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.Factors Affecting the Intention of Hospital Nurses to Stay at Work: In Relation to Authentic Leadership and Nursing Organizational Culture
Hyunjung PARK ; Phill Ja KIM ; Hye Young LEE ; Yoon Jung SHIN ; Kyoung Hwan OH ; Tae Wha LEE ; Jeong Soon SEONG ; Eun Young HONG
Journal of Korean Clinical Nursing Research 2019;25(1):34-42
PURPOSE: The purpose of this study was to examine the relationships of authentic leadership and nursing organizational culture to the intention of hospital nurses to stay in their current position. METHODS: The participants of this study were 503 nurses in 8 hospitals. We collected data using questionnaires for assessing authentic leadership, nursing organization culture and intention to stay. For data analysis, t-test, ANOVA, Cronbach's α, Pearson's correlation coefficient, Tukey test, Multiple regression were performed using SAS ver.9.4 (SAS Institute Inc., Cary, NC, USA). RESULTS: Authentic leadership (β=.12, p=.008) and relation-oriented culture (β=.13, p=.009) affected the intention of the hospital nurses to stay. These variables accounted for 29% of the variance in the intention to stay among hospital nurses. CONCLUSION: The finding of this study shows that the authentic leadership and nursing organizational culture especially relation-focused can influence nurses' intention to stay in their current position. For retaining nurses, it is suggested to use an authentic leadership training program for nursing leaders and to make efforts to establish a relation-focused culture in the hospital.
Education
;
Intention
;
Leadership
;
Nursing
;
Organizational Culture
;
Statistics as Topic
3.Effects of Stair Climbing on Blood Pressure, Lipid Profiles, and Physical Fitness
Jung Wha MOON ; Yeong Sook YOON ; Hong Jae LEE ; Tae Ho JEONG ; Young Hye HWANG ; Ha Seong KIM
The Korean Journal of Sports Medicine 2019;37(1):17-28
PURPOSE: The purpose of the study is to identify the effects of worker's stair-climbing on blood pressure, lipid profiles, and physical fitness. METHODS: After recruiting 114 healthy adult women aged 20 to 64 years who have had sedentary for more than 3 months, we divided into two groups: the stair group (SG, n=57) and control group (CG, n=57). SG was supposed to do stair-climbing in daily life like workplace and home for 12 weeks. To investigate the effects of the lifestyle changing of stair-climbing, resting blood pressure, heart rate (HR), and lipid profiles were measured before and after 12-week stair-climbing. Also, physical fitness items such as peak oxygen consumption (VO2peak), back muscle strength, sit and reach, isokinetic strength of knee joint, static and dynamic balance were measured. RESULTS: As a result of the 12-week lifestyle changing of stair-climbing, resting systolic blood pressure (SBP; p < 0.05) and HR (p < 0.01) were significantly decreased in SG. Low-density lipoprotein-cholesterol (LDL-C) was significantly reduced in SG (p < 0.05). There was a significant improvement in the VO2peak (p < 0.001). There were a significant improvement in back strength (p < 0.001) and bilateral knee extensor (60°/sec: p < 0.05, p < 0.01, 180°/sec: p < 0.01, p < 0.01) and knee flexor (180°/sec: p < 0.01, p < 0.05) of isokinetic strength. There were significant improvements in static balance of one leg standing eye-closed (p < 0.05) and dynamic balance of left/right velocity (p < 0.01), forward/backward velocity (p < 0.01). CONCLUSION: In this study, 12 weeks of lifestyle changing of stair-climbing improved SBP, resting HR, LDL-C, VO2peak, back and knee strength, static and dynamic balance as well as increased physical activity volume of stair-climbing in the daily living.
Adult
;
Back Muscles
;
Blood Pressure
;
Female
;
Heart Rate
;
Humans
;
Knee
;
Knee Joint
;
Leg
;
Life Style
;
Motor Activity
;
Oxygen Consumption
;
Physical Fitness
4.A single emergency center study on the Canadian Syncope Risk Score applied to a patients visited with syncope in Korea.
