1.Feasibility of artificial intelligence-driven interfractional monitoring of organ changes by mega-voltage computed tomography in intensity-modulated radiotherapy of prostate cancer
Yohan LEE ; Hyun Joon CHOI ; Hyemi KIM ; Sunghyun KIM ; Mi Sun KIM ; Hyejung CHA ; Young Ju EUM ; Hyosung CHO ; Jeong Eun PARK ; Sei Hwan YOU
Radiation Oncology Journal 2023;41(3):186-198
Purpose:
High-dose radiotherapy (RT) for localized prostate cancer requires careful consideration of target position changes and adjacent organs-at-risk (OARs), such as the rectum and bladder. Therefore, daily monitoring of target position and OAR changes is crucial in minimizing interfractional dosimetric uncertainties. For efficient monitoring of the internal condition of patients, we assessed the feasibility of an auto-segmentation of OARs on the daily acquired images, such as megavoltage computed tomography (MVCT), via a commercial artificial intelligence (AI)-based solution in this study.
Materials and Methods:
We collected MVCT images weekly during the entire course of RT for 100 prostate cancer patients treated with the helical TomoTherapy system. Based on the manually contoured body outline, the bladder including prostate area, and rectal balloon regions for the 100 MVCT images, we trained the commercially available fully convolutional (FC)-DenseNet model and tested its auto-contouring performance.
Results:
Based on the optimally determined hyperparameters, the FC-DenseNet model successfully auto-contoured all regions of interest showing high dice similarity coefficient (DSC) over 0.8 and a small mean surface distance (MSD) within 1.43 mm in reference to the manually contoured data. With this well-trained AI model, we have efficiently monitored the patient's internal condition through six MVCT scans, analyzing DSC, MSD, centroid, and volume differences.
Conclusion
We have verified the feasibility of utilizing a commercial AI-based model for auto-segmentation with low-quality daily MVCT images. In the future, we will establish a fast and accurate auto-segmentation and internal organ monitoring system for efficiently determining the time for adaptive replanning.
2.Dietary Patterns Assessed by the Diet Quality Index-International Among Cancer Survivors Compared with Healthy Control Subjects: Using the Korea National Health and Nutrition Examination Surveys 2013–2015
Yoojin LEE ; Hye Yeon KOO ; In Young CHO ; Minkyeung JO ; Kyung Chul KIM ; Yoon Hee EUM ; Ju Young KIM ; Kiheon LEE ; Kee Hyuck LEE ; Se Young JUNG ; Hyejin LEE ; Sarah KIM ; Jong Soo HAN ; Woo Kyung BAE
Korean Journal of Family Practice 2019;9(2):204-211
BACKGROUND: Dietary patterns have a significant impact on prognosis, recurrence, and survival in patients with cancer. This study investigated dietary patterns using the Diet Quality Index-International (DQI-I) in cancer survivors compared to those in the general population without cancer.METHODS: Using the Korea National Health and Nutrition Examination Survey VI data, cancer survivors were defined as those diagnosed with cancer more than 1 year before the survey. The associations between possible predictors and the DQI-I score were examined using t-tests and analysis of variance. Adjusted multiple linear regression analysis was performed to compare the differences in DQI-I scores between cancer survivors and controls.RESULTS: In univariate analysis of 9,351 subjects (433 cancer survivors and 8,918 controls), age, sex, body mass index, marital status, education level, income, residential area, smoking status, and alcohol consumption were associated with the DQI-I score (each P-value < 0.05). After adjustment, cancer survivors showed higher DQI-I scores than the controls (67.40±8.90 vs. 65.50±9.40, P-value=0.007). In subgroup analysis, cancer survivors within 5 years after cancer diagnosis showed higher DQI-I scores than the controls (68.70±8.30 vs. 65.50±9.40, P-value=0.034), whereas those who survived beyond 5 years post-diagnosis did not show significant differences from the controls (66.70±9.20 vs. 65.50±9.40, P-value=0.063).CONCLUSION: Cancer survivors within 5 years of cancer diagnosis showed better dietary patterns than those in the general population. However, the differences were not observed after 5 years post-diagnosis. To reduce the risks of second primary cancer and mortality, targeted inventions for dietary habits are necessary for long-term survivors of cancer.
