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Zhang YL, Song HB, Xue YW. Machine learning-based reconstruction of prognostic staging for gastric cancer patients with different differentiation grades: A multicenter retrospective study. World J Gastroenterol 2025; 31:104466. [PMID: 40248057 PMCID: PMC12001173 DOI: 10.3748/wjg.v31.i13.104466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2024] [Revised: 02/26/2025] [Accepted: 03/19/2025] [Indexed: 04/02/2025] Open
Abstract
BACKGROUND The prognosis of gastric cancer (GC) patients is poor, and an accurate prognostic staging system would help assess patients' prognostic status before treatment and determine appropriate treatment strategies. AIM To develop positive lymph node ratio (LNR) and machine learning (ML)-based staging systems for GC patients with varying differentiation. METHODS This multicenter retrospective cohort study included 11772 GC patients, with 5612 in the training set (Harbin Medical University Cancer Hospital) and 6160 in the validation set (Surveillance, Epidemiology, and End Results Program database). X-tile software identified optimal cutoff values for the positive LNR, and five ML models were developed using pT and LNR staging. Risk scores were divided into seven stages, constructing new staging systems tailored to different tumor differentiation levels. RESULTS In both the training and validation sets, regardless of the tumor differentiation level, LNR staging demonstrated superior prognostic stratification compared to pN. Extreme Gradient Boosting exhibited better predictive performance than the other four models. Compared to tumor node metastasis staging, the new staging systems, developed for patients with different degrees of differentiation, showed significantly better predictive performance. CONCLUSION The new positive lymph nodes ratio staging and integrated staging systems constructed for GC patients with different differentiation grades exhibited better prognostic stratification capabilities.
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Affiliation(s)
- Yong-Le Zhang
- Department of Gastrointestinal Surgery, Harbin Medical University Cancer Hospital, Harbin 150081, Heilongjiang Province, China
| | - Hai-Bin Song
- Department of Gastrointestinal Surgery, Harbin Medical University Cancer Hospital, Harbin 150081, Heilongjiang Province, China
| | - Ying-Wei Xue
- Department of Gastrointestinal Surgery, Harbin Medical University Cancer Hospital, Harbin 150081, Heilongjiang Province, China
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Zhang Y, Cao Y, Zhang J, Huang M, Roy P, Huang B, Yang H, Rong Y, Chen Y, Zhu C, Fang W, Yu Z, Mao W, Xiang J, Han Y, Lin J, Zhang J, Fu J, He J, Li H. Lymph Node Ratio Improves Prediction of Overall Survival in Esophageal Cancer Patients Receiving Neoadjuvant Chemoradiotherapy: A National Cancer Database Analysis. Ann Surg 2023; 277:e1239-e1246. [PMID: 35797545 PMCID: PMC11225578 DOI: 10.1097/sla.0000000000005450] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
OBJECTIVE This study aimed to propose a revised ypN (r-ypN) classification based on lymph node ratio (LNR) and to examine its prognostic value in postneoadjuvant esophageal cancer. BACKGROUND A new postneoadjuvant pathologic (ypTNM) staging classification has been introduced for esophageal cancer. However, the ypN classification currently defined by the number of positive lymph nodes is influenced by the extent of lymphadenectomy. METHODS Data on 7195 esophageal cancer patients receiving neoadjuvant chemoradiation were extracted from the National Cancer Database (NCDB). Four r-ypN stages were defined by 3 LNR thresholds (0%, 10%, and 20% using X-tile software). A revised ypTNM (r-ypTNM) classification was developed by solely changing N categories. Kaplan-Meier method and Cox proportional hazards models were used for survival analyses. Akaike information criterion (AIC) and Harrell's concordance index ( C -index) were used to compare the predictive performance of the current and the revised classification. External validation was performed using an independent cohort from the NEOCRTEC5010 clinical trial. RESULTS Both ypN ( P <0.001) and r-ypN ( P <0.001) were independent prognostic factors of overall survival (OS) for esophageal cancer patients. Kaplan-Meier curves demonstrated a better discrimination with r-ypN than ypN categories. Within each ypN category (except ypN3), OS was significantly different comparing r-ypN strata; however, there were no differences between ypN strata within each r-ypN category (except r-ypN3). r-ypN (AIC: 60752 vs 60782; C -index: 0.591 vs 0.587) and r-ypTNM (AIC: 60623 vs 60628; C -index: 0.613 vs 0.610) showed better predictive performance than the current staging system, with a lower AIC (better calibration) and higher C -index (improved discrimination). This advantage was also confirmed by external validation using the NEOCRTEC5010 cohort. CONCLUSIONS LNR showed better performance than ypN in predicting OS of esophageal cancer patients after neoadjuvant chemoradiation and may be an improvement on the current staging system.
