1.Deep learning-based automatic segmentation of the mandibular canal on panoramic radiographs: A multi-device study
Moe Thu Zar AUNG ; Sang-Heon LIM ; Jiyong HAN ; Su YANG ; Ju-Hee KANG ; Jo-Eun KIM ; Kyung-Hoe HUH ; Won-Jin YI ; Min-Suk HEO ; Sam-Sun LEE
Imaging Science in Dentistry 2024;54(1):81-91
Purpose:
The objective of this study was to propose a deep-learning model for the detection of the mandibular canal on dental panoramic radiographs.
Materials and Methods:
A total of 2,100 panoramic radiographs (PANs) were collected from 3 different machines: RAYSCAN Alpha (n=700, PAN A), OP-100 (n=700, PAN B), and CS8100 (n=700, PAN C). Initially, an oral and maxillofacial radiologist coarsely annotated the mandibular canals. For deep learning analysis, convolutional neural networks (CNNs) utilizing U-Net architecture were employed for automated canal segmentation. Seven independent networks were trained using training sets representing all possible combinations of the 3 groups. These networks were then assessed using a hold-out test dataset.
Results:
Among the 7 networks evaluated, the network trained with all 3 available groups achieved an average precision of 90.6%, a recall of 87.4%, and a Dice similarity coefficient (DSC) of 88.9%. The 3 networks trained using each of the 3 possible 2-group combinations also demonstrated reliable performance for mandibular canal segmentation, as follows: 1) PAN A and B exhibited a mean DSC of 87.9%, 2) PAN A and C displayed a mean DSC of 87.8%, and 3) PAN B and C demonstrated a mean DSC of 88.4%.
Conclusion
This multi-device study indicated that the examined CNN-based deep learning approach can achieve excellent canal segmentation performance, with a DSC exceeding 88%. Furthermore, the study highlighted the importance of considering the characteristics of panoramic radiographs when developing a robust deep-learning network, rather than depending solely on the size of the dataset.
3.Long-term Outcomes of Surgeries for Retinal Detachment Secondary to Parasitic or Viral Infectious Retinitis
Hyunjean JUNG ; Junwon LEE ; Christopher Seungkyu LEE ; Min KIM ; Sung Soo KIM ; Suk Ho BYEON ; Jay Jiyong KWAK
Korean Journal of Ophthalmology 2024;38(3):236-248
Purpose:
This study sought to compare the long-term outcomes of surgeries for retinal detachment (RD) secondary to viral or parasitic infectious retinitis.
Methods:
A total of 47 eyes that received pars plana vitrectomy with or without scleral buckling due to RD secondary to polymerase chain reaction-proven viral (cytomegalovirus, varicella zoster virus, and herpes zoster virus) or parasitic (toxoplasma and toxocara) retinitis from October 1, 2006, to June 30, 2023, in a single medical center were retrospectively enrolled.
Results:
Mean follow-up period was 59.03 ± 55.24 months in viral retinitis and 34.80 ± 33.78 months in parasitic retinitis after primary reattachment surgery. During follow-up, nine eyes (24.3%) with viral retinitis and five eyes (50.0%) with parasitic retinitis developed retinal redetachment. Visual acuity success at final follow-up was achieved in 19 eyes (51.4%) with viral retinitis and six eyes (60.0%) with parasitic retinitis (p = 0.64). The incidence of retinal redetachment during the 1st postoperative year was significantly higher in parasitic retinitis compared with viral retinitis (crude incidence, 0.21 vs. 0.85; p = 0.02). Hazard ratio analysis adjusted for age and sex showed 4.58-fold (95% confidence interval, 1.22–17.27; p = 0.03) increased risk of retinal redetachment in parasitic retinitis compared with viral retinitis during the 1st postoperative year. Tamponade with silicone oil and preoperative diagnostic vitrectomy were associated with significantly decreased risk of retinal redetachment in patients with parasitic retinitis.
Conclusions
Compared with RD secondary to viral retinitis, RD secondary to parasitic retinitis showed higher incidence of retinal redetachment during the 1st postoperative year. Tamponade with silicone oil and preoperative diagnostic vitrectomy were associated with significantly decreased risk of retinal redetachment in patients with parasitic retinitis.
