1.Using machine learning techniques for early prediction of tracheal intubation in patients with septic shock: a multi-center study in South Korea
Ji Han HEO ; Taegyun KIM ; Tae Gun SHIN ; Gil Joon SUH ; Woon Yong KWON ; Hayoung KIM ; Heesu PARK ; Heejun KIM ; Sol HAN ;
Acute and Critical Care 2025;40(2):221-234
Background:
Patients with septic shock frequently require tracheal intubation in the emergency department (ED). However, the criteria for tracheal intubation are subjective, based on physician experience, or require serial evaluations over relatively long intervals to make accurate predictions, which might not be feasible in the ED. We used supervised learning approaches and features routinely available during the initial stages of evaluation and resuscitation to stratify the risks of tracheal intubation within a 24-hour time window.
Methods:
We retrospectively analyzed the data of patients diagnosed with septic shock based on the SEPSIS-3 criteria across 21 university hospital EDs in the Republic of Korea. A principal component analysis revealed a complex, non-linear decision boundary with respect to the application of tracheal intubation within a 24-hour time window. Stratified five-fold cross validation and a grid search were used with extreme gradient boost. Shapley values were calculated to explain feature importance and preferences.
Results:
In total, data for 4,762 patients were analyzed; within that population, 1,486 (31%) were intubated within a 24-hour window, and 3,276 (69%) were not. The area under the receiver operating characteristic curve and F1 scores for intubation within a 24-hour window were 0.829 (95% CI, 0.801–0.878) and 0.654 (95% CI, 0.627–0.681), respectively. The Shapley values identified lactate level after initial fluids, suspected lung infection, initial pH, Sequential Organ Failure Assessment score at enrollment, and respiratory rate at enrollment as important features for prediction.
Conclusions
An extreme gradient boosting machine can moderately discriminate whether intubation is warranted within 24 hours of the recognition of septic shock in the ED.
2.Effect of the vertical implant position relative to the adjacent cementoenamel junction on peri-implantation bone loss
Yeon-Joo HA ; Jae-Mok LEE ; Yong-Gun KIM ; Sung-Min HWANG
Oral Biology Research 2025;49(1):4-
Vertical positioning of dental implants relative to the cementoenamel junction (CEJ) of the adjacent teeth is essential for maintaining peri-implant bone stability and long-term success. This retrospective study evaluated how the vertical distance from the CEJ affects peri-implant bone loss in patients who had implants positioned at various distances from the CEJ. Bone loss was evaluated using panoramic radiographs over a 2-year follow-up period, with additional consideration of factors such as smoking and diabetes. Implants positioned >4 mm away from the CEJ exhibited a higher mean bone loss; however, this difference was not significant. Smoking significantly influenced bone loss, whereas diabetes and jaw location had no significant effect. These results highlight the potential influence of vertical implant positioning on peri-implant bone health and highlight the importance of appropriate maintenance care to reduce bone loss and ensure long-term implant survival.
3.Better Chemotherapeutic Response of Small Cell Lung Cancer in Never Smokers than in Smokers
Ha-Young PARK ; Hyung-Joo OH ; Hwa Kyung PARK ; Joon-Young YOON ; Chang-Seok YOON ; Bo Gun KHO ; Tae-Ok KIM ; Hong-Joon SHIN ; Chul-Kyu PARK ; Yong-Soo KWON ; Yu-Il KIM ; Sung-Chul LIM ; Young-Chul KIM ; In-Jae OH
Tuberculosis and Respiratory Diseases 2025;88(2):334-341
Background:
Small cell lung cancer (SCLC) is called ‘smoker’s disease’ because it is strongly associated with smoking and most cases occur in smokers. However, it can also occur in never smokers. We investigated the clinical features of never smokers with SCLC and compared their treatment outcomes with those of smokers with SCLC.
