• 제목/요약/키워드: Metastasis

검색결과 3,790건 처리시간 0.033초

Diagnostic Performance of Deep Learning-Based Lesion Detection Algorithm in CT for Detecting Hepatic Metastasis from Colorectal Cancer

  • Kiwook Kim;Sungwon Kim;Kyunghwa Han;Heejin Bae;Jaeseung Shin;Joon Seok Lim
    • Korean Journal of Radiology
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    • 제22권6호
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    • pp.912-921
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    • 2021
  • Objective: To compare the performance of the deep learning-based lesion detection algorithm (DLLD) in detecting liver metastasis with that of radiologists. Materials and Methods: This clinical retrospective study used 4386-slice computed tomography (CT) images and labels from a training cohort (502 patients with colorectal cancer [CRC] from November 2005 to December 2010) to train the DLLD for detecting liver metastasis, and used CT images of a validation cohort (40 patients with 99 liver metastatic lesions and 45 patients without liver metastasis from January 2011 to December 2011) for comparing the performance of the DLLD with that of readers (three abdominal radiologists and three radiology residents). For per-lesion binary classification, the sensitivity and false positives per patient were measured. Results: A total of 85 patients with CRC were included in the validation cohort. In the comparison based on per-lesion binary classification, the sensitivity of DLLD (81.82%, [81/99]) was comparable to that of abdominal radiologists (80.81%, p = 0.80) and radiology residents (79.46%, p = 0.57). However, the false positives per patient with DLLD (1.330) was higher than that of abdominal radiologists (0.357, p < 0.001) and radiology residents (0.667, p < 0.001). Conclusion: DLLD showed a sensitivity comparable to that of radiologists when detecting liver metastasis in patients initially diagnosed with CRC. However, the false positives of DLLD were higher than those of radiologists. Therefore, DLLD could serve as an assistant tool for detecting liver metastasis instead of a standalone diagnostic tool.

시스템 약리학적 분석에 의한 상산의 암전이 억제 효과 (Systems Pharmacological Analysis of Dichroae Radix in Anti-Tumor Metastasis Activity)

  • 이지예;신아연;김학군;안원근
    • 대한한의학방제학회지
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    • 제31권4호
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    • pp.295-313
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    • 2023
  • Objectives : While treatments for cancer are advancing, the development of effective treatments for cancer metastasis, the main cause of cancer patient death, remains insufficient. Recent studies on Dichroae Radix have revealed that its active ingredients have the potential to inhibit cancer metastasis. This study aimed to investigate the cancer metastasis inhibitory effect of Dichroae Radix using network pharmacological analysis. Methods : The active compounds of Dichroae Radix have been identified using Traditional Chinese Medicine System Pharmacology Database and Analysis Platform. The UniProt database was used to collect each of information of all target proteins associated with the active compounds. To find the bio-metabolic processes associated with each target, the DAVID6.8 Gene Functional classifier tool was used. Compound-Target and Target-Pathway networks were analyzed via Cytoscape 3.40. Results : In total, 25 active compounds and their 62 non-redundant targets were selected through the TCMSP database and analysis platform. The target genes underwent gene ontology and pathway enrichment analysis. The gene list applied to the gene ontology analysis revealed associations with various biological processes, including signal transduction, chemical synaptic transmission, G-protein-coupled receptor signaling pathways, response to xenobiotic stimulus, and response to drugs, among others. A total of eleven genes, including HSP90AB1, CALM1, F2, AR, PAKACA, PTGS2, NOS2, RXRA, ESR1, ESR2, and NCOA1, were found to be associated with biological pathways related to cancer metastasis. Furthermore, nineteen of the active compounds from Dichroae Radix were confirmed to interact with these genes. Conclusions : The results provide valuable insights into the mechanism of action and molecular targets of Dichroae Radix. Notably, Berberine, the main active ingredient of Dichroae Radix, plays a significant role in degrading AR proteins in advanced prostate cancer. Further studies and validations can provide crucial data to advance cancer metastasis prevention and treatment strategies.

