1.Temporomandibular Joint Segmentation Using Deep Learning for Automated Three-Dimensional Reconstruction
Young-Tae CHOI ; Ho-Jun SONG ; Jae-Seo LEE ; Yeong-Gwan IM
Journal of Oral Medicine and Pain 2024;49(4):109-117
Purpose:
Cone beam computed tomography (CBCT) is widely used to evaluate the temporomandibular joint (TMJ). For the three-dimensional (3D) assessment of the TMJ, segmentation of the mandibular condyle and articular fossa is essential. This study aimed to perform deep learning-based 3D segmentation of the mandibular condyle on CBCT images and evaluate the performance of the segmentation.
Methods:
CBCT scan data from 99 patients (mean age: 53.3±19.2 years) diagnosed with TMJ disorders were analyzed. From the CBCT images, sagittal, coronal, and axial planes showing the mandibular condyle were selected and combined to form two-dimensional (2D) images. The U-Net deep learning model was used to exclusively segment the mandibular condyle area from the 2D images. From these results, 3D images of the mandibular condyle were reconstructed. Accuracy, precision, recall, and the Dice coefficient were calculated to appraise segmentation performance in each plane.
Results:
The average Dice coefficient was 0.92 for the coronal and axial planes and 0.82 for the sagittal plane. The CBCT image-based segmentation performance of the mandibular condyle in the coronal and axial planes exceeded that in the sagittal plane. The sharpness and uniformity of the 2D images affected segmentation performance, with segmentation errors more likely occurring in non-uniform images. Certain segmentation errors were corrected through software processing. Finally, the segmented mandibular condyle images were applied to the CBCT data to reconstruct a 3D TMJ model.
Conclusions
Mandibular condyle 3D segmentation on CBCT images using U-Net may help evaluate and diagnose TMJ disorders. The proposed segmentation method may assist clinicians in efficiently analyzing CBCT images, particularly in cases involving anatomical abnormalities.
2.Predictors of Progression of Tricuspid Regurgitation in Patients with Persistent Atrial Fibrillation
Jiyeon SONG ; Jae Yeong CHO ; Kye Hun KIM ; Ga Hui CHOI ; Nuri LEE ; Hyung Yoon KIM ; Hyukjin PARK ; Hyun Ju YOON ; Ju Han KIM ; Youngkeun AHN ; Myung Ho JEONG ; Jeong Gwan CHO
Chonnam Medical Journal 2023;59(1):70-75
Previous studies have shown that tricuspid regurgitation (TR) can be developed in patients with atrial fibrillation (AF) due to annular dilatation. This study aimed to investigate the incidence and predictors of the progression of TR in patients with persistent AF. A total of 397 patients (66.9±11.4 years, 247 men; 62.2%) with persistent AF were enrolled between 2006 and 2016 in a tertiary hospital, and 287 eligible patients with follow-up echocardiography were analyzed. They were divided into two groups according to TR progression (progression group [n=68, 70.1±10.7 years, 48.5% men] vs. non-progression group [n=219, 66.0±11.3 years, 64.8% men]). Among 287 patients in the analysis, 68 had worsening TR severity (23.7%). Patients in the TR progression group were older and more likely to be female. Patients with left ventricular ejection fraction <50% were less frequent in the progression group than those in the non-progression group (7.4% vs. 19.6%, p=0.018). Patients with mitral valve disease were more frequent in the progression group. Multivariate analysis with COX regression demonstrated independent predictors of TR progression, including left atrial (LA) diameter >54 mm (HR 4.85, 95%CI 2.23-10.57, p<0.001), E/e’ (HR 1.05, 95%CI 1.01-1.10, p=0.027), and no use of antiarrhythmic agents (HR 2.20, 95%CI 1.03-4.72, p=0.041). In patients with persistent AF, worsening TR was not uncommon. The independent predictors of TR progression turned out to be greater LA diameter, higher E/e’, and no use of antiarrhythmic agents.
