1.18F-FDG PET/CT Parameters Enhance MRI Radiomicsfor Predicting Human Papilloma Virus Status in Oropharyngeal Squamous Cell Carcinoma
Kwan Hyeong JO ; Jinna KIM ; Hojin CHO ; Won Jun KANG ; Seung-Koo LEE ; Beomseok SOHN
Yonsei Medical Journal 2023;64(12):738-744
Purpose:
Predicting human papillomavirus (HPV) status is critical in oropharyngeal squamous cell carcinoma (OPSCC) radiomics. In this study, we developed a model for HPV status prediction using magnetic resonance imaging (MRI) radiomics and18F-fluorodeoxyglucose ( 18F-FDG) positron emission tomography (PET)/computed tomography (CT) parameters in patients withOPSCC.
Materials and Methods:
Patients with OPSCC who underwent 18F-FDG PET/CT and contrast-enhanced MRI before treatment between January 2012 and February 2020 were enrolled. Training and test sets (3:2) were randomly selected. 18F-FDG PET/CT parameters and MRI radiomics feature were extracted. We developed three light-gradient boosting machine prediction models using the training set: Model 1, MRI radiomics features; Model 2, 18F-FDG PET/CT parameters; and Model 3, combination of MRI radiomics features and 18F-FDG PET/CT parameters. Area under the receiver operating characteristic curve (AUROC) values were used to analyze the performance of the models in predicting HPV status in the test set.
Results:
A total of 126 patients (118 male and 8 female; mean age: 60 years) were included. Of these, 103 patients (81.7%) were HPV-positive, and 23 patients (18.3%) were HPV-negative. AUROC values in the test set were 0.762 [95% confidence interval (CI), 0.564–0.959], 0.638 (95% CI, 0.404–0.871), and 0.823 (95% CI, 0.668–0.978) for Models 1, 2, and 3, respectively. The net reclassification improvement of Model 3, compared with that of Model 1, in the test set was 0.119.
Conclusion
When combined with an MRI radiomics model, 18F-FDG PET/CT exhibits incremental value in predicting HPV status in patients with OPSCC.
2.A Study of 162 Cases of Peri-Ampullary Diverticulum.
Jung Il WON ; Jong Ho CHUN ; Hyeong Jun KIM ; Moon Suk JO ; Dong Kyu KIM ; Won Chang SHIN ; Won Choong CHOI ; Jin Ho LEE ; Kwan Yub KIM
Korean Journal of Gastrointestinal Endoscopy 1997;17(6):778-788
BACKGROUND: Periampullary diverticulum has been commonly discovered during endoscopic retrograde cholangiopancreatography(ERCP) in patients with various pancreaticobiliary diseases such as cholelithiasis and its clinical significance has been noted. Recently, periampullary diverticulum is known to be associated with choledocholithiasis, various pancreatobiliary diseases and intestinal symptoms. Our aims of study was to investigate characteristics of periampullary diverticulum and to determinate the positive relationship between periampullary diverticulum and choledocholithiasis, and to determinate whether periampullary diverticulum influences on the cannulation rate and complication performing ERCP and endoscopic sphincterotomy(EST). METHODS: We reviewed 162 of 594 cases, which had periampullary diverticulums on ERCP during the past 6 years, and investigated size, location and number of periampullary diverticulums with special reference to the location of cholelithiasis. We also compared success rate and complication rate of ERCP and EST in cases with or without periamullary diverticulum. RESULTS: The incidence of periampullary diverticulum was 27.3%(male 48.1%, female 51.9%). and increased after 50 years old. In anatomical characteriastics of periampullary diverticulum, most of the diverticulum was single(90.1%). Size was usually smaller than 1cm(48.8%) and was seperated from ampulla of Vater, type III(59.2%). Choledocholithiasis was more frequently found in patients with periampullary diverticulum(58.9%) than in patients without diverticulum(43.1), especially in type II(attatching type). Failure rate of ERCP was 14.8% with periampullary diverticulum and was 14.6% without it. Bleeding, one of serious complications of EST, was noted in 4 patients with periampullary diverticulum, and one patient was operated to control the bleeding. CONCLUSIONS: Periampullary diverticulum might be related with choledocholithiasis, but usually does not interfere with procedure of ERCP.
