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.
2.18F-THK5351 PET Positivity and Longitudinal Changes in Cognitive Function in β-Amyloid-Negative Amnestic Mild Cognitive Impairment
Min Young CHUN ; Jongmin LEE ; Jee Hyang JEONG ; Jee Hoon ROH ; Seung Jun OH ; Minyoung OH ; Jungsu S. OH ; Jae Seung KIM ; Seung Hwan MOON ; Sook-young WOO ; Young Ju KIM ; Yeong Sim CHOE ; Hee Jin KIM ; Duk L. NA ; Hyemin JANG ; Sang Won SEO
Yonsei Medical Journal 2022;63(3):259-264
Purpose:
Neuroinflammation is considered an important pathway associated with several diseases that result in cognitive decline. 18F-THK5351 positron emission tomography (PET) signals might indicate the presence of neuroinflammation, as well as Alzheimer’s disease-type tau aggregates. β-amyloid (Aβ)-negative (Aβ–) amnestic mild cognitive impairment (aMCI) may be associated with non-Alzheimer’s disease pathophysiology. Accordingly, we investigated associations between 18F-THK5351 PET positivity and cognitive decline among Aβ– aMCI patients.
Materials and Methods:
The present study included 25 amyloid PET negative aMCI patients who underwent a minimum of two follow-up neuropsychological evaluations, including clinical dementia rating-sum of boxes (CDR-SOB). The patients were classified into two groups: 18F-THK5351-positive and -negative groups. The present study used a linear mixed effects model to estimate the effects of 18F-THK5351 PET positivity on cognitive prognosis among Aβ– aMCI patients.
Results:
Among the 25 Aβ– aMCI patients, 10 (40.0%) were 18F-THK5351 positive. The patients in the 18F-THK5351-positive group were older than those in the 18F-THK5351-negative group (77.4±2.2 years vs. 70.0±5.5 years; p<0.001). There was no difference between the two groups with regard to the proportion of apolipoprotein E ε4 carriers. Interestingly, however, the CDR-SOB scores of the 18F-THK5351-positive group deteriorated at a faster rate than those of the 18F-THK5351-negative group (B=0.003, p=0.033).
Conclusion
The results of the present study suggest that increased 18F-THK5351 uptake might be a useful predictor of poor prognosis among Aβ– aMCI patients, which might be associated with increased neuroinflammation (ClinicalTrials.gov NCT02656498).
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. Disease burden and quality of life in patients with psoriasis: an internet-based questionnaire survey
Xiaolan CHEN ; Liying ZHENG ; Hao ZHANG ; Jianzhong ZHANG ; Chunlei ZHANG ; Mei JU ; Jun GU ; Hongzhong JIN ; Luwen SHI ; Sheng HAN
Chinese Journal of Dermatology 2019;52(11):791-795
Objective:
To investigate direct and indirect economic burden, psychological impact, and quality of life in patients with psoriasis.
Methods:
Patients with psoriasis were recruited nationwide from "the psoriasis patient mutual assistance network" , a WeChat official account of "psoriasis patient mutual assistance platform" , and WeChat groups of psoriasis patients in different regions between July and September in 2018. An internet-based online questionnaire survey was carried out on these patients by using a self-designed questionnaire and Dermatology Life Quality Index (DLQI) scale. Comparison of enumeration data was carried out by using chi-square test, and comparison of measurement data by using Mann-Whitney
5.Structural and Functional Features on Quantitative Chest Computed Tomography in the Korean Asian versus the White American Healthy Non-Smokers
Hyun Bin CHO ; Kum Ju CHAE ; Gong Yong JIN ; Jiwoong CHOI ; Ching Long LIN ; Eric A HOFFMAN ; Sally E WENZEL ; Mario CASTRO ; Sean B FAIN ; Nizar N JARJOUR ; Mark L SCHIEBLER ; R Graham BARR ; Nadia HANSEL ; Christopher B COOPER ; Eric C KLEERUP ; MeiLan K HAN ; Prescott G WOODRUFF ; Richard E KANNER ; Eugene R BLEECKER ; Stephen P PETERS ; Wendy C MOORE ; Chang Hyun LEE ; Sanghun CHOI ;
Korean Journal of Radiology 2019;20(7):1236-1245
OBJECTIVE: Considering the different prevalence rates of diseases such as asthma and chronic obstructive pulmonary disease in Asians relative to other races, Koreans may have unique airway structure and lung function. This study aimed to investigate unique features of airway structure and lung function based on quantitative computed tomography (QCT)-imaging metrics in the Korean Asian population (Koreans) as compared with the White American population (Whites). MATERIALS AND METHODS: QCT data of healthy non-smokers (223 Koreans vs. 70 Whites) were collected, including QCT structural variables of wall thickness (WT) and hydraulic diameter (Dh) and functional variables of air volume, total air volume change in the lung (ΔVair), percent emphysema-like lung (Emph%), and percent functional small airway disease-like lung (fSAD%). Mann-Whitney U tests were performed to compare the two groups. RESULTS: As compared with Whites, Koreans had smaller volume at inspiration, ΔVair between inspiration and expiration (p < 0.001), and Emph% at inspiration (p < 0.001). Especially, Korean females had a decrease of ΔVair in the lower lobes (p < 0.001), associated with fSAD% at the lower lobes (p < 0.05). In addition, Koreans had smaller Dh and WT of the trachea (both, p < 0.05), correlated with the forced expiratory volume in 1 second (R = 0.49, 0.39; all p < 0.001) and forced vital capacity (R = 0.55, 0.45; all p < 0.001). CONCLUSION: Koreans had unique features of airway structure and lung function as compared with Whites, and the difference was clearer in female individuals. Discriminating structural and functional features between Koreans and Whites enables exploration of inter-racial differences of pulmonary disease in terms of severity, distribution, and phenotype.