3.Operation and Management of Seoul Metropolitan City Community Treatment Center for Mild Condition COVID-19 Patients
Sun Young LEE ; Kyoung Jun SONG ; Chun Soo LIM ; Byeong Gwan KIM ; Young Jun CHAI ; Jung-Kyu LEE ; Su Hwan KIM ; Hyouk Jae LIM
Journal of Korean Medical Science 2020;35(40):e367-
Background:
In response to the disaster of coronavirus disease 2019 (COVID-19) pandemic, Seoul Metropolitan Government (SMG) established a patient facility for mild condition patients other than hospital. This study was conducted to investigate the operation and necessary resources of a community treatment center (CTC) operated in Seoul, a metropolitan city with a population of 10 million.
Methods:
To respond COVID-19 epidemic, the SMG designated 5 municipal hospitals as dedicated COVID-19 hospitals and implemented one CTC cooperated with the Boramae Municipal Hospital for COVID-19 patients in Seoul. As a retrospective cross-sectional observational study, retrospective medical records review was conducted for patients admitted to the Seoul CTC. The admission and discharge route of CTC patients were investigated. The patient characteristics were compared according to route of discharge whether the patient was discharged to home or transferred to hospital. To report the operation of CTC, the daily mean number of tests (reverse transcription polymerase chain reaction and chest X-ray) and consultations by medical staffs were calculated per week. The list of frequent used medications and who used medication most frequently were investigated.
Results:
Until May 27 when the Seoul CTC was closed, 26.5% (n = 213) of total 803 COVID-19 patients in Seoul were admitted to the CTC. It was 35.7% (n = 213) of 597 newly diagnosed patients in Seoul during the 11 weeks of operation. The median length of stay was 21 days (interquartile range, 12–29 days). A total of 191 patients (89.7%) were discharged to home after virologic remission and 22 (10.3%) were transferred to hospital for further treatment.Fifty percent of transferred patients were within a week since CTC admission. Daily 2.5–3.6consultations by doctors or nurses and 0.4–0.9 tests were provided to one patient. The most frequently prescribed medication was symptomatic medication for COVID-19 (cough/ sputum and rhinorrhea). The next ranking was psychiatric medication for sleep problem and depression/anxiety, which was prescribed more than digestive drug.
Conclusion
In the time of an infectious disease disaster, a metropolitan city can operate a temporary patient facility such as CTC to make a surge capacity and appropriately allocate scarce medical resource.
4.Development of a multi-channel NIRS-USG hybrid imaging system for detecting prostate cancer and improving the accuracy of imaging-based diagnosis: a phantom study
Heejin BAE ; Seung seob KIM ; Seungsoo LEE ; Hyuna SONG ; Songhyun LEE ; Dalkwon KOH ; Jae Gwan KIM ; Dae Chul JUNG
Ultrasonography 2019;38(2):143-148
PURPOSE: This study aimed to develop a multi-channel near-infrared spectroscopy (NIRS) and ultrasonography (USG) fusion imaging system for imaging prostate cancer and to verify its diagnostic capability by applying the hybrid imaging system to a prostate cancer phantom. METHODS: A multi-channel NIRS system using the near-infrared 785-nm wavelength with 12 channels and four detectors was developed. After arranging the optical fibers around a USG transducer, we performed NIRS imaging and grayscale USG imaging simultaneously. Fusion imaging was obtained by processing incoming signals and the spatial reconstruction of NIRS, which corresponded with grayscale USG acquired at the same time. The NIRS-USG hybrid system was applied to a silicone-based optical phantom of the prostate gland containing prostate cancer to verify its diagnostic capability qualitatively. RESULTS: The NIRS-USG hybrid imaging system for prostate cancer imaging simultaneously provided anatomical and optical information with 2-dimensional registration. The hybrid imaging system showed more NIR attenuation over the prostate cancer model than over the model of normal prostate tissue. Its diagnostic capability to discriminate a focal area mimicking the optical properties of prostate cancer from the surrounding background mimicking the optical properties of normal prostate tissue was verified by applying the hybrid system to a silicone-based optical phantom of prostate cancer. CONCLUSION: This study successfully demonstrated that the NIRS-USG hybrid system may serve as a new imaging method for improving the diagnostic accuracy of prostate cancer, with potential utility for future clinical applications.
