n=74). We evaluated the incidences of two-year major adverse cardiovascular events (MACE). RESULTS: A two-year clinical follow-up was completed in 143 patients and MACE occurred in 12 patients. There were no significant differences in the incidences of death (1.3% vs. 3.0%, p=0.471), target vessel-related non-fatal myocardial infarction (0.0% vs. 0.0%, p=1.000) and target vessel revascularizations (7.8% vs. 4.5%, p=0.425) between medical and ZES groups. Independent predictors of two-year MACE included acute myocardial infarction {odds ratio (OR)=2.87; 95% confidence interval (CI) 1.43-6.12, p=0.014}, diabetes mellitus (OR=2.46; 95% CI 1.24-5.56, p=0.028) and non-statin therapy (OR=2.32; 95% CI 1.18-5.24, p=0.034). CONCLUSION: Medical therapy shows comparable results with ZES, and myocardial infarction, diabetes mellitus and non-statin therapy were associated with the occurrence of two-year MACE in patients with intermediate lesion with IVUS MLA <4 mm2 with 50-70% of plaque burden.
Constriction, Pathologic
;
Coronary Artery Disease
;
Coronary Stenosis*
;
Diabetes Mellitus
;
Follow-Up Studies
;
Humans
;
Incidence
;
Myocardial Infarction
;
Percutaneous Coronary Intervention
;
Plaque, Atherosclerotic
;
Prospective Studies
;
Research Personnel*
;
Stents
;
Ultrasonography
;
Ultrasonography, Interventional
8.Stroke Statistics in Korea: Part I. Epidemiology and Risk Factors: A Report from the Korean Stroke Society and Clinical Research Center for Stroke.
Keun Sik HONG ; Oh Young BANG ; Dong Wha KANG ; Kyung Ho YU ; Hee Joon BAE ; Jin Soo LEE ; Ji Hoe HEO ; Sun U KWON ; Chang Wan OH ; Byung Chul LEE ; Jong S KIM ; Byung Woo YOON
Journal of Stroke 2013;15(1):2-20
The aim of the Part I of Stroke Statistics in Korea is to summarize nationally representative data of the epidemiology and risk factors of stroke in a single document. Every year, approximately 105,000 people experience a new or recurrent stroke and more than 26,000 die of stroke, which indicates that every 5 minutes stroke attacks someone and every 20 minutes stroke kills someone in Korea. Stroke accounts for roughly 1 of every 10 deaths. The estimated stroke prevalence is about 795,000 in people aged > or =30 years. The nationwide total cost for stroke care was 3,737 billion Korean won (US$3.3 billion) in 2005. Fortunately, the annual stroke mortality rate decreased substantially by 28.3% during the first decade of the 21th century (53.2/100,000 in 2010). Among OECD countries, Korea had the lowest in-hospital 30-day case-fatality rate for ischemic stroke and ranked third lowest for hemorrhagic stroke in 2009. The proportion of ischemic stroke has steadily increased and accounted for 76% of all strokes in 2009. According to hospital registry studies, the 90-day mortality rate was 3-7% for ischemic stroke and 17% for intracerebral hemorrhage. For risk factors, among Korean adults > or =30 years of age, one in 3-4 has hypertension, one in 10 diabetes, and one in 7 hypercholesterolemia. One in 3 Korean adults > or =19 years of age is obese. Over the last 10 years, the prevalence of hypertension slightly decreased, but the prevalence of diabetes, hypercholesterolemia, and obesity increased. Smoking prevalence in men has decreased, but is still as high as 48%. This report could be a valuable resource for establishing health care policy and guiding future research directions.
Adult
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Aged
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Cerebral Hemorrhage
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Delivery of Health Care
;
Humans
;
Hypercholesterolemia
;
Hypertension
;
Korea
;
Male
;
Obesity
;
Prevalence
;
Risk Factors
;
Smoke
;
Smoking
;
Stroke
9.Stroke Statistics in Korea: Part II Stroke Awareness and Acute Stroke Care, A Report from the Korean Stroke Society and Clinical Research Center For Stroke.