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Affiliation(s)
- Yajie Zhang
- Department of Thoracic Surgery, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Yuqin Cao
- Department of Thoracic Surgery, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Jiahao Zhang
- Department of Thoracic Surgery, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Maosheng Huang
- Department of Epidemiology, University of Texas MD Anderson Cancer Center, Houston, TX
| | - Pascal Roy
- University of Lyon, Lyon, France
- University of Claude Bernard-Lyon 1, Villeurbanne, France
- Department of Biostatistics-Bioinformatics, Public Health System, Hospices Civils de Lyon, Lyon, France
- Laboratory of Biometrics and Evolutive Biology, CNRS UMR 5558, Villeurbanne, France
| | - Binhao Huang
- Department of Thoracic Surgery, Shanghai Chest Hospital, Shanghai Jiaotong University, Shanghai, China
- Department of Gastric Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
- Department of Cardiothoracic Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA
| | - Hong Yang
- Department of Thoracic Surgery, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Yi Rong
- Department of Thoracic Surgery, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Yuping Chen
- Department of Thoracic Surgery, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Chengchu Zhu
- Department of Thoracic Surgery, Taizhou Hospital, Wenzhou Medical University, Taizhou, China
| | - Wentao Fang
- Department of Thoracic Surgery, Shanghai Chest Hospital, Shanghai Jiaotong University, Shanghai, China
| | - Zhentao Yu
- Department of Thoracic Surgery, National Cancer Center, National Clinical Research Center for Cancer, Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences and PeKing Union Medical College, Shenzhen, China
| | - Weimin Mao
- Department of Thoracic Surgery, Zhejiang Cancer Hospital, Hangzhou, China
| | - Jiaqing Xiang
- Department of Thoracic Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Yongtao Han
- Department of Thoracic Surgery, Sichuan Cancer Hospital & Research Institute, School of Medicine, University of Electronic Science and Technology of China (UESTC), Chengdu, China
| | - Jules Lin
- Section of Thoracic Surgery, University of Michigan, Ann Arbor, MI
| | - Jie Zhang
- Department of Thoracic Surgery, Shanghai Chest Hospital, Shanghai Jiaotong University, Shanghai, China
- Department of Cardiothoracic Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA
| | - Jianhua Fu
- Department of Thoracic Surgery, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Jie He
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Hecheng Li
- Department of Thoracic Surgery, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
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Guo S, Shang M, Dong Z, Zhang J, Wang Y, Zhao Y. The assessment of the optimal number of examined lymph nodes and prognostic models based on lymph nodes for predicting survival outcome in patients with stage N3b gastric cancer. Asia Pac J Clin Oncol 2020; 17:e117-e124. [PMID: 32762113 DOI: 10.1111/ajco.13358] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2019] [Accepted: 04/14/2020] [Indexed: 12/24/2022]
Abstract
BACKGROUND The optimal number of examined lymph nodes (ELNs) and the prognostic value of different nodal staging systems remain unclear in the context of N3b gastric cancer. AIM To evaluate the optimal number of ELNs and compare the predictive ability of the ELN number, LN ratio (LNR), and log odds of metastatic LNs (LODDS) for overall survival (OS) in patients with resected stage N3b gastric adenocarcinoma in an international database. METHODS A total of 868 patients diagnosed between 2004 and 2015 in the Surveillance, Epidemiology, and End Results (SEER) database (training cohort) and 144 patients diagnosed between 2011 and 2016 at the Liaoning Cancer Hospital (validation cohort) were identified. Cutoff values were established with X-tile. The 5-year OS rates were compared using Kaplan-Meier curves. Multivariate analysis was conducted with a Cox regression model. The Harrell's concordance index and Akaike's information criterion were used to compare the predictive accuracy of different nodal staging systems. RESULTS The ELN number, LNR, and LODDS were independent prognostic factors for both the training and validation cohorts in the multivariate analysis. Patient with ≤26 ELNs, LNR of more than 0.9, and LODDS of more than 1.0 were associated with decrease OS. The LNR and LODDS had similar discriminatory ability for OS and performed better than the ELN number in the Eastern and Western populations. CONCLUSION The optimal number of ELN may be 27 or more because LNs retrieved ≤26 was an independent risk factor for the prognosis. The prognostic prediction efficacy of LNR and LODDS was similar and better than that of ELN. Thus, LNR and LODDS could both serve as valid tools to predict OS for stage N3b patients.