Diagnosis
;
Methods
;
Optical Fibers
;
Prostate
;
Prostatic Neoplasms
;
Spectroscopy, Near-Infrared
;
Transducers
;
Ultrasonography
5.Factors and Their Correlation with Injury Severity of Elderly Pedestrian Traffic Accidents
Tae gyu HYUN ; Seok Ran YEOM ; Sung Wook PARK ; Deasup LEE ; Hyung bin KIM ; Il Jae WANG ; Byung Gwan BAE ; Min keun SONG ; Youngmo CHO
Journal of the Korean Society of Traumatology 2019;32(3):143-149
PURPOSE:
No previous study has assessed elderly pedestrian traffic accidents based on a nationwide database. This study aimed to help primary physicians who examine patients in emergency departments to determine and make prompt and accurate treatment decisions.
METHODS:
This study used data from the Emergency Department-based Injury Indepth Surveillance from 2013 to 2017, managed by the Korea Centers for Disease Control and Prevention. Pedestrians aged ≥65 years were included, and using multivariate logistic regression multiple factors were analyzed to determine their relationship with injury severity.
RESULTS:
Of 227,695 subjects, 6,498 were included, of whom 2,065 (31.8%) were severely injured. There were more female than male patients in all severity groups. Most accidents occurred in the afternoon and on general roads. In the multivariate analysis, the odds ratio (OR) of injury severity for male pedestrians was 1.165 (95% confidence interval: 1.034–1.313, p=0.012). Older age of patients and the use of ambulances were associated with greater injury severity. The accident time affected the degree of injury severity; i.e., compared to dawn, injury severity increased in the morning (OR: 1.246, p=0.047) and decreased at night (OR: 0.678, p<0.001). A significant difference was noted in the correlation between the type of vehicle causing the accident and the accident severity; i.e., motorcycle accidents had lower severity than bicycle accidents (OR: 0.582, p=0.047).
CONCLUSIONS
Injury severity was correlated with sex, age, transportation to the ED, TA onset time, and type of vehicle. The study results suggest that injury severity may be positively reflected in initial assessments and overall integrated treatments by physicians and in the related policies.
6.Clinical Outcomes of Standard Triple Therapy Plus Probiotics or Concomitant Therapy for Helicobacter pylori Infection.
Jae Hyun JUNG ; In Kuk CHO ; Chang Hee LEE ; Gwan Gyu SONG ; Ji Hyun LIM
Gut and Liver 2018;12(2):165-172
BACKGROUND/AIMS: The efficacy of standard triple therapy (STT) in treating Helicobacter pylori infection has decreased. Many investigators have attempted to increase the eradication rate. We investigated the outcomes of concomitant therapy (CT) and STT combined with probiotics (STP) as a first-line treatment for H. pylori infection. METHODS: We reviewed the medical records of 361 patients who received either STP (n=286) or CT (n=75). The STP group received STT combined with a probiotic preparation for 1 week. The CT group received STT and metronidazole for 1 week. RESULTS: The intention-to-treat and per-protocol eradication rates were 83.6% (95% confidence interval [CI], 79.0 to 87.7) and 87.1% (95% CI, 81.2 to 89.7) in the STP group and 86.7% (95% CI, 78.7 to 93.3) and 91.4% (95% CI, 83.6 to 97.1) in the CT group (p=0.512 and p=0.324), respectively. The frequency of adverse effects was higher in the CT group (28.2%) than in the STP group (12.8%) (p=0.002). CONCLUSIONS: STP and CT are encouragingly efficacious as first-line treatments for H. pylori infection. Therefore, adding probiotics to STT may be a feasible option to avoid side effects.
Helicobacter pylori*
;
Helicobacter*
;
Humans
;
Medical Records
;
Metronidazole
;
Probiotics*
;
Research Personnel
7.Productivity Loss of Rheumatoid Arthritis Patients according to the Their Stages of the Disease Activity Score.