Kyung Wha LEE ; Yong Seok PARK ; Michael Sung Pil CHOE ; Dong Wook JE ; Seong Hun KIM ; Woo Young NHO ; Hong In PARK ; Su Jeong SHIN ; Mi Jin LEE ; Jae Yun AHN ; Dong Eun LEE ; Sungbae MOON ; Suk Hee LEE
Journal of the Korean Society of Emergency Medicine 2018;29(2):212-222
OBJECTIVE: Syncope is mostly benign, but it can also be caused by a life-threatening situation. In Korea, no studies have investigated application of the Canadian Syncope Risk Score (CSRS) to patients with syncope; therefore, this study was started to evaluate the usefulness of CSRS. METHODS: A total of 222 patients who visited the emergency room with syncope for one year from January 2016 to December 2016 were enrolled in this study. Patients were divided into two groups, a serious adverse events (SAE) group and a non-serious adverse events group. The scores of the nine CSRS variables were added and the CSRS was then calculated after the addition. RESULTS: The CSRS score for patients with SAE ranged from 0 to 8. The CSRS score was 18.6%, 31.7%, 55.6%, and 58.8% for 0, 1, 2, and 3, respectively. In the case of CSRS 0 and 1, 17 patients (81.0%) and 11 patients (84.6%) were non-cardiac. In the case of CSRS 2, 7 were non-cardiac (70.0%). In the case of CSRS 3, 6 cases (60.0%) were cardiogenic and 4 cases (40.0%) were non-cardiogenic. The area under the receiver operating characteristic curve of CSRS to predict SAE was 0.71. Setting the CSRS cutoff value to 0, we found that sensitivity and specificity of predicting SAE was 67.19% and 67.09%, respectively. CONCLUSION: CSRS may be difficult to predict for acute intracranial disease or acute hemorrhagic disease requiring transfusion; therefore, it is necessary to supplement it further.
Emergencies*
;
Emergency Service, Hospital
;
Humans
;
Korea*
;
Risk Factors
;
ROC Curve
;
Sensitivity and Specificity
;
Syncope*
5.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
6.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
;
Energy Metabolism*
;
Gossypol
;
Humans
;
Informatics
;
Isoenzymes
;
Lung
;
Lung Neoplasms
;
Mass Spectrometry
;
NAD
;
Phenformin
;
Protein Isoforms
7.Thrombolytic Therapy Using Urokinase for Management of Central Venous Catheter Thrombosis.
Jung Tack SON ; Sun Young MIN ; Jae Il KIM ; Pyong Wha CHOI ; Tae Gil HEO ; Myung Soo LEE ; Chul Nam KIM ; Hong Yong KIM ; Seong Yoon YI ; Hye Ran LEE ; Young Nam ROH
Vascular Specialist International 2014;30(4):144-150
PURPOSE: The management of central venous catheters (CVCs) and catheter thrombosis vary among centers, and the efficacy of the methods of management of catheter thrombosis in CVCs is rarely reported. We investigated the efficacy of bedside thrombolysis with urokinase for the management of catheter thrombosis. MATERIALS AND METHODS: We retrospectively reviewed data from patients who had undergone CVC insertion by a single surgeon in a single center between April 2012 and June 2014. We used a protocol for the management of CVCs and when catheter thrombosis was confirmed, 5,000 U urokinase was infused into the catheter. RESULTS: A total of 137 CVCs were inserted in 126 patients. The most common catheter-related complication was thrombosis (12, 8.8%) followed by infection (8, 5.8%). Nine of the 12 patients (75%) with catheter thrombosis were recanalized successfully with urokinase. The rate of CVC recanalization was higher in the peripherally inserted central catheter (PICC) group (87.5%) than the chemoport group (50%). Reintervention for catheter-related thrombosis was needed in only 2.2% of patients when thrombolytic therapy using urokinase was applied. Age <60 years (P=0.035), PICC group (P=0.037) and location of the catheter tip above the superior vena cava (P=0.044) were confirmed as independent risk factors for catheter thrombosis. CONCLUSION: Thrombolysis therapy using urokinase could successfully manage CVC thrombosis. Reintervention was rarely needed when a protocol using urokinase was applied for the management of CVC thromboses.
