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Predicting preoperative lymph node metastasis in esophageal cancer:Advancement and challenges
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作者 Xing-Yan Le Jun-Bang Feng +2 位作者 Yi Guo Yue-Qin Zhou Chuan-Ming Li 《World Journal of Clinical Oncology》 2025年第3期178-180,共3页
Accurate preoperative prediction of lymph node metastasis is crucial for developing clinical management strategies for patients with esophageal cancer.In this letter,we present our insights and opinions on a new nomog... Accurate preoperative prediction of lymph node metastasis is crucial for developing clinical management strategies for patients with esophageal cancer.In this letter,we present our insights and opinions on a new nomogram proposed by Xu et al.Although this research has great potential,there are still concerns re-garding the small sample size,limited consideration of biological complexity,subjective image segmentation,incomplete image feature extraction and statistical analyses.Furthermore,we discuss how to achieve more robust and accurate predictive performance in future research. 展开更多
关键词 Esophageal cancer Radiomics lymph node metastasis NOMOGRAM Machine learning Computed tomography
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Predictive value of machine learning models for lymph node metastasis in gastric cancer: A two-center study 被引量:1
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作者 Tong Lu Miao Lu +4 位作者 Dong Wu Yuan-Yuan Ding Hao-Nan Liu Tao-Tao Li Da-Qing Song 《World Journal of Gastrointestinal Surgery》 SCIE 2024年第1期85-94,共10页
BACKGROUND Gastric cancer is one of the most common malignant tumors in the digestive system,ranking sixth in incidence and fourth in mortality worldwide.Since 42.5%of metastatic lymph nodes in gastric cancer belong t... BACKGROUND Gastric cancer is one of the most common malignant tumors in the digestive system,ranking sixth in incidence and fourth in mortality worldwide.Since 42.5%of metastatic lymph nodes in gastric cancer belong to nodule type and peripheral type,the application of imaging diagnosis is restricted.AIM To establish models for predicting the risk of lymph node metastasis in gastric cancer patients using machine learning(ML)algorithms and to evaluate their pre-dictive performance in clinical practice.METHODS Data of a total of 369 patients who underwent radical gastrectomy at the Depart-ment of General Surgery of Affiliated Hospital of Xuzhou Medical University(Xuzhou,China)from March 2016 to November 2019 were collected and retro-spectively analyzed as the training group.In addition,data of 123 patients who underwent radical gastrectomy at the Department of General Surgery of Jining First People’s Hospital(Jining,China)were collected and analyzed as the verifi-cation group.Seven ML models,including decision tree,random forest,support vector machine(SVM),gradient boosting machine,naive Bayes,neural network,and logistic regression,were developed to evaluate the occurrence of lymph node metastasis in patients with gastric cancer.The ML models were established fo-llowing ten cross-validation iterations using the training dataset,and subsequently,each model was assessed using the test dataset.The models’performance was evaluated by comparing the area under the receiver operating characteristic curve of each model.RESULTS Among the seven ML models,except for SVM,the other ones exhibited higher accuracy and reliability,and the influences of various risk factors on the models are intuitive.CONCLUSION The ML models developed exhibit strong predictive capabilities for lymph node metastasis in gastric cancer,which can aid in personalized clinical diagnosis and treatment. 展开更多
关键词 Machine learning Prediction model Gastric cancer lymph node metastasis
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Histological Risk Factors for Lymph Node Metastasis in pT1 Colorectal Cancer:Does Submucosal Invasion Depth Really Matter?
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作者 Bing YUE Mei JIA +2 位作者 Rui XU Guang-yong CHEN Mu-lan JIN 《Current Medical Science》 SCIE CAS 2024年第5期1026-1035,共10页
Objective After endoscopic resection of colorectal cancer with submucosal invasion(pT1 CRC),additional surgical treatment is recommended if deep submucosal invasion(DSI)is present.This study aimed to further elucidate... Objective After endoscopic resection of colorectal cancer with submucosal invasion(pT1 CRC),additional surgical treatment is recommended if deep submucosal invasion(DSI)is present.This study aimed to further elucidate the risk factors for lymph node metastasis(LNM)in patients with pT1 CRC,especially the effect of DSI on LNM.Methods Patients with pT1 CRC who underwent lymph node dissection were selected.The Chi-square test and multivariate logistic regression were used to analyze the relationship between clinicopathological characteristics and LNM.The submucosal invasion depth(SID)was measured via 4 methods and analyzed with 3 cut-off values.Results Twenty-eight of the 239 patients presented with LNM(11.7%),and the independent risk factors for LNM included high histological grade(P=0.003),lymphovascular invasion(LVI)(P=0.004),intermediate to high budding(Bd 2/3)(P=0.008),and cancer gland rupture(CGR)(P=0.008).Moreover,the SID,width of submucosal invasion(WSI),and area of submucosal invasion(ASI)were not significantly different.When one,two,three or more risk factors were identified,the LNM rates were 1.1%(1/95),12.5%(7/56),and 48.8%(20/41),respectively.Conclusion Indicators such as the SID,WSI,and ASI are not risk factors for LNM and are subjective in their measurement,which renders them relatively inconvenient to apply in clinical practice.In contrast,histological grade,LVI,tumor budding and CGR are relatively straightforward to identify and have been demonstrated to be statistically significant.It would be prudent to focus on these histological factors rather than subjective measurements. 展开更多
