• Title/Summary/Keyword: 유방

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Prediction of dairy cow mastitis with multi-sensor data using Multi-Layer Perceptron(MLP) (다중 센서 데이터와 다층 퍼셉트론을 활용한 젖소의 유방염 진단 예측)

  • Song, Hye-Won;Park, Gi-Cheol;Park, JaeHwa
    • Proceedings of the Korea Information Processing Society Conference
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    • 2020.11a
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    • pp.788-791
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    • 2020
  • 낙농업에서 경제적 손실을 불러일으키고 관찰 시간과 비용이 필요한 젖소의 유방염 관리는 중요하다. 그러나 지금까지의 연구는 유방염 진단에 초점을 맞추고 있고, 예측하려는 시도는 전무하다. 유방염에 걸린 개체는 며칠 동안 우유를 생산할 수 없기 때문에 낙농가에 막대한 피해를 준다. 따라서 젖소가 유방염에 걸려 증상이 나타나기 전에 미리 파악해 조처를 할 수 있도록 하는 것이 중요하다. 이에 본 연구는 유방염 예측을 위해 생체 데이터를 포함한 다중 센싱 데이터를 사용해 유방염 예측 모델을 개발하였다. 모델에 사용된 데이터는 충청남도의 농가에 설치된 로봇 착유기로 부터 수집하였으며, 일정 기간 동안의 다중 센싱 데이터를 바탕으로 다음 날의 유방염 여부를 예측한다. 많은 양의 비선형 데이터를 효과적으로 처리하기 위해 다층 퍼셉트론을 사용해 모델을 학습하였다. 그 결과, 81.6%의 예측 정확도를 보였으며 교차 검증을 통해 정확도뿐만 아니라 재현율까지 우수함을 확인할 수 있었다.

Psychosocial Factors Predicting Delayed Diagnosis of Breast Cancer : The Role of Marital Relationship Functioning (지연된 유방암 진단을 예측하는 정신사회적 요인 : 부부관계기능의 역할)

  • Kim, Ji Young;Woo, Jungmin;Lee, Sang Shin;Kim, Hea Won;Khang, Dongwoo;Rim, Hyo-Deog
    • Korean Journal of Psychosomatic Medicine
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    • v.22 no.1
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    • pp.13-22
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    • 2014
  • Objectives : Breast cancer has been the most prevalent female cancer in South Korea since 2001. Early detection of this disease is the most effective strategy for reducing mortality. The objective of this study was to identify factors which could predict advanced stage at diagnosis of breast cancer. Methods : Participants who were initially diagnosed with breast cancer and referred to the Stress Clinic of the Breast Cancer Center at Kyungpook National University Hospital were included. Through a semi-structured interview, the authors investigated psychosocial variables such as the extent of marital and family functioning and emotional-economic family burden as well as sociodemographic and health behavior-, health characteristic- and cancer-related variables. Results : Data were collected from 219 participants. One hundred and twenty(54.8%) subjects were diagnosed with advanced-stage breast cancer. Variables that were significantly different between the advanced-stage and early-stage groups included : monthly breast self examination(p<0.000), annual mammographic screening(p<0.000), mode of tumor detection(p<0.000), nature of the first symptoms(p<0.000), time to treatment after diagnosis(p<0.000), overloaded economic and family burden(p=0.018), marital functioning(p<0.000) and family functioning(p<0.00). Logistic regression analysis indicated that irregular annual mammography screening(OR=7.431 ; 95% CI 2.407-22.944) or a lack of screening(OR=25.299 ; 95% CI 7.855-81.482) and a dysfunctional marital relationship(OR=4.772 ; 95% CI 2.244-10.145) were significantly associated with advanced stage at diagnosis of breast cancer. Conclusions : We reconfirmed screening behavior to be a risk factor for delayed diagnosis of breast cancer. Our findings also emphasized the importance of psychosocial factors such as marital functioning in early detection of breast cancer. Psychiatric consultation in the area of martial functioning could be beneficial for increasing early detection in breast cancer.