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Affiliation(s)
- Shuai Guo
- China Medical University, Shenbei New District, Shenyang, China
| | - Muyan Shang
- China Medical University, Shenbei New District, Shenyang, China
| | - Zhe Dong
- China Medical University, Shenbei New District, Shenyang, China
| | - Jun Zhang
- Department of Gastric Cancer, Liaoning Cancer Hospital& Institute (Cancer Hospital of China Medical University), Shenyang, China
| | - Yue Wang
- Department of Gastric Cancer, Liaoning Cancer Hospital& Institute (Cancer Hospital of China Medical University), Shenyang, China
| | - Yan Zhao
- Department of Gastric Cancer, Liaoning Cancer Hospital& Institute (Cancer Hospital of China Medical University), Shenyang, China
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Predicting survival in gastric cancer: A prospective cohort study with 102 patients. JOURNAL OF SURGERY AND MEDICINE 2019. [DOI: 10.28982/josam.560658] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Chung EJ, Cho SJ, Park MW, Rho YS. The impact of the number of harvested central lymph nodes on the lymph node ratio. Auris Nasus Larynx 2018; 46:267-271. [PMID: 30201228 DOI: 10.1016/j.anl.2018.08.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Revised: 07/01/2018] [Accepted: 08/10/2018] [Indexed: 11/16/2022]
Abstract
OBJECTIVE The purpose of this study was to analyze the impact of lymph node harvest on the lymph node ratio (LNR). METHODS We retrospectively reviewed 106 patients diagnosed preoperatively with PTMC (papillary thyroid microcarcinoma), no evidence of central or lateral neck nodal metastasis, and who underwent a total thyroidectomy and bilateral central lymph node neck dissection (CND). RESULTS The median number of retrieved lymph nodes in the central compartments was 7±6.59 (range: 1-42). The mean number of metastatic lymph nodes in the central compartments on pathology was 1.1±1.79 (range: 0-7). The high node volume group (>7) had a significantly higher rate of central lymph node (CLN) metastasis than the low node volume group (≤7) in the final pathologic report (p<0.001). With the linear regression method, the number of CLN metastasis increased as the number of retrieved lymph nodes increased (correlation coefficient=0.286, p=0.003). The multivariate analysis confirmed the number of retrieved lymph nodes in the central compartments was a risk factor for high LNR (p=0.008, odds ratio 3.737). The rates of vocal fold palsy and hypoparathyroidism did not differ according to the number of retrieved lymph nodes. CONCLUSION The lymph node ratio in the final pathologic report is larger when a greater number of lymph nodes are retrieved during the central compartment neck dissection.
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Affiliation(s)
- Eun-Jae Chung
- Department of Otorhinolaryngology-Head and Neck Surgery, Seoul National University College of Medicine, Seoul, Korea
| | - Sung-Jin Cho
- Department of Pathology, Ilsong Memorial Institute of Head and Neck Cancer, Hallym University, College of Medicine, Seoul, Korea
| | - Min-Woo Park
- Department of Otorhinolaryngology-Head and Neck Surgery, Ilsong Memorial Institute of Head and Neck Cancer, Hallym University, College of Medicine, Seoul, Korea
| | - Young-Soo Rho
- Department of Otorhinolaryngology-Head and Neck Surgery, Ilsong Memorial Institute of Head and Neck Cancer, Hallym University, College of Medicine, Seoul, Korea.
