1.Application of deep learning algorithm to detect COVID-19 pneumonia in chest X-ray
Se Bum JANG ; Han Sol CHUNG ; Sin-Yul PARK
Journal of the Korean Society of Emergency Medicine 2021;32(3):249-256
Objective:
This study evaluated the deep learning (DL) algorithm performance to detect lesions that suggest pneumonia in chest X-rays (CXR) of suspected coronavirus disease 2019 (COVID-19) patients.
Methods:
This retrospective study included consecutive patients who visited a screening clinic in Daegu, and were suspected to be afflicted with the COVID-19 during the COVID-19 epidemic. CXR were analyzed using the commercial artificial intelligence product that provides free online DL algorithms to the public for COVID-19. Computerized tomography was used as the standard reference. Performance of the DL algorithm was evaluated by the sensitivity and specificity, and results were compared to the CXR records of emergency physicians (EP) in charge of the actual screening triage clinic during the COVID-19 epidemic.
Results:
Totally, 114 patients were evaluated, of which 38 patients were positive for COVID-19. In 85 CXRs examined (36 COVID-19 and 49 non-COVID-19) with findings of pneumonia in computerized tomography, the DL algorithm showed significantly higher sensitivity as compared to the EP (DL, 98.8% [93.6%-99.9%] vs. EP, 85.9% [76.6%-92.5%]; P<0.01). Moreover, the DL algorithm showed significantly higher sensitivity for detecting CXRs with COVID-19 pneumonia, as compared to the EP (DL, 100.0% [90.3%-100%] vs. EP, 91.7% [77.5%-98.3%]; P=0.08).
Conclusion
We conclude that for examining the CXR of patients with suspected COVID-19, sensitivity of the DL algorithm is superior than the EP for detecting lesions suggesting pneumonia. Thus, the application of the DL algorithm is potentially useful in screening triage clinics to detect COVID-19 pneumonia.
2.Application of deep learning algorithm to detect COVID-19 pneumonia in chest X-ray
Se Bum JANG ; Han Sol CHUNG ; Sin-Yul PARK
Journal of the Korean Society of Emergency Medicine 2021;32(3):249-256
Objective:
This study evaluated the deep learning (DL) algorithm performance to detect lesions that suggest pneumonia in chest X-rays (CXR) of suspected coronavirus disease 2019 (COVID-19) patients.
Methods:
This retrospective study included consecutive patients who visited a screening clinic in Daegu, and were suspected to be afflicted with the COVID-19 during the COVID-19 epidemic. CXR were analyzed using the commercial artificial intelligence product that provides free online DL algorithms to the public for COVID-19. Computerized tomography was used as the standard reference. Performance of the DL algorithm was evaluated by the sensitivity and specificity, and results were compared to the CXR records of emergency physicians (EP) in charge of the actual screening triage clinic during the COVID-19 epidemic.
Results:
Totally, 114 patients were evaluated, of which 38 patients were positive for COVID-19. In 85 CXRs examined (36 COVID-19 and 49 non-COVID-19) with findings of pneumonia in computerized tomography, the DL algorithm showed significantly higher sensitivity as compared to the EP (DL, 98.8% [93.6%-99.9%] vs. EP, 85.9% [76.6%-92.5%]; P<0.01). Moreover, the DL algorithm showed significantly higher sensitivity for detecting CXRs with COVID-19 pneumonia, as compared to the EP (DL, 100.0% [90.3%-100%] vs. EP, 91.7% [77.5%-98.3%]; P=0.08).
Conclusion
We conclude that for examining the CXR of patients with suspected COVID-19, sensitivity of the DL algorithm is superior than the EP for detecting lesions suggesting pneumonia. Thus, the application of the DL algorithm is potentially useful in screening triage clinics to detect COVID-19 pneumonia.
3.Correlation Between the Severity of Diabetic Peripheral Polyneuropathy and Glycosylated Hemoglobin Levels: A Quantitative Study.
Won Jae LEE ; Sol JANG ; Seung Hwa LEE ; Hyun Seok LEE
Annals of Rehabilitation Medicine 2016;40(2):263-270
OBJECTIVE: To investigate risk factors for diabetic peripheral polyneuropathy and their correlation with the quantified severity of nerve dysfunction in patients with diabetes mellitus (DM). METHODS: A total of 187 diabetic patients with clinically suspected polyneuropathy (PN) were subclassified into 2 groups according to electrodiagnostic testing: a DM-PN group of 153 diabetic patients without electrophysiological abnormality and a DM+PN group of 34 diabetic patients with polyneuropathy. For all patients, age, sex, height, weight, duration of DM, and plasma glycosylated hemoglobin (HbA1c) level were comparatively investigated. A composite score was introduced to quantitatively analyze the results of the nerve conduction studies. Logistic regression analysis and multiple regression analysis were used to evaluate correlations between significant risk factors and severity of diabetic polyneuropathy. RESULTS: The DM+PN group showed a significantly higher HbA1c level and composite score, as compared with the DM-PN group. Increased HbA1c level and old age were significant predictive factors for polyneuropathy in diabetic patients (odds ratio=5.233 and 4.745, respectively). In the multiple linear regression model, HbA1c and age showed a significant positive association with composite score, in order (β=1.560 and 0.253, respectively). CONCLUSION: Increased HbA1c level indicative of a state of chronic hyperglycemia was a risk factor for polyneuropathy in diabetic patients and a quantitative measure of its severity.