Ampulla of Vater
;
Catheterization
;
Cholangiopancreatography, Endoscopic Retrograde
;
Choledocholithiasis
;
Cholelithiasis
;
Diverticulum*
;
Female
;
Hemorrhage
;
Humans
;
Incidence
;
Middle Aged
3.Development and Testing of a Machine Learning Model Using 18 F-Fluorodeoxyglucose PET/CT-Derived Metabolic Parameters to Classify Human Papillomavirus Status in Oropharyngeal Squamous Carcinoma
Changsoo WOO ; Kwan Hyeong JO ; Beomseok SOHN ; Kisung PARK ; Hojin CHO ; Won Jun KANG ; Jinna KIM ; Seung-Koo LEE
Korean Journal of Radiology 2023;24(1):51-61
Objective:
To develop and test a machine learning model for classifying human papillomavirus (HPV) status of patients with oropharyngeal squamous cell carcinoma (OPSCC) using 18 F-fluorodeoxyglucose ( 18 F-FDG) PET-derived parameters in derived parameters and an appropriate combination of machine learning methods in patients with OPSCC.
Materials and Methods:
This retrospective study enrolled 126 patients (118 male; mean age, 60 years) with newly diagnosed, pathologically confirmed OPSCC, that underwent 18 F-FDG PET-computed tomography (CT) between January 2012 and February 2020. Patients were randomly assigned to training and internal validation sets in a 7:3 ratio. An external test set of 19 patients (16 male; mean age, 65.3 years) was recruited sequentially from two other tertiary hospitals. Model 1 used only PET parameters, Model 2 used only clinical features, and Model 3 used both PET and clinical parameters. Multiple feature transforms, feature selection, oversampling, and training models are all investigated. The external test set was used to test the three models that performed best in the internal validation set. The values for area under the receiver operating characteristic curve (AUC) were compared between models.
Results:
In the external test set, ExtraTrees-based Model 3, which uses two PET-derived parameters and three clinical features, with a combination of MinMaxScaler, mutual information selection, and adaptive synthetic sampling approach, showed the best performance (AUC = 0.78; 95% confidence interval, 0.46–1). Model 3 outperformed Model 1 using PET parameters alone (AUC = 0.48, p = 0.047) and Model 2 using clinical parameters alone (AUC = 0.52, p = 0.142) in predicting HPV status.
Conclusion
Using oversampling and mutual information selection, an ExtraTree-based HPV status classifier was developed by combining metabolic parameters derived from 18 F-FDG PET/CT and clinical parameters in OPSCC, which exhibited higher performance than the models using either PET or clinical parameters alone.
4.Infections after lung transplantation: time of occurrence, sites, and microbiologic etiologies.
Ji Hyun YUN ; Sang Oh LEE ; Kyung Wook JO ; Se Hoon CHOI ; Jina LEE ; Eun Jin CHAE ; Kyung Hyun DO ; Dae Kee CHOI ; In Cheol CHOI ; Sang Bum HONG ; Tae Sun SHIM ; Hyeong Ryul KIM ; Dong Kwan KIM ; Seung Il PARK
The Korean Journal of Internal Medicine 2015;30(4):506-514
BACKGROUND/AIMS: Infections are major causes of both early and late death after lung transplantation (LT). The development of prophylaxis strategies has altered the epidemiology of post-LT infections; however, recent epidemiological data are limited. We evaluated infections after LT at our institution by time of occurrence, site of infections, and microbiologic etiologies. METHODS: All consecutive patients undergoing lung or heart-lung transplantation between October 2008 and August 2014 at our institution were enrolled. Cases of infections after LT were initially identified from the prospective registry database, which was followed by a detailed review of the patients' medical records. RESULTS: A total of 108 episodes of post-LT infections (56 bacterial, 43 viral, and nine fungal infections) were observed in 34 LT recipients. Within 1 month after LT, the most common bacterial infections were catheter-related bloodstream infections (42%). Pneumonia was the most common site of bacterial infection in the 2- to 6-month period (28%) and after 6 months (47%). Cytomegalovirus was the most common viral infection within 1 month (75%) and in the 2- to 6-month period (80%). Respiratory viruses were the most common viruses after 6 months (48%). Catheter-related candidemia was the most common fungal infection. Invasive pulmonary aspergillosis developed after 6 months. Survival rates at the first and third years were 79% and 73%, respectively. CONCLUSIONS: Although this study was performed in a single center, we provide valuable and recent detailed epidemiology data for post-LT infections. A further multicenter study is required to properly evaluate the epidemiology of post-LT infections in Korea.