두경부암 림프절 전이 평가에서 PET-MRI의 임상적 유용성 (Clinical Usefulness of PET-MRI in Lymph Node Metastasis Evaluation of Head and Neck Cancer)

  • 김정수;이홍재;김진의
    • 핵의학기술
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    • 제18권1호
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    • pp.26-32
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    • 2014
  • 수술 전 림프절 전이 여부를 진단하고 병리학적 소견 및 원발 주위조직 전이 평가법을 이용하여 두경부암 PET-MRI 검사의 임상적 유용성을 평가하였다. 두경부암 환자 100명을 대상으로 $^{18}F-FDG$ (5.18 MBq/kg)를 정맥주사하고 60분 안정을 취한 후, BiographTM mMR 3T를 사용하여 torso(body tim coil, Vibe-Dixon)와 dedication (head/neck tim coil, UTE, Dotarem injection) 검사를 시행하였다. 반복계산법을 적용하여 데이터를 재구성한 후 workstation으로 림프절 전이 여부를 판독하고, 본원 종합의료정보시스템으로 수술 전/후 병리학적 검사 소견을 조사하였다. 환자의 진단 정보를 $2{\times}2$ 판정행렬의 각 항목에 기입하여 진양성, 진음성, 위양성, 위음성으로 구분하고 이렇게 구분된 검사결과를 토대로 예민도, 특이도, 정확도, 위음성률, 위양성률을 산출하였다. 두경부암 환자의 PET-MRI 검사 결과에서 림프절 전이 양성 및 음성 판정을 받은 경우는 각 49건, 51건이었으며 수술 전-후 병리학적 결과를 통해 림프절 전이 양성 및 음성 판정을 받은 경우는 각 46건, 54건으로 나타났다. 이 중 두 검사 모두 림프절 전이 양성 판정을 받은 진양성은 45건, PET-MRI 검사에서는 림프절 전이 양성이지만 병리학적 검사에서 림프절 전이 음성 판정을 받은 위양성은 4건, PET-MRI 검사에서 림프절 전이 음성이지만 병리학적 검사에서 양성 판정을 받은 위음성은 1건, 두 검사 모두 림프절 전이 음성 판정을 받은 진음성은 50건으로 분석되었다. 따라서 두경부암 환자의 PET-MRI 검사의 예민도는 97.8%, 특이도는 92.5%, 정확도는 95%, 위음성률은 2.1%, 위양성률은 7.0%로 나타났다. 따라서 PET-MRI는 두경부암의 진단에 있어 수술 전 병기 결정이나 치료 후 재발 및 원격전이의 발견, 불분명한 원발 경부 림프절 전이 등의 평가에 유용할 것으로 판단된다.

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Retrospective study on factors affecting the prognosis in oral cancer patients who underwent surgical treatment only

  • Kim, Byeong-Guk;Kim, Jun-Hwa;Kim, Myung-In;Han, Jeong Joon;Jung, Seunggon;Kook, Min-Suk;Park, Hong-Ju;Ryu, Sun-Youl;Oh, Hee-Kyun
    • Maxillofacial Plastic and Reconstructive Surgery
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    • 제38권
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    • pp.3.1-3.9
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    • 2016
  • Background: This study was performed to evaluate their 5-year survival rates and identify the factors affecting the prognosis of oral cancer patients who had undergone surgical treatment only. Methods: Among 130 patients who were diagnosed with malignant tumor of oral, maxillofacial, and surgical treated in the Department of Oral and Maxillofacial Surgery at Chonnam National University Hospital within a period from January 2000 to December 2010, for 11 years, 84 patients were investigated who were followed up for more than 5 years after radical surgery; oral cancer is primary and received only surgical treatment. The survival rate according to gender, age, type and site of cancer, TNM stage, cervical lymph node metastasis and its stage, recurrence or metastasis, time of recurrence and metastasis, and differentiation were investigated and analyzed. Results: Overall, 5-year survival rate in patients who received only surgical treatment was 81.2 %, and disease-specific 5-year survival rate was 83.1 %. The disease-specific 5-year survival rate based on TNM stage, metastasis of cervical lymph node, N stage, and presence of recurrence/metastasis was a significant difference (p < 0.05). The disease-specific 5-year survival rate based on sex, age, type of tumor, primary site, and differentiation was not a significant difference (p > 0.05). Conclusions: These results suggest that good survival rate can be obtained with surgical treatment only, and stage of oral cancer, cervical lymph node metastasis and stage, recurrence or metastasis, time of recurrence, and metastasis have a significant effect on survival rate in oral cancer patients.