Diabetes Mellitus
;
Diabetic Neuropathies
;
Electrodiagnosis
;
Hemoglobin A, Glycosylated*
;
Humans
;
Hyperglycemia
;
Linear Models
;
Logistic Models
;
Neural Conduction
;
Plasma
;
Polyneuropathies*
;
Risk Factors
4.Shoulder Disease Patterns of the Wheelchair Athletes of Table-Tennis and Archery: A Pilot Study.
Byung chun YOU ; Won Jae LEE ; Seung Hwa LEE ; Sol JANG ; Hyun Seok LEE
Annals of Rehabilitation Medicine 2016;40(4):702-709
OBJECTIVE: To investigate the shoulder disease patterns for the table-tennis (TT) and archery (AR) wheelchair athletes via ultrasonographic evaluations. METHODS: A total of 35 wheelchair athletes were enrolled, made up of groups of TT (n=19) and AR (n=16) athletes. They were all paraplegic patients and were investigated for their wheelchair usage duration, careers as sports players, weekly training times, the Wheelchair User's Shoulder Pain Index (WUSPI) scores and ultrasonographic evaluation. Shoulders were divided into playing arm of TT, non-playing arm of TT, bow-arm of AR, and draw arm of AR athletes. Shoulder diseases were classified into five entities of subscapularis tendinopathy, supraspinatus tendinopathy, infraspinatus tendinopathy, biceps long head tendinopathy, and subacromial-subdeltoid bursitis. The pattern of shoulder diseases were compared between the two groups using the Mann-Whitney and the chi-square tests RESULTS: WSUPI did not significantly correlate with age, wheelchair usage duration, career as players or weekly training times for all the wheelchair athletes. For the non-playing arm of TT athletes, there was a high percentage of subscapularis (45.5%) and supraspinatus (40.9%) tendinopathy. The percentage of subacromial-subdeltoid bursitis showed a tendency to be present in the playing arm of TT athletes (20.0%) compared with their non-playing arm (4.5%), even though this was not statistically significant. Biceps long head tendinopathy was the most common disease of the shoulder in the draw arm of AR athletes, and the difference was significant when compared to the non-playing arm of TT athletes (p<0.05). CONCLUSION: There was a high percentage of subscapularis and supraspinatus tendinopathy cases for the non-playing arm of TT wheelchair athletes, and a high percentage of biceps long head tendinopathy for the draw arm for the AR wheelchair athletes. Consideration of the biomechanical properties of each sport may be needed to tailor specific training for wheelchair athletes.
Arm
;
Athletes*
;
Bursitis
;
Head
;
Humans
;
Pilot Projects*
;
Shoulder Pain
;
Shoulder*
;
Sports
;
Tendinopathy
;
Ultrasonography
;
Wheelchairs*
5.Acute Aortic Dissection in a Patient with Pheochromocytoma.
Sol Jae LEE ; Ho Jun JANG ; Yong Hoon LEE ; Jung Eun LEE ; Yu Chang LEE
Korean Journal of Medicine 2017;92(3):286-290
Pheochromocytomas are neoplasms of the adrenal gland that are derived from chromaffin cells. One of the most important features of this tumor is that it can synthesize and release catecholamines such as norepinephrine and epinephrine. Due to this, arterial hypertension is one of the most common manifestations of the tumor. Although arterial hypertension is a substantial risk factor for aortic dissection, aortic dissection is actually a rare manifestation of pheochromocytoma. Here, we report a patient with pheochromocytoma who presented with acute type B aortic dissection.
Adrenal Glands
;
Catecholamines
;
Chromaffin Cells
;
Epinephrine
;
Humans
;
Hypertension
;
Norepinephrine
;
Pheochromocytoma*
;
Risk Factors
6.Lesion Characteristics of Chronic Dysphagia in Patients With Supratentorial Stroke.
