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.Changes in High-Density Lipoprotein Cholesterol and Risks of Cardiovascular Events: A Post Hoc Analysis from the PICASSO Trial
Eun-Jae LEE ; Sun U. KWON ; Jong-Ho PARK ; Yong-Jae KIM ; Keun-Sik HONG ; Sungwook YU ; Yang-Ha HWANG ; Ji Sung LEE ; Juneyoung LEE ; Joung-Ho RHA ; Sung Hyuk HEO ; Sung Hwan AHN ; Woo-Keun SEO ; Jong-Moo PARK ; Ju-Hun LEE ; Jee-Hyun KWON ; Sung-Il SOHN ; Jin-Man JUNG ; Hahn Young KIM ; Eung-Gyu KIM ; Sung Hun KIM ; Jae-Kwan CHA ; Man-Seok PARK ; Hyo Suk NAM ; Dong-Wha KANG ;
Journal of Stroke 2020;22(1):108-118
		                        		
		                        			 Background:
		                        			and purpose Whether pharmacologically altered high-density lipoprotein cholesterol (HDL-C) affects the risk of cardiovascular events is unknown. Recently, we have reported the Prevention of Cardiovascular Events in Asian Patients with Ischaemic Stroke at High Risk of Cerebral Haemorrhage (PICASSO) trial that demonstrated the non-inferiority of cilostazol to aspirin and superiority of probucol to non-probucol for cardiovascular prevention in ischemic stroke patients (clinicaltrials.gov: NCT01013532). We aimed to determine whether on-treatment HDL-C changes by cilostazol and probucol influence the treatment effect of each study medication during the PICASSO study. 
		                        		
		                        			Methods:
		                        			Of the 1,534 randomized patients, 1,373 (89.5%) with baseline cholesterol parameters were analyzed. Efficacy endpoint was the composite of stroke, myocardial infarction, and cardiovascular death. Cox proportional hazards regression analysis examined an interaction between the treatment effect and changes in HDL-C levels from randomization to 1 month for each study arm. 
		                        		
		                        			Results:
		                        			One-month post-randomization mean HDL-C level was significantly higher in the cilostazol group than in the aspirin group (1.08 mmol/L vs. 1.00 mmol/L, P<0.001). The mean HDL-C level was significantly lower in the probucol group than in the non-probucol group (0.86 mmol/L vs. 1.22 mmol/L, P<0.001). These trends persisted throughout the study. In both study arms, no significant interaction was observed between HDL-C changes and the assigned treatment regarding the risk of the efficacy endpoint. 
		                        		
		                        			Conclusions
		                        			Despite significant HDL-C changes, the effects of cilostazol and probucol treatment on the risk of cardiovascular events were insignificant. Pharmacologically altered HDL-C levels may not be reliable prognostic markers for cardiovascular risk. 
		                        		
		                        		
		                        		
		                        	
3.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
		                        		
		                        		
		                        		
		                        	
4.Standardized Pathology Report for Colorectal Cancer, 2nd Edition
Baek-hui KIM ; Joon Mee KIM ; Gyeong Hoon KANG ; Hee Jin CHANG ; Dong Wook KANG ; Jung Ho KIM ; Jeong Mo BAE ; An Na SEO ; Ho Sung PARK ; Yun Kyung KANG ; Kyung-Hwa LEE ; Mee Yon CHO ; In-Gu DO ; Hye Seung LEE ; Hee Kyung CHANG ; Do Youn PARK ; Hyo Jeong KANG ; Jin Hee SOHN ; Mee Soo CHANG ; Eun Sun JUNG ; So-Young JIN ; Eunsil YU ; Hye Seung HAN ; Youn Wha KIM ;
Journal of Pathology and Translational Medicine 2020;54(1):1-19
		                        		