FDG PET-CT in Non-small Cell Lung Cancer: Relationship between Primary Tumor FDG Uptake and Extensional or Metastatic Potential

  • Zhu, Shou-Hui;Zhang, Yong;Yu, Yong-Hua;Fu, Zheng;Kong, Lei;Han, Da-Li;Fu, Lei;Yu, Jin-Ming;Li, Jia
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권5호
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    • pp.2925-2929
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    • 2013
  • Objective: To explore the relationships between primary tumor $^{18}F$-FDG uptake measured as the SUVmax and local extension, and nodal or distant organ metastasis in patients with NSCLC on pretreatment PET-CT. Methods: 93 patients with NSCLC who underwent $^{18}F$-FDG PET-CT scans before the treatment were included in the study. Primary tumor SUVmax was calculated; clinical stages, presence of local extension, nodal and distant organ metastases were recorded. The patients with SUVmax${\geq}2.5$ were divided into low and high SUVmax groups by using the median SUVmax. The low SUVmax group consisted of 45 patients with SUVmax<10.5, the high SUVmax group consisted of 46 patients with SUVmax${\geq}10.5$. Their data were compared statistically. Results: 91 cases with SUVmax${\geq}2.5$ were included for analysis. The mean SUVmax in patients without any metastasis was $7.42{\pm}2.91$ and this was significantly lower than that ($12.18{\pm}4.94$) in patients with nodal and/or distant organ metastasis (P=0.000). In the low SUV group, 19 patients had local extension, 22 had nodal metastasis, and 9 had distant organ metastasis. In the high SUV group, 31 patients had local extension, 37 had nodal metastasis, and 18 had distant organ metastases. There was a significant difference in local extension (P =0.016), distant organ metastasis (P =0.046), and most significant difference in nodal metastasis rate (P =0.002) between the two groups. In addition, there was a moderate correlation between SUVmax and tumor size (r = 0.642, P<0.001), tumor stage (r = 0.546, P<0.001), node stage (r = 0.388, P<0.001), and overall stage (r = 0.445, P= 0.000). Conclusion: Higher primary tumor SUVmax predicts higher extensional or metastatic potential in patients with NSCLC. Patients with higher SUVmax may need a close follow-up and more reasonable individual treatment because of their higher extensional and metastatic potential.

Frequency and Predictive Factors of Lymph Node Metastasis in Mucosal Cancer

  • Nam, Myung-Jin;Oh, Seung-Jong;Oh, Cheong-Ah;Kim, Dae-Hoon;Bae, Young-Sik;Choi, Min-Gew;Noh, Jae-Hyung;Sohn, Tae-Sung;Bae, Jae-Moon;Kim, Sung
    • Journal of Gastric Cancer
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    • 제10권4호
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    • pp.162-167
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    • 2010
  • Purpose: The incidence of lymph node metastasis has been reported to range from 2.6 to 4.8% in early stage gastric cancer with mucosal invasion (T1a cancer). Lymph node metastasis in early stage gastric cancer is known as an important predictive factor. We analyzed the prediction factors of lymph node metastasis in T1a cancer. Materials and Methods: A total of 9,912 patients underwent radical gastrectomy due to gastric cancer from October 1994 to July 2006 in the Department Of Surgery at Samsung Medical Center. We did a retrospective analysis of 2,524 patients of these patients, ones for whom the cancer was confined within the mucosa. Results: Among the 2,524 patients, 57 (2.2%) were diagnosed with lymph node metastasis, and of these, cancer staging was as follows: 41 were N1, 8 were N2, and 8 were N3a. Univariate analysis of clinicopathological factors showed that the following factors were significant predictors of metastasis: tumor size larger than 4 cm, the presence of middle and lower stomach cancer, poorly differentiated adenocarcinoma and signet-ring cell carcinoma, diffuse type cancer (by the Lauren classification), and lymphatic invasion. Multivariate analysis showed that lymphatic invasion and tumor larger than 4 cm were significant factors with P<0.001 and P=0.024, respectively. Conclusions: The frequency of lymph node metastasis is extremely low in early gastric cancer with mucosal invasion. However, when lymphatic invasion is present or the tumor is larger than 4 cm, there is a greater likelihood of lymph node metastasis. In such cases, surgical treatments should be done to prevent disease recurrence.