Catheters
;
Central Venous Catheters
;
Humans
;
Retrospective Studies
;
Risk Factors
;
Thrombolytic Therapy*
;
Thrombosis
;
Upper Extremity Deep Vein Thrombosis*
;
Urokinase-Type Plasminogen Activator*
;
Vena Cava, Superior
8.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
9.A Case of Tuberculous Prostatitis with Abscess.
Seung Whan DOO ; Jae Heon KIM ; Won Jae YANG ; Soon Im KIM ; Dong Wha LEE ; Seong Sook HONG ; Yun Seob SONG
The World Journal of Men's Health 2012;30(2):138-140
We present a case of acute prostatitis with abscess. The patient had undergone intravesical bacillus Calmette-Guerin (BCG) immunotherapy for bladder cancer. A prostate biopsy demonstrated tuberculous prostatitis with abscess. This case illustrates that when bladder cancer is treated with BCG, a tuberculous prostate abscess can develop.
Abscess
;
Bacillus
;
Biopsy
;
Humans
;
Immunotherapy
;
Mycobacterium bovis
;
Prostate
;
Prostatitis
;
Tuberculosis
;
Urinary Bladder Neoplasms
10.The effect of ketamine as adjuvant to opioid for intractable cancer pain.
Se Hyung KIM ; Seong Kyu PARK ; Hyun Jung KIM ; Chan Kyu KIM ; Nam Su LEE ; Jong Ho WON ; Hee Sook PARK ; Yong Ik KIM ; Jeong Seok LEE ; Mi Wha YOON ; Jae Sook LEE ; Dae Sik HONG
Korean Journal of Medicine 2007;72(3):298-305
BACKGROUND: There has been growing evidence of the importance of the N-methyl-D- aspartate (NMDA) receptor in intractable pain. There is good evidence from experimental animal models and clinical trials that ketamine as a NMDA receptor antagonist relieves neuropathic pain. We evaluated whether ketamine in low doses as an adjuvant to opioid treatment improves analgesia with tolerable adverse effects. METHODS: 58 patients with intractable cancer pain received ketamine for 3 days. Each pain type was classified as a somatic, visceral, or neuropathic pain. We assessed pain at 6 hourly intervals with vital signs using a numeric rating scale. Data on opioid doses, ketamine dose, and adverse effects were recorded daily on an assessment chart. To be designated as a responder, a patient had to show a 50% or greater reduction in the mean pain scale. RESULTS: The overall response rate was 34.5%. The results according to the type of pain mechanism showed that 47% (15/32) patients with neuropathic and 25% (5/20) patients with somatic pain responded. In 24 cases (41.4%), the requirement for an opioid dose was reduced after infusion of ketamine. The most common adverse effects were nausea and vomiting. Eleven patients complained of drowsiness or transient hallucination. However, most adverse effects were mild to moderate and were easily relieved by treatment. CONCLUSIONS: This study demonstrates that the infusion of ketamine in low doses may have an effect on intractable cancer pain and in reducing opioid requirements, especially neuropathic pain with acceptable toxicities. Therefore, ketamine may be useful as an adjuvant to opioid treatment in cancer patients who are receiving palliative care.
Analgesia
;
Aspartic Acid
;
Hallucinations
;
Humans
;
Ketamine*
;
Models, Animal
;
N-Methylaspartate
;
Nausea
;
Neuralgia
;
Nociceptive Pain
;
Pain, Intractable
;
Palliative Care
;
Sleep Stages
;
Vital Signs
;
Vomiting

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