Methods:
We retrospectively reviewed the clinical data of patients who had proven SCLC and had received chemotherapy at a single cancer center between July 2002 and April 2021.
Results:
Of 1,643 patients, 1,416 (86.2%) were enrolled in this study. A total of 162 (11.4%) and 1,254 (88.6%) patients were never smokers and smokers, respectively. There were more female never smokers than smokers (n=130; 80.2% vs. 79, 6.3%, p=0.000), and the incidence of ischemic heart disease was lower among never smokers than among smokers (4/1,416, [2.5%] vs. 83/1,416 [6.6%], p=0.036). Never smokers showed less symptoms at diagnosis than smokers (80.9% vs. 87.2%, p=0.037); however, they showed more toxicity after first-line treatment (61.7% vs. 47.8%, p=0.001). The objective response rate (ORR) was significantly higher in never smokers (74.1% vs. 59.6%, p=0.000). In the multivariate analysis, never smoking and second-line treatment were associated with a better ORR. However, progression-free survival and overall survival were not significantly different between never smokers and smokers.
Conclusion
In conclusion, never smokers accounted for 11.4% of patients with SCLC. They had distinguishing clinical characteristics and showed better chemotherapeutic responses than smokers.
4.Better Chemotherapeutic Response of Small Cell Lung Cancer in Never Smokers than in Smokers
Ha-Young PARK ; Hyung-Joo OH ; Hwa Kyung PARK ; Joon-Young YOON ; Chang-Seok YOON ; Bo Gun KHO ; Tae-Ok KIM ; Hong-Joon SHIN ; Chul-Kyu PARK ; Yong-Soo KWON ; Yu-Il KIM ; Sung-Chul LIM ; Young-Chul KIM ; In-Jae OH
Tuberculosis and Respiratory Diseases 2025;88(2):334-341
Background:
Small cell lung cancer (SCLC) is called ‘smoker’s disease’ because it is strongly associated with smoking and most cases occur in smokers. However, it can also occur in never smokers. We investigated the clinical features of never smokers with SCLC and compared their treatment outcomes with those of smokers with SCLC.
Methods:
We retrospectively reviewed the clinical data of patients who had proven SCLC and had received chemotherapy at a single cancer center between July 2002 and April 2021.
Results:
Of 1,643 patients, 1,416 (86.2%) were enrolled in this study. A total of 162 (11.4%) and 1,254 (88.6%) patients were never smokers and smokers, respectively. There were more female never smokers than smokers (n=130; 80.2% vs. 79, 6.3%, p=0.000), and the incidence of ischemic heart disease was lower among never smokers than among smokers (4/1,416, [2.5%] vs. 83/1,416 [6.6%], p=0.036). Never smokers showed less symptoms at diagnosis than smokers (80.9% vs. 87.2%, p=0.037); however, they showed more toxicity after first-line treatment (61.7% vs. 47.8%, p=0.001). The objective response rate (ORR) was significantly higher in never smokers (74.1% vs. 59.6%, p=0.000). In the multivariate analysis, never smoking and second-line treatment were associated with a better ORR. However, progression-free survival and overall survival were not significantly different between never smokers and smokers.
Conclusion
In conclusion, never smokers accounted for 11.4% of patients with SCLC. They had distinguishing clinical characteristics and showed better chemotherapeutic responses than smokers.
5.Better Chemotherapeutic Response of Small Cell Lung Cancer in Never Smokers than in Smokers
Ha-Young PARK ; Hyung-Joo OH ; Hwa Kyung PARK ; Joon-Young YOON ; Chang-Seok YOON ; Bo Gun KHO ; Tae-Ok KIM ; Hong-Joon SHIN ; Chul-Kyu PARK ; Yong-Soo KWON ; Yu-Il KIM ; Sung-Chul LIM ; Young-Chul KIM ; In-Jae OH
Tuberculosis and Respiratory Diseases 2025;88(2):334-341
Background:
Small cell lung cancer (SCLC) is called ‘smoker’s disease’ because it is strongly associated with smoking and most cases occur in smokers. However, it can also occur in never smokers. We investigated the clinical features of never smokers with SCLC and compared their treatment outcomes with those of smokers with SCLC.