Prediction of Axillary Lymph Node Metastasis in Early Breast Cancer Using Dynamic Contrast-Enhanced Magnetic Resonance Imaging and Diffusion-Weighted Imaging

  • Jeong, Eun Ha;Choi, Eun Jung;Choi, Hyemi;Park, Eun Hae;Song, Ji Soo
    • Investigative Magnetic Resonance Imaging
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    • 제23권2호
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    • pp.125-135
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    • 2019
  • Purpose: The purpose of this study was to evaluate dynamic contrast-enhanced breast magnetic resonance imaging (DCE-MRI), and diffusion-weighted imaging (DWI) variables, for axillary lymph node (ALN) metastasis in the early stage of breast cancer. Materials and Methods: January 2011-April 2015, 787 patients with early stage of breast cancer were retrospectively reviewed. Only cases of invasive ductal carcinoma, were included in the patient population. Among them, 240 patients who underwent 3.0-T DCE-MRI, including DWI with b value 0 and $800s/mm^2$ were enrolled. MRI variables (adjacent vessel sign, whole-breast vascularity, initial enhancement pattern, quantitative kinetic parameters, signal enhancement ratio (SER), tumor apparent diffusion coefficient (ADC), peritumoral ADC, and peritumor-tumor ADC ratio) clinico-pathologic variables (age, T stage, multifocality, extensive intraductal carcinoma component (EIC), estrogen receptor, progesterone receptor, HER-2 status, Ki-67, molecular subtype, histologic grade, and nuclear grade) were compared between patients with axillary lymph node metastasis and those with no lymph node metastasis. Multivariate regression analysis was performed, to determine independent variables associated with ALN metastasis, and the area under the receiver operating characteristic curve (AUC), for predicting ALN metastasis was analyzed, for those variables. Results: On breast MRI, moderate or prominent ipsilateral whole-breast vascularity (moderate, odds ratio [OR] 3.45, 95% confidence interval [CI] 1.28-9.51 vs. prominent, OR = 15.59, 95% CI 2.52-96.46), SER (OR = 1.68, 95% CI 1.09-2.59), and peritumor-tumor ADC ratio (OR = 6.77, 95% CI 2.41-18.99), were independently associated with ALN metastasis. Among clinico-pathologic variables, HER-2 positivity was independently associated, with ALN metastasis (OR = 23.71, 95% CI 10.50-53.54). The AUC for combining selected MRI variables and clinico-pathologic variables, was higher than that of clinico-pathologic variables (P < 0.05). Conclusion: SER, moderate or prominent increased whole breast vascularity, and peritumor-tumor ADC ratio on breast MRI, are valuable in predicting ALN metastasis, in patients with early stage of breast cancer.