4.Ultrasonographic Findings in Breast Cancer Patient with Shoulder Pain after Mastectomy
Changhun LEE ; Kil-Byung LIM ; Jiyong KIM ; Yeorin KIM ; Jeehyun YOO
Clinical Pain 2023;22(2):115-121
Objective:
Shoulder pain is a common post-mastectomy complication. This research aims to evaluate the role of shoulder structure changes in developing shoulder pain in post-mastectomy patients and determine ultrasonographic findings.
Methods:
Medical records of post-mastectomy patients with ipsilateral shoulder pain were reviewed. Ultrasonographic findings, visual analogue scale (VAS), Shoulder Pain and Disability Index (SPADI), age, body mass index, time from mastectomy, operation type, lymph node dissection type, presence of lymphedema, and radiation therapy were checked.
Results:
Of 40 patients, rotator cuff tear, subacromial-subdeltoid bursitis, calcific tendinitis, biceps brachii tendon sheath fluid accumulation, and tendinopathy were seen in ultrasonography. Age was statistically higher in the rotator cuff tear group than non-rotator cuff tear group. Time from mastectomy, VAS, and SPADI were statistically correlated with biceps brachii sheath fluid accumulation. Shoulders with tendinopathy developed pain shortly after surgery. VAS and SPADI were statistically correlated with presence of subscapularis or supraspinatus tendinopathy. Nine of thirteen patients (69.2%) with subscapularis tendinopathy had post-mastectomy lymphedema. Only two of fifteen (18.2%) patients with supraspinatus tendinopathy had a history of radiation therapy.
Conclusion
Shoulder pain and rotator cuff tendinopathy may occur soon after surgery; therefore, shoulder range of motion exercises and muscle strengthening exercises are necessary in the early days after surgery. Elderly patients have a risk of rotator cuff tear, which physicians should pay more attention to. Even though there is no history of lymphedema and radiation therapy, shoulder lesions may occur. Therefore, prevention of shoulder pain in all patients after breast cancer surgery is needed.
5.Epidemiology of Spinal Cord Injury: Changes to Its Cause Amid Aging Population, a Single Center Study
Ha Seong KIM ; Kil-Byung LIM ; Jiyong KIM ; Joongmo KANG ; Hojin LEE ; Sang Wan LEE ; Jeehyun YOO
Annals of Rehabilitation Medicine 2021;45(1):7-15
Objective:
To investigate the epidemiologic and demographic characteristics of patients with spinal cord injury (SCI) who were admitted to a department of rehabilitation of a university hospital.
Methods:
This was a descriptive cross-sectional study. Medical records including sex, age at injury, type of disability, traumatic or non-traumatic etiology and presence of ossification of posterior longitudinal ligament (OPLL) of patients with SCI who were admitted to the department of rehabilitation between 2012 and 2018 were reviewed.
Results:
Of the 221 cases of SCI, 161 were traumatic and 60 were non-traumatic. The mean age at injury was 52.8 years. People aged 40–49 years showed highest proportion among overall SCI patients (19.0%). The proportion of male patients was higher in traumatic SCI at 4.96:1 than in non-traumatic SCI at 1.30:1. The most common cause of traumatic SCI was falling off (37.3%), followed by motor vehicle crash (35.4%) and tripping over (19.3%). Meanwhile, the most common cause of non-traumatic SCI was neoplasm (35.0%). Tripping over was the leading cause of traumatic SCI in patients aged ≥60 years (42.6%). A high proportion of traumatic SCI patients were found to have underlying OPLL (26.1%), particularly those who were injured by tripping over (64.5%).
Conclusion
The mean age of SCI patients was higher than that of previous studies. Falls was the single most common cause of traumatic SCI, and tripping over was the most common cause of injury in the elderly patients. OPLL was prevalent in patients who were injured from tripping over.