Adult
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Bacterial Infections/diagnosis/*microbiology/mortality
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Catheter-Related Infections/microbiology/virology
;
Cytomegalovirus Infections/virology
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Female
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Heart-Lung Transplantation/*adverse effects/mortality
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Humans
;
Kaplan-Meier Estimate
;
Lung Transplantation/*adverse effects/mortality
;
Male
;
Medical Records
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Middle Aged
;
Mycoses/diagnosis/*microbiology/mortality
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Pneumonia, Bacterial/microbiology
;
Registries
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Republic of Korea/epidemiology
;
Risk Factors
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Time Factors
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Treatment Outcome
;
Virus Diseases/diagnosis/mortality/*virology
5.Long-Term Outcomes of Adult Lung Transplantation Recipients: A Single-Center Experience in South Korea
Kyung Wook JO ; Sang Bum HONG ; Dong Kwan KIM ; Sung Ho JUNG ; Hyeong Ryul KIM ; Se Hoon CHOI ; Geun Dong LEE ; Sang Oh LEE ; Kyung Hyun DO ; Eun Jin CHAE ; In Cheol CHOI ; Dae Kee CHOI ; In Ok KIM ; Seung Il PARK ; Tae Sun SHIM
Tuberculosis and Respiratory Diseases 2019;82(4):348-356
BACKGROUND:
Recently, the number of lung transplants in South Korea has increased. However, the long-term outcome data is limited. In this study, we aimed to investigate the long-term outcomes of adult lung transplantation recipients.
METHODS:
Among the patients that underwent lung transplantation at a tertiary referral center in South Korea between 2008 and 2017, adults patient who underwent deceased-donor lung transplantation with available follow-up data were enrolled. Their medical records were retrospectively reviewed.
RESULTS:
Through eligibility screening, we identified 60 adult patients that underwent lung (n=51) or heart-lung transplantation (n=9) during the observation period. Idiopathic pulmonary fibrosis (46.7%, 28/60) was the most frequent cause of lung transplantation. For all the 60 patients, the median follow-up duration for post-transplantation was 2.6 years (range, 0.01–7.6). During the post-transplantation follow-up period, 19 patients (31.7%) died at a median duration of 194 days. The survival rates were 75.5%, 67.6%, and 61.8% at 1 year, 3 years, and 5 years, respectively. Out of the 60 patients, 8 (13.3%) were diagnosed with chronic lung allograft dysfunction (CLAD), after a mean duration of 3.3±2.8 years post-transplantation. The CLAD development rate was 0%, 17.7%, and 25.8% at 1 year, 3 years, and 5 years, respectively. The most common newly developed post-transplantation comorbidity was the chronic kidney disease (CKD; 54.0%), followed by diabetes mellitus (25.9%).
CONCLUSION
Among the adult lung transplantation recipients at a South Korea tertiary referral center, the long-term survival rates were favorable. The proportion of patients who developed CLAD was not substantial. CKD was the most common post-transplantation comorbidity.
6.Infections in Lung Transplant Recipients during and after Prophylaxis
Moonsuk BAE ; Sang-Oh LEE ; Kyung-Wook JO ; Sehoon CHOI ; Jina LEE ; Eun Jin CHAE ; Kyung-Hyun DO ; Dae-Kee CHOI ; In-Cheol CHOI ; Sang-Bum HONG ; Tae Sun SHIM ; Hyeong Ryul KIM ; Dong Kwan KIM ; Seung-Il PARK
Infection and Chemotherapy 2020;52(4):600-610
Background:
The timeline of infections after lung transplantation has been changed with the introduction of new immunosuppressants and prophylaxis strategies. The study aimed to investigate the epidemiological characteristics of infectious diseases after lung transplantation in the current era.
Materials and Methods:
All patients who underwent lung or heart–lung transplantation at our institution between October 29, 2008 and April 3, 2019 were enrolled. We retrospectively reviewed the patients' medical records till April 2, 2020.
Results:
In total, 100 consecutive lung transplant recipients were enrolled. The median follow-up period was 28 months after lung transplantation. A total of 127 post–lung transplantation bacterial infections occurred. Catheter-related bloodstream infection (25/84, 29.8%) was the most common within 6 months and pneumonia (23/43, 53.5%) was the most common after 6 months. Most episodes (35/40, 87.5%) of respiratory viral infections occurred after 6 months, mainly as upper respiratory infections. The remaining episodes (5/40, 12.5%) mostly manifested as lower respiratory tract infections. Seventy cytomegalovirus infections observed in 43 patients were divided into 23 episodes occurring before and 47 episodes occurring after discontinuing prophylaxis. Of 10 episodes of cytomegalovirus disease, four occurred during prophylaxis and six occurred after prophylaxis.Of 23 episodes of post–lung transplantation fungal infection, 7 were aspergillosis and all occurred after the discontinuation of prophylaxis.