		                        			
		                        			 The first edition of the ‘Standardized Pathology Report for Colorectal Cancer,’ which was developed by the Gastrointestinal Pathology Study Group (GIP) of the Korean Society of Pathologists, was published 13 years ago. Meanwhile, there have been many changes in the pathologic diagnosis of colorectal cancer (CRC), pathologic findings included in the pathology report, and immunohistochemical and molecular pathology required for the diagnosis and treatment of colorectal cancer. In order to reflect these changes, we (GIP) decided to make the second edition of the report. The purpose of this standardized pathology report is to provide a practical protocol for Korean pathologists, which could help diagnose and treat CRC patients. This report consists of “standard data elements” and “conditional data elements.” Basic pathologic findings and parts necessary for prognostication of CRC patients are classified as “standard data elements,” while other prognostic factors and factors related to adjuvant therapy are classified as “conditional data elements” so that each institution could select the contents according to the characteristics of the institution. The Korean version is also provided separately so that Korean pathologists can easily understand and use this report. We hope that this report will be helpful in the daily practice of CRC diagnosis. 
		                        		
		                        		
		                        		
		                        	
5.1-palmitoyl-2-linoleoyl-3-acetyl-rac-glycerol (EC-18) Modulates Th2 Immunity through Attenuation of IL-4 Expression.
Sun Young YOON ; Ho Bum KANG ; Young Eun KO ; Su Hyun SHIN ; Young Jun KIM ; Ki Young SOHN ; Yong Hae HAN ; Saeho CHONG ; Jae Wha KIM
Immune Network 2015;15(2):100-109
		                        		
		                        			
		                        			Controlling balance between T-helper type 1 (Th1) and T-helper type 2 (Th2) plays a pivotal role in maintaining the biological rhythm of Th1/Th2 and circumventing diseases caused by Th1/Th2 imbalance. Interleukin 4 (IL-4) is a Th2-type cytokine and often associated with hypersensitivity-related diseases such as atopic dermatitis and allergies when overexpressed. In this study, we have tried to elucidate the function of 1-palmitoyl-2-linoleoyl-3-acetyl-rac-glycerol (EC-18) as an essential modulator of Th1/Th2 balance. EC-18 has showed an inhibitory effect on the production of IL-4 in a dose-dependent manner. RT-PCR analysis has proved EC-18 affect the transcription of IL-4. By analyzing the phosphorylation status of Signal transducer and activator of transcription 6 (STAT6), which is a transcriptional activator of IL-4 expression, we discovered that EC-18 induced the decrease of STAT6 activity in several stimulated cell lines, which was also showed in STAT6 reporter analysis. Co-treatment of EC-18 significantly weakened atopy-like phenotypes in mice treated with an allergen. Collectively, our results suggest that EC-18 is a potent Th2 modulating factor by regulating the transcription of IL-4 via STAT6 modulation, and could be developed for immune-modulatory therapeutics.
		                        		
		                        		
		                        		
		                        			Animals
		                        			;
		                        		
		                        			Cell Line
		                        			;
		                        		
		                        			Dermatitis, Atopic
		                        			;
		                        		
		                        			Hypersensitivity
		                        			;
		                        		
		                        			Interleukin-4*
		                        			;
		                        		
		                        			Mice
		                        			;
		                        		
		                        			Phenotype
		                        			;
		                        		
		                        			Phosphorylation
		                        			;
		                        		
		                        			STAT6 Transcription Factor
		                        			
		                        		
		                        	
6.Proposal for a Standardized Pathology Report of Gastroenteropancreatic Neuroendocrine Tumors: Prognostic Significance of Pathological Parameters.
Mee Yon CHO ; Jin Hee SOHN ; So Young JIN ; Hyunki KIM ; Eun Sun JUNG ; Mi Jung KIM ; Kyoung Mee KIM ; Woo Ho KIM ; Joon Mee KIM ; Yun Kyung KANG ; Joon Hyuk CHOI ; Dae Young KANG ; Youn Wha KIM ; Eun Hee CHOI
Korean Journal of Pathology 2013;47(3):227-237
		                        		