Methods:
We retrospectively reviewed the clinical data of patients who had proven SCLC and had received chemotherapy at a single cancer center between July 2002 and April 2021.
Results:
Of 1,643 patients, 1,416 (86.2%) were enrolled in this study. A total of 162 (11.4%) and 1,254 (88.6%) patients were never smokers and smokers, respectively. There were more female never smokers than smokers (n=130; 80.2% vs. 79, 6.3%, p=0.000), and the incidence of ischemic heart disease was lower among never smokers than among smokers (4/1,416, [2.5%] vs. 83/1,416 [6.6%], p=0.036). Never smokers showed less symptoms at diagnosis than smokers (80.9% vs. 87.2%, p=0.037); however, they showed more toxicity after first-line treatment (61.7% vs. 47.8%, p=0.001). The objective response rate (ORR) was significantly higher in never smokers (74.1% vs. 59.6%, p=0.000). In the multivariate analysis, never smoking and second-line treatment were associated with a better ORR. However, progression-free survival and overall survival were not significantly different between never smokers and smokers.
Conclusion
In conclusion, never smokers accounted for 11.4% of patients with SCLC. They had distinguishing clinical characteristics and showed better chemotherapeutic responses than smokers.
6.Better Chemotherapeutic Response of Small Cell Lung Cancer in Never Smokers than in Smokers
Ha-Young PARK ; Hyung-Joo OH ; Hwa Kyung PARK ; Joon-Young YOON ; Chang-Seok YOON ; Bo Gun KHO ; Tae-Ok KIM ; Hong-Joon SHIN ; Chul-Kyu PARK ; Yong-Soo KWON ; Yu-Il KIM ; Sung-Chul LIM ; Young-Chul KIM ; In-Jae OH
Tuberculosis and Respiratory Diseases 2025;88(2):334-341
Background:
Small cell lung cancer (SCLC) is called ‘smoker’s disease’ because it is strongly associated with smoking and most cases occur in smokers. However, it can also occur in never smokers. We investigated the clinical features of never smokers with SCLC and compared their treatment outcomes with those of smokers with SCLC.
Methods:
We retrospectively reviewed the clinical data of patients who had proven SCLC and had received chemotherapy at a single cancer center between July 2002 and April 2021.
Results:
Of 1,643 patients, 1,416 (86.2%) were enrolled in this study. A total of 162 (11.4%) and 1,254 (88.6%) patients were never smokers and smokers, respectively. There were more female never smokers than smokers (n=130; 80.2% vs. 79, 6.3%, p=0.000), and the incidence of ischemic heart disease was lower among never smokers than among smokers (4/1,416, [2.5%] vs. 83/1,416 [6.6%], p=0.036). Never smokers showed less symptoms at diagnosis than smokers (80.9% vs. 87.2%, p=0.037); however, they showed more toxicity after first-line treatment (61.7% vs. 47.8%, p=0.001). The objective response rate (ORR) was significantly higher in never smokers (74.1% vs. 59.6%, p=0.000). In the multivariate analysis, never smoking and second-line treatment were associated with a better ORR. However, progression-free survival and overall survival were not significantly different between never smokers and smokers.
Conclusion
In conclusion, never smokers accounted for 11.4% of patients with SCLC. They had distinguishing clinical characteristics and showed better chemotherapeutic responses than smokers.