Asian Continental Ancestry Group
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Asthma
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Continental Population Groups
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Female
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Forced Expiratory Volume
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Humans
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Lung
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Lung Diseases
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Phenotype
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Prevalence
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Pulmonary Disease, Chronic Obstructive
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Thorax
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Trachea
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Vital Capacity
6. Value of the concentration and integrity of serum cell-free DNA for the clinical diagnosis of esophageal carcinoma
Yunwen QIU ; Xianjuan SHEN ; Chunjing JIN ; Xingjian CAO ; Shaoqing JU
Chinese Journal of Oncology 2018;40(12):905-910
Objective:
To explore the diagnostic value of serum cell-free DNA (cfDNA) concentration and integrity for esophageal carcinoma.
Methods:
Venous blood samples from 68 patients with esophageal cancer, 36 patients with benign esophageal lesions and 45 healthy subjects were collected. Circulating cfDNA was verified through quantitative real-time PCR (Alu-qPCR) using Alu-115 and Alu-247 primers. DNA integrity index was calculated as the ratio of Alu-qPCR results (Alu247/115). Concentrations of carcino-embryonic antigen (CEA) and squamous cell carcinoma associated antigen (SCC) were detected by chemiluminescence analyzer assay. Statistical analysis was performed using Mann-Whitney U test, Kruskal-Wallis H test and Spearman correlation test. The Receiver operating characteristic (ROC) curve was used to evaluate the diagnostic efficiency of each index to esophageal carcinoma.
Results:
The median absolute serum Alu115 and the Alu247/115 index (1 162.0 ng/ml, 0.57) in esophageal cancer group were significantly higher than those in benign esophageal disease group (496.7 ng/ml, 0.43) and in healthy control group (432.3 ng/ml, 0.42) (all
7. Impact of hypertensive disorder complicating pregnancy on neonatal mortality and major complications in preterm infants
Meiyu WANG ; Xiangyong KONG ; Zhichun FENG ; Fengdan XU ; Hongyan LYU ; Lihong YANG ; Sujing WU ; Rong JU ; Jin WANG ; Li PENG ; Zhankui LI ; Xiaolin ZHAO ; Shujuan ZENG ; Huixian QIU ; Weixi WEN ; Hui WU ; Ying LI ; Nan LI ; Xuefeng ZHANG ; Wenzheng JIA ; Guo GUO ; Weipeng LIU ; Feng WANG ; Gaimei LI ; Fang LIU ; Wei LI ; Xiao-ying ZHAO ; Hongbin CHENG ; Yunbo XU ; Wenchao CHEN ; Huan YIN ; Yanjie DING ; Xiaoliang WANG ; Ruiyan SHAN ; Ping XU ; Meiying HAN ; Chunyan YANG ; Tieqiang CHEN ; Xiaomei TONG ; Shaojun LIU ; Ziyuan LIU
Chinese Journal of Applied Clinical Pediatrics 2018;33(14):1065-1070
Objective:
To investigate the effect of hypertensive disorder complicating pregnancy (HDCP) on the mortality and early complications of premature infants.
Methods:
The general clinical data of preterm infants with gestational age 24-36+ 6 weeks were collected from the cooperative units in the task group from January 1, 2013 to December 31, 2014.According to the severity of HDCP, the infants were divided into 4 groups: HDCP group, preeclampsia group, eclampsia group and non HDCP group, the mortality and major complications of preterm infants were compared, and the influencing factors were analyzed.
Results:
The mortality rate of preterm in the HDCP group was significantly higher than that of non HDCP group, and there was statistical significance (
8.Erratum to: The KMDS-NATION Study: Korean Movement Disorders Society Multicenter Assessment of Non-Motor Symptoms and Quality of Life in Parkinson's Disease NATION Study Group.