6.Sick Sinus Syndrome Combined with Wallenberg Syndrome: a Case Report
Sang Wan LEE ; Hojin LEE ; Jeehyun YOO ; Jiyong KIM ; Kil-Byung LIM
Brain & Neurorehabilitation 2021;14(3):e27-
Cardiac arrhythmia is a rare manifestation of the Wallenberg syndrome; lesions are located in the brainstem, especially the lower medulla, which regulates sympathetic and parasympathetic activity. A 55-year-old man was admitted to the university hospital with symptoms including ataxia, left ptosis, decreased sensation of pain and temperature on the right side, left facial numbness, and dizziness. Brain magnetic resonance imaging revealed an infarction in the left dorsolateral medulla. Therefore, he was diagnosed with Wallenberg syndrome. While he underwent conservative treatment for Wallenberg syndrome, he experienced several events of self-limiting heart pounding, which required an evaluation of cardiac function. The 24-hour Holter monitor showed an increased RR interval with bradycardia and prolonged sinus pause. As a result, the diagnosis of sick sinus syndrome combined with Wallenberg syndrome was made. Sick sinus syndrome is a rare cardiac complication of the Wallenberg syndrome, and clinicians could overlook it when the initial electrocardiography shows a normal sinus rhythm. Sick sinus syndrome can cause sudden death without appropriate medical intervention. Therefore, clinicians should consider further evaluation, including a 24-hour Holter monitor, to check for the potential presence of sick sinus syndrome in the acute phase of Wallenberg syndrome.
7.Impact of Visceral Obesity on the Risk of Incident Metabolic Syndrome in Metabolically Healthy Normal Weight and Overweight Groups: A Longitudinal Cohort Study in Korea
Yoon Hye LEE ; Jiyong PARK ; Seran MIN ; Oklim KANG ; Hyuktae KWON ; Seung-Won OH
Korean Journal of Family Medicine 2020;41(4):229-236
Background:
Although both obesity, measured by body mass index, and visceral obesity are known to be major risk factors of metabolic syndrome and its components, there have been debates on the relative contribution of general obesity and visceral obesity to the development of metabolic syndrome.
Methods:
We performed a large longitudinal cohort study of 3,093 subjects (age range, 18–65 years) who were metabolically healthy and had a normal weight who received health screenings over a 3-year follow-up period. Cox proportional hazards models were used to estimate the adjusted hazard ratios (HRs) and 95% confidence intervals (CI) for incident metabolic syndrome and its components per sex-specific 1-standard deviation (SD) increase in visceral adipose tissue (VAT) and body mass index.
Results:
Both obesity and visceral obesity increased the risk of incident metabolic syndrome, but when HR was compared per sex-specific 1-SD, visceral obesity appeared to confer more risk than simple obesity. The HR for 1-SD of body mass index was 1.19 (95% CI, 1.07–1.32; P=0.001) in men and 1.29 (95% CI, 1.10–1.52; P=0.002) in women, while the HR for 1-SD of VAT was 1.29 (95% CI, 1.15–1.44; P<0.001) in men and 1.50 (95% CI, 1.28–1.75; P<0.001) in women.
Conclusion
Visceral obesity and obesity were longitudinally associated with an increased risk of incident metabolic syndrome among metabolically healthy adults, and visceral fat accumulation appears to be better predictor of metabolic syndrome.
8.Clinical Usefulness of the Korean Developmental Screening Test (K-DST) for Developmental Delays
Chul Hoon JANG ; Seong Woo KIM ; Ha Ra JEON ; Da Wa JUNG ; Han Eol CHO ; Jiyong KIM ; Jang Woo LEE
Annals of Rehabilitation Medicine 2019;43(4):490-496
OBJECTIVE: To evaluate the clinical usefulness of the Korean Developmental Screening Test (K-DST) via comparison with Korean Ages and Stages Questionnaire (K-ASQ) for the diagnosis of developmental delay in pediatric patients. METHODS: The K-DST and K-ASQ were used to screen pediatric patients who visited the hospital for evaluation and diagnosis of delayed development. Korean Bayley Scales of Infant Development-II (K-BSID-II) or Korean Wechsler Preschool and Primary Scale of Intelligence III (K-WPPSI-III) were used for the standardized assessment. Moreover, the final clinical diagnosis was confirmed by three expert physicians (rehabilitation doctor, psychiatrist, and neurologist). The sensitivity and specificity of each screening tool for the final diagnosis were investigated and correlated with standardized assessments. RESULTS: A total of 145 pediatric consultations were conducted, which included 123 developmental disorders (40 autism spectrum disorders, 46 global developmental delay/intellectual disability, and 37 developmental language disorders) and another 22 that were not associated with any such disorders. The sensitivity and specificity of K-DST based on the final clinical diagnosis were 82.9% and 90.9%, respectively, which were not significantly different from that of K-ASQ (83.7% and 77.3%). Both K-DST and K-ASQ showed good correlation with K-BSID-II and K-WPPSI-III. No significant difference was found between the K-DST and K-ASQ measures. CONCLUSION: K-DST is an excellent screening tool and is expected to replace K-ASQ with high validity.