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Quality Management for Mammography Equipment and Mammography (유방촬영장치와 유방검사를 위한 품질관리)

  • zheng, Hao Yang;Cho, Pyong Kon;Kim, Tae Woo;Kim, Jung Soo;Jang, Hyon Chol;Lee, Mi Hwa
    • Journal of the Korean Society of Radiology
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    • v.12 no.5
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    • pp.683-692
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    • 2018
  • Mammography using mammography equipment is a method of examination that is being employed most widely to diagnose the early stages of breast cancer. Detecting or diagnosing a fibrous tissue, micro calcification, or mass in the breast is influenced by the quality management of mammography equipment considerably. Particularly in mammography, quality management refers to a behavior of figuring out and correcting all sorts of hindrance factors that can cause all the problems related to the equipment associated with the diminishment of diagnosed area due to the reduction of image quality in clinical imaging in advance and maintaining a consistent level of image quality and obtaining a proper image. Here, these researchers aim to summarize and report the general contents of quality management in mammography using mammography equipment.

A study on Phantom image of Mammography in some area (일부지역 유방촬영술의 팬톰영상에 관한 연구)

  • Kang, Se-Sik
    • Journal of radiological science and technology
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    • v.28 no.4
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    • pp.301-306
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    • 2005
  • Purpose : The goal of this study was to survey the quality control of mammographic phantom images in some area. Methods : Between May and June, 2005, I have got a total of 47 mammographic phantom images collected from 49 hospitals and were analized about phantom score of fibrous, speck, tumor with enlargement scope. By critic level of experimental mammographic phantom case images, classified through the pass case that fibrous score 4, speck score 3, tumor score 3 over. Result : It passed 33case (70.3%), failed 14 case (29.7%) about 47 case. Passing case images showed tube voltage $23{\sim}30\;kVp$, tube current $20{\sim}60\;mAs$, photographic density $0.48{\sim}1.77$ Conclusion : It passed case about 70.3% of mammographic phantom image in some area. Optimum range of tube voltage, tube current, photographic density have to use to get fine quality of mammographic images.

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Serum Phospholipid Fatty Acids in Benign Breast Tumor and Breast Cancer (양성 유방 종양과 유방암 환자의 혈청 인지질 지방산 조성)

  • Shim, Eu-Gene;Ahn, Sei-Hyun;Hwang, You-Jeong;Leekim, Yang-Cha
    • Journal of Nutrition and Health
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    • v.42 no.3
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    • pp.213-220
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    • 2009
  • Studies on the relationship between blood fatty acids and the risk of breast cancer have not yielded definite conclusions. The role of fatty acids in the development and progression of breast cancer is unclear. We conducted a case-control study to determine serum phospholipid fatty acid composition in benign breast tumor and breast cancer. Subjects consisted of 27 benign breast tumor and 68 breast cancer patients, and 28 matched controls. The levels of fatty acids were measured by gas chromatography. Higher arachidonic and palmitic acids were observed in breast cancer patients as compared with control and benign breast tumor patients. The percentage of total saturated fatty acids in breast cancer was higher than in control and benign breast tumor patients. The level of stearic acid was lower in benign breast tumor and breast cancer patients. Saturation index, the ratio of stearic to oleic acid, was lower in benign breast tumor and breast cancer patients compared to the control. Moreover, stearic acid was negatively and arachidonic acid was positively correlated with the cancer stage. In conclusion, our results support that serum phospholipid compositions of specific fatty acids are associated with the risk of benign breast tumor as well as breast cancer. Further studies are necessary to investigate mechanisms linked to the breast cancer etiology.

Comparison of Ultrasound with $^{99m}-Tc-MIBI$ Scintimammography in the Detection of Breast Cancer (유방암의 진단에서 유방초음파 검사와 $^{99m}-Tc-MIBI$ 유방스캔의 비교)