关键词 lymph node metastasis early colorectal cancer lymph node dissection submucosal invasion depth tumor budding cancer gland rupture
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Magnetic resonance imaging-based lymph node radiomics for predicting the metastasis of evaluable lymph nodes in rectal cancer
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作者 Yong-Xia Ye Liu Yang +6 位作者 Zheng Kang Mei-Qin Wang Xiao-Dong Xie Ke-Xin Lou Jun Bao Mei Du Zhe-Xuan Li 《World Journal of Gastrointestinal Oncology》 SCIE 2024年第5期1849-1860,共12页
BACKGROUND Lymph node(LN)staging in rectal cancer(RC)affects treatment decisions and patient prognosis.For radiologists,the traditional preoperative assessment of LN metastasis(LNM)using magnetic resonance imaging(MRI... BACKGROUND Lymph node(LN)staging in rectal cancer(RC)affects treatment decisions and patient prognosis.For radiologists,the traditional preoperative assessment of LN metastasis(LNM)using magnetic resonance imaging(MRI)poses a challenge.AIM To explore the value of a nomogram model that combines Conventional MRI and radiomics features from the LNs of RC in assessing the preoperative metastasis of evaluable LNs.METHODS In this retrospective study,270 LNs(158 nonmetastatic,112 metastatic)were randomly split into training(n=189)and validation sets(n=81).LNs were classified based on pathology-MRI matching.Conventional MRI features[size,shape,margin,T2-weighted imaging(T2WI)appearance,and CE-T1-weighted imaging(T1WI)enhancement]were evaluated.Three radiomics models used 3D features from T1WI and T2WI images.Additionally,a nomogram model combining conventional MRI and radiomics features was developed.The model used univariate analysis and multivariable logistic regression.Evaluation employed the receiver operating characteristic curve,with DeLong test for comparing diagnostic performance.Nomogram performance was assessed using calibration and decision curve analysis.RESULTS The nomogram model outperformed conventional MRI and single radiomics models in evaluating LNM.In the training set,the nomogram model achieved an area under the curve(AUC)of 0.92,which was significantly higher than the AUCs of 0.82(P<0.001)and 0.89(P<0.001)of the conventional MRI and radiomics models,respectively.In the validation set,the nomogram model achieved an AUC of 0.91,significantly surpassing 0.80(P<0.001)and 0.86(P<0.001),respectively.CONCLUSION The nomogram model showed the best performance in predicting metastasis of evaluable LNs. 展开更多
关键词 Radiomics lymph node metastasis Rectal cancer Magnetic resonance imaging
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Which Lymph Nodes Should Be Exactly Removed during Breast Cancer Surgery to Prevent Metastasis?
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作者 Jalala Nizamaddin Akhundova Mahira Firudinkizi Amirova +1 位作者 Nasimi Vali Gasimov Malahat Jahangir Sultanova 《Health》 2024年第11期1013-1026,共14页
The aim of the study was to identify the relationship between molecular subtypes of breast cancer (BC) and the morphological characteristics of axillary lymph nodes (ALN) and metastatic risk in BC patients to clarify ... The aim of the study was to identify the relationship between molecular subtypes of breast cancer (BC) and the morphological characteristics of axillary lymph nodes (ALN) and metastatic risk in BC patients to clarify danger degree and justification of removal before metastases appear. Material and methods. Tumor molecular subtypes of 116 female BC patients aged 24 - 75 (53.9 ± 0.8) were determined by tumor tissue immunohistological examination (obtained by tru-cut biopsy), and the BC was classified as Luminal A, Luminal B/HER2−, Luminal B/HER2+, TNBC, and HER2+ subtypes. To interpret the results for the BC receptor status, immunohistochemical analysis was performed and interpreted according to the Allred scale. Lymph node size, shape, structure and conglomerates availability were recorded according to ultrasonography (USG) examination evaluated on “LOGIQ C5-Premium” (2012). Blood CA-15-3 levels were analyzed using a COBAS-e 411 automated analyzer. Statistical analysis of the obtained results was carried out using the SPSS-26 software package, and based on the t-Student-Bonferroni and H-Kruskal-Wallis criteria. The sensitivity and specificity of the indicators studied were determined using ROC statistical analysis. Results showed a significant association of some subtypes, as well as receptor expression, with tumor metastasis to ALN. Conclusion: 1) The HER2+ subtype is the most aggressive in terms of ALN metastasis. Although TNBC is the most aggressive subtype in general, it is characterized by fewer metastases to the ALN than the HER2+ subtype. 2) Metastatic ALNs can be distinguished based on their cortical structure before tumor tissue biopsy, which is economically profitable. These LNs can be removed without biopsy. 展开更多
关键词 Axillary lymph nodes (ALN) Breast cancer Subtypes Cortical Structure metastasis Prediction RECEPTORS USG Examination Surgical Removal
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Risk factors for lymph node metastasis and invasion depth in early gastric cancer:Analysis of 210 cases
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作者 Yu Xiang Li-Di Yao 《World Journal of Gastrointestinal Surgery》 SCIE 2024年第12期3720-3728,共9页