Autism Spectrum Disorder
;
Communication Disorders
;
Developmental Disabilities
;
Diagnosis
;
Humans
;
Infant
;
Intellectual Disability
;
Intelligence
;
Mass Screening
;
Motor Skills Disorders
;
Psychiatry
;
Referral and Consultation
;
Sensitivity and Specificity
;
Weights and Measures
9.Femoral Neuropathy Secondary to Autosomal Dominant Polycystic Kidney Disease: A Case Report.
Jeehyun YOO ; Kil Byung LIM ; Hong Jae LEE ; Jiyong KIM ; Eun Cheol YOU ; Joongmo KANG
Annals of Rehabilitation Medicine 2018;42(3):488-493
Compressive femoral neuropathy is a disabling condition accompanied by difficulty in hip flexion and knee extension. It may result from retroperitoneal hematoma or bleeding, or from complications associated with pelvic, hip surgery, and renal transplants. A 55-year-old female with autosomal dominant polycystic kidney disease presented with proximal muscle weakness in lower extremities. The patient experienced recurrent renal cyst infection, with aggravated weakness during each event. Electromyography and nerve conduction study revealed bilateral femoral neuropathy. Computed tomography and magnetic resonance images were added to further identify the cause. As a result, a diagnosis of femoral neuropathy caused by enlarged polycystic kidney was made. Cyst infection was managed with antibiotics. Renal function was maintained by frequent regular hemodialysis. While avoiding activities that may increase abdominal pressure, rehabilitation exercises were provided. Motor strength in hip flexion and knee extension improved, and was confirmed via electrodiagnostic studies.
Anti-Bacterial Agents
;
Diagnosis
;
Electromyography
;
Exercise
;
Female
;
Femoral Neuropathy*
;
Hematoma
;
Hemorrhage
;
Hip
;
Humans
;
Knee
;
Lower Extremity
;
Middle Aged
;
Muscle Weakness
;
Neural Conduction
;
Polycystic Kidney Diseases
;
Polycystic Kidney, Autosomal Dominant*
;
Rehabilitation
;
Renal Dialysis
10.Long Term Effect of Custom-Molded Foot Orthoses on Foot Pain and Balance in Children with Symptomatic Flexible Flat Feet
Hong Jae LEE ; Kil Byung LIM ; Jeehyun YOO ; Jiyong KIM ; Joongmo KANG ; Hojin LEE ; Tae Ho JEONG
Clinical Pain 2018;17(2):81-90
OBJECTIVE: To evaluate the long termeffect of custom-molded foot orthoses on foot pain and balance ability in children with symptomatic flexible flat feet after 1 year.METHOD: A total of 35 children over 6 year-old with flexible flat feet and foot pain for at least 6 months were recruited. Individual custom-molded rigid foot orthoses fabricated with the inverted orthotic technique was prescribed. Pain related parameters (pain sites, degree, and frequency) were obtained through questionnaires. Pain assessment was performed prior to application of the foot orthoses, and 1, 3, 6, 12 months after applying the orthoses. Balance ability was tested by computerized posturography. Such measures were evaluated prior to, 3 months, and 12 months after applying the foot orthoses. Additionally, the difference inbalance ability between barefoot and withfoot orthosesat 12 months was assessed to estimate carryover effect.RESULTS: 17 out of 35 children completed the study. Significant improvements were noted upto 12 months in pain parameters and balance ability. The carry over effect of the orthoses was confirmed.CONCLUSION: There were significant improvements offoot pain and balance ability in children with symptomatic flexible flat foot after wearing foot orthoses fabricated with the inverted orthotic technique over 1year period.
Child
;
Flatfoot
;
Foot Orthoses
;
Foot
;
Humans
;
Methods
;
Orthotic Devices
;
Pain Measurement
;
Pediatrics
;
Postural Balance

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