두경부암의 종격동 림프절 전이: 예측인자 및 영상 소견 (Mediastinal Lymph Node Metastasis from Head and Neck Cancer: Predictive Factors and Imaging Features)

  • 고일권;윤대영;백소라;홍지현;윤은주;이인재
    • 대한영상의학회지
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    • 제82권5호
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    • pp.1246-1257
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    • 2021
  • 목적 본 연구의 목적은 두경부암의 종격동 림프절 전이의 예측인자와 영상 소견을 알아보고자 함이다. 대상과 방법 이 연구에서 저자들은 두경부암 환자 중에서 종격동 림프절 전이그룹과 비전이 그룹 사이의 임상 소견 및 질병의 특성(성별, 연령, 원발성 종양 부위, 조직학적 유형, 악성종양에 대한 이전 치료이력, T-, N- 및 M- 단계, 경부 림프절 전이) 들을 비교하였다. 또한 저자들은 전이그룹에서 종격동 림프절 분류에 따라 림프절 전이의 흉부 전산화단층촬영(전이분포와 림프절 최대직경) 및 양전자방출단층촬영/전산화단층촬영(최대 표준섭취계수)의 소견을 평가하였다. 결과 두경부암 환자 470명 중 55명(11.7%)에서 150개의 종격동 station을 포함하는 종격동 림프절 전이가 발견되었다. 하인두암, 재발한 종양, T4, N2/N3, 및 M1 단계는 종격동 림프절 전이의 의미 있는 예측인자로 평가되었다. 종격동 림프절 전이의 가장 흔한 위치는 일측 station 2 (상부기관주위 림프절, 36.4%), 일측 station 11 (엽간 림프절, 27.3%), 일측 station 10(폐문 림프절, 25.5%) 순이었다. 결론 하인두암, 재발성 종양 및 높은 TNM 단계인 경우, 두경부암의 종격동 림프절 전이 가능성을 고려하여야 한다.

로지스틱 回歸分析을 이용한 癌의 骨髓轉移에 대한 判定基準 決定 (On the decision rule of bone marrow metatasis of cancer using logistic regression analysis)

  • 김병수;이선주;한지숙
    • 응용통계연구
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    • 제1권2호
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    • pp.45-60
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    • 1987
  • 癌 환자에서 癌의 骨髓轉移 여부를 판정하는 것은 임상적으로 매우 중요하다. 癌의 骨髓轉移에 대한 說明變數 을 찾기 위하여 癌의 骨髓轉移가 있는 ? 60 例와 公水轉移가 없는 환자 41 例를 대상으로 로지스틱 回歸分析을 시도하였다. 上記 資料는 1977년 1월부터 1985년 12월까지 연세대학교 의과대학 부속 세브란스 병원의 기록을 後向的으로(retrospectively) 조사하여 수집되었다. 가장 적합도가 높은 로지스틱 回歸分析의 說明變數를 기초로 하여 임상적으로 적용이 편리한 癌의 骨髓轉移에 대한 判定基準을 構成하였고, 이러한 判定基準의 銳敏度(sensitivity)와 特異度(specificity)도 계산되었다.

Newly Developed Weakness of Lower Extremities Despite Improved Brain Metastasis of Lung Cancer after Radiotherapy

  • Yang, Jae Hyun;Jang, Young Joo;Ahn, Se Jin;Kim, Hye-Ryoun;Kim, Cheol Hyeon;Koh, Jae Soo;Choe, Du Hwan;Lee, Jae Cheol
    • Tuberculosis and Respiratory Diseases
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    • 제67권6호
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    • pp.574-576
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    • 2009
  • An intramedullary spinal cord metastasis (ISCM) rarely develops in systemic cancer but is indicative of a poor prognosis. A 56-year-old man was admitted due to weakness of the lower extremities. He had received radiotherapy 3 months prior for a brain metastasis that had developed 1 year after achieving a complete response from chemotherapy for extended stage small cell lung cancer. Although the brain lesion had improved partially, ISCM from the cervical to lumbar-sacral spinal cords, which was accompanied by a leptomeningeal dissemination, was diagnosed based on magnetic resonance imaging of the spine and cerebrospinal fluid cytology. Finally, he died of sudden cardiac arrest during treatment. This is the first case of ISCM involving the whole spinal segments. Physicians should be aware of the subsequent development of ISCM in lung cancer patients with a previously known brain metastasis who present with new neurological symptoms.