BACKGROUND Gastric cancer is the leading cause of cancer-related deaths worldwide.Early gastric cancer(EGC)is often associated with the risk of lymph node metastasis,which influences treatment decisions.Despite the us... BACKGROUND Gastric cancer is the leading cause of cancer-related deaths worldwide.Early gastric cancer(EGC)is often associated with the risk of lymph node metastasis,which influences treatment decisions.Despite the use of enhanced computed tomography,the prediction of lymph node involvement remains challenging.AIM To investigate the risk factors for lymph node metastasis and invasion depth in patients with EGC.METHODS In total,210 patients with pathologically diagnosed EGC were included in this study.Univariate and multivariate statistical analyses were used to predict risk factors for lymph node metastasis and invasion depth in patients with EGC.RESULTS Among the 210 patients,27(12.9%)had lymph node metastases.Of the 117 patients with submucosal gastric cancer,24(20.5%)had lymph node metastases.Both univariate and multivariate analyses indicated that the depth of invasion in EGC was a risk factor for lymph node metastasis in these patients.Additionally,pathological type was identified as a risk factor for cancer cell invasion in patients with EGC.CONCLUSION EGC invasion depth,not tumor type,size,age,sex,or location,predicts lymph node spread.Tumor type,not size,age,sex,or location,predicts cancer cell invasion. 展开更多
关键词 Early gastric cancer lymph node metastasis invasion depth Risk factors Submucosal invasion Pathological type
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Nomogram based on multimodal magnetic resonance combined with B7-H3mRNA for preoperative lymph node prediction in esophagus cancer 被引量:1
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作者 Yan-Han Xu Peng Lu +5 位作者 Ming-Cheng Gao Rui Wang Yang-Yang Li Rong-Qi Guo Wei-Song Zhang Jian-Xiang Song 《World Journal of Clinical Oncology》 2024年第3期419-433,共15页
Accurate preoperative prediction of lymph node metastasis(LNM)in esophageal cancer(EC)patients is of crucial clinical significance for treatment planning and prognosis.AIM To develop a clinical radiomics nomogram that... Accurate preoperative prediction of lymph node metastasis(LNM)in esophageal cancer(EC)patients is of crucial clinical significance for treatment planning and prognosis.AIM To develop a clinical radiomics nomogram that can predict the preoperative lymph node(LN)status in EC patients.METHODS A total of 32 EC patients confirmed by clinical pathology(who underwent surgical treatment)were included.Real-time fluorescent quantitative reverse transcription-polymerase chain reaction was used to detect the expression of B7-H3 mRNA in EC tissue obtained during preoperative gastroscopy,and its correlation with LNM was analyzed.Radiomics features were extracted from multi-modal magnetic resonance imaging of EC using Pyradiomics in Python.Feature extraction,data dimensionality reduction,and feature selection were performed using XGBoost model and leave-one-out cross-validation.Multivariable logistic regression analysis was used to establish the prediction model,which included radiomics features,LN status from computed tomography(CT)reports,and B7-H3 mRNA expression,represented by a radiomics nomogram.Receiver operating characteristic area under the curve(AUC)and decision curve analysis(DCA)were used to evaluate the predictive performance and clinical application value of the model.RESULTS The relative expression of B7-H3 mRNA in EC patients with LNM was higher than in those without metastasis,and the difference was statistically significant(P<0.05).The AUC value in the receiver operating characteristic(ROC)curve was 0.718(95%CI:0.528-0.907),with a sensitivity of 0.733 and specificity of 0.706,indicating good diagnostic performance.The individualized clinical prediction nomogram included radiomics features,LN status from CT reports,and B7-H3 mRNA expression.The ROC curve demonstrated good diagnostic value,with an AUC value of 0.765(95%CI:0.598-0.931),sensitivity of 0.800,and specificity of 0.706.DCA indicated the practical value of the radiomics nomogram in clinical practice.CONCLUSION This study developed a radiomics nomogram that includes radiomics features,LN status from CT reports,and B7-H3 mRNA expression,enabling convenient preoperative individualized prediction of LNM in EC patients. 展开更多
关键词 Esophageal cancer Radiomics B7-H3mRNA Multimodal magnetic resonance imaging lymph node metastasis NOMOGRAM
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Computed tomography and magnetic resonance imaging evaluation of lymph node metastasis in early colorectal cancer 被引量:20
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作者 Joonsung Choi Soon Nam Oh +4 位作者 Dong-Myung Yeo Won Kyung Kang Chan-Kwon Jung Sang Woo Kim Michael Yong Park 《World Journal of Gastroenterology》 SCIE CAS 2015年第2期556-562,共7页
AIM: To assess the role of computed tomography(CT) and magnetic resonance imaging(MRI) and establish imaging criteria of lymph node metastasis in early colorectal cancer.METHODS: One hundred and sixty patients with ea... AIM: To assess the role of computed tomography(CT) and magnetic resonance imaging(MRI) and establish imaging criteria of lymph node metastasis in early colorectal cancer.METHODS: One hundred and sixty patients with early colorectal cancer were evaluated for tumor location, clinical history of polypectomy, depth of tumor invasion, and lymph node metastasis. Two radiologists assessed preoperative CT and/or MRI for the primary tumor site detectability, the presence or absence of regional lymph node, and the size of the largest lymph node. Demographic, imaging, and pathologic findings were compared between the two groups of patients based on pathologic lymph node metastasis and optimal size criterion was obtained.RESULTS: The locations of tumor were ascending, transverse, descending, sigmoid colon, and rectum. One hundred and sixty early colorectal cancers were classified into 3 groups based on the pathological depth of tumor invasion; mucosa, submucosa, and depth unavailable. A total of 20(12.5%) cancers with submucosal invasion showed lymph node metastasis. Lymph nodes were detected on CT or MRI in 53 patients. The detection rate and size of lymph nodes were significantly higher(P = 0.000, P = 0.044, respectively) in patients with pathologic nodal metastasis than in patients without nodal metastasis. Receiver operating curve analysis showed that a cut-off value of 4.1 mm is optimal with a sensitivity of 78.6% and specificity of 75%.CONCLUSION: The short diameter size criterion of≥ 4.1 mm for metastatic lymph nodes was optimal for nodal staging in early colorectal cancer. 展开更多