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Zhu J, Xue Z, Zhang S, Guo X, Zhai L, Shang S, Zhang Y, Lu H. Integrated analysis of the prognostic role of the lymph node ratio in node-positive gastric cancer: A meta-analysis. Int J Surg 2018; 57:76-83. [PMID: 30103072 DOI: 10.1016/j.ijsu.2018.08.002] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2018] [Revised: 07/25/2018] [Accepted: 08/06/2018] [Indexed: 02/06/2023]
Abstract
BACKGROUND The lymph node ratio (LNR) as a prognostic parameter for gastric cancer has yet to be fully validated in the current tumor node metastasis staging system. We assessed the prognostic role of LNR in lymph node-positive gastric cancer through a meta-analysis. MATERIALS AND METHODS PubMed and EMBASE were searched for relevant studies up until December 2016. The effect measure for meta-analysis of primary outcomes was the hazard ratio (HR) for overall survival. Pooled HRs and 95% confidence intervals were calculated using random effects models. The I2 statistic was used to measure heterogeneity. Subgroup analysis and meta-regression were chosen to illustrate the potential heterogeneity of the risk factors of outcomes. Publication bias was assessed using Egger's test and Begg's funnel plots. Sensitivity analysis was applied to evaluate the origin of the heterogeneity. RESULTS We included 27 studies in this meta-analysis. Higher LNRs were significantly associated with a shorter overall survival (OS). High heterogeneity among the studies was identified (I2 = 85.6), and the publication bias was moderate. Subgroup analysis showed similar results, and elevated LNR was associated with late-stage gastric cancer and indicative of a worse prognosis. Univariate meta-regression analysis of OS indicated that both treatment type and ethnicity may be causes of heterogeneity in patients with gastric cancer (p values were 0.005 and 0.008, respectively). CONCLUSION LNR was associated with a significantly poorer OS and LNR was an independent predictor of survival in patients with gastric cancer. LNR should be added as one of the parameters to be used in future tumor staging classification systems.
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Affiliation(s)
- Jiang Zhu
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, 150081, China
| | - Zhao Xue
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, 150040, China
| | - Shumei Zhang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, 150081, China
| | - Xinxin Guo
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, 150040, China
| | - Laihui Zhai
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, 150040, China
| | - Shipeng Shang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, 150081, China
| | - Yan Zhang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, 150081, China.
| | - Haibo Lu
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, 150040, China.
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Shao Y, Geng Y, Gu W, Ning Z, Huang J, Pei H, Jiang J. Assessment of Lymph Node Ratio to Replace the pN Categories System of Classification of the TNM System in Esophageal Squamous Cell Carcinoma. J Thorac Oncol 2016; 11:1774-84. [PMID: 27393473 DOI: 10.1016/j.jtho.2016.06.019] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2016] [Revised: 05/24/2016] [Accepted: 06/09/2016] [Indexed: 01/16/2023]
Abstract
INTRODUCTION The seventh edition of the TNM staging system for esophageal cancer outlined by the American Joint Committee on Cancer (AJCC) defines the N classification on the basis of the number of metastatic lymph nodes. However, this classification is dependent on the actual number of examined lymph nodes. Here in this study, we have focused on revising this N classification system with the metastatic lymph nodes ratio (LNR) and also assessing whether this modification to the current AJCC staging system can better define the prognostic characteristics of esophageal squamous cell carcinoma (ESCC). METHODS We retrospectively reviewed 916 patients with ESCC who underwent curative resection. Prognostic performance of two staging systems was compared using the Akaike information criterion value and receiver operating characteristics curve. In addition, decision curve analysis evaluated the clinical practical usefulness of the prediction models by quantifying their net benefits. RESULTS The univariate and multivariate Cox regression analyses indicated that LNR was an independent risk factor for overall survival. The modified staging system based on LNR had better discriminatory ability, monotonicity, homogeneity, and stratification than the TNM staging system in determining the prognosis of patients with ESCC. However, the decision curves analysis suggested that the modified staging based on LNR has poor clinical practical value over the AJCC TNM staging system. CONCLUSIONS LNR can supplement the pN categorization system for more effective evaluation of prognosis. But the modified staging system based on LNR has a poor clinical practical value for patients with ESCC compared with the current TNM system and is not superior to AJCC pN staging for ESCC.