Conclusion
Lung transplant recipients experienced a high burden of infection even after 6 months, especially after the end of the prophylaxis period. Therefore, these patients should be continued to be monitored long-term for infectious disease.
7.Infections in Lung Transplant Recipients during and after Prophylaxis
Moonsuk BAE ; Sang-Oh LEE ; Kyung-Wook JO ; Sehoon CHOI ; Jina LEE ; Eun Jin CHAE ; Kyung-Hyun DO ; Dae-Kee CHOI ; In-Cheol CHOI ; Sang-Bum HONG ; Tae Sun SHIM ; Hyeong Ryul KIM ; Dong Kwan KIM ; Seung-Il PARK
Infection and Chemotherapy 2020;52(4):600-610
Background:
The timeline of infections after lung transplantation has been changed with the introduction of new immunosuppressants and prophylaxis strategies. The study aimed to investigate the epidemiological characteristics of infectious diseases after lung transplantation in the current era.
Materials and Methods:
All patients who underwent lung or heart–lung transplantation at our institution between October 29, 2008 and April 3, 2019 were enrolled. We retrospectively reviewed the patients' medical records till April 2, 2020.
Results:
In total, 100 consecutive lung transplant recipients were enrolled. The median follow-up period was 28 months after lung transplantation. A total of 127 post–lung transplantation bacterial infections occurred. Catheter-related bloodstream infection (25/84, 29.8%) was the most common within 6 months and pneumonia (23/43, 53.5%) was the most common after 6 months. Most episodes (35/40, 87.5%) of respiratory viral infections occurred after 6 months, mainly as upper respiratory infections. The remaining episodes (5/40, 12.5%) mostly manifested as lower respiratory tract infections. Seventy cytomegalovirus infections observed in 43 patients were divided into 23 episodes occurring before and 47 episodes occurring after discontinuing prophylaxis. Of 10 episodes of cytomegalovirus disease, four occurred during prophylaxis and six occurred after prophylaxis.Of 23 episodes of post–lung transplantation fungal infection, 7 were aspergillosis and all occurred after the discontinuation of prophylaxis.
Conclusion
Lung transplant recipients experienced a high burden of infection even after 6 months, especially after the end of the prophylaxis period. Therefore, these patients should be continued to be monitored long-term for infectious disease.
8.Long-Term Outcomes of Adult Lung Transplantation Recipients: A Single-Center Experience in South Korea
Kyung Wook JO ; Sang Bum HONG ; Dong Kwan KIM ; Sung Ho JUNG ; Hyeong Ryul KIM ; Se Hoon CHOI ; Geun Dong LEE ; Sang Oh LEE ; Kyung Hyun DO ; Eun Jin CHAE ; In Cheol CHOI ; Dae Kee CHOI ; In Ok KIM ; Seung Il PARK ; Tae Sun SHIM
Tuberculosis and Respiratory Diseases 2019;82(4):348-356
BACKGROUND: Recently, the number of lung transplants in South Korea has increased. However, the long-term outcome data is limited. In this study, we aimed to investigate the long-term outcomes of adult lung transplantation recipients. METHODS: Among the patients that underwent lung transplantation at a tertiary referral center in South Korea between 2008 and 2017, adults patient who underwent deceased-donor lung transplantation with available follow-up data were enrolled. Their medical records were retrospectively reviewed. RESULTS: Through eligibility screening, we identified 60 adult patients that underwent lung (n=51) or heart-lung transplantation (n=9) during the observation period. Idiopathic pulmonary fibrosis (46.7%, 28/60) was the most frequent cause of lung transplantation. For all the 60 patients, the median follow-up duration for post-transplantation was 2.6 years (range, 0.01–7.6). During the post-transplantation follow-up period, 19 patients (31.7%) died at a median duration of 194 days. The survival rates were 75.5%, 67.6%, and 61.8% at 1 year, 3 years, and 5 years, respectively. Out of the 60 patients, 8 (13.3%) were diagnosed with chronic lung allograft dysfunction (CLAD), after a mean duration of 3.3±2.8 years post-transplantation. The CLAD development rate was 0%, 17.7%, and 25.8% at 1 year, 3 years, and 5 years, respectively. The most common newly developed post-transplantation comorbidity was the chronic kidney disease (CKD; 54.0%), followed by diabetes mellitus (25.9%). CONCLUSION: Among the adult lung transplantation recipients at a South Korea tertiary referral center, the long-term survival rates were favorable. The proportion of patients who developed CLAD was not substantial. CKD was the most common post-transplantation comorbidity.