关键词 Early COLON cancer lymph node metastasis COMPUTED
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Progress in the Study of Lymph Node Metastasis in Early-stage Cervical Cancer 被引量:36
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作者 Bang-xing HUANG Fang FANG 《Current Medical Science》 SCIE CAS 2018年第4期567-574,共8页
Spread into regional lymph node is the major route of metastasis in cervical cancer. Although lymph node status is not involved in the International Federation of Gynecology and Obstetrics staging system of uterine ce... Spread into regional lymph node is the major route of metastasis in cervical cancer. Although lymph node status is not involved in the International Federation of Gynecology and Obstetrics staging system of uterine cervical cancer, the presence or absence of lymph node metastasis provides important information for prognosis and treatment. In this review, we have attempted to focus on the incidence and patterns of lymph node metastasis, and the issues surrounding surgical assessment of lymph nodes. In addition, the preoperative prediction of lymph node status, as well as the intraoperative assessment by sentinel nodes will be reviewed. Finally, lymph node micrometastasis also will be discussed. 展开更多
关键词 lymph node metastasis cervical cancer sentinel lymph node MICROmetastasis
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Feasibility of endoscopic treatment and predictors of lymph node metastasis in early gastric cancer 被引量:18
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作者 Yu-Ning Chu Ya-Nan Yu +6 位作者 Xue Jing Tao Mao Yun-Qing Chen Xiao-Bin Zhou Wen Song Xian-Zhi Zhao Zi-Bin Tian 《World Journal of Gastroenterology》 SCIE CAS 2019年第35期5344-5355,共12页
BACKGROUND Endoscopic submucosal dissection (ESD) has been routinely performed in applicable early gastric cancer (EGC) patients as an alternative to conventional surgical operations that involve lymph node dissection... BACKGROUND Endoscopic submucosal dissection (ESD) has been routinely performed in applicable early gastric cancer (EGC) patients as an alternative to conventional surgical operations that involve lymph node dissection. The indications for ESD have been recently expanded to include larger, ulcerated, and undifferentiated mucosal lesions, and differentiated lesions with slight submucosal invasion. The risk of lymph node metastasis (LNM) is the most important consideration when deciding on a treatment strategy for EGC. Despite the advantages over surgical procedures, lymph nodes cannot be removed by ESD. In addition, whether patients who meet the expanded indications for ESD can be managed safely remains controversial. AIM To determine whether the ESD indications are applicable to Chinese patients and to investigate the predictors of LNM in EGC. METHODS We retrospectively analyzed 12552 patients who underwent surgery for gastric cancer between June 2007 and December 2018 at the Affiliated Hospital of Qingdao University. A total of 1262 (10.1%) EGC patients were eligible for inclusion in this study. Data on the patients’ clinical, endoscopic, and histopathological characteristics were collected. The absolute and expanded indications for ESD were validated by regrouping the enrolled patients and determining the positive LNM results in each subgroup. Predictors of LNM in patients were evaluated by univariate and multivariate analyses. RESULTS LNM was observed in 182 (14.4%) patients. No LNM was detected in the patients who met the absolute indications (0/90). LNM occurred in 4/311 (1.3%) patients who met the expanded indications. According to univariate analysis, LNM was significantly associated with positive tumor marker status, medium (20-30 mm) and large (>30 mm) lesion sizes, excavated macroscopic-type tumors, ulcer presence, submucosal invasion (SM1 and SM2), poor differentiation, lymphovascular invasion (LVI), perineural invasion, and diffuse and mixed Lauren’s types. Multivariate analysis demonstrated SM1 invasion (odds ration [OR]= 2.285, P = 0.03), SM2 invasion (OR = 3.230, P < 0.001), LVI (OR = 15.702, P < 0.001), mucinous adenocarcinoma (OR = 2.823, P = 0.015), and large lesion size (OR = 1.900, P = 0.006) to be independent risk factors. CONCLUSION The absolute indications for ESD are reasonable, and the feasibility of expanding the indications for ESD requires further investigation. The predictors of LNM include invasion depth, LVI, mucinous adenocarcinoma, and lesion size. 展开更多
关键词 Early GASTRIC cancer lymph node metastasis PREDICTORS Endoscopic SUBMUCOSAL DISSECTION Expanded inDICATIONS
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Prediction of lymph node metastasis and sentinel node navigation surgery for patients with early-stage gastric cancer 被引量:14
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作者 Atsuo Shida Norio Mitsumori +5 位作者 Hiroshi Nimura Yuta Takano Taizou Iwasaki Muneharu Fujisaki Naoto Takahashi Katsuhiko Yanaga 《World Journal of Gastroenterology》 SCIE CAS 2016年第33期7431-7439,共9页