		                        			
		                        			BACKGROUND: There is confusion in the diagnosis and biological behaviors of gastroenteropancreatic neuroendocrine tumors (GEP-NETs), because of independently proposed nomenclatures and classifications. A standardized form of pathology report is required for the proper management of patients. METHODS: We discussed the proper pathological evaluation of GEP-NET at the consensus conference of the subcommittee meeting for the Gastrointestinal Pathology Study Group of the Korean Society of Pathologists. We then verified the prognostic significance of pathological parameters from our previous nationwide collection of pathological data from 28 hospitals in Korea to determine the essential data set for a pathology report. RESULTS: Histological classification, grading (mitosis and/or Ki-67 labeling index), T staging (extent, size), lymph node metastasis, and lymphovascular and perineural invasion were significant prognostic factors and essential for the pathology report of GEP-NET, while immunostaining such as synaptophysin and chromogranin may be optional. Furthermore, the staging system, either that of the 2010 American Joint Cancer Committee (AJCC) or the European Neuroendocrine Tumor Society (ENETS), should be specified, especially for pancreatic neuroendocrine neoplasms. CONCLUSIONS: A standardized pathology report is crucial for the proper management and prediction of prognosis of patients with GEP-NET.
		                        		
		                        		
		                        		
		                        			Consensus
		                        			;
		                        		
		                        			Digestive System
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Joints
		                        			;
		                        		
		                        			Korea
		                        			;
		                        		
		                        			Lymph Nodes
		                        			;
		                        		
		                        			Neoplasm Metastasis
		                        			;
		                        		
		                        			Neuroendocrine Tumors
		                        			;
		                        		
		                        			Prognosis
		                        			;
		                        		
		                        			Synaptophysin
		                        			
		                        		
		                        	
7.Current Trends of the Incidence and Pathological Diagnosis of Gastroenteropancreatic Neuroendocrine Tumors (GEP-NETs) in Korea 2000-2009: Multicenter Study.
Mee Yon CHO ; Joon Mee KIM ; Jin Hee SOHN ; Mi Jung KIM ; Kyoung Mee KIM ; Woo Ho KIM ; Hyunki KIM ; Myeong Cherl KOOK ; Do Youn PARK ; Jae Hyuk LEE ; Heekyung CHANG ; Eun Sun JUNG ; Hee Kyung KIM ; So Young JIN ; Joon Hyuk CHOI ; Mi Jin GU ; Sujin KIM ; Mi Seon KANG ; Chang Ho CHO ; Moon Il PARK ; Yun Kyung KANG ; Youn Wha KIM ; Sun Och YOON ; Han Ik BAE ; Mee JOO ; Woo Sung MOON ; Dae Young KANG ; Sei Jin CHANG
Cancer Research and Treatment 2012;44(3):157-165
		                        		
		                        			
		                        			PURPOSE: As a result of various independently proposed nomenclatures and classifications, there is confusion in the diagnosis and prediction of biological behavior of gastroenteropancreatic neuroendocrine tumors (GEP-NETs). A comprehensive nationwide study is needed in order to understand the biological characteristics of GEP-NETs in Korea. MATERIALS AND METHODS: We collected 4,951 pathology reports from 29 hospitals in Korea between 2000 and 2009. Kaplan-Meier survival analysis was used to determine the prognostic significance of clinicopathological parameters. RESULTS: Although the GEP-NET is a relatively rare tumor in Korea, its incidence has increased during the last decade, with the most significant increase found in the rectum. The 10-year survival rate for well-differentiated endocrine tumor was 92.89%, in contrast to 85.74% in well differentiated neuroendocrine carcinoma and 34.59% in poorly differentiated neuroendocrine carcinoma. Disease related death was most common in the biliary tract (62.2%) and very rare in the rectum (5.2%). In Kaplan-Meier survival analysis, tumor location, histological classification, extent, size, mitosis, Ki-67 labeling index, synaptophysin expression, lymphovascular invasion, perineural invasion, and lymph node metastasis showed prognostic significance (p<0.05), however, chromogranin expression did not (p=0.148). The 2000 and 2010 World Health Organization (WHO) classification proposals were useful for prediction of the prognosis of GEP-NET. CONCLUSION: The incidence of GEP-NET in Korea has shown a remarkable increase during the last decade, however, the distribution of tumors in the digestive system differs from that of western reports. Assessment of pathological parameters, including immunostaining, is crucial in understanding biological behavior of the tumor as well as predicting prognosis of patients with GEP-NET.
		                        		