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Affiliation(s)
- Yingjie Shao
- Department of Radiation Oncology, The Third Affiliated Hospital of Soochow University, Changzhou, People's Republic of China
| | - Yiting Geng
- Department of Oncology, The Third Affiliated Hospital of Soochow University, Changzhou, People's Republic of China
| | - Wendong Gu
- Department of Radiation Oncology, The Third Affiliated Hospital of Soochow University, Changzhou, People's Republic of China
| | - Zhonghua Ning
- Department of Radiation Oncology, The Third Affiliated Hospital of Soochow University, Changzhou, People's Republic of China
| | - Jin Huang
- Department of Radiation Oncology, The Third Affiliated Hospital of Soochow University, Changzhou, People's Republic of China
| | - Honglei Pei
- Department of Radiation Oncology, The Third Affiliated Hospital of Soochow University, Changzhou, People's Republic of China
| | - Jingting Jiang
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, People's Republic of China.
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Yamashita K, Hosoda K, Ema A, Watanabe M. Lymph node ratio as a novel and simple prognostic factor in advanced gastric cancer. Eur J Surg Oncol 2016; 42:1253-60. [PMID: 27017273 DOI: 10.1016/j.ejso.2016.03.001] [Citation(s) in RCA: 68] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2015] [Revised: 01/02/2016] [Accepted: 03/01/2016] [Indexed: 12/14/2022] Open
Abstract
TNM staging is no doubt the most critical prognostic factors, representing tumor (T)/lymph node metastasis (N)/distant metastasis (M) in gastric cancer. Lymph node ratio-based N system (Nr) has been repeatedly reported to be of prognostic relevance in advanced gastric cancer independent of stage in the multivariate analysis world-wide, and proposed as more sophisticated than N with regard to predicting accurate prognosis. As a result, proposed TNrM system may predict survival more accurately than the present TNM staging system for patients undergoing limited lymph node analysis. It could adjust stage migration when the lymph node number was used as staging factor. Although correlation of the number of metastatic lymph nodes and lymph node ratio is obvious, biological characteristics other than that could also have been reflected on. It may indicate how successful the operation of lymph node dissection was, or it may be revealing the potential of the patient's lymph node immune-reaction. Recently, high lymph node ratio is closely associated with EGFR expression in advanced gastric cancer. When efficiency of applying lymph node ratio as a biomarker is verified and confirmed in an expansive research, and when cancer causing molecules are identified, as well as the competence as a treatment target is studied, the new biomarker, namely, lymph node ratio, could find itself in a limelight in gastric cancer treatment in the future.
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Affiliation(s)
- K Yamashita
- Department of Surgery, Kitasato University School of Medicine, Kitasato 1-15-1, Minami-ku, Sagamihara, Kangawa 252-0374, Japan.