  • Seok, Ju-Won;Kim, Seong-Jang;Kwak, Hi-Suk;Lee, Jun-Woo;Kim, In-Ju;Kim, Yong-Ki;Bae, Young-Tae;Kim, Dong-Soo
    • The Korean Journal of Nuclear Medicine
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    • v.36 no.3
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    • pp.177-184
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    • 2002
  • Purpose: Ultrasonography and $^{99m}-Tc-MIBI$ scintimammography were validated as useful diagnostic tools for primary breast cancer. However, ultrasound has the problem of low specificity. We compared the diagnostic usefulness of ultrasound with $^{99m}-Tc-MIBI$ scintimammography in the diagnosis of breast cancer. Materials and Methods: This study included 174 patients who had ultrasound and $^{99m}-Tc-MIBI$ scintimammography peformed on breast masses from 1999 to 2000. The pathologic results were obtained by surgery or FNAB. Results: Among the 174 patients, malignant breast disease numbered 117 and benign breast disease numbered 57. Ultrasound revealed 88 TP, 9 FN, 8 FP, 34 TN, and 35 indeterminate cases. $^{99m}-Tc-MIBI$ scintimammography revealed 91 TP, 25 FN, 9 FP, and 48 TN. The sensitivity, specificity, positive predictive value, and negative predictive value of Ultrasound were 66.7%, 44.2%, 67.2%, and 43.6% respectively. The sensitivity, specificity, positive predictive value, and negative predictive value of $^{99m}-Tc-MIBI$ scintimammography were 77.8%, 84.2%, 91%, and 64.9% respectively. Among the 35 indeterminate ultrasound cases, $^{99m}-Tc-MIBI$ scintimammography revealed 13 TP, 15 TN, and 7 FP Conclusion: $^{99m}-Tc-MIBI$ Scintimammography was more sensitive and specific than ultrasound for the detection of primary breast cancer and provided more useful information in cases of indeterminate ultrasound findings.

$^{99m}Tc$-Tetrofosmin Scintimammography in Suspected Breast Cancer Patients: Comparison with $^{99m}Tc$-MIBI (유방암이 의심되는 환자에서 $^{99m}Tc$-Tetrofosmin을 이용한 유방스캔: $^{99m}Tc$-MIBI와 비교)

  • Kim, Seong-Jang;Kim, In-Ju;Kim, Yong-Ki;Bae, Young-Tae
    • The Korean Journal of Nuclear Medicine
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    • v.34 no.2
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    • pp.119-128
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    • 2000
  • Purpose: The aim of this study was to investigate the diagnostic role of $^{99m}Tc$-Tetrofosmin in detection of breast cancer and compared with that of $^{99m}Tc$-MIBI. Material and Methods: Forty-eight patients with a clinically palpable mass or abnormal mammographic or ultrasonographic findings had $^{99m}Tc-MIBI\;and\;^{99m}Tc$-Tetrofosmin scintimammographies after intravenous injection of 925 MBq of radiopharmaceuticals. The scintimammographs were correlated with histopathologic findings. Results: Thirty-three patients were diagnosed with breast cancer and 15 patients with benign breast diseases. The numbers of true positive, true negative, false positive, and false negative cases of $^{99m}Tc$-MIBI scintimammography were 29, 10, 5, and 4 respectively. The sensitivity, specificity, positive predictive value, and negative predictive value of $^{99m}Tc$-MIBI scintimammographies were 87.8%, 66.7%, 85.3%, and 71.4% respectively. The numbers of true positive, true negative, false positive, and false negative cases of $^{99m}Tc$-Tetrofosmin were 31,10, 5, and 2 respectively. The sensitivity, specificity, positive predictive value, negative predictive value of $^{99m}Tc$-Tetrofosmin were 93.9%, 66.7%, 86.1%, and 73.3% respectively. One patient was false negative in both $^{99m}Tc-MIBI\;and\;^{99m}Tc$-Tetrofosmin acintimammographies and its size was 0.5 cm. Conclusion: $^{99m}Tc-Tetrofosmin\;and\;^{99m}Tc-MIBI$ were non-invasive and useful in detection of breast cancer and $^{99m}Tc$-Tetrofosmin was comparable to the $^{99m}Tc$-MIBI in detection of primary breast cancer.

