• Title/Summary/Keyword: 흉부엑스선

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Analysis Study on the Detection and Classification of COVID-19 in Chest X-ray Images using Artificial Intelligence (인공지능을 활용한 흉부 엑스선 영상의 코로나19 검출 및 분류에 대한 분석 연구)

  • Yoon, Myeong-Seong;Kwon, Chae-Rim;Kim, Sung-Min;Kim, Su-In;Jo, Sung-Jun;Choi, Yu-Chan;Kim, Sang-Hyun
    • Journal of the Korean Society of Radiology
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    • v.16 no.5
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    • pp.661-672
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    • 2022
  • After the outbreak of the SARS-CoV2 virus that causes COVID-19, it spreads around the world with the number of infections and deaths rising rapidly caused a shortage of medical resources. As a way to solve this problem, chest X-ray diagnosis using Artificial Intelligence(AI) received attention as a primary diagnostic method. The purpose of this study is to comprehensively analyze the detection of COVID-19 via AI. To achieve this purpose, 292 studies were collected through a series of Classification methods. Based on these data, performance measurement information including Accuracy, Precision, Area Under Cover(AUC), Sensitivity, Specificity, F1-score, Recall, K-fold, Architecture and Class were analyzed. As a result, the average Accuracy, Precision, AUC, Sensitivity and Specificity were achieved as 95.2%, 94.81%, 94.01%, 93.5%, and 93.92%, respectively. Although the performance measurement information on a year-on-year basis gradually increased, furthermore, we conducted a study on the rate of change according to the number of Class and image data, the ratio of use of Architecture and about the K-fold. Currently, diagnosis of COVID-19 using AI has several problems to be used independently, however, it is expected that it will be sufficient to be used as a doctor's assistant.

Clinical Experience on Mycobacterial Diseases Other Than tuberculosis (비결핵마이코 박테리엄증의 임상 경험)

  • Lew, W.J.;Ahn, D.I.;Yoon, Y.J.;Cho, J.S.;Kwon, D.W.;Kim, S.J.;Hong, Y.P.
    • Tuberculosis and Respiratory Diseases
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    • v.39 no.5
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    • pp.425-432
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    • 1992
  • Background: The prevalence of tuberculosis in Korea decreased remarkably for the past 30 years, while for at least the recent 10 years, the frequency of disease attributable to mycobacteria other than tuberculosis (MOTT) began to increase both in actual numbers and in the proportion of the total burden of mycobacterioses. Method: Twenty nine cases, diagnosed as having pulmonary disease due to MOTT on the basis of repeated isolations of the relevant organisms from sputum specimens and chest X-ray findings from Jan. 1982 throught Dec. 1991 at the Chest Clinic of the Korean Institute of Tuberculosis, were reviewed in terms of clinical features and courses. Results: 1) Nineteen cases (66%) were infected with Mycobacterium avium-intracellulare, 5 cases (17%) with M. fortuitum, 4 cases (14%) with M. chelonei, and 1 cases (3%) with M. szulgai. 2) The ratio of male versus female patients was 1.9:1. 3) The peak incidence was in the fifth decade. 4) Eighteen cases (62%) had moderately advanced disease and 11 cases (38%) had far advanced disease on chest P-A film. 5) The common symptoms were cough (59%), sputum (52%), and dyspnea (34%). 6) All cases had a previous history of tuberculosis. 7) Most of the isolates were highly resistant to the major antituberculosis drugs and 48~52% showed a sensitivity to cycloserine, kanamycin or enviomycin. 8) Of 19 cases which were treated and followed-up for over 12 months, 3 cases attained negative conversion on cultures (2 M. fortuitum infections, 1 M. szulgai infection). Sixteen cases failed in attaining negative conversion on cultures. However, their clinical courses were chronic and indolent despite of persistant culture positivity. Conclusion: Treatment of these patients has been difficult because of the frequency of severe underlying conditions and the natural resistance of most of the nontuberculous mycobacteria to the presently available drugs.

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Management of Tuberculosis Outbreak in a Small Military Unit Following the Korean National Guideline (국내 결핵관리지침에 따른 군내 결핵 집단발병 관리 사례 보고)