| | - K Hosoda
- Department of Surgery, Kitasato University School of Medicine, Kitasato 1-15-1, Minami-ku, Sagamihara, Kangawa 252-0374, Japan
| | - A Ema
- Department of Surgery, Kitasato University School of Medicine, Kitasato 1-15-1, Minami-ku, Sagamihara, Kangawa 252-0374, Japan
| | - M Watanabe
- Department of Surgery, Kitasato University School of Medicine, Kitasato 1-15-1, Minami-ku, Sagamihara, Kangawa 252-0374, Japan
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Chehrei A, Amoueian S, Ansari J, Montazer M, Sanei MH. Comparison of five staging systems of lymph node metastasis in the gastric carcinoma. JOURNAL OF RESEARCH IN MEDICAL SCIENCES : THE OFFICIAL JOURNAL OF ISFAHAN UNIVERSITY OF MEDICAL SCIENCES 2013; 18:848-54. [PMID: 24497854 PMCID: PMC3897067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/25/2012] [Revised: 01/17/2013] [Accepted: 04/09/2013] [Indexed: 10/31/2022]
Abstract
BACKGROUND The presence of metastatic lymph nodes is the most important prognostic factor for gastric carcinoma; however, the optimal system for the accurate staging of lymph node metastasis for patients with gastric cancer remains controversial. This study was designed to compare five systems in relation to the N classification of gastric carcinoma. MATERIALS AND METHODS This multicentric historical cohort study was conducted on 148 patients with M0 gastric adenocarcinoma who underwent gastrectomy in, five referral hospitals in Iran. Lymph nodes were sectioned, stained with hematoxyl in and eosin. The lymph node status was classified according to the five systems which are: The number of involved lymph nodes (TNM staging), metastatic lymph node ratio (N ratio), and the largest involved lymph node size, largest metastatic nest size and largest metastatic nest to lymph node size ratio. RESULTS Patients were classified into significant prognostic groups by the five N classification method including the TNM method, N ratio (0, ≤0.15, 0.15-0.4, >0.4), largest involved lymph node size (0, ≤5, 5-11, >11 mm), Largest metastatic nest size (≤1, 1-7.5, >7.5 mm) and largest metastatic nest to lymph node size ratio (≤0.3, 0.3-0.9, >0.9). All of the above systems remained as independently significant prognostic factors in terms of overall and disease free survival time. CONCLUSION Among the N staging systems we recommend the metastatic lymph node ratio and largest metastatic nest to lymph node size systems, since they are reproducible, simple, have good survival applicability, have prognostic value and include less stage migration especially in patients whom fewer than 15 lymph nodes are dissected.
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Affiliation(s)
- Ali Chehrei
- Department of Pathology, Thyroid Research Center, Arak University of Medical Science, Arak, Iran
| | - Sakineh Amoueian
- Department of Pathology, Mashhad University of Medical Science, Mashhad, Iran
| | - Jamshid Ansari
- Department of Oncology, Arak University of Medical Science, Arak, Iran
| | - Mehdi Montazer
- Department of Pathology, Mashhad University of Medical Science, Mashhad, Iran
| | - Mohammad Hossein Sanei
- Department of Pathology, Mashhad University of Medical Science, Isfahan, Iran,Address for correspondence: Dr. Mohammad Hossein Sanei, Isfahan University of Medical Sciences, Isfahan, Iran. E-mail:
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Zeng RC, Zhang W, Gao EL, Cheng P, Huang GL, Zhang XH, Li Q. Number of central lymph node metastasis for predicting lateral lymph node metastasis in papillary thyroid microcarcinoma. Head Neck 2013; 36:101-6. [PMID: 23900787 DOI: 10.1002/hed.23270] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/22/2013] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND The purpose of this study was to present our evaluation of the relationship between the number of positive central lymph nodes and lateral lymph node metastasis in patients with papillary thyroid microcarcinoma (PTMC). METHODS Up to 141 patients with PTMC were divided into 3 groups according to different positive central lymph node classifications as follows: group A, no positive central lymph node; group B, 1 positive central lymph node; and group C, 2 or more positive central lymph nodes. RESULTS Incidence of lateral lymph node metastasis was 30.5% (43 of 141). It was significantly high in group C compared with groups A and B, although there was no significant difference between groups A and B. Number of positive central lymph node ≥2, underlying Hashimoto thyroiditis, and extrathyroidal extension were the independent predictive factors for lateral lymph node metastasis on multivariate analysis. CONCLUSION Lateral lymph node metastasis was mainly observed in patients with ≥2 positive central lymph nodes, which is an independent predictive factor for lateral lymph node metastasis. Therefore, ≥2 positive central lymph nodes may be valuable in predicting lateral lymph node metastasis.
