1.Early Prediction of Mortality for Septic Patients Visiting Emergency Room Based on Explainable Machine Learning: A Real-World Multicenter Study
Sang Won PARK ; Na Young YEO ; Seonguk KANG ; Taejun HA ; Tae-Hoon KIM ; DooHee LEE ; Dowon KIM ; Seheon CHOI ; Minkyu KIM ; DongHoon LEE ; DoHyeon KIM ; Woo Jin KIM ; Seung-Joon LEE ; Yeon-Jeong HEO ; Da Hye MOON ; Seon-Sook HAN ; Yoon KIM ; Hyun-Soo CHOI ; Dong Kyu OH ; Su Yeon LEE ; MiHyeon PARK ; Chae-Man LIM ; Jeongwon HEO ; On behalf of the Korean Sepsis Alliance (KSA) Investigators
Journal of Korean Medical Science 2024;39(5):e53-
Background:
Worldwide, sepsis is the leading cause of death in hospitals. If mortality rates in patients with sepsis can be predicted early, medical resources can be allocated efficiently. We constructed machine learning (ML) models to predict the mortality of patients with sepsis in a hospital emergency department.
Methods:
This study prospectively collected nationwide data from an ongoing multicenter cohort of patients with sepsis identified in the emergency department. Patients were enrolled from 19 hospitals between September 2019 and December 2020. For acquired data from 3,657 survivors and 1,455 deaths, six ML models (logistic regression, support vector machine, random forest, extreme gradient boosting [XGBoost], light gradient boosting machine, and categorical boosting [CatBoost]) were constructed using fivefold cross-validation to predict mortality. Through these models, 44 clinical variables measured on the day of admission were compared with six sequential organ failure assessment (SOFA) components (PaO 2 /FIO 2 [PF], platelets (PLT), bilirubin, cardiovascular, Glasgow Coma Scale score, and creatinine).The confidence interval (CI) was obtained by performing 10,000 repeated measurements via random sampling of the test dataset. All results were explained and interpreted using Shapley’s additive explanations (SHAP).
Results:
Of the 5,112 participants, CatBoost exhibited the highest area under the curve (AUC) of 0.800 (95% CI, 0.756–0.840) using clinical variables. Using the SOFA components for the same patient, XGBoost exhibited the highest AUC of 0.678 (95% CI, 0.626–0.730). As interpreted by SHAP, albumin, lactate, blood urea nitrogen, and international normalization ratio were determined to significantly affect the results. Additionally, PF and PLTs in the SOFA component significantly influenced the prediction results.
Conclusion
Newly established ML-based models achieved good prediction of mortality in patients with sepsis. Using several clinical variables acquired at the baseline can provide more accurate results for early predictions than using SOFA components. Additionally, the impact of each variable was identified.
2.Five-Year Overall Survival and Prognostic Factors in Patients with Lung Cancer: Results from the Korean Association of Lung Cancer Registry (KALC-R) 2015
Da Som JEON ; Ho Cheol KIM ; Se Hee KIM ; Tae-Jung KIM ; Hong Kwan KIM ; Mi Hyung MOON ; Kyongmin Sarah BECK ; Yang-Gun SUH ; Changhoon SONG ; Jin Seok AHN ; Jeong Eun LEE ; Jeong Uk LIM ; Jae Hyun JEON ; Kyu-Won JUNG ; Chi Young JUNG ; Jeong Su CHO ; Yoo-Duk CHOI ; Seung-Sik HWANG ; Chang-Min CHOI ; ;
Cancer Research and Treatment 2023;55(1):103-111
Purpose:
This study aimed to provide the clinical characteristics, prognostic factors, and 5-year relative survival rates of lung cancer diagnosed in 2015.
Materials and Methods:
The demographic risk factors of lung cancer were calculated using the KALC-R (Korean Association of Lung Cancer Registry) cohort in 2015, with survival follow-up until December 31, 2020. The 5-year relative survival rates were estimated using Ederer II methods, and the general population data used the death rate adjusted for sex and age published by the Korea Statistical Information Service from 2015 to 2020.