Adult
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Allografts
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Comorbidity
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Diabetes Mellitus
;
Follow-Up Studies
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Heart-Lung Transplantation
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Humans
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Idiopathic Pulmonary Fibrosis
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Korea
;
Lung Transplantation
;
Lung
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Mass Screening
;
Medical Records
;
Renal Insufficiency, Chronic
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Retrospective Studies
;
Survival Rate
;
Tertiary Care Centers
9.The First Living-Donor Lobar Lung Transplantation in Korea: a Case Report.
Sehoon CHOI ; Seung Il PARK ; Geun Dong LEE ; Hyeong Ryul KIM ; Dong Kwan KIM ; Sung Ho JUNG ; Tae Jin YUN ; In Ok KIM ; Dae Kee CHOI ; In Cheol CHOI ; Jong Min SONG ; Sang Bum HONG ; Tae Sun SHIM ; Kyung Wook JO ; Sang Oh LEE ; Kyung Hyun DO ; Eun Jin CHAE
Journal of Korean Medical Science 2018;33(43):e282-
Lung transplantation is the only treatment for end-stage lung disease, but the problem of donor shortage is unresolved issue. Herein, we report the first case of living-donor lobar lung transplantation (LDLLT) in Korea. A 19-year-old woman patient with idiopathic pulmonary artery hypertension received her father's right lower lobe and her mother's left lower lobe after pneumonectomy of both lungs in 2017. The patient has recovered well and is enjoying normal social activity. We think that LDLLT could be an alternative approach to deceased donor lung transplantation to overcome the shortage of lung donors.
Female
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Humans
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Hypertension
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Korea*
;
Living Donors
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Lung Diseases
;
Lung Transplantation*
;
Lung*
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Pneumonectomy
;
Pulmonary Artery
;
Tissue Donors
;
Young Adult
10.The Role of Adjuvant Therapy Following Surgical Resection of Small Cell Lung Cancer: A Multi-Center Study
Seong Yong PARK ; Samina PARK ; Geun Dong LEE ; Hong Kwan KIM ; Sehoon CHOI ; Hyeong Ryul KIM ; Yong-Hee KIM ; Dong Kwan KIM ; Seung-Il PARK ; Tae Hee HONG ; Yong Soo CHOI ; Jhingook KIM ; Jong Ho CHO ; Young Mog SHIM ; Jae Ill ZO ; Kwon Joong NA ; In Kyu PARK ; Chang Hyun KANG ; Young-Tae KIM ; Byung Jo PARK ; Chang Young LEE ; Jin Gu LEE ; Dae Joon KIM ; Hyo Chae PAIK
Cancer Research and Treatment 2023;55(1):94-102
Purpose:
This multi-center, retrospective study was conducted to evaluate the long-term survival in patients who underwent surgical resection for small cell lung cancer (SCLC) and to identify the benefit of adjuvant therapy following surgery.
Materials and Methods:
The data of 213 patients who underwent surgical resection for SCLC at four institutions were retrospectively reviewed. Patients who received neoadjuvant therapy or an incomplete resection were excluded.
Results:
The mean patient age was 65.29±8.93 years, and 184 patients (86.4%) were male. Lobectomies and pneumonectomies were performed in 173 patients (81.2%), and 198 (93%) underwent systematic mediastinal lymph node dissections. Overall, 170 patients (79.8%) underwent adjuvant chemotherapy, 42 (19.7%) underwent radiotherapy to the mediastinum, and 23 (10.8%) underwent prophylactic cranial irradiation. The median follow-up period was 31.08 months (interquartile range, 13.79 to 64.52 months). The 5-year overall survival (OS) and disease-free survival were 53.4% and 46.9%, respectively. The 5-year OS significantly improved after adjuvant chemotherapy in all patients (57.4% vs. 40.3%, p=0.007), and the survival benefit of adjuvant chemotherapy was significant in patients with negative node pathology (70.8% vs. 39.7%, p=0.004). Adjuvant radiotherapy did not affect the 5-year OS (54.6% vs. 48.5%, p=0.458). Age (hazard ratio [HR], 1.032; p=0.017), node metastasis (HR, 2.190; p < 0.001), and adjuvant chemotherapy (HR, 0.558; p=0.019) were associated with OS.
Conclusion
Adjuvant chemotherapy after surgical resection in patients with SCLC improved the OS, though adjuvant radiotherapy to the mediastinum did not improve the survival or decrease the locoregional recurrence rate.