7.Better Chemotherapeutic Response of Small Cell Lung Cancer in Never Smokers than in Smokers
Ha-Young PARK ; Hyung-Joo OH ; Hwa Kyung PARK ; Joon-Young YOON ; Chang-Seok YOON ; Bo Gun KHO ; Tae-Ok KIM ; Hong-Joon SHIN ; Chul-Kyu PARK ; Yong-Soo KWON ; Yu-Il KIM ; Sung-Chul LIM ; Young-Chul KIM ; In-Jae OH
Tuberculosis and Respiratory Diseases 2025;88(2):334-341
Background:
Small cell lung cancer (SCLC) is called ‘smoker’s disease’ because it is strongly associated with smoking and most cases occur in smokers. However, it can also occur in never smokers. We investigated the clinical features of never smokers with SCLC and compared their treatment outcomes with those of smokers with SCLC.
Methods:
We retrospectively reviewed the clinical data of patients who had proven SCLC and had received chemotherapy at a single cancer center between July 2002 and April 2021.
Results:
Of 1,643 patients, 1,416 (86.2%) were enrolled in this study. A total of 162 (11.4%) and 1,254 (88.6%) patients were never smokers and smokers, respectively. There were more female never smokers than smokers (n=130; 80.2% vs. 79, 6.3%, p=0.000), and the incidence of ischemic heart disease was lower among never smokers than among smokers (4/1,416, [2.5%] vs. 83/1,416 [6.6%], p=0.036). Never smokers showed less symptoms at diagnosis than smokers (80.9% vs. 87.2%, p=0.037); however, they showed more toxicity after first-line treatment (61.7% vs. 47.8%, p=0.001). The objective response rate (ORR) was significantly higher in never smokers (74.1% vs. 59.6%, p=0.000). In the multivariate analysis, never smoking and second-line treatment were associated with a better ORR. However, progression-free survival and overall survival were not significantly different between never smokers and smokers.
Conclusion
In conclusion, never smokers accounted for 11.4% of patients with SCLC. They had distinguishing clinical characteristics and showed better chemotherapeutic responses than smokers.
8.Comparative study of peri-implantitis between implant supported bridges and splinted crowns: a retrospective study
Ye-Jin SHIN ; Sung-Min HWANG ; Yong-Gun KIM ; Jo-Young SUH ; Jae-Mok LEE
Oral Biology Research 2024;48(3):75-81
The study was conducted to examine the prevalence and degree of peri-implantitis in implant-supported bridges compared to splinted crowns in 3-unit and 4-unit posterior edentulous areas. A total of 229 implant sites from 79 patients who had received implants at the Kyungpook National University Dental Hospital were evaluated. The observation period ranged from 2 to 12 years. Patient characteristics and implant-related factors were investigated. After surgery and prosthetic treatment, radiographic evaluations were performed. Also, to identify factors that could affect the prognosis of the implants, Fisher’s exact tests and chi-square were used. In addition, the mean distance between crestal bone levels and implant platform was compared between implant-supported bridges and splinted crowns using the Mann-Whitney U test. No statistically significant differences were found in the mean distances between implant platforms and bone levels in either restoration type. The prevalence of peri-implantitis was 15% in splinted crowns and 13% in bridges, with restoration type showing no significant association. However, middle implant showed the highest rate of peri-implantitis compared to other positions. Furthermore, bone augmentation and implant sites (maxilla or mandible) showed significant association with peri-implantitis. In conclusion, restoration type does not influence the prevalence or severity of peri-implantitis, but implant position affect the rate of peri-implantitis. Clinicians should consider bone quality when choosing between implant-supported bridges and splinted crowns.
9.Incidence and risk factors of nonalcoholic fatty liver disease after pancreaticoduodenectomy in Korea: a multicenter retrospective cohort study
Chang-Sup LIM ; Hongbeom KIM ; In Woong HAN ; Won-Gun YUN ; Eunchae GO ; Jaewon LEE ; Kyung Chul YOON ; So Jeong YOON ; Sang Hyun SHIN ; Jin Seok HEO ; Yong Chan SHIN ; Woohyun JUNG
Annals of Clinical Nutrition and Metabolism 2024;16(3):125-133
Purpose:
This study aimed to investigate the incidence, risk factors, and clinical course of nonalcoholic fatty liver disease (NAFLD) following pancreaticoduodenectomy, focusing on the role of adjuvant chemotherapy and other metabolic changes.
