• 제목/요약/키워드: Tumor grade

검색결과 885건 처리시간 0.028초

Transfer Learning Using Convolutional Neural Network Architectures for Glioma Classification from MRI Images

  • Kulkarni, Sunita M.;Sundari, G.
    • International Journal of Computer Science & Network Security
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    • 제21권2호
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    • pp.198-204
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    • 2021
  • Glioma is one of the common types of brain tumors starting in the brain's glial cell. These tumors are classified into low-grade or high-grade tumors. Physicians analyze the stages of brain tumors and suggest treatment to the patient. The status of the tumor has an importance in the treatment. Nowadays, computerized systems are used to analyze and classify brain tumors. The accurate grading of the tumor makes sense in the treatment of brain tumors. This paper aims to develop a classification of low-grade glioma and high-grade glioma using a deep learning algorithm. This system utilizes four transfer learning algorithms, i.e., AlexNet, GoogLeNet, ResNet18, and ResNet50, for classification purposes. Among these algorithms, ResNet18 shows the highest classification accuracy of 97.19%.

성장기 저등급 연골육종에 의한 사지의 진행성 외반 (Low Grade Chondrosarcoma Presenting as Progressive Valgus Limb Deformity in a Growing Period)

  • 강현귀;박원서;박석연
    • 대한골관절종양학회지
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    • 제20권1호
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    • pp.41-45
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    • 2014
  • 성장기 인접 성장판에 영향을 주어 하지의 외반 변형을 보이는 대퇴골 종양이 발견되었다. 골간에 긴 골수내 종양은 성장판 근처의 골간단에서 격막에 의해 나누어졌으며 병리 검사상 저등급 연골육종으로 진단 되었다. 성장기 점진적 하지 변형이 골종양의 성장판 영향에 따른 증상일 수 있다.

Intracranial Undifferentiated Sarcoma Arising from a Low-Grade Glioma : A Case Report and Literature Review

  • Kim, Bum-Joon;Kim, Jong-Hyun;Chung, Hung-Seob;Kwon, Taek-Hyun
    • Journal of Korean Neurosurgical Society
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    • 제57권6호
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    • pp.469-472
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    • 2015
  • Undifferentiated sarcomas are rarely identified in the intracranial region. A 23-year-old man was admitted with a chief complaint of headache. Initial magnetic resonance images showed signs of low-grade glioma in the frontal lobe. Stereotactic biopsy was performed, and a diagnosis of diffuse astrocytoma was confirmed. Three months later, the patient presented with a high-grade tumor as seen on imaging studies. He underwent total resection of the tumor and histopathological tests identified an undifferentiated sarcoma. The patient died eight months later due to massive tumor bleeding. To the best of our knowledge, this is the first report of undifferentiated sarcoma arising from low-grade glioma without any chemotherapy or radiotherapy.

Risk Factors for Appendiceal Metastasis with Epithelial Ovarian Cancer

  • Kokanali, Mahmut Kuntay;Guzel, Ali Irfan;Erkilinc, Selcuk;Tokmak, Aytekin;Topcu, Hasan Onur;Gungor, Tayfun
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권6호
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    • pp.2689-2692
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    • 2014
  • Purpose: To investigate the risk factors for appendiceal metastasis of epithelial ovarian cancer and compare findings with the previous studies. Materials and Methods: One hundred and thirty-four patients with epithelial ovarian cancer were assessed in this study. All of them had undergone a surgical procedure including appendectomy. Of these, 21 (15.7%) patients who had appendiceal metastasis were analyzed as the case group and the patients with no metastasis were the controls, compared according to stage, grade, histology of tumor, preoperative Ca125 levels, presence of ascites, peritoneal cytology, diameter and site of tumor considered as risk factors. Results: We found statistically significant differences between the groups in terms of stage, grade, right-sided tumor location, presence of ascites, diameter of tumor${\geq}10cm$ and positive peritoneal cytology (p<0.05). In the logistic regression model, stage, grade, presence of ascites, right-sided location and diameter of tumor were independent risk factors. ROC curve analysis showed that stage, grade and diameter of the tumor were discriminative factors for appendiceal metastasis. Conclusions: In epithelial ovarian cancer, stage, grade, presence of ascites, right-sided location and large tumor size have importance for estimation of risk of appendiceal metastasis. As we compare our findings with previous studies, there is no definite recommendation for the risk factors of appendiceal metastasis in epithelial ovarian cancer and more studies are needed.