  • Ji, Sang Hoon;Kim, Hee Jin;Choi, Chang Min
    • Tuberculosis and Respiratory Diseases
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    • v.62 no.1
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    • pp.5-10
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    • 2007
  • Background: Korean national guidelines for examining contacts with active pulmonary tuberculosis (TB) are a tuberculin skin test (TST) and chest radiographs. The treatment of a latent TB infection as performed only in those younger than six years of age who test positive for TST. Although there is a high incidence of active TB in young Korean soldiers, the current national guidelines for controlling contacts with active TB in soldiers are insufficient. This study highlights the problems with the Korean guidelines for controlling a TB outbreak in a small military unit. Material and Methods: In December of 2005, there was a tuberculosis outbreak in a military unit with a total of 464 soldiers in Kyung Gi province. The chest radiographs were taken of all the soldiers, and TST were carried out on 408 candidates. Results: In the first screening of the chest radiographs, two active TB patients were detected. By August of 2006, four additional cases were detected, making a total of six cases after the outbreak. All the patients showed active pulmonary TB or TB pleuritis. When the results of TST in the close contacts and non-close contacts were compared, there was a significant difference in the absolute size of the induration($9.70{\pm}7.50mm$ vs. $6.26{\pm}7.02mm$, p<0.001) as well as the ratio of patients showing an induration > 10mm (50.0% vs. 32.0%, p<0.001) and 15mm (33.2% vs. 20.9%, p= 0.005). Conclusion: Although the national guidelines for managing a TB outbreak in a military unit were followed, there were continuous instances of new active TB cases. This highlights the need for new guidelines to prevent the spread of TB.

Tuberculous Cervical Lymphadenitis (결핵성 경부 임파선염)

  • Cho, Dong-Il
    • Tuberculosis and Respiratory Diseases
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    • v.44 no.5
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    • pp.957-963
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    • 1997
  • 결핵성 임파선염은 아직도 한국에서 많이보는 질환이며 젊은여자 성인 특히 아시아인이나 흑인에서 가장 흔하다. 이 질환은 두경부에 흔히 무통성으로 서서히 림프절이 커지는 양상을 보이나 인체내 결절이 있는 어디나 오며 종격동 결절에도 온다. scrofula(선통(腺病))는 다양한 종양, 비종양성 종괴, 감염질환 특히 경부임파선염 풍과 구별되야만 한다. 비록 병력, 역학, 임상양상 흉부 엑스선 그리고 결핵반응검사로써 만족할만한 진단을 내리지만 절제생검으로 조직 및 배양이 필요하기도 하다. 궤양이나 만성 누공 형성을 막기위해 부분생검이나 절개 및 배농은 반드시 피해야 한다. 치료는 항결핵화학요법이며 가끔 외과적 적출술이 약물요법과 더불어 요구되기도 한다.

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Clinical Analysis of Primary Mediastinal Tumors (원발성 종격동 종양의 임상적 고찰)

  • 변정욱;조창욱
    • Journal of Chest Surgery
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    • v.30 no.1
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    • pp.55-60
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    • 1997
  • We reviewed 40 cases of primary mediastinal tumors which were operated on at Seoul Paik Hospital from September, 1987 to December, 1995. Of these, 18 were male and 22 were female. The patient ranged in age from 4 years to 68 years with a mean age of 34.1 years. The most common symptoms included chest pain(12.5%), cough(12.5%), dyspnea(7.5%). and palpable neck mass(7.5%), and symptoms were absent at the time of diagnosis in 37.5% of cases. Chest roentgenography and computed tomography(CT) were performed in all patients, and magnetic resonance imaging(MRI) in 5 patients, and transthoracic needle aspiration (TTNA) performed In 22 patients. The sensitivity of TTNA was 72.7%(16 of 22 patients). The lesion was located 60% in the anterosuperior mediastinum, 35% in the posterior mediastinum, and 5% in the middle mediastinum. The primary tumors included thymic neoplasms(11 cases), germ cell tumors(7 cases), neurogenic tumors(10 cases) and a miscellaneous group. The malignant tumors(12.5%) were invasive thymoma(3 cases), spindle cell sarcoma(1 case), and non-Hodgkin's Iymphoma(1 case). A complete excision was done in all 35 benign tumors and 3 malignant tumors. There was no operative mortality, and postoperative complications occurred in 3 cases.

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Dose Calculation of Heterogeneous Lung Tissue on 6MV X-ray Therapy (6MV X-선에 의한 폐조직의 심부선량변화와 임상응용)

  • 이경자;장승희;추성실
    • Progress in Medical Physics
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    • v.9 no.4
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    • pp.247-257
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    • 1998
  • For effective radiotherapy, it should always be considered that calculation of different dose distribution in heterogenous tissue is important particularly on lung which has low density and large volume. To take precise dose distribution of 6MV X-ray in the thoracic cage, the authors had made a tissue equivalent phantom for thorax, measured dose distribution by thermoluminescent dosimeter and mm dosimeter, and derived methmetical equation coincided with provided theoretical formula. In comparision with isodose curve on case of homogeneous soft tissue, dose of heterogeneous lung tissue had been shown increase about 4% per cm depth on one and multiportal field, less than 15% difference on rotation field for esophagus, and around 20% difference on rotation field for lung according to the degree of rotation angle that must be corrected by dose compensation.