Accurate prediction of lymph node(LN) status is crucially important for appropriate treatment planning in patients with early gastric cancer(EGC). However,consensus on patient and tumor characteristics associated with... Accurate prediction of lymph node(LN) status is crucially important for appropriate treatment planning in patients with early gastric cancer(EGC). However,consensus on patient and tumor characteristics associated with LN metastasis are yet to be reached. Through systematic search,we identified several independent variables associated with LN metastasis in EGC,which should be included in future research to assess which of these variables remain as significant predictors of LN metastasis. On the other hand,even if we use these promising parameters,we should realize the limitation and the difficulty of predicting LN metastasis accurately. The sentinel LN(SLN) is defined as first possible site to receive cancer cells along the route of lymphatic drainage from the primary tumor. The absence of metastasis in SLN is believed to correlate with the absence of metastasis in downstream LNs. In this review,we have attempted to focus on several independent parameters which have close relationship between tumor and LN metastasis in EGC. In addition,we evaluated the history of sentinel node navigation surgery and the usefulness for EGC. 展开更多
关键词 EARLY-STAGE GASTRIC cancer SENTinEL node navigation surgery PREDICTION of lymph node metastasis
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Significance and prognostic value of increased serum direct bilirubin level for lymph node metastasis in Chinese rectal cancer patients 被引量:10
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作者 Chun Gao Long Fang +1 位作者 Jing-Tao Li Hong-Chuan Zhao 《World Journal of Gastroenterology》 SCIE CAS 2016年第8期2576-2584,共9页
AIM: To determine the significance of increased serum direct bilirubin level for lymph node metastasis(LNM) in Chinese rectal cancer patients, after those with known hepatobiliary and pancreatic diseases were excluded... AIM: To determine the significance of increased serum direct bilirubin level for lymph node metastasis(LNM) in Chinese rectal cancer patients, after those with known hepatobiliary and pancreatic diseases were excluded.METHODS: A cohort of 469 patients, who were treated at the China-Japan Friendship Hospital, Ministry of Health(Beijing, China), in the period from January 2003 to June 2011, and with a pathological diagnosis of rectal adenocarcinoma, were recruited. They included 231 patients with LNM(49.3%) and 238 patients without LNM. Follow-up for these patients was taken through to December 31, 2012.RESULTS: The baseline serum direct bilirubin concentration was(median/inter-quartile range) 2.30/1.60-3.42 μmol/L. Univariate analysis showed that compared with patients without LNM, the patients with LNM had an increased level of direct bilirubin(2.50/1.70-3.42 vs 2.10/1.40-3.42, P = 0.025). Multivariate analysis showed that direct bilirubin wasindependently associated with LNM(OR = 1.602; 95%CI: 1.098-2.338, P = 0.015). Moreover, we found that:(1) serum direct bilirubin differs between male and female patients; a higher concentration was associated with poor tumor classification;(2) as the baseline serum direct bilirubin concentration increased, the percentage of patients with LNM increased; and(3) serum direct bilirubin was associated with the prognosis of rectal cancer patients and higher values indicated poor prognosis.CONCLUSION: Higher serum direct bilirubin concentration was associated with the increased risk of LNM and poor prognosis in our rectal cancers. 展开更多
关键词 RECTAL cancer lymph node metastasis Direct BILIRUBin Risk Prognosis
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Prognostic value of lymph node metastasis in patients with T1-stage colorectal cancer from multiple centers in China 被引量:10
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作者 Zhen-Qiang Sun Shuai Ma +14 位作者 Quan-Bo Zhou Shuai-Xi Yang Yuan Chang Xiang-Yue Zeng Wei-Guo Ren Fang-Hai Han Xiang Xie Fan-Ye Zeng Xian-Tao Sun Gui-Xian Wang Zhen Li Zhi-Yong Zhang Jun-Min Song Jin-Bo Liu Wei-Tang Yuan 《World Journal of Gastroenterology》 SCIE CAS 2017年第48期8582-8590,共9页
AIM To explore the features and prognostic value of lymph node metastasis in patients with T1-stage colorectal cancer(CRC).METHODS In all,321 cases of T1-stage CRC were selected from 10132 patients with CRC who receiv... AIM To explore the features and prognostic value of lymph node metastasis in patients with T1-stage colorectal cancer(CRC).METHODS In all,321 cases of T1-stage CRC were selected from 10132 patients with CRC who received surgical therapy in six large-scale hospitals in China and were retrospectively analyzed. Univariate and multivariate analyses were performed to analyze the risk factors for lymphatic metastasis. A survival analysis was then performed to analyze the prognostic value of lymph node metastasis.RESULTS The occurrence rate of T1 stage was 3.17%(321/10132);of these patients,the lymph node metastasis rate was 8.41%(27/321),and the non-lymph node metastasis rate was 91.59%(294/321). Univariate analysis showed that preoperative serum CEA,preoperative serum CA199,preoperative serum CA724,vascular invasion,and degree of differentiation were associated with lymph node metastasis in T1-stage CRC(P < 0.05 for all). Multivariate analysis indicated that preoperative serum CA724,vascular invasion,and degree of differentiation were closely related to lymph node metastasis(P < 0.05 for all). Log-rank survival analysis showed that age,preoperative serum CEA,preoperative serum CA199,vascular invasion,degree of differentiation,and lymph node metastasis(χ2 = 24.180,P < 0.001) were predictors of 5-year overall survival(OS)(P < 0.05 for all). COX regression analysis demonstrated that preoperative serum CA199 and lymph node metastasis(HR = 5.117;P < 0.05;95%CI: 0.058-0.815) were independent prognostic indicators of 5-year OS in patients with T1-stage CRC(P < 0.05 for both). CONCLUSION The morbidity of T1-stage CRC was 3.17% for all CRC cases. Preoperative serum CA724,vascular invasion,and degree of differentiation are independent risk factors for lymph node metastasis. Lymph node metastasis is an independent prognostic factor for OS in patients with T1-stage CRC. 展开更多