Renal Cell Carcinoma is More Aggressive in Turkish Patients with the Metabolic Syndrome

  • Ozbek, Emin;Otunctemur, Alper;Sahin, Suleyman;Dursun, Murat;Besiroglu, Huseyin;Koklu, Ismail;Polat, Emre Can;Erkoc, Mustafa;Danis, Eyyup;Bozkurt, Muammer
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권12호
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    • pp.7351-7354
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    • 2013
  • Background: Metabolic syndrome (MetS) is a multifactorial disease characterized by impaired glucose tolerance/diabetes, obesity, high triglyceride levels, low HDL levels, and hypertension. In this study we evaluate the relationship between tumor size and grade, and presence of the metabolic syndrome in patients with renal cell carcinoma. Materials and Methods: Between 2007-2013, radical nephrectomy was performed for 310 patients with renal tumors in our clinic and those with pathology reported renal cell carcinoma were enrolled and divided into two groups, with and without metabolic syndrome diagnosed on the basis of the National Cholesterol Education Program (NCEP) Adult Treatment Panel III (ATP III) criteria. The relationship between tumor size and grade of the two groups (Fuhrman nuclear degree) was evaluated statistically. Results: The metabolic syndrome was found in 70 patients, with a mean age of 65.5 (40-87), as compared to 58.8 (31-84) years in the non-metabolic syndrome group. Tumor size over 7 cm was found in 54% and 33%, respectively, and tumor grade over Fuhrman 3 in 56% and 32% of patients. Patients with metabolic syndrome had significantly higher tumor size and grade (p<0.05). In the presence of hypertension, diabetes and high triglyceride levels, significant assocations were again observed (p<0.05). Tumor size and degree also increased with increasing body mass index but this was not statistically significant (p>0.05). Conclusions: Renal cancer is more aggressive in patients with metabolic syndrome. Lifestyle and risk factors were revealed to be significant influences in renal cancer patients.

고등급 표면(High Grade Surface) 골육종 - 증례 보고 - (High Grade Surface Osteosarcoma - Case Report -)

  • 이봉진;이성락;유태열;엄기성;하창원
    • 대한골관절종양학회지
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    • 제8권1호
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    • pp.32-37
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    • 2002
  • 고등급 표면(high grade surface) 골육종은 골의 표면에서 발생하는 골육종의 희귀한 아형으로, 발생빈도는 전체 골육종의 1%에 못 미친다고 한다. 몇 편의 증례 보고와 연구 논문에서 이 고등급 표면 골육종을 소개하였는데, 국내의 경우 127예의 골육종 중 1예가 고등급 표면 골육종이었음을 기술한 논문이 있으나, 환자 및 진단과 치료에 대한 정보가 포함되어 있지 않았다. 저자들은 66세 여자 환자의 대퇴골 전자하부에서 발생한 고등급 표면 골육종 1예를 진단하고, 수술 전 항암 화학 요법, 광범위 절제술과 사지 구제술 및 수술 후 항암 화학 요법을 시행하였다. 이 종양은 위치만 골 표면에서 발생할 뿐 조직학적으로 전형적인 골수강내 골육종과 같으며, 다른 표면 골육종과는 달리 치료나 예후에 있어 전형적인 골수강 내 골육종과 같기 때문에, 진단과 치료에 있어 방골성 골육종이나 골막성 골육종 등의 표면 골육종과 구별하여야 할 것으로 생각한다.

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Chordoid Glioma : an Uncommon Tumor of the Third Ventricle

  • Park, Seong-Hyun;Hwang, Jeong-Hyun
    • Journal of Korean Neurosurgical Society
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    • 제40권1호
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    • pp.40-43
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    • 2006
  • Chordoid glioma is an uncommon low-grade tumor of the third ventricle with histologic features of a chordoma and immunolabeling for glial fibrillary acid protein. We present a rare case of a patient with a chordoid glioma of the third ventricle and review the literature regarding this tumor's clinical, radiological and pathologic aspects.