Keun Sik HONG ; Oh Young BANG ; Jong S KIM ; Ji Hoe HEO ; Kyung Ho YU ; Hee Joon BAE ; Dong Wha KANG ; Jin Soo LEE ; Sun U KWON ; Chang Wan OH ; Byung Chul LEE ; Byung Woo YOON
Journal of Stroke 2013;15(2):67-77
The aim of the current Part II of Stroke Statistics in Korea is to summarize nationally representative data on public awareness, pre-hospital delay, thrombolysis, and quality of acute stroke care in a single document. The public's knowledge of stroke definition, risk factors, warning signs, and act on stroke generally remains low. According to studies using open-ended questions, the correct definition of stroke was recognized in less than 50%, hypertension as a stroke risk factor in less than 50%, and other well-defined risk factors in less than 20%. Among stroke warning signs, sudden paresis or numbness was best appreciated, with recognition rates ranging in 36.9-73.7%, but other warning signs including speech disturbance were underappreciated. In addition, less than one third of subjects in a representative population survey were aware of thrombolysis and had knowledge of the appropriate act on stroke, calling emergency medical services (EMS). Despite EMS being an essential element in the stroke chain of survival and outcome improvement, EMS protocols for field stroke diagnosis and prehospital notification for potential stroke patients are not well established. According to the Assessment for Quality of Acute Stroke Care, the median onset-to-door time for patients arriving at the emergency room was 4 hours (mean, 17.3 hours) in 2010, which was not reduced compared to 2005. In contrast, the median door-to-needle time for intravenous tissue plasminogen activator (IV-TPA) treatment was 55.5 minutes (mean, 79.5 minutes) in 2010, shorter than the median time of 60.0 minutes (mean, 102.8 minutes) in 2008. Of patients with acute ischemic stroke, 7.9% were treated with IV-TPA in 2010, an increase from the 4.6% in 2005. Particularly, IV-TPA use for eligible patients substantially increased, from 21.7% in 2005 to 74.0% in 2010. The proportion of hospitals equipped with a stroke unit has increased from 1.1% in 2005 to 19.4% in 2010. Performance, as measured by quality indicators, has steadily improved since 2005, and the performance rates for most indicators were greater than 90% in 2010 except for early rehabilitation consideration (89.4%) and IV-TPA use for eligible patients (74.0%). In summary, the current report indicates a substantial improvement in in-hospital acute stroke care, but also emphasizes the need for enhancing public awareness and integrating the prehospital EMS system into acute stroke management. This report would be a valuable resource for understanding the current status and implementing initiatives to further improve public awareness of stroke and acute stroke care in Korea.
Emergencies
;
Emergency Medical Services
;
Humans
;
Hypertension
;
Hypesthesia
;
Korea
;
Paresis
;
Quality Indicators, Health Care
;
Risk Factors
;
Stroke
;
Tissue Plasminogen Activator
10.Weekend Admission in Patients with Acute Ischemic Stroke Is Not Associated with Poor Functional Outcome than Weekday Admission.
Sang Chul KIM ; Keun Sik HONG ; Seon Il HWANG ; Ji Eun KIM ; Ah Ro KIM ; Joong Yang CHO ; Hee Kyung PARK ; Ji Hyun PARK ; Ja Seong KOO ; Jong Moo PARK ; Hee Joon BAE ; Moon Ku HAN ; Dong Wha KANG ; Mi Sun OH ; Kyung Ho YU ; Byung Chul LEE ; Ji Sung LEE ; Yong Jin CHO
Journal of Clinical Neurology 2012;8(4):265-270
BACKGROUND AND PURPOSE: Stroke requires consistent care, but there is concern over the "weekend effect", whereby a weekend admission results in a poor outcome. Our aim was to determine the impact of weekend admission on clinical outcomes in patients with acute ischemic stroke in Korea. METHODS: The outcomes of patients admitted on weekdays and weekends were compared by analyzing data from a prospective outcome registry enrolling 1247 consecutive patients with acute ischemic stroke admitted to four neurology training hospitals in South Korea between September 2004 and August 2005. The primary outcome was a poor functional outcome at 3 months, defined as modified Rankin Scale (mRS) of 3-6. Secondary outcomes were 3-month mortality, use of thrombolysis, complication rate, and length of hospitalization. Shift analysis was also performed to compare overall mRS distributions. RESULTS: On weekends, 334 (26.8%) patients were admitted. Baseline characteristics were comparable between the weekday and weekend groups except for more history of heart disease and shorter admission time in weekend group. Univariate analysis revealed poor functional outcome at 3 months, 3-month mortality, complication rate, and length of hospitalization did not differ between the two groups. In addition, overall mRS distributions were comparable (p=0.865). After adjusting for baseline factors and stroke severity, weekend admission was not associated with poor functional outcome at 3 months (adjusted odds ratio, 1.05; 95% CI, 0.74-1.50). Furthermore, none of secondary endpoints differed between the two groups in multivariate analysis. CONCLUSIONS: Weekend admission was not associated with poor functional outcome than weekday admission in patients with acute ischemic stroke in this study. The putative weekend effect should be explored further by considering a wider range of hospital settings and hemorrhagic stroke.
Heart Diseases
;
Hospitalization
;
Humans
;
Neurology
;
Odds Ratio
;
Prospective Studies
;
Republic of Korea
;
Stroke

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