关键词 COLORECTAL cancer lymph node metastasis T1 STAGE Prognosis
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Risk of lymph node metastasis in mixed-type early gastric cancer determined by the extent of the poorly differentiated component 被引量:9
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作者 Chung-Su Hwang Sangjeong Ahn +8 位作者 Bong-Eun Lee So-Jeong Lee Ahrong Kim Chang In Choi Dae Hwan Kim Tae-Yong Jeon Gwang Ha Kim Geum Am Song Do Youn Park 《World Journal of Gastroenterology》 SCIE CAS 2016年第15期4020-4026,共7页
AIM: To predict the rate of lymph node(LN) metastasis in diffuse- and mixed-type early gastric cancers(EGC) for guidelines of the treatment.METHODS: We reviewed 550 cases of EGC withdiffuse- and mixed-type histology. ... AIM: To predict the rate of lymph node(LN) metastasis in diffuse- and mixed-type early gastric cancers(EGC) for guidelines of the treatment.METHODS: We reviewed 550 cases of EGC withdiffuse- and mixed-type histology. We investigated the clinicopathological factors and histopathological components that influence the probability of LN metastasis, including sex, age, site, gross type, presence of ulceration, tumour size, depth of invasion, perineural invasion, lymphovascular invasion, and LN metastasis status. We reviewed all slides and estimated the proportions of each tumour component; pure diffuse type, mixed-predominantly diffuse type(diffuse > intestinal type), mixed-predominantly intestinal type(intestinal > diffuse type), and mixed diffuse = intestinal type. We calculated the extents of the respective components.RESULTS: LN metastasis was observed in 12.9%(71/550) of early gastric cancers cases [15/288 mucosal EGCs(5.2%) and 56/262 submucosal EGCs(21.4%)]. Of 550 cases, 302 were diffuse-type and 248 were mixed-type EGCs. Of 248 mixed-type EGCs, 163 were mixed-predominantly diffuse type, 82 were mixed-predominantly intestinal type, and 3 were mixed diffuse = intestinal type. Mixed-type cases with predominantly diffuse type histology showed a higher frequency of LN metastasis(20.2%) than cases of pure diffuse type(9.3%) and predominantly intestinal type(12.2%) histology. We measured the dimensions of each component(intestinal and diffuse type) to determine the association of the extent of each component with LN metastasis in mixed-type gastric carcinoma. The total tumour size and the extent of poorly differentiated components was associated with LN metastasis, while that of signet ring cell components was not.CONCLUSION: We recommend careful identification and quantitative evaluation of mixed-type early gastric cancer components after endoscopic resection to determine the intensity of the treatment. 展开更多
关键词 lymph nodeS metastasis GASTRIC cancer HISTOLOGY ENDOSCOPIC GASTROinTESTinAL surgery
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STAT-3 correlates with lymph node metastasis and cell survival in gastric cancer 被引量:16
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作者 Jing-Yu Deng Xiang-Yu Liu +2 位作者 Han Liang Dan Sun Yi Pan 《World Journal of Gastroenterology》 SCIE CAS CSCD 2010年第42期5380-5387,共8页
AIM:To investigate the correlation between gastric cancer growth and signal transducer and activator of transcription-3(STAT3) expression.METHODS:We assessed the expressions of STAT3,phosphor-STAT3(pSTAT3),suppressor ... AIM:To investigate the correlation between gastric cancer growth and signal transducer and activator of transcription-3(STAT3) expression.METHODS:We assessed the expressions of STAT3,phosphor-STAT3(pSTAT3),suppressor of cytokine signaling-1(SOCS-1),survivin and Bcl-2 in gastric cancer patients after gastrectomy by immunohistochemical method.In addition,in situ hybridization was used to further demonstrate the mRNA expression of STAT3 in gastric cancer.RESULTS:With the univariate analysis,expressions of STAT3,pSTAT3,SOCS-1,survivin and Bcl-2,the size of primary tumor and the lymph node metastasis were found to be associated with the overall survival(OS) of gastric cancer patients.However,only pSTAT3 expression and the lymph node metastasis were identified as the independent factors of OS of gastric cancer with multivariate analysis.STAT3 expression was correlated with the lymph node metastasis.There were positive correlations between expressions of STAT3,survivin,Bcl-2 and pSTAT3 in gastric cancer,whereas there was negative correlation between STAT3 expression and SOCS-1 expression in gastric cancer.CONCLUSION:STAT3 can transform into pSTAT3 to promote the survival and inhibit the apoptosis of gastric cancer cells.SOCS-1 might be the valid molecular antagonist to inhibit the STAT3 expression in gastric cancer. 展开更多
关键词 Gastric cancer Signal transducer and activator of transcription-3 lymph node metastasis APOPTOSIS Survival analysis
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Construction and external validation of a nomogram that predicts lymph node metastasis in early gastric cancer patients using preoperative parameters 被引量:15