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Evaluation of Image Quality using Monte Carlo Simulation in Digital Mammography System (디지털유방영상시스템에서 몬테카를로 시뮬레이션을 이용한 영상평가)

  • Kim, Changsoo;Kang, Se-Sik;Kim, Jung-Hoon;Lee, Jin-Soo
    • The Journal of the Korea Contents Association
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    • v.14 no.6
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    • pp.247-254
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    • 2014
  • For the purpose of early diagnosis of the breast cancer, the attention on the screening mammography has been increasing-with supply of digital mammography day by day. Image quality is decided by target materials and filter combinations. Optimized selection by a glandular density and a thickness is needed, because these combinations change x-ray spectrum and effect to image quality. The purpose of this study is to find out optimized target and filter combinations through the evaluation of quantitative image quality and to suggest means which minimize patient dose through MCNPX. In results, spatial frequency resolution evaluation which is quantitative image quality evaluation method, MTF, NPS, DQE shows that we have to select Mo/Mo combinations or Mo/Rh combinations when compressed breast is thin. but in case of that when compressed breast is thick, we have to select Rh/Rh combinations or W /Rh combinations. In a comprehensive evaluation, W!Rh combinations which are not used in thin breasts in practice was superior to all image quality evaluation. This result is somewhat different-with clinical examination results. Secondary end point was organ dose evaluation, radiation dose of opposite breast was approximately 47 ~73% effectiveness when selecting standard breast. In conculsion, the most important point is that we have to select the optimal combinations-with considering dose evaluation and various thickness.

Suggestion of The Manual Exposure Condition Guideline for Reducing Patient Dose in Digital Breast Tomosynthesis (디지털 유방단층촬영의 피폭선량 경감을 위한 수동 촬영조건의 가이드라인 제시)

  • Hong, Eun-Ae;Lee, In-Ja
    • Journal of radiological science and technology
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    • v.39 no.4
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    • pp.483-491
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    • 2016
  • The conditions after exposure to digital mammography and digital breast tomosynthesis were analyzed. The examinations for the ACR phantom were done using manual exposure, not auto exposure, to examine image discrimination and patient dose. As a result, the following results were derived: In the CC exposure, the kVp was 2kVp higher while mAs decreased to 58.6% for the 3D tomography. Such result showed an approximate decrease of 60mAs. At that time, the patients' Average Glandular Dose (AGD) was 1.65mGy in 2D and 1.87mGy in 3D; thus, AGD of 3D was shown to have about 1.13times higher. The result of the manual exposure revealed a reduced mAs of up to 80%; there was no effect in the assessment standard in terms of image discrimination, resulting in more than 10 points. When mAs was reduced to 80% in the manual exposure for ACR phantom, AGD was decreased to 0.66mGy. The diagnostic values of images were maintained and patients dose was reduced in the manual exposure in the AEC condition for 3D. Since the use of 3D has recently increased, using the manual exposure has been recommended in this study to improve the diagnostic value, while, simultaneously reducing patients dose.

The status of breast cancer screening of women at a breast clinic in a small city in Korea -Using medical records- (중소도시 일 유방클리닉 방문 여성의 유방암 검진현황 -의무기록을 이용한 후향적 조사연구-)

  • Lee, Hye Won;Kim, Young Mee
    • Journal of Digital Convergence
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    • v.19 no.10
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    • pp.491-500
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    • 2021
  • The status of breast cancer screening of women at a breast clinic in a small city in Korea-Using medical records Purpose: This study was conducted to investigate breast cancer incidence by age, including those under 40, and to emphasize the importance of early breast cancer screening for young breast cancer patients. Method: The study was designed as a retrospective survey method. We investigated the medical charts of 483 patients diagnosed with breast cancer among 23,200 visitors to local breast clinic from May 1, 2010 to April 30, 2020. Results: The average age of 483 patients was 47.9, with 36% in their 40s and 28.6% under 40. Among the patients, 5.4% had a family history of breast cancer, and 70.8% were pre-menopausal. The most common reason for visiting the clinic was the mass(54.2%). The size of tumors was less than 2cm (56%), followed by 2-5cm (43.4%) and more than 5cm (5.6%). The size of tumors was smaller in the asymptomatic case than in the symptomatic case. In the pathologic results, invasive ductal cancer was the most common at 80.3%. Conclusions: Breast cancer screening program should be activated even for young women under the age of 40. We suggest educating the importance of breast cancer screening, and lowering the age of national breast cancer screening program.