The Use of MR Perfusion Imaging in the Evaluation of Tumor Progression in Gliomas

  • Snelling, Brian;Shah, Ashish H.;Buttrick, Simon;Benveniste, Ronald
    • Journal of Korean Neurosurgical Society
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    • 제60권1호
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    • pp.15-20
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    • 2017
  • Objective : Diagnosing tumor progression and pseudoprogression remains challenging for many clinicians. Accurate recognition of these findings remains paramount given necessity of prompt treatment. However, no consensus has been reached on the optimal technique to discriminate tumor progression. We sought to investigate the role of magnetic resonance perfusion (MRP) to evaluate tumor progression in glioma patients. Methods : An institutional retrospective review of glioma patients undergoing MRP with concurrent clinical follow up visit was performed. MRP was evaluated in its ability to predict tumor progression, defined clinically or radiographically, at concurrent clinical visit and at follow up visit. The data was then analyzed based on glioma grade and subtype. Resusts : A total of 337 scans and associated clinical visits were reviewed from 64 patients. Sensitivity, specificity, positive and negative predictive value were reported for each tumor subtype and grade. The sensitivity and specificity for high-grade glioma were 60.8% and 87.8% respectively, compared to low-grade glioma which were 85.7% and 89.0% respectively. The value of MRP to assess future tumor progression within 90 days was 46.9% (sensitivity) and 85.0% (specificity). Conclusion : Based on our retrospective review, we concluded that adjunct imaging modalities such as MRP are necessary to help diagnose clinical disease progression. However, there is no clear role for stand-alone surveillance MRP imaging in glioma patients especially to predict future tumor progression. It is best used as an adjunctive measure in patients in whom progression is suspected either clinically or radiographically.

골반골의 악성종양 (Malignant Tumor of the Pelvic Bone)

  • 신규호;한수봉;궁윤배
    • 대한골관절종양학회지
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    • 제1권2호
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    • pp.181-188
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    • 1995
  • Malignant tumor of the pelvic bone has nonspecific symptom and it is not easily detected by physical examination or by radiologic study in early stage, because of its anatomical characteristics. Associated with their variety of disease entity, the treatment of malignant pelvic bone tumor is a problematic point. We have analysed 36 cases of malignant pelvic bone tumors diagnosed at the Severance hospital from 1968 to 1993 to provide a reference for diagnosis and treatment of the malignant pelvic bone tumors. We found that the chondrosarcoma(27.8%) and the osteogenic sarcoma(27.8%) were the most common type of pelvic bone malignancy, and then, in the order of incidence, there were Ewing's sarcoma(16.7%), malignant fibrous histiocytoma(11.1%). There were differences of the age distribution among each diseases and the average age was Ewing's sarcoma 20.5, osteogenic sarcoma 27.2, chondrosarcoma 40.0, malignant fibrous histiocytoma 64.8, respectively. Three of the 5 patients with low grade tumors survived(60%), whereas 3 of the 17 patients with high grade tumors survived(18%). The survival rate of the low grade malignant group was 60%, the high grade was 18%.

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하악골에 발생된 Low grade 골육종;증례보고 (LOW GRADE OSTEOSARCOMA ON THE MANDIBLE;A CASE REPORT)

  • 김호성;정종철;성대경;이계혁;최재욱;김성범;서지훈;조현이
    • Maxillofacial Plastic and Reconstructive Surgery
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    • 제22권1호
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    • pp.92-97
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    • 2000
  • 하악골에서 low grade 골육종은 매우 드물게 보고되고 있으며 조직검사상 conventional osteosarcoma와는 달리 pleomorphism을 보이지 않기 때문에 양성종양으로 underdiagnosis되기 쉽다. 그러나 정확한 환자의 진단은 적절한 치료와 환자의 예후에 영향을 큰 영향을 미친다. 그러므로 조기에 정확한 진단을 위하여는 의심되는 여러부위에서 조직검사를 시행하고 임상소견과 방사선소견 등을 병리의사와 공유하여야 한다. 이에 저자들은 초기에 진단이 어려웠던 하악골에 발생된 low grade 골육종을 경험하였기에 문헌고찰과 함께 보고하는 바이다.

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