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作者 Yinan Zhang Yiqiang Liu +7 位作者 Ji Zhang Xiaojiang Wu Xin Ji Tao Fu Ziyu Li Qi Wu Zhaode Bu Jiafu Ji 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2018年第6期623-632,共10页
Objective: To create a nomogram to predict the incidence of lymph node metastasis(LNM) in early gastric cancer(EGC) patients and to externally validate the nomogram.Methods: To construct the nomogram,we retrospectivel... Objective: To create a nomogram to predict the incidence of lymph node metastasis(LNM) in early gastric cancer(EGC) patients and to externally validate the nomogram.Methods: To construct the nomogram,we retrospectively analyzed a primary cohort of 272 EGC patients.Univariate analysis and a binary logistic regression were performed.A nomogram predicting the incidence of LNM in EGC patients was created.The discrimination ability of the nomogram was measured using the concordance index(c-index),and the nomogram was also calibrated.Then,another prospective cohort of 81 patients was analyzed to validate the nomogram.Results: In the primary cohort,LNM was pathologically confirmed in 37(13.6%) patients.In multivariate analysis,the presence of an ulcer,the maximum lesion diameter observed via gastroscopy,the thickness of the lesion observed via endoscopic ultrasonography,and the presence of enlarged lymph nodes on computed tomography(CT) were independent risk factors for LNM.A nomogram was then created based on the regression model with the c-index of 0.905,and the calibration curve of the nomogram fell approximately on the ideal 45-degree line.The cut-off score of the nomogram was 110,and the sensitivity,specificity,positive predictive and negative predictive values of the nomogram in the primary cohort were 81.1%,86.0%,47.6% and 96.7%,respectively,and in the prospective validation cohort were 75.0%,91.0%,60.0% and 95.5%,respectively.The calibration curve of the external validation cohort was almost on the 45-degree line.Conclusions: We developed an effective nomogram predicting the incidence of LNM for EGC patients. 展开更多
关键词 Early gastric cancer lymph node metastasis NOMOGRAM VALIDATION
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Comparison of DWI and PET/CT in evaluation of lymph node metastasis in uterine cancer 被引量:16
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作者 Kazuhiro Kitajima Erena Yamasaki +2 位作者 Yasushi Kaji Koji Murakami Kazuro Sugimura 《World Journal of Radiology》 CAS 2012年第5期207-214,共8页
AIM: To investigate diffusion-weighted imaging (DWI) and positron emission tomography and computed tomography (PET/CT) with Ⅳ contrast for the preoperative evaluation of pelvic lymph node (LN) metastasis in uterine c... AIM: To investigate diffusion-weighted imaging (DWI) and positron emission tomography and computed tomography (PET/CT) with Ⅳ contrast for the preoperative evaluation of pelvic lymph node (LN) metastasis in uterine cancer. METHODS: Twenty-five patients with endometrial or cervical cancer who underwent both DWI and PET/CT before pelvic lymphadenectomy were included in this study. For area specific analysis, LNs were divided into eight regions: both common iliac, external iliac, internal iliac areas, and obturator areas. The classification for malignancy on DWI was a focally abnormal signal intensity in a location that corresponded to the LN chains on the T1WI and T2WI. The criterion for malignancy on PET/CT images was increased tracer uptake by the LN.RESULTS: A total of 36 pathologically positive LN areas were found in 9 patients. With DWI, the sensitivity, specificity, positive predictive value, negative predictive value and accuracy for detecting metastatic LNs on an LN area-by-area analysis were 83.3%, 51.2%, 27.3%, 93.3% and 57.0%, respectively, while the corresponding values for PET/CT were 38.9%, 96.3%, 70.0%, 87.8% and 86.0%. Differences in sensitivity, specificity and accuracy were significant (P < 0.0005). CONCLUSION: DWI showed higher sensitivity and lower specificity than PET/CT. Neither DWI nor PET/CT were sufficiently accurate to replace lymphadenectomy. 展开更多
关键词 UTERinE cancer lymph node metastasis Magnetic resonance IMAGinG Diffusion-weighed IMAGinG POSITRON emission TOMOGRAPHY and COMPUTED TOMOGRAPHY
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Predictive Value of BRAF^V600E Mutation for Lymph Node Metastasis in Papillary Thyroid Cancer:A Meta-analysis 被引量:18
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作者 Jing-yong SONG Shi-ran SUN +3 位作者 Fang DONG Tao HUANG Bin WU Jing ZHOU 《Current Medical Science》 SCIE CAS 2018年第5期785-797,共13页
BRAF^V600E mutation has been thought to be a valuable molecular marker that may predict a worse prognosis for papillary thyroid cancer (PTC).But whether BRAF^V600E mutation is associated with lymph node metastasis (LN... BRAF^V600E mutation has been thought to be a valuable molecular marker that may predict a worse prognosis for papillary thyroid cancer (PTC).But whether BRAF^V600E mutation is associated with lymph node metastasis (LNM)remains controversial. Different surgical strategies may bring a bias in demonsstrating the association between them.In order to delineate a risk stratification to guide a tailored initial approach to tumors that express BRAF^V600E mutation,we performed this meta-analysis by using the articles in which total or near-total thyroidectomy plus bilateral central lymph node dissection was routinely performed to avoid the bias from the surgical strategy.We searched the Medline,Embase and CNKI database for eligible studies from January 2003 to May 2018.Meta-analysis was performed using the STATA 12.0 software.Odds ratios (ORs)and 95% confidence intervals (CIs)were calculated under fixed-effects or random-effects models.Fifteen clinical studies were included with a total of 4909 PTC patients. Our meta-analysis results reported that BRAF^V600E mutation was associated with LNM (OR=1.34;95% CI:1.09-1.65;P=0.005),as well as central LNM (OR=1.59;95% CI: 1.35-1.88;P<0.00001).Moreover,in patients with papillary thyroid microcarcinoma, we also confirmed the predictive value of BRAF^V600E mutation for LNM (OR=3.49;95% CI:2.02-6.02;P<0.00001).This meta-analysis demonstrates that BRAF^V600E mutation is closely related to LNM in PTC patients.The results suggest that BRAF^V600E mutation can be considered as a risk factor for LNM in PTC.Moreover,combining BRAF^V600E mutation with other risk factors to determine the initial surgical treatment may bring benefits for PTC patients. 展开更多