Results:
We enrolled 2,657 patients with lung cancer who were diagnosed in South Korea in 2015. Of all patients, 2,098 (79.0%) were diagnosed with non–small cell lung cancer (NSCLC) and 345 (13.0%) were diagnosed with small cell lung cancer (SCLC), respectively. Old age, poor performance status, and advanced clinical stage were independent risk factors for both NSCLC and SCLC. In addition, the 5-year relative survival rate declined with advanced stage in both NSCLC (82%, 59%, 16%, 10% as the stage progressed) and SCLC (16%, 4% as the stage progressed). In patients with stage IV adenocarcinoma, the 5-year relative survival rate was higher in the presence of epidermal growth factor receptor (EGFR) mutation (19% vs. 11%) or anaplastic lymphoma kinase (ALK) translocation (38% vs. 11%).
Conclusion
In this Korean nationwide survey, the 5-year relative survival rates of NSCLC were 82% at stage I, 59% at stage II, 16% at stage III, and 10% at stage IV, and the 5-year relative survival rates of SCLC were 16% in cases with limited disease, and 4% in cases with extensive disease.
3.Erratum: Correction of Affiliations in the Article “Establishment of a Nationwide Korean Imaging Cohort of Coronavirus Disease 2019”
Soon Ho YOON ; Soo-Youn HAM ; Bo Da NAM ; Kum Ju CHAE ; Dabee LEE ; Jin Young YOO ; So Hyeon BAK ; Jin Young KIM ; Jin Hwan KIM ; Ki Beom KIM ; Jung Im JUNG ; Jae-Kwang LIM ; Jong Eun LEE ; Myung Jin CHUNG ; Young Kyung LEE ; Young Seon KIM ; Ji Eun JO ; Sang Min LEE ; Woocheol KWON ; Chang Min PARK ; Yun-Hyeon KIM ; Yeon Joo JEONG
Journal of Korean Medical Science 2023;38(34):e298-
4.2020 Seoul Consensus on the Diagnosis and Management of Gastroesophageal Reflux Disease
Hye-Kyung JUNG ; Chung Hyun TAE ; Kyung Ho SONG ; Seung Joo KANG ; Jong Kyu PARK ; Eun Jeong GONG ; Jeong Eun SHIN ; Hyun Chul LIM ; Sang Kil LEE ; Da Hyun JUNG ; Yoon Jin CHOI ; Seung In SEO ; Joon Sung KIM ; Jung Min LEE ; Beom Jin KIM ; Sun Hyung KANG ; Chan Hyuk PARK ; Suck Chei CHOI ; Joong Goo KWON ; Kyung Sik PARK ; Moo In PARK ; Tae Hee LEE ; Seung Young KIM ; Young Sin CHO ; Han Hong LEE ; Kee Wook JUNG ; Do Hoon KIM ; Hee Seok MOON ; Mi-Young CHOI ; Kwang Jae LEE ;
Korean Journal of Medicine 2022;97(2):70-92
Gastroesophageal reflux disease (GERD) is a condition in which gastric contents regurgitate into the esophagus or beyond, resulting in either troublesome symptoms or complications. GERD is heterogeneous in terms of varied manifestations, test findings, and treatment responsiveness. GERD diagnosis can be established with symptomatology, pathology, or physiology. Recently the Lyon consensus defined the “proven GERD” with concrete evidence for reflux, including advanced grade erosive esophagitis (Los Angeles classification grades C and or D esophagitis), long-segment Barrett’s mucosa or peptic strictures on endoscopy or distal esophageal acid exposure time > 6% on 24-hour ambulatory pH-impedance monitoring. However, some Asian researchers have different opinions on whether the same standards should be applied to the Asian population. The prevalence of GERD is increasing in Asia. The present evidence-based guidelines were developed using a systematic review and meta-analysis approach. In GERD with typical symptoms, a proton pump inhibitor test can be recommended as a sensitive, cost-effective, and practical test for GERD diagnosis. Based on a meta-analysis of 19 estimated acid-exposure time values in Asians, the reference range upper limit for esophageal acid exposure time was 3.2% (95% confidence interval 2.7-3.9%) in the Asian countries. Esophageal manometry and novel impedance measurements, including mucosal impedance and a post-reflux swallow-induced peristaltic wave, are promising in discrimination of GERD among different reflux phenotypes, thus increasing its diagnostic yield. We also propose a long-term strategy of evidence-based GERD treatment with proton pump inhibitors and other drugs.