Methods:
A retrospective analysis was conducted on 189 patients who underwent pancreaticoduodenectomy between 2013 and 2016. NAFLD was diagnosed using computed tomography (CT) imaging, defined as a liver-tospleen attenuation ratio <0.9. Sarcopenia and sarcopenic obesity were assessed using preoperative CT scans. Logistic regression analysis was performed to identify risk factors for NAFLD development.
Results:
The cumulative incidence of NAFLD increased over time, with rates of 15.9% at one year, 20.4% at three years, and 35.2% at five years post-pancreaticoduodenectomy. Adjuvant chemotherapy was identified as the only significant independent predictor of NAFLD development (odds ratio, 2.74; 95% confidence interval, 1.16-6.70; P=0.023). No significant associations were found between NAFLD and pancreatic enzyme replacement therapy (PERT), sarcopenia, or sarcopenic obesity. Serial analysis of NAFLD status in long-term survivors revealed dynamic changes, with some patients experiencing spontaneous remission or recurrence.
Conclusion
NAFLD is a common, progressive complication following pancreaticoduodenectomy, particularly in patients receiving adjuvant chemotherapy. Although no significant associations with PERT or sarcopenia were observed, these areas warrant further investigation. Long-term monitoring and targeted management strategies are recommended to address NAFLD in this population. Future prospective studies are needed to elucidate the natural history and contributing factors of NAFLD after pancreaticoduodenectomy.
10.Incidence and risk factors of nonalcoholic fatty liver disease after pancreaticoduodenectomy in Korea: a multicenter retrospective cohort study
Chang-Sup LIM ; Hongbeom KIM ; In Woong HAN ; Won-Gun YUN ; Eunchae GO ; Jaewon LEE ; Kyung Chul YOON ; So Jeong YOON ; Sang Hyun SHIN ; Jin Seok HEO ; Yong Chan SHIN ; Woohyun JUNG
Annals of Clinical Nutrition and Metabolism 2024;16(3):125-133
Purpose:
This study aimed to investigate the incidence, risk factors, and clinical course of nonalcoholic fatty liver disease (NAFLD) following pancreaticoduodenectomy, focusing on the role of adjuvant chemotherapy and other metabolic changes.
Methods:
A retrospective analysis was conducted on 189 patients who underwent pancreaticoduodenectomy between 2013 and 2016. NAFLD was diagnosed using computed tomography (CT) imaging, defined as a liver-tospleen attenuation ratio <0.9. Sarcopenia and sarcopenic obesity were assessed using preoperative CT scans. Logistic regression analysis was performed to identify risk factors for NAFLD development.
Results:
The cumulative incidence of NAFLD increased over time, with rates of 15.9% at one year, 20.4% at three years, and 35.2% at five years post-pancreaticoduodenectomy. Adjuvant chemotherapy was identified as the only significant independent predictor of NAFLD development (odds ratio, 2.74; 95% confidence interval, 1.16-6.70; P=0.023). No significant associations were found between NAFLD and pancreatic enzyme replacement therapy (PERT), sarcopenia, or sarcopenic obesity. Serial analysis of NAFLD status in long-term survivors revealed dynamic changes, with some patients experiencing spontaneous remission or recurrence.
Conclusion
NAFLD is a common, progressive complication following pancreaticoduodenectomy, particularly in patients receiving adjuvant chemotherapy. Although no significant associations with PERT or sarcopenia were observed, these areas warrant further investigation. Long-term monitoring and targeted management strategies are recommended to address NAFLD in this population. Future prospective studies are needed to elucidate the natural history and contributing factors of NAFLD after pancreaticoduodenectomy.

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