Sang Cheol BAE ; Jin Hye CHA ; Jung Yoon CHOE ; Sung Jae CHOI ; Soo Kyung CHO ; Won Tae CHUNG ; Chung Il JOUNG ; Young Ok JUNG ; Young Mo KANG ; Dong Wook KIM ; Jinseok KIM ; Young Joo KIM ; Choong Ki LEE ; Hye Soon LEE ; Jisoo LEE ; Sang Heon LEE ; Sang Hoon LEE ; Shin Seok LEE ; Yeon Ah LEE ; Seong Su NAH ; Seung Cheol SHIM ; Gwan Gyu SONG ; Chang Hee SUH ; Soyoung WON ; Wan Hee YOO ; Bo Young YOON
Journal of Rheumatic Diseases 2018;25(2):122-130
OBJECTIVE: Productivity loss was compared by 3-stage of disease activity and associations between higher disease activity and high productivity loss were identified. METHODS: Data were extracted from Rheumatoid Arthritis (RA) Patient-reported Outcomes Research, which enrolled 2,000 RA patients (>20-year) on disease-modifying-antirheumatic-drugs (DMARDs) (≥6-month) from December 2012 to June 2013. This included 1,457 RA patients with the disease activity score (DAS-28-ESR) in their medical charts. Productivity loss in time and indirect cost was estimated using The World Health Organization Health and Work Performance Questionnaire (HPQ). Baseline characteristics and productivity loss outcomes were compared according to DAS-28-ESR groups. RESULTS: 84.4% were females, 54.2% had low DAS-28-ESR ( < 3.2), and 38.2% and 7.6% had moderate (3.2∼5.1) and high DAS-28-ESR (>5.1). Patients with moderate to high DAS-28-ESR had higher lost productivity time (LPT) and monthly costs of LPT than those with low DAS-28-ESR (time in hours: 110.0±58.4 vs. 132.4±57.2 vs. 71.5±52.0, p < 0.0001; monthly costs of LPT in 1,000 Korean won: 1,097±607 vs. 1,302±554 vs. 741±531, p < 0.0001). Multiple regression analyses revealed significant associations with high LPT in high (adjusted odds ratio [OR]=3.87, 95% confidence interval [CI]: 2.18∼6.87) and moderate DAS-28-ESR (adjusted OR=1.88, 95% CI: 1.41∼2.52) compared to low DAS-28-ESR. In addition, positive associations with high monthly costs of LPT were observed in high (adjusted OR=3.45, 95% CI: 1.98∼5.99) and moderate DAS-28-ESR (adjusted OR=1.93, 95% CI: 1.43∼2.54) compared to low DAS-28-ESR. CONCLUSION: Timely therapeutic strategies should be taken into consideration given that the RA patients with moderate to high DAS-28-ESR showed strong associations with high productivity loss for effective management of RA.
Arthritis, Rheumatoid*
;
Efficiency*
;
Female
;
Humans
;
Odds Ratio
;
Outcome Assessment (Health Care)
;
Work Performance
;
World Health Organization
8.Metabolic syndrome: prevalence and risk factors in Korean gout patients.
Jae Hyun JUNG ; Gwan Gyu SONG ; Jong Dae JI ; Young Ho LEE ; Jae Hoon KIM ; Young Ho SEO ; Sung Jae CHOI
The Korean Journal of Internal Medicine 2018;33(4):815-822
BACKGROUND/AIMS: We performed this study to investigate associations between metabolic syndrome, chronic kidney disease (CKD), and gout. METHODS: We reviewed the medical records of 151 patients with gout at the Department of Rheumatology in Korea University Ansan Hospital. The following measures were examined: waist circumference, blood pressure, alcohol consumption, and levels of triglyceride, high density lipoprotein cholesterol, fasting serum glucose, serum uric acid (SUA), creatinine, insulin, and C-peptide. We assessed metabolic syndrome by the homeostasis model assessment of insulin resistance (HOMA-IR) index and renal function by the Modification of Diet in Renal Disease equation; patients were classified according to World Health Organization Asia-Pacific obesity criteria. RESULTS: The prevalence of metabolic syndrome in gout patients (50.8%) was higher than in non-gout patients. The mean SUA level was significantly higher in gout patients with metabolic syndrome (9.13 ± 3.15 mg/dL) than in gout patients without metabolic syndrome (8.14 ± 2.07 mg/dL). The mean SUA level was also significantly higher in patients with gout and CKD (9.55 ± 2.86 mg/dL) than in patients with gout but no CKD (7.74 ± 2.27 mg/dL). In gout patients, HOMA-IR was positively correlated with waist circumference (r = 0.409, p = 0.001). CONCLUSIONS: The prevalence of metabolic syndrome in patients with gout was 50.8%, which is higher than the prevalence in the general Korean population. Hyperuricemia in gout patients was correlated with metabolic syndrome and CKD. Insulin resistance may provide clues to better understand the relationship between metabolic syndrome, CKD, and gout.