关键词 B-RAF PROTO-ONCOGENE THYROID cancer PAPILLARY THYROID carcinoma lymph node metastasis META-ANALYSIS
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Prognostic role of lymph node metastasis in early gastric cancer 被引量:12
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作者 Zhixue Zheng Yiqiang Liu +4 位作者 Zhaode Bu Lianhai Zhang Ziyu Li Hong Du Jiafu Ji 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2014年第2期192-199,共8页
Objective: To clarify the relationship between clinicopathological features and lymph node metastasis and to propose the potential indications of lymph node metastasis for prognosis in early gaswic cancer (EGC) pat... Objective: To clarify the relationship between clinicopathological features and lymph node metastasis and to propose the potential indications of lymph node metastasis for prognosis in early gaswic cancer (EGC) patients. Methods: We retrospectively observed 226 EGC patients with lymph node resection, and analyzed the associations between lymph node metastasis and clinicopathological parameters using the chi-square test in univariate analysis and logistic regression analysis in multivariate analysis. Overall survival analysis was determined using the Kaplan-Meier and log-rank test. We conducted multivariate prognosis analysis using the Cox proportional hazards model. Results: Of all the EGC patients, 7.5% (17/226) were histologically shown to have lymph node metastasis. The differentiation, lymphovascular invasion and depth of invasion were independent risk factors for lymph node metastasis in EGC. The 5- and 10-year survival rates were significantly lower in patients with lymph node metastasis than in those without and the patients also had shorter progress-free survival time. Lymph node metastasis and tumor size were independent prognostic factors for EGC. The status of the lymph nodes was a significant factor in predicting recurrence or metastasis after surgery. Conclusions: The undifferentiated carcinoma and lymphovascular and/or submucosal invasion were associated with a higher incidence of lymph node metastasis in EGC patients, whom need to perform subsequent D2 lymphadenectomy or laparoscopic lymph node dissection and more rigorous follow-up or additional chemotherapy/radiation after D2 gastrectomy for poor prognosis and high recurrence/metastasis rate. 展开更多
关键词 Early gastric cancer (EGC) lymph node metastasis PROGNOSIS RECURRENCE
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Analysis of factors related to non-sentinel lymph node metastasis in 296 sentinel lymph node-positive Chinese breast cancer patients 被引量:18
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作者 Amina Maimaitiaili Di Wu +3 位作者 Zhenyu Liu Haimeng Liu Xiamusiye Muyiduli Zhimin Fan 《Cancer Biology & Medicine》 SCIE CAS CSCD 2018年第3期282-289,共8页
Objective: Axillary lymph node dissection(ALND) may be unnecessary in 20%–60% of breast cancer patients with sentinel lymph node(NSLN) metastasis. The aim of the present study was to review the medical records of Chi... Objective: Axillary lymph node dissection(ALND) may be unnecessary in 20%–60% of breast cancer patients with sentinel lymph node(NSLN) metastasis. The aim of the present study was to review the medical records of Chinese patients with early-stage breast cancer and positive NSLN metastasis to identify clinicopathological characteristics as risk factors for non-NSLN metastasis.Methods: The medical records of 2008 early-stage breast cancer patients who received intraoperative sentinel lymph node biopsy(SLNB) between 2006 and 2016 were retrospectively reviewed. These patients were clinically and radiologically lymph nodenegative and had no prior history of receiving neoadjuvant chemotherapy or endocrinotherapy. The clinicopathological characteristics of patients with positive NSLN metastasis who underwent ALND were investigated.Results: In the present study, 296 patients with positive NSLN metastases underwent ALND. Positive non-NSLN metastases were confirmed in 95 patients(32.1%). On univariate analysis, ≥ 3 positive NSLN metastases(P <0.01), NSLN macrometastases(P =0.023), and lymphovascular invasion(P = 0.04) were associated with non-NSLN metastasis(P <0.05). In multivariate analysis, the number of positive SLNs was the most significant predictor of non-SLN metastasis. For patients with 0, 1, 2, or 3 associated risk factors, the non-SLN metastatic rates were 11.5%, 22.5%, 35.2%, and 73.1%, respectively.Conclusions: The number of positive NSLNs, NSLN macrometastases, and lymphovascular invasion were correlated with nonSLN metastasis. The number of positive SLNs was an independent predictor for non-NSLN metastasis. When 2 or 3 risk factors were present in one patient, the probability of non-NSLN was higher than that in the American College of Surgeons Oncology Group Z0011 trial(27.3%); thus, avoiding ALND should be considered carefully. 展开更多
关键词 Breast cancer sentinel lymph node metastasis axillary lymph node dissection non-sentinel lymph node metastasis
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