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Affiliation(s)
- Rui-chao Zeng
- Department of Oncology, The First Affiliated Hospital of Wenzhou Medical College, Wenzhou City, Zhejiang Province, People's Republic of China
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Kilic L, Ordu C, Ekenel M, Yildiz I, Keskin S, Sen F, Gural Z, Asoglu O, Kizir A, Aykan F. Comparison of two different adjuvant treatment modalities for pN3 gastric cancer patients after D2 lymph node dissection: can we avoid radiotherapy in a subgroup of patients? Med Oncol 2013; 30:660. [PMID: 23877872 DOI: 10.1007/s12032-013-0660-2] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2013] [Accepted: 07/05/2013] [Indexed: 02/08/2023]
Abstract
Adjuvant chemoradiotherapy (CRT) is the standard of care for gastric cancer patients in the USA. However, in countries where D2 lymph node dissection is performed, the effect of radiotherapy on locoregional recurrence is controversial. The aim of this study is to compare the outcomes in pN3 gastric cancer patients following two adjuvant treatment modalities: chemotherapy (CT) and CRT after D2 lymph node dissection. Between 2005 and 2009, 71 gastric cancer patients who underwent D2 lymph node dissection and had pTanyN3M0 stage (according to AJCC 6th edition) were identified. Fifty-three patients were treated with CT and 18 patients received CRT. CRT consisted of bolus fluorouracil (FU) 425 mg/m(2) and leucovorin 20 mg/m(2) before, after, and during radiotherapy. For the CT arm, treatment protocols consisted of combination therapies involving FU and cisplatin as the backbone. Median overall survival (OS) and disease-free survival (DFS) rates for all patients were 26.3 months (15-37.7 months) and 12.5 months (8-17.1 months). Median OS in CT arm was 26.8 months and it was 34.2 months for CRT arm (p = 0.74). DFS rates did not differ statistically either (p = 0.56, 12.5 and 15.2 months for CT and CRT, respectively). Locoregional recurrence rates were also similar (p = 0.63). Only metastatic/dissected lymph node ratio (≥0.75) was identified as a prognostic factor in both univariate and multivariate analyses for DFS. Comparison of CT versus CRT for N3 stage gastric cancer patients with D2 lymph node dissection did not reveal any statistically significant difference in survival rates and locoregional recurrence.
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Affiliation(s)
- Leyla Kilic
- Medical Oncology Department, Institute of Oncology, Istanbul University, Capa, Istanbul, Turkey.
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Nodal status of central lymph nodes as a negative prognostic factor for papillary thyroid carcinoma. J Surg Oncol 2013; 107:777-82. [DOI: 10.1002/jso.23308] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2012] [Accepted: 11/23/2012] [Indexed: 12/19/2022]
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Deng J, Sun D, Pan Y, Zhang L, Zhang R, Wang D, Hao X, Liang H. Ratio between negative and positive lymph nodes is suitable for evaluation the prognosis of gastric cancer patients with positive node metastasis. PLoS One 2012; 7:e43925. [PMID: 22952812 PMCID: PMC3432045 DOI: 10.1371/journal.pone.0043925] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2012] [Accepted: 07/26/2012] [Indexed: 12/13/2022] Open
Abstract
OBJECTIVE To date, there is no consensus to evaluate the most appropriate category of the nodal metastasis for precise predication the prognosis of gastric cancer patients with positive node metastasis after curative surgery. METHODS We retrospectively analyzed the clinicopathologic characteristics and overall survival (OS) of 299 gastric cancer patients with positive node metastasis after curative surgery for evaluation the optimal category of the nodal metastasis. RESULTS With the univariate and multivariate survival analyses, the depth of primary tumor invasion was identified as the independent predicators with the OS of 299 gastric cancer patients with nodal metastasis postoperatively, as were the number of positive lymph nodes (PLNs), the number of negative lymph nodes (NLNs), and the ratio between negative and positive lymph nodes (RNPL). The RNPL was identified to be more suitable for predication the OS of gastric cancer patients with positive node metastasis than the ratio between positive and dissected lymph nodes (RPDL) by using the stratum procedure of survival analysis. Besides, we found both PLNs and NLNs were independently correlated with OS of gastric cancer patients with nodal metastasis when RNPL, instead of RPDL, was controlled in the partial correlation model. CONCLUSIONS RNPL, a new category of the nodal metastasis, was suitable for predication the OS of gastric cancer patients with nodal metastasis after curative resection, as were the PLNs, and NLNs.