Alcohol Drinking
;
Body Mass Index
;
Diagnosis
;
Diet
;
Education
;
Food Habits
;
Humans
;
Inventions
;
Korea
;
Linear Models
;
Marital Status
;
Mortality
;
Neoplasms, Second Primary
;
Nutrition Surveys
;
Prognosis
;
Recurrence
;
Smoke
;
Smoking
;
Survivors
3.Transduced Tat-aldose Reductase Protects Hippocampal Neuronal Cells against Oxidative Stress-induced Damage
Su Bin CHO ; Won Sik EUM ; Min Jea SHIN ; Hyun Jung KWON ; Jung Hwan PARK ; Yeon Joo CHOI ; Jinseu PARK ; Kyu Hyung HAN ; Ju Hyeon KANG ; Duk Soo KIM ; Sung Woo CHO ; Dae Won KIM ; Soo Young CHOI
Experimental Neurobiology 2019;28(5):612-627
Aldose reductase (AR) protein, a member of the NADPH-dependent aldo-keto reductase family, reduces a wide range of aldehydes and enhances cell survival by inhibition of oxidative stress. Oxidative stress is known as one of the major pathological factor in ischemia. Since the precise function of AR protein in ischemic injury is fully unclear, we examined the function of AR protein in hippocampal neuronal (HT-22) cells and in an animal model of ischemia in this study. Cell permeable Tat-AR protein was produced by fusion of protein transduction domain in Tat for delivery into the cells. Tat-AR protein transduced into HT-22 cells and significantly inhibited cell death and regulated the mitogen-activate protein kinases (MAPKs), Bcl-2, Bax, and Caspase-3 under oxidative stress condition. In an ischemic animal model, Tat-AR protein transduced into the brain tissues through the blood-brain barrier (BBB) and drastically decreased neuronal cell death in hippocampal CA1 region. These results indicate that transduced Tat-AR protein has protective effects against oxidative stress-induced neuronal cell death in vitro and in vivo, suggesting that Tat-AR protein could be used as potential therapeutic agent in ischemic injury.
Aldehyde Reductase
;
Aldehydes
;
Blood-Brain Barrier
;
Brain
;
CA1 Region, Hippocampal
;
Caspase 3
;
Cell Death
;
Cell Survival
;
Humans
;
In Vitro Techniques
;
Ischemia
;
Models, Animal
;
Neurons
;
Oxidative Stress
;
Oxidoreductases
;
Protein Kinases
4.Assessment of inter- and intra-fractional volume of bladder and body contour by mega-voltage computed tomography in helical tomotherapy for pelvic malignancy
Sunghyun KIM ; Sei Hwan YOU ; Young Ju EUM
Radiation Oncology Journal 2018;36(3):235-240
PURPOSE: We describe the daily bladder volume change observed by mega-voltage computed tomography (MVCT) during pelvic radiotherapy with potential predictors of increased bladder volume variations. MATERIALS AND METHODS: For 41 patients who received pelvic area irradiation, the volumes of bladder and pelvic body contour were measured twice a day with pre- and post-irradiation MVCT from the 1st to the 10th fraction. The median prescription dose was 20 Gy (range, 18 to 30 Gy) up to a 10th fraction. The upper and lower margin of MVCT scanning was consistent during the daily treatments. The median age was 69 years (range, 33 to 86 years) and 10 patients (24.4%) were treated postoperatively. RESULTS: Overall bladder volume on planning computed tomography was 139.7 ± 92.8 mL. Generally, post-irradiation bladder volume (POSTBV) was larger than pre-irradiation bladder volume (PREBV) (p < 0.001). The mean PREBV and POSTBV was reduced after 10 fraction treatments by 21.3% (p = 0.028) and 25.4% (p = 0.007), respectively. The MVCT-scanned body contour volumes had a tendency to decrease as the treatment sessions progressed (p = 0.043 at the 8th fraction and p = 0.044 at the 10th fraction). There was a statistically significant correlation between bladder filling time and PREBV (p = 0.001). CONCLUSION: Daily MVCT-based bladder volume assessment was feasible both intra- and inter-fractionally.
Humans
;
Pelvic Neoplasms
;
Prescriptions
;
Radiotherapy
;
Radiotherapy, Intensity-Modulated
;
Urinary Bladder
5.Reversible Encephalopathy Caused by Reactive Hypereosinophilia due to Toxocariasis.
Mi Ri KANG ; Sun Young IM ; Si Won EUM ; Jong Seok BAE ; Woo Kyung KIM ; Hong Ki SONG ; Ju Hun LEE
Journal of the Korean Neurological Association 2014;32(4):317-319
A 69-year-old male admitted to the psychological department due to delusion. One week later, he developed pneumonia and deep drowsy mental status. Despite improvement of pneumonia, his mental status got worse and he was referred to neurological department. The complete blood count tests showed repeated hypereosinophilia. The serologic tests revealed toxocariasis. He was treated with steroid and albendazole and his mental state rapidly improved. Toxocariasis is a common cause of reactive hypereosinophilia, which may be an underestimated etiology of reversible encephalopathy.