Sol JANG ; Hea Eun YANG ; Hee Seung YANG ; Dae Hyun KIM
Annals of Rehabilitation Medicine 2017;41(2):225-230
OBJECTIVE: To analyze the relationship between brain lesion location and type of chronic dysphagia in patients with supratentorial stroke. METHODS: Data from 82 chronic stroke patients who underwent videofluoroscopic swallowing studies at >6 months after an initial stroke event were retrospectively analyzed. Delayed oral transit time, delayed pharyngeal transit time, and the presence of aspiration were extracted. A voxel-based lesion symptom mapping (VLSM) analysis was used to correlate types of dysphagia with specific brain lesions. RESULTS: VLSM identified several clusters of voxels that significantly correlated with type of dysphagia. Delayed oral transit time mainly correlated with lesions in the left inferior frontal lobe and precentral gyrus; delayed pharyngeal time mainly correlated with lesions in the right basal ganglia and corona radiate; and aspiration was mainly correlated with lesions in the putamen. CONCLUSION: Understanding the association between lesion location and dysphagia in chronic stroke patients is an important first step towards predicting permanent dysphagia after stroke. Improved understanding of the neural correlates of dysphagia will inform the utility of interventions for its treatment and prevention after stroke.
Basal Ganglia
;
Brain
;
Deglutition
;
Deglutition Disorders*
;
Frontal Lobe
;
Humans
;
Neuroimaging
;
Putamen
;
Retrospective Studies
;
Stroke*
7.A Case of Dermoid Cyst of the Nasal Septum.
Kyong Soo LEE ; Sol Kil OH ; Jang Yul BYUN ; Jae Yong LEE
Korean Journal of Otolaryngology - Head and Neck Surgery 2008;51(11):1057-1060
Nasal dermoid cysts are rare neoplasms, which are diagnosed frequently in childhood. These lesions are derived from both ectoderm and mesoderm, and have keratinizing epithelium with skin appendages. A fistula, pit, or mass is the common clinical presentation. The diagnosis is primarily based on the medical history, physical examination, clinical symptoms, and radiologic findings. Complete surgical excision is the treatment of choice. A 15-year-old boy presented with a fistula on the nasal vestibule, which existed from birth. Fistulography revealed a contrast-filling fistulous tract and cyst in the caudal portion of the nasal septum. The lesion was removed surgically and pathology confirmed the diagnosis of dermoid cyst. We report, with a review of the literature, a rare case of dermoid cyst that occurred from the nasal septum.
Adolescent
;
Dermoid Cyst
;
Ectoderm
;
Epithelium
;
Fistula
;
Humans
;
Keratins
;
Mesoderm
;
Nasal Septum
;
Parturition
;
Physical Examination
;
Skin
8.Aesthetic implant restoration with alveolar bone graft and digital method on maxillary central incisor: a case report
Han-Sol JANG ; Se-Wook PYO ; Sunjai KIM ; Jae-Seung CHANG
The Journal of Korean Academy of Prosthodontics 2022;60(2):168-174
In case of gingival recession or bone defect in maxillary anterior implant treatment, it is not easy to obtain satisfactory clinical results. In this case, loss of the labial alveolar plate was diagnosed in the maxillary right central incisor, so after tooth extraction, soft tissue was secured and implant placement with bone graft was planned. In addition, digital guide surgery was performed for the ideal implant position, and GBR (Guided Bone Regeneration) was accompanied with the xenogeneic bone and the autologous bone collected from the mandibular ramus since alveolar bone defects were extensive. After a sufficient period of osseointegration of the implant, a temporary prosthesis was fabricated through secondary stage surgery and impression taking, and through periodic external adjustment, the shape of soft tissue was improved. In the final prosthesis fabrication, a color tone of natural teeth was induced by an gold anodized customized abutment, and an aesthetic and functional zirconia prosthesis with reproducing the shape of the temporary prosthesis through intraoral scan was delivered.
10.Choroidal Metastasis from Colon Cancer Treated with Palliative Radiotherapy.
Sol Mi HUO ; Ho Jung AN ; Jong Eun LEE ; Sang Hoon EUM ; Min Young KIM ; Yu Na JANG ; Byoung Yong SHIM
Korean Journal of Medicine 2015;89(6):723-727
Choroidal metastasis from colorectal cancer is very rare and has not been reported before in Korea. We report a case of eye hyperemia and discomfort in a patient with advanced colon cancer. Orbit magnetic resonance imaging and positron emission tomography revealed an enhancing mass within the temporal side of the left orbit, suggestive of choroidal metastasis from the colorectal adenocarcinoma. The condition's rarity may be due to the long and distant pathway from the colon to the orbit. The presentation usually suggests extensive hematogeneous cancer dissemination and a poor prognosis. However, palliative radiotherapy may be an effective treatment for choroidal metastasis.
Adenocarcinoma
;
Choroid*
;
Colon*
;
Colonic Neoplasms*
;
Colorectal Neoplasms
;
Humans
;
Hyperemia
;
Korea
;
Magnetic Resonance Imaging
;
Neoplasm Metastasis*
;
Orbit
;
Positron-Emission Tomography
;
Prognosis
;
Radiotherapy*