Do Young KWON ; Seong Beom KOH ; Jae Hyeok LEE ; Hee Kyung PARK ; Han Joon KIM ; Hae Won SHIN ; Jinyoung YOUN ; Kun Woo PARK ; Sun Ah CHOI ; Sang Jin KIM ; Seong Min CHOI ; Ji Yun PARK ; Beom S. JEON ; Ji Young KIM ; Sun Ju CHUNG ; Chong Sik LEE ; Jeong Ho PARK ; Tae Beom AHN ; Won Chan KIM ; Hyun Sook KIM ; Sang Myung CHEON ; Hee Tae KIM ; Jee Young LEE ; Ji Sun KIM ; Eun Joo KIM ; Jong Min KIM ; Kwang Soo LEE ; Joong Seok KIM ; Min Jeong KIM ; Jong Sam BAIK ; Ki Jong PARK ; Hee Jin KIM ; Mee Young PARK ; Ji Hoon KANG ; Sook Kun SONG ; Yong Duk KIM ; Ji Young YUN ; Ho Won LEE ; Hyung Geun OH ; Jinwhan CHO ; In Uk SONG ; Young H. SOHN ; Phil Hyu LEE ; Jae Woo KIM
Journal of Clinical Neurology 2017;13(3):315-315
The original version of this article contained wrong informations of some authors which should be changed.
9.Comparison of the effect of transparent film retainer and Hawley retainer
ZHAO Xiao-ju ; ZHAO Xiao-ying ; ZHANG Jin-hui
Journal of Prevention and Treatment for Stomatological Diseases 2017;25(4):270-272
Long-term stability is an important part of orthodontic treatment and wearing a retainer is one of the methods to keep stable after active orthodontic treatment. Transparent film retainer and Hawley retainer are two kinds of retainer usually used in clinical treatment. the previous one is easy to made, comfortable and beautiful to wear, easily damaged. Hawley retainer is relatively complex to made and in a large size. And it is durable and adjustable. However, there are differences between these retainers on the retaining effects in different types of malocclusion. In clinical treatment, according to the type of malocclusion, we choose the appropriate retainer to keep stable occlusal relationship after orthodontic treatment.
10.The KMDS-NATION Study: Korean Movement Disorders Society Multicenter Assessment of Non-Motor Symptoms and Quality of Life in Parkinson's Disease NATION Study Group.
Do Young KWON ; Seong Beom KOH ; Jae Hyeok LEE ; Hee Kyung PARK ; Han Joon KIM ; Hae Won SHIN ; Jinyoung YOUN ; Kun Woo PARK ; Sun Ah CHOI ; Sang Jin KIM ; Seong Min CHOI ; Ji Yun PARK ; Beom S JEON ; Ji Young KIM ; Sun Ju CHUNG ; Chong Sik LEE ; Jeong Ho PARK ; Tae Beom AHN ; Won Chan KIM ; Hyun Sook KIM ; Sang Myung CHEON ; Hee Tae KIM ; Jee Young LEE ; Ji Sun KIM ; Eun Joo KIM ; Jong Min KIM ; Kwang Soo LEE ; Joong Seok KIM ; Min Jeong KIM ; Jong Sam BAIK ; Ki Jong PARK ; Hee Jin KIM ; Mee Young PARK ; Ji Hoon KANG ; Sook Kun SONG ; Yong Duk KIM ; Ji Young YUN ; Ho Won LEE ; Hyung Geun OH ; Jinwhan CHO ; In Uk SONG ; Young H SOHN ; Phil Hyu LEE ; Jae Woo KIM
Journal of Clinical Neurology 2016;12(4):393-402
BACKGROUND AND PURPOSE: Nonmotor symptoms (NMS) in Parkinson's disease (PD) have multisystem origins with heterogeneous manifestations that develop throughout the course of PD. NMS are increasingly recognized as having a significant impact on the health-related quality of life (HrQoL). We aimed to determine the NMS presentation according to PD status, and the associations of NMS with other clinical variables and the HrQoL of Korean PD patients. METHODS: We surveyed patients in 37 movement-disorders clinics throughout Korea. In total, 323 PD patients were recruited for assessment of disease severity and duration, NMS, HrQoL, and other clinical variables including demographics, cognition, sleep scale, fatigability, and symptoms. RESULTS: In total, 98.1% of enrolled PD subjects suffered from various kinds of NMS. The prevalence of NMS and scores in each NMS domain were significantly higher in the PD group, and the NMS worsened as the disease progressed. Among clinical variables, disease duration and depressive mood showed significant correlations with all NMS domains (p<0.001). NMS status impacted HrQoL in PD (rS=0.329, p<0.01), and the association patterns differed with the disease stage. CONCLUSIONS: The results of our survey suggest that NMS in PD are not simply isolated symptoms of degenerative disease, but rather exert significant influences throughout the disease course. A novel clinical approach focused on NMS to develop tailored management strategies is warranted to improve the HrQoL in PD patients.
Cognition
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Demography
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Humans
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Korea
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Movement Disorders*
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Parkinson Disease*
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Prevalence
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Quality of Life*


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