		                        		
		                        		
		                        			Biliary Tract
		                        			;
		                        		
		                        			Carcinoma, Neuroendocrine
		                        			;
		                        		
		                        			Digestive System
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Incidence
		                        			;
		                        		
		                        			Intestinal Neoplasms
		                        			;
		                        		
		                        			Korea
		                        			;
		                        		
		                        			Lymph Nodes
		                        			;
		                        		
		                        			Mitosis
		                        			;
		                        		
		                        			Neoplasm Metastasis
		                        			;
		                        		
		                        			Neuroendocrine Tumors
		                        			;
		                        		
		                        			Pancreatic Neoplasms
		                        			;
		                        		
		                        			Population Characteristics
		                        			;
		                        		
		                        			Prognosis
		                        			;
		                        		
		                        			Rectum
		                        			;
		                        		
		                        			Stomach Neoplasms
		                        			;
		                        		
		                        			Survival Rate
		                        			;
		                        		
		                        			Synaptophysin
		                        			;
		                        		
		                        			World Health Organization
		                        			
		                        		
		                        	
8.Erratum: Comparison between Clinical Disabilities and Electrophysiological Values in Charcot-Marie-Tooth 1A Patients with PMP22 Duplication.
Young Hwa KIM ; Hwa Kyung CHUNG ; Kee Duk PARK ; Kyoung Gyu CHOI ; Seung Min KIM ; Il Nam SUNWOO ; Young Chul CHOI ; Jeong Geun LIM ; Kwang Woo LEE ; Kwang Kuk KIM ; Dong Kuk LEE ; In Soo JOO ; Ki Han KWON ; Seok Beom GWON ; Jae Hyeon PARK ; Dae Seong KIM ; Seung Hyun KIM ; Woo Kyung KIM ; Bum Chun SUH ; Sang Beom KIM ; Nam Hee KIM ; Eun Hee SOHN ; Ok Joon KIM ; Hyun Sook KIM ; Jung Hee CHO ; Sa Yoon KANG ; Chan Ik PARK ; Jiyoung OH ; Jong Hyu SHIN ; Ki Wha CHUNG ; Byung Ok CHOI
Journal of Clinical Neurology 2012;8(3):241-241
		                        		
		                        			
		                        			The publisher wishes to apologize for incorrectly displaying the author (Seok Beom Gwon) name. We correct his name from Seok Beom Gwon to Seok Beom Kwon.
		                        		
		                        		
		                        		
		                        	
9.Comparison between Clinical Disabilities and Electrophysiological Values in Charcot-Marie-Tooth 1A Patients with PMP22 Duplication.
Young Hwa KIM ; Hwa Kyung CHUNG ; Kee Duk PARK ; Kyoung Gyu CHOI ; Seung Min KIM ; Il Nam SUNWOO ; Young Chul CHOI ; Jeong Geun LIM ; Kwang Woo LEE ; Kwang Kuk KIM ; Dong Kuk LEE ; In Soo JOO ; Ki Han KWON ; Seok Beom GWON ; Jae Hyeon PARK ; Dae Seong KIM ; Seung Hyun KIM ; Woo Kyung KIM ; Bum Chun SUH ; Sang Beom KIM ; Nam Hee KIM ; Eun Hee SOHN ; Ok Joon KIM ; Hyun Sook KIM ; Jung Hee CHO ; Sa Yoon KANG ; Chan Ik PARK ; Jiyoung OH ; Jong Hyu SHIN ; Ki Wha CHUNG ; Byung Ok CHOI
Journal of Clinical Neurology 2012;8(2):139-145
		                        		