Aged
;
Albendazole
;
Blood Cell Count
;
Delusions
;
Humans
;
Male
;
Pneumonia
;
Serologic Tests
;
Toxocariasis*
6.Acute Stroke Associated With Combined Protein C and S Deficiency During Pregnancy.
Min Ji KIM ; San JUNG ; Bo Hee KIM ; Chae Young LEE ; Hak Ju OH ; Si Won EUM ; Eun Joo LEE ; Seok Beom KWON ; Soo Jin CHO ; Sung Hee HWANG
Journal of the Korean Neurological Association 2014;32(3):171-174
Pregnancy related stroke is rare and poorly understood. A 28-year-old pregnant woman at 20 weeks of gestation presented with sudden headache and left homonymous hemianopsia. MRI revealed acute right posterior cerebral artery territory infarction. Laboratory data revealed combined protein C and S deficiencies. Coagulation profiles returned to normal 6 months after the delivery. Although stroke can occur either with protein C or S deficiency, acute cerebral infarction associated with combined protein C and S deficiencies during gestation is very rare.
Adult
;
Cerebral Infarction
;
Female
;
Headache
;
Hemianopsia
;
Humans
;
Infarction
;
Magnetic Resonance Imaging
;
Posterior Cerebral Artery
;
Pregnancy*
;
Pregnant Women
;
Protein C*
;
Protein S
;
Stroke*
7.Ordinary kriging approach to predicting long-term particulate matter concentrations in seven major Korean cities.
Sun Young KIM ; Seon Ju YI ; Young Seob EUM ; Hae Jin CHOI ; Hyesop SHIN ; Hyoung Gon RYOU ; Ho KIM
Environmental Health and Toxicology 2014;29(1):e2014012-
OBJECTIVES: Cohort studies of associations between air pollution and health have used exposure prediction approaches to estimate individual-level concentrations. A common prediction method used in Korean cohort studies is ordinary kriging. In this study, performance of ordinary kriging models for long-term particulate matter less than or equal to 10 mum in diameter (PM10) concentrations in seven major Korean cities was investigated with a focus on spatial prediction ability. METHODS: We obtained hourly PM10 data for 2010 at 226 urban-ambient monitoring sites in South Korea and computed annual average PM10 concentrations at each site. Given the annual averages, we developed ordinary kriging prediction models for each of the seven major cities and for the entire country by using an exponential covariance reference model and a maximum likelihood estimation method. For model evaluation, cross-validation was performed and mean square error and R-squared (R2) statistics were computed. RESULTS: Mean annual average PM10 concentrations in the seven major cities ranged between 45.5 and 66.0 mug/m3 (standard deviation=2.40 and 9.51 mug/m3, respectively). Cross-validated R2 values in Seoul and Busan were 0.31 and 0.23, respectively, whereas the other five cities had R2 values of zero. The national model produced a higher crossvalidated R2 (0.36) than those for the city-specific models. CONCLUSIONS: In general, the ordinary kriging models performed poorly for the seven major cities and the entire country of South Korea, but the model performance was better in the national model. To improve model performance, future studies should examine different prediction approaches that incorporate PM10 source characteristics.
Air Pollution
;
Busan
;
Cohort Studies
;
Korea
;
Particulate Matter*
;
Seoul
;
Spatial Analysis*
8.A Case of Small Bowel Intussusception Caused by Jejunal Hamartoma Confused as Hepatitis A in an Adult.
Joon HUR ; Gu Min CHO ; Young Ook EUM ; Ji Young PARK ; Mi Sung KIM ; Byung Seong KO ; Hyang Mi SHIN ; Seung Myoung SON
Yeungnam University Journal of Medicine 2012;29(2):110-112
Intussusception in adult is a rare disease and laparotomy is usually considered because of the probability of malignancy. Especially with obstruction symptom or sign, it might be needed emergency operation. This case was a simultaneous development of small bowel intussusception and acute hepatitis A. The patient had abdominal pain and vomiting. Intitial laboratory examination with elevated aminotransferase revealed that the diagnosis was acute hepatitis. As managing acute hepatitis, the abdominal pain was not improved and the patient had tenderness on periumbilical area on physical examination. A jejunal intussusception with a lead point was proved on the abdominal computed tomography scan. Fortunately, symptom of intussusception was relieved while nulli per os (NPO) and intravenous hydration. After recovery of acute hepatitis, laparotomy was done. The lead point was 2.5x3.0 cm sized hamartoma. This was the case that the symptom of intussusception was confused with that of acute hepatitis.
Abdominal Pain
;
Adult
;
Emergencies
;
Hamartoma
;
Hepatitis
;
Hepatitis A
;
Humans
;
Intussusception
;
Laparotomy
;
Physical Examination
;
Rare Diseases
;
Vomiting
9.Comparison between Conventional 4 L Polyethylene Glycol and Combination of 2 L Polyethylene Glycol and Sodium Phosphate Solution as Colonoscopy Preparation.