5.The Influence of Dental Hygienists’ Self-Leadership on Organizational Commitment and Quality of Medical Services
Da-Eun LEE ; Do-Seon LIM ; Min-Ji PARK ; Se-Jeong PARK ; Chi-Yoon SUNG ; Sang-In LEE ; Ha-Rim LEE ; Hyoung-Joo KIM ; Hee-Jung LIM
Journal of Dental Hygiene Science 2022;22(4):222-232
Background:
Self-leadership, an action strategy that can maximize individual capabilities, can affect the organizational commitment of dental hygienists and ultimately improve the quality of medical services. This study aims to demonstrate the need for self-leadership and organizational commitment for dental hygienists and develop measures to improve the quality of medical services.
Methods:
An online survey of dental hygienists working at dental hospitals and clinics in Seoul and Gyeonggi province, Republic of Korea was conducted from March 28 to May 1, 2022. A total of 341 questionnaires were returned and analyzed. The measurement tools were modified and supplemented based on the theories and models developed by Manz for self-leadership, Mowday for organizational commitment, and Cronin and Taylor for medical services. Descriptive statistics, independent t-tests, ANOVA, simple regression, and multiple regression analyses were performed using SPSS 25.0.
Results:
In leadership education, self-leadership is based on participation experience, the number of participants, and when and where it is received. Organizational commitment comes from participation experience, and the quality of medical services has been found to affect participation experience and location. Self-leadership had an effect on the quality of medical services (β=0.497, t=10.551, p<0.001; β =0.599, t=13.783, p<0.001; β=0.353, t=7.601, p<0.001) and organizational commitment was found to have a mediating effect.
Conclusion
Dental hygienists’ self-leadership has a positive effect on the quality of medical services through the formation of appropriate interrelationships within the organization. Therefore, self-leadership programs should be developed, participated in, and promoted to improve the self-leadership of dental hygienists. Moreover, hospitals should improve their environment to provide and improve self-leadership education.
6.2020 Seoul Consensus on the Diagnosis and Management of Gastroesophageal Reflux Disease
Hye-Kyung JUNG ; Chung Hyun TAE ; Kyung Ho SONG ; Seung Joo KANG ; Jong Kyu PARK ; Eun Jeong GONG ; Jeong Eun SHIN ; Hyun Chul LIM ; Sang Kil LEE ; Da Hyun JUNG ; Yoon Jin CHOI ; Seung In SEO ; Joon Sung KIM ; Jung Min LEE ; Beom Jin KIM ; Sun Hyung KANG ; Chan Hyuk PARK ; Suck Chei CHOI ; Joong Goo KWON ; Kyung Sik PARK ; Moo In PARK ; Tae Hee LEE ; Seung Young KIM ; Young Sin CHO ; Han Hong LEE ; Kee Wook JUNG ; Do Hoon KIM ; Hee Seok MOON ; Hirota MIWA ; Chien-Lin CHEN ; Sutep GONLACHANVIT ; Uday C GHOSHAL ; Justin C Y WU ; Kewin T H SIAH ; Xiaohua HOU ; Tadayuki OSHIMA ; Mi-Young CHOI ; Kwang Jae LEE ; The Korean Society of Neurogastroenterology and Motility
Journal of Neurogastroenterology and Motility 2021;27(4):453-481
Gastroesophageal reflux disease (GERD) is a condition in which gastric contents regurgitate into the esophagus or beyond, resulting in either troublesome symptoms or complications. GERD is heterogeneous in terms of varied manifestations, test findings, and treatment responsiveness. GERD diagnosis can be established with symptomatology, pathology, or physiology. Recently the Lyon consensus defined the “proven GERD” with concrete evidence for reflux, including advanced grade erosive esophagitis (Los Angeles classification grades C and or D esophagitis), long-segment Barrett’s mucosa or peptic strictures on endoscopy or distal esophageal acid exposure time > 6% on 24-hour ambulatory pH-impedance monitoring. However, some Asian researchers have different opinions on whether the same standards should be applied to the Asian population. The prevalence of GERD is increasing in Asia. The present evidence-based guidelines were developed using a systematic review and meta-analysis approach. In GERD with typical symptoms, a proton pump inhibitor test can be recommended as a sensitive, cost-effective, and practical test for GERD diagnosis.Based on a meta-analysis of 19 estimated acid-exposure time values in Asians, the reference range upper limit for esophageal acid exposure time was 3.2% (95% confidence interval, 2.7-3.9%) in the Asian countries. Esophageal manometry and novel impedance measurements, including mucosal impedance and a post-reflux swallow-induced peristaltic wave, are promising in discrimination of GERD among different reflux phenotypes, thus increasing its diagnostic yield. We also propose a long-term strategy of evidence-based GERD treatment with proton pump inhibitors and other drugs.