Alcohol Drinking
;
Blood Glucose
;
Blood Pressure
;
C-Peptide
;
Cholesterol, HDL
;
Creatinine
;
Diet
;
Fasting
;
Gout*
;
Gyeonggi-do
;
Homeostasis
;
Humans
;
Hyperuricemia
;
Insulin
;
Insulin Resistance
;
Korea
;
Medical Records
;
Obesity
;
Obesity, Abdominal
;
Prevalence*
;
Renal Insufficiency, Chronic
;
Rheumatology
;
Risk Factors*
;
Triglycerides
;
Uric Acid
;
Waist Circumference
;
World Health Organization
9.A comparison between the right side and the left side of head skin in a patient who received more than 450 sessions of left stellate ganglion block: A case report.
Sung Man HONG ; Byeong Chul PARK ; Jae Gyok SONG ; Gwan Woo LEE
Anesthesia and Pain Medicine 2017;12(4):371-374
Stellate ganglion block (SGB) is an effective method that is used by pain clinicians to treat patients who have pain in the head, neck and arm area. SGB acts mainly by increasing regional blood flow via peripheral vasodilation and decreasing pain sensation by reducing the afferent sensory signals of the sympathetic nervous system in the region. This patient had received more than 450 sessions of left SGB continually for the past 6 years to relieve her left-sided facial pain caused by facial trauma. Out of our curiosity, we tried to obtain some objective dermatological measurements like skin elasticity, water content, and hair follicle density on her scalp and we found that the values were different between the left side of her face and the right side of her face. Here, we report the results and we want pain clinicians to know that repeated SGBs may improve skin elasticity, water content in the skin, and increase the number of hair follicles on the scalp.
Arm
;
Elasticity
;
Exploratory Behavior
;
Facial Pain
;
Hair Follicle
;
Head*
;
Humans
;
Methods
;
Neck
;
Regional Blood Flow
;
Scalp
;
Sensation
;
Skin*
;
Stellate Ganglion*
;
Sympathetic Nervous System
;
Vasodilation
;
Water
10.A comparison between the right side and the left side of head skin in a patient who received more than 450 sessions of left stellate ganglion block: A case report.
Sung Man HONG ; Byeong Chul PARK ; Jae Gyok SONG ; Gwan Woo LEE
Anesthesia and Pain Medicine 2017;12(4):371-374
Stellate ganglion block (SGB) is an effective method that is used by pain clinicians to treat patients who have pain in the head, neck and arm area. SGB acts mainly by increasing regional blood flow via peripheral vasodilation and decreasing pain sensation by reducing the afferent sensory signals of the sympathetic nervous system in the region. This patient had received more than 450 sessions of left SGB continually for the past 6 years to relieve her left-sided facial pain caused by facial trauma. Out of our curiosity, we tried to obtain some objective dermatological measurements like skin elasticity, water content, and hair follicle density on her scalp and we found that the values were different between the left side of her face and the right side of her face. Here, we report the results and we want pain clinicians to know that repeated SGBs may improve skin elasticity, water content in the skin, and increase the number of hair follicles on the scalp.
Arm
;
Elasticity
;
Exploratory Behavior
;
Facial Pain
;
Hair Follicle
;
Head*
;
Humans
;
Methods
;
Neck
;
Regional Blood Flow
;
Scalp
;
Sensation
;
Skin*
;
Stellate Ganglion*
;
Sympathetic Nervous System
;
Vasodilation
;
Water

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