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Inflammatory Myofibroblastic Tumor of the Lung in a Child -A case report- (소아에시 발생한 폐 염증성 근섬유아세포종 -1예 보고-)

  • Kim Hee-Jung;Park Chang-Ryul;Jung Jong-Pil;Shin Je-Kyoun
    • Journal of Chest Surgery
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    • v.39 no.4 s.261
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    • pp.332-334
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    • 2006
  • Inflammatory myofbroblastic tumor in the lung is a rare tumor. The etiology is not clear. This tumor in children is a benign tumor rarely presented with local invasiveness, recurrence, distant metastasis or malignant changes can occur. The complete surgical resection is chosen as the optimal management. A 12-years-old boy visited the outpatient clinic with a 4 cm sized pulmonary mass in left upper lung field. The patient underwent left upper lobectomy. Histopathologically, inflammatory myofibroblastic tumor was confirmed. The patient was discharged without any problems and there was no evidence of recurrence during 3 months follow-up.

Reoperations on Heart Valve Prostheses (인공심장판막에 대한 재치환술)

  • 김재현;최세영;유영선;이광숙;윤경찬;박창권
    • Journal of Chest Surgery
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    • v.31 no.12
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    • pp.1165-1171
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    • 1998
  • Background: All currently available mechanical and bioprosthetic valves are associated with various types of deterioration leading to dysfunction and/or valvular complications. Reoperation on prosthetic heart valves is increasingly under consideration for both clinical and prophylactic indications. This review was conducted to determine the factors affecting the risk of reoperation for prosthetic valve replacement. Material and method: From January 1985 to July 1996, 124 patients underwent reoperation on prosthetic heart valves, and 3 patients had a second valve reoperation. The causes of reoperation were prosthetic valve failure(96 cases, 77.4%), prosthetic valve thrombosis(16 cases, 12.9%), prosthetic valve endocarditis(7 cases, 5.6%) and paravalvular leak(5 cases, 4.1%). This article is based on the analysis of the experience with particular emphasis on the preoperative risks affecting the outcome of the reoperation. Result: Overall hospital mortality rate was 8.9%(11/124). Low cardiac output was the most common cause of death(70.6%). Left ventricular systolic dimension(p=0.001), New York Heart Association functional class IV(p=0.003) and serum creatinine level(p=0.007) were the independent risk factors, but age, sex and cardiothoracic ratio did not have any influence on the operative mortality. Follow-up period was ranged from 3 to 141 months (mean, 50.6 months). A late mortality rate was 1.8%. Conclusion: The surgical risk of reoperation on heart valve prostheses in the advanced NYHA class patients is higher, therefore reoperation is recommended before the hemodynamic impairment become severe.

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Isolation of Flavone Glycoside from Circium japonicum var ussuriense and Biological Activity on the Cardiovascular System (엉겅퀴 지상부의 심혈관 작용활성 및 후라본 배당체의 분리)

  • Lim, Sang-Sun;Lee, Jong-Ho;Park, Jong-Cheol
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.26 no.2
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    • pp.242-247
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    • 1997
  • A flavone glycoside was separated from the aerial part of Circium japonicum var ussuriense Kitamura and the effect on cardiovascular system was investigated. The cadiovascular contractility of this compound was observed in the artria and aortae from normal rats. It increased the spontancous beat in right atria and the contractile force in left atria, and caused the contraction of thoracic aortae. For the blood pressure, it had ascending effect. The effective component, which acted on stimulation and contraction in the artria and aortae of rats was fractionated with n-BuOH, separated and identified by column chromatography, UV, IR, $^1H-NMR$ and $^{13}C-NMR$. The chemical structure for this component was determined to be $hispidulin-7-{\alpha}-rhamnopyranosyl(1{\rightarrow}2)-{\beta}-D-glucopyranoside$.

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A Case Report of Echocardiography of Non-rheumaic Giant Left Atrium (비-류마티스성 거대 좌심방의 심장 초음파 검사 증례 보고)

  • Ji, Myeong-Hoon;Seoung, Youl-Hun
    • Journal of the Korean Society of Radiology
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    • v.16 no.4
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    • pp.443-451
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    • 2022
  • In this case, non-rheumatic GLA was observed and it was intended to report a case of ultrasound examination. The case patient, a 60-year-old male, visited the emergency room for dyspnea and palpitations. For radiology examination, chest X-ray examination and CT examination were performed, and a giant left atrium was confirmed. Echocardiography was performed to find the cause of the giant left atrium. Echocardiography The size and volume of the left atrium were evaluated by Simpson's method, and the giant left atrium with LVEDVI 6 times larger than that of the general giant left atrium could be evaluated. Also, a giant left atrium in a patient without rheumatic heart disease is evaluated as a very rare case. Since non-rheumatic giant left atrium could be caused by functional mitral regurgitation, diastolic dysfunction. It was confirmed that ultrasonography, which allowed both morphological and hemodynamic examinations, could be a useful case.