7.Korean Clinical Imaging Guidelines for the Appropriate Use of Chest MRI
Jiyoung SONG ; Bo Da NAM ; Soon Ho YOON ; Jin Young YOO ; Yeon Joo JEONG ; Chang Dong YEO ; Seong Yong LIM ; Sung Yong LEE ; Hyun Koo KIM ; Byong Hyuck KIM ; Kwang Nam JIN ; Hwan Seok YONG
Journal of the Korean Radiological Society 2021;82(3):562-574
MRI has the advantages of having excellent soft-tissue contrast and providing functional information without any harmful ionizing radiation. Although previous technical limitations restricted the use of chest MRI, recent technological advances and expansion of insurance coverage are increasing the demand for chest MRI. Recognizing the need for guidelines on appropriate use of chest MRI in Korean clinical settings, the Korean Society of Radiology has composed a development committee, working committee, and advisory committee to develop Korean chest MRI justification guidelines. Five key questions were selected and recommendations have been made with the evidence-based clinical imaging guideline adaptation methodology.Recommendations are as follows. Chest MRI can be considered in the following circumstances:for patients with incidentally found anterior mediastinal masses to exclude non-neoplastic conditions, for pneumoconiosis patients with lung masses to differentiate progressive massive fibrosis from lung cancer, and when invasion of the chest wall, vertebrae, diaphragm, or major vessels by malignant pleural mesothelioma or non-small cell lung cancer is suspected. Chest MRI without contrast enhancement or with minimal dose low-risk contrast media can be considered for pregnant women with suspected pulmonary embolism. Lastly, chest MRI is recommended for patients with pancoast tumors planned for radical surgery.
8.An Intervention Program Targeting Daily Adaptive Skills Through Executive Function Training for Adults with Autism Spectrum Disorder: A Pilot Study
Joo Hyun KIM ; Young Ah KIM ; Da-Yea SONG ; Hwi Bin CHO ; Han Bit LEE ; Ji Hye PARK ; Jung In LIM ; Min Hee HONG ; Paul Kyuman CHAE ; Hee Jeong YOO
Psychiatry Investigation 2021;18(6):513-522
Objective:
Adults with autism spectrum disorders (ASD) experience significant difficulties with executive functioning (EF) and related adaptive skills, yet the lack of interventions in South Korea targeting these areas has resulted in a heightened need to develop an evidence- based program. Therefore, we developed a novel intervention aiming to enhance everyday EF and daily adaptive skills in adults with high-functioning ASD and conducted a pilot study to evaluate the validity and feasibility of the program.
Methods:
A behavioral intervention of 10-weekly sessions was developed based on literature searches and focus group interviews. Seven adults with high-functioning ASD (mean age=20.29) participated in a single-group pilot trial. We used self and parent-report questionnaires as well as skills measured by assessment instruments to analyze differences before and after the intervention.
Results:
Significant improvements were shown in everyday EF, including time management, organization, self-restraint, and regulation of emotions. Additionally, results demonstrated an enhancement in adaptive functioning, especially in the subdomains of daily living skills. Analyses of parental outcomes only revealed a significant decrease in the scores of emotion regulation.
Conclusion
The current study provides good evidence for the validity and feasibility of an intervention to improve everyday EF and adaptive skills in adults with ASD.