		                        			
		                        			BACKGROUND AND PURPOSE: Charcot-Marie-Tooth disease (CMT) type 1A (CMT1A) is the demyelinating form of CMT that is significantly associated with PMP22 duplication. Some studies have found that the disease-related disabilities of these patients are correlated with their compound muscle action potentials (CMAPs), while others have suggested that they are related to the nerve conduction velocities. In the present study, we investigated the correlations between the disease-related disabilities and the electrophysiological values in a large cohort of Korean CMT1A patients. METHODS: We analyzed 167 CMT1A patients of Korean origin with PMP22 duplication using clinical and electrophysiological assessments, including the CMT neuropathy score and the functional disability scale. RESULTS: Clinical motor disabilities were significantly correlated with the CMAPs but not the motor nerve conduction velocities (MNCVs). Moreover, the observed sensory impairments matched the corresponding reductions in the sensory nerve action potentials (SNAPs) but not with slowing of the sensory nerve conduction velocities (SNCVs). In addition, CMAPs were strongly correlated with the disease duration but not with the age at onset. The terminal latency index did not differ between CMT1A patients and healthy controls. CONCLUSIONS: In CMT1A patients, disease-related disabilities such as muscle wasting and sensory impairment were strongly correlated with CMAPs and SNAPs but not with the MNCVs or SNCVs. Therefore, we suggest that the clinical disabilities of CMT patients are determined by the extent of axonal dysfunction.
		                        		
		                        		
		                        		
		                        			Action Potentials
		                        			;
		                        		
		                        			Axons
		                        			;
		                        		
		                        			Charcot-Marie-Tooth Disease
		                        			;
		                        		
		                        			Cohort Studies
		                        			;
		                        		
		                        			Humans
		                        			;
		                        		
		                        			Muscles
		                        			;
		                        		
		                        			Neural Conduction
		                        			
		                        		
		                        	
10.Current Trends in the Epidemiological and Pathological Characteristics of Gastrointestinal Stromal Tumors in Korea, 2003-2004.
Mee Yon CHO ; Jin Hee SOHN ; Joon Mee KIM ; Kyoung Mee KIM ; Young Su PARK ; Woo Ho KIM ; Jin Sook JUNG ; Eun Sun JUNG ; So Young JIN ; Dae Young KANG ; Jae Bok PARK ; Ho Sung PARK ; You Duck CHOI ; Sun Hee SUNG ; Young Bae KIM ; Hogeun KIM ; Young Kyung BAE ; Miseon KANG ; Hee Jin CHANG ; Yang Seok CHAE ; Hee Eun LEE ; Do Youn PARK ; Youn Soo LEE ; Yun Kyung KANG ; Hye Kyung KIM ; Hee Kyung CHANG ; Soon Won HONG ; Young Hee CHOI ; Okran SHIN ; MiJin GU ; Youn Wha KIM ; Gwang Il KIM ; Sei Jin CHANG
Journal of Korean Medical Science 2010;25(6):853-862
		                        		
		                        			
		                        			Despite remarkable progress in understanding and treating gastrointestinal stromal tumors (GISTs) during the past two decades, the pathological characteristics of GISTs have not been made clear yet. Furthermore, concrete diagnostic criteria of malignant GISTs are still uncertain. We collected pathology reports of 1,227 GISTs from 38 hospitals in Korea between 2003 and 2004 and evaluated the efficacy of the NIH and AFIP classification schemes as well as the prognostic factors among pathologic findings. The incidence of GISTs in Korea is about 1.6 to 2.2 patients per 100,000. Extra-gastrointestinal GISTs (10.1%) are more common in Korea than in Western countries. In univariate analysis, gender, age, tumor location, size, mitosis, tumor necrosis, vascular and mucosal invasions, histologic type, CD34 and s-100 protein expression, and classifications by the NIH and AFIP criteria were found to be significantly correlated with patient's survival. However, the primary tumor location, stage and classification of the AFIP criteria were prognostically significant in predicting patient's survival in multivariate analysis. The GIST classification based on original tumor location, size, and mitosis is more efficient than the NIH criteria in predicting patient's survival, but the mechanism still needs to be clarified through future studies.
		                        		
		                        		
		                        		
		                        	
            
Result Analysis
Print
Save
E-mail