Jung Won LEE ; Nayoung KIM ; Byung Hyo CHA ; Byoung Hwan LEE ; Tae Jun HWANG ; Yu Jeong JEONG ; Tae Hyuck CHOI ; Hee Sup KIM ; Hyung Joon MYUNG ; Jangeon KIM ; Je Hyuck JANG ; Yeo Myeong KIM ; Jong Yeop KIM ; Sang Wook PARK ; Hyun Kyung PARK ; Seungchul SUH ; Pyoung Ju SEO ; Joon Chang SONG ; Cheol Min SHIN ; Young Ook EUM ; Jung Hee KWON ; Jin Joo KIM ; Byeong Jun SONG ; Young Soo PARK ; Dong Ho LEE
The Korean Journal of Gastroenterology 2010;56(5):299-306
BACKGROUND/AIMS: Effective bowel preparation is essential for accurate diagnosis of colon disease. We investigated efficacy and safety of 2 L polyethylene glycol (PEG) solution with 90 mL sodium phosphate (NaP) solution compared with 4 L PEG method. METHODS: Between August 2009 and April 2010, 526 patients were enrolled who visited Seoul National University Bundang Hospital for colonoscopy. We allocated 249 patients to PEG 4 L group and 277 patients to PEG 2 L with NaP 90 mL group. Detailed questionnaires were performed to investigate compliance, satisfaction and preference of each method. Bowel preparation quality and segmental quality were evaluated. Success was defined as cecal intubation time less than 20 minutes without any help of supervisors. RESULTS: Both groups revealed almost the same baseline characteristics except the experience of operation. PEG 4 L group's compliance was lower than PEG 2 L with NaP 90 mL group. Success rate and cecal intubation time was not different between two groups. Overall bowel preparation quality of PEG 2 L with NaP 90 mL group was better than PEG 4 L group. Segmental bowel preparation quality of PEG 2 L with NaP 90 mL group was also better than PEG 4 L group in all segments, especially right side colon. Occurrence of hyperphosphatemia was higher in PEG 2 L with NaP 90 mL group than PEG 4 L group. However, significant adverse event was not reported. CONCLUSIONS: PEG 2 L with NaP 90 mL method seems to be more effective bowel preparation than PEG 4 L method.
Administration, Oral
;
Adult
;
Aged
;
Colonic Diseases/diagnosis
;
Colonoscopy/*methods
;
Humans
;
Male
;
Middle Aged
;
Patient Compliance
;
Phosphates/*administration & dosage
;
Polyethylene Glycols/*administration & dosage
;
Questionnaires
;
Solutions
;
Therapeutic Irrigation
10.Differential regulation of inducible nitric oxide synthase and cyclooxygenase-2 expression by superoxide dismutase in lipopolysaccharide stimulated RAW 264.7 cells.
Ji Ae LEE ; Ha Yong SONG ; Sung Mi JU ; Su Jin LEE ; Hyung Joo KWON ; Won Sik EUM ; Sang Ho JANG ; Soo Young CHOI ; Jinseu PARK
Experimental & Molecular Medicine 2009;41(9):629-637
Inducible nitric oxide synthase (iNOS) and cyclooxygenase 2 (COX-2) have been known to be involved in various pathophysiological processes such as inflammation. This study was performed to determine the regulatory function of superoxide dismutase (SOD) on the LPS-induced expression of iNOS, and COX-2 in RAW 264.7 cells. When a cell-permeable SOD, Tat-SOD, was added to the culture medium of RAW 264.7 cells, it rapidly entered the cells in a dose-dependent manner. Treatment of RAW 264.7 cells with Tat-SOD led to decrease in LPS-induced ROS generation. Pretreatment with Tat-SOD significantly inhibited LPS-induced expression of iNOS and NO production but had no effect on the expression of COX-2 and PGE2 production in RAW 264.7 cells. Tat-SOD inhibited LPS-induced NF-kappaB DNA binding activity, IkappaBalpha degradation and activation of MAP kinases. These data suggest that SOD differentially regulate expression of iNOS and COX-2 in LPS-stimulated RAW 264.7 cells.
Animals
;
Cell Line
;
Cyclooxygenase 2/*genetics/metabolism
;
Cytokines/immunology
;
*Gene Expression Regulation
;
Lipopolysaccharides/immunology/metabolism
;
Mice
;
Mitogen-Activated Protein Kinase Kinases/metabolism
;
NF-kappa B/metabolism
;
Nitric Oxide/metabolism
;
Nitric Oxide Synthase Type II/*genetics/metabolism
;
Reactive Oxygen Species/metabolism
;
Superoxide Dismutase/*metabolism

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