9.An Intervention Program Targeting Daily Adaptive Skills Through Executive Function Training for Adults with Autism Spectrum Disorder: A Pilot Study
Joo Hyun KIM ; Young Ah KIM ; Da-Yea SONG ; Hwi Bin CHO ; Han Bit LEE ; Ji Hye PARK ; Jung In LIM ; Min Hee HONG ; Paul Kyuman CHAE ; Hee Jeong YOO
Psychiatry Investigation 2021;18(6):513-522
Objective:
Adults with autism spectrum disorders (ASD) experience significant difficulties with executive functioning (EF) and related adaptive skills, yet the lack of interventions in South Korea targeting these areas has resulted in a heightened need to develop an evidence- based program. Therefore, we developed a novel intervention aiming to enhance everyday EF and daily adaptive skills in adults with high-functioning ASD and conducted a pilot study to evaluate the validity and feasibility of the program.
Methods:
A behavioral intervention of 10-weekly sessions was developed based on literature searches and focus group interviews. Seven adults with high-functioning ASD (mean age=20.29) participated in a single-group pilot trial. We used self and parent-report questionnaires as well as skills measured by assessment instruments to analyze differences before and after the intervention.
Results:
Significant improvements were shown in everyday EF, including time management, organization, self-restraint, and regulation of emotions. Additionally, results demonstrated an enhancement in adaptive functioning, especially in the subdomains of daily living skills. Analyses of parental outcomes only revealed a significant decrease in the scores of emotion regulation.
Conclusion
The current study provides good evidence for the validity and feasibility of an intervention to improve everyday EF and adaptive skills in adults with ASD.
10.2020 Seoul Consensus on the Diagnosis and Management of Gastroesophageal Reflux Disease
Hye-Kyung JUNG ; Chung Hyun TAE ; Kyung Ho SONG ; Seung Joo KANG ; Jong Kyu PARK ; Eun Jeong GONG ; Jeong Eun SHIN ; Hyun Chul LIM ; Sang Kil LEE ; Da Hyun JUNG ; Yoon Jin CHOI ; Seung In SEO ; Joon Sung KIM ; Jung Min LEE ; Beom Jin KIM ; Sun Hyung KANG ; Chan Hyuk PARK ; Suck Chei CHOI ; Joong Goo KWON ; Kyung Sik PARK ; Moo In PARK ; Tae Hee LEE ; Seung Young KIM ; Young Sin CHO ; Han Hong LEE ; Kee Wook JUNG ; Do Hoon KIM ; Hee Seok MOON ; Hirota MIWA ; Chien-Lin CHEN ; Sutep GONLACHANVIT ; Uday C GHOSHAL ; Justin C Y WU ; Kewin T H SIAH ; Xiaohua HOU ; Tadayuki OSHIMA ; Mi-Young CHOI ; Kwang Jae LEE ; The Korean Society of Neurogastroenterology and Motility
Journal of Neurogastroenterology and Motility 2021;27(4):453-481
Gastroesophageal reflux disease (GERD) is a condition in which gastric contents regurgitate into the esophagus or beyond, resulting in either troublesome symptoms or complications. GERD is heterogeneous in terms of varied manifestations, test findings, and treatment responsiveness. GERD diagnosis can be established with symptomatology, pathology, or physiology. Recently the Lyon consensus defined the “proven GERD” with concrete evidence for reflux, including advanced grade erosive esophagitis (Los Angeles classification grades C and or D esophagitis), long-segment Barrett’s mucosa or peptic strictures on endoscopy or distal esophageal acid exposure time > 6% on 24-hour ambulatory pH-impedance monitoring. However, some Asian researchers have different opinions on whether the same standards should be applied to the Asian population. The prevalence of GERD is increasing in Asia. The present evidence-based guidelines were developed using a systematic review and meta-analysis approach. In GERD with typical symptoms, a proton pump inhibitor test can be recommended as a sensitive, cost-effective, and practical test for GERD diagnosis.Based on a meta-analysis of 19 estimated acid-exposure time values in Asians, the reference range upper limit for esophageal acid exposure time was 3.2% (95% confidence interval, 2.7-3.9%) in the Asian countries. Esophageal manometry and novel impedance measurements, including mucosal impedance and a post-reflux swallow-induced peristaltic wave, are promising in discrimination of GERD among different reflux phenotypes, thus increasing its diagnostic yield. We also propose a long-term strategy of evidence-based GERD treatment with proton pump inhibitors and other drugs.

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