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Affiliation(s)
- Jingyu Deng
- Gastric Cancer Surgery Division, Tianjin Medical University Cancer Institute and Hospital, Key Laboratory of Cancer Prevention and Therapy, Tianjin, China
| | - Dan Sun
- Institute of Lung Cancer, General Hospital of Tianjin Medical University, Tianjin, China
| | - Yuan Pan
- Gastric Cancer Surgery Division, Tianjin Medical University Cancer Institute and Hospital, Key Laboratory of Cancer Prevention and Therapy, Tianjin, China
| | - Li Zhang
- Gastric Cancer Surgery Division, Tianjin Medical University Cancer Institute and Hospital, Key Laboratory of Cancer Prevention and Therapy, Tianjin, China
| | - Rupeng Zhang
- Gastric Cancer Surgery Division, Tianjin Medical University Cancer Institute and Hospital, Key Laboratory of Cancer Prevention and Therapy, Tianjin, China
| | - Dianchang Wang
- Hepatobilliary Cancer Surgery Division, Tianjin Medical University Cancer Institute and Hospital, Key Laboratory of Cancer Prevention and Therapy, Tianjin, China
| | - Xishan Hao
- Gastric Cancer Surgery Division, Tianjin Medical University Cancer Institute and Hospital, Key Laboratory of Cancer Prevention and Therapy, Tianjin, China
| | - Han Liang
- Gastric Cancer Surgery Division, Tianjin Medical University Cancer Institute and Hospital, Key Laboratory of Cancer Prevention and Therapy, Tianjin, China
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Sahin TT, Fujii T, Kanda M, Nagai S, Kodera Y, Kanzaki A, Yamamura K, Sugimoto H, Kasuya H, Nomoto S, Takeda S, Morita S, Nakao A. Prognostic implications of lymph node metastases in carcinoma of the body and tail of the pancreas. Pancreas 2011; 40:1029-1033. [PMID: 21705947 DOI: 10.1097/mpa.0b013e3182207893] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
OBJECTIVE The current classification of pancreatic cancer is based only on anatomic location of metastatic lymph nodes (LNs). On the other hand, the number of metastatic LNs has been used in staging of colorectal, esophageal, and gastric cancers. The aim of this study was to assess the prognostic impact of the number or ratio of the metastatic LNs in pancreatic body and tail carcinoma. METHODS Eighty-five patients with pancreatic body and tail adenocarcinoma who underwent pancreatectomy were included. Location, number, ratio of metastatic LNs, and the survival of patients were analyzed. RESULTS Forty patients with LN metastasis had poor prognosis (P = 0.007). The prognoses of patients with 5 or more metastatic LNs were poorer than those with less than 5 metastatic LNs (P = 0.046), and patients with a metastatic LN ratio of 0.2 or more had the worst prognosis. Multivariate analysis revealed that 5 or more metastatic LNs and metastatic LN ratio of 0.2 or more were independent prognostic factors for survival (P = 0.0015 and P = 0.014, respectively). CONCLUSION These results indicate that the number and the ratio of metastatic LNs can be used to predict poor patient survival and as a staging strategy.
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Affiliation(s)
- Tevfik T Sahin
- Department of Surgery II, Nagoya University Graduate School of Medicine, Nagoya, Japan
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Petrelli F, Borgonovo K, Barni S. The emerging issue of ratio of metastatic to resected lymph nodes in gastrointestinal cancers: An overview of literature. Eur J Surg Oncol 2011; 37:836-47. [DOI: 10.1016/j.ejso.2011.07.008] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2010] [Revised: 03/25/2011] [Accepted: 07/25/2011] [Indexed: 12/21/2022] Open
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Lymph node examination among patients with gastric cancer: variation between departments of pathology and prognostic impact of lymph node ratio. Eur J Surg Oncol 2011; 37:488-96. [PMID: 21444177 DOI: 10.1016/j.ejso.2011.03.005] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2010] [Revised: 02/19/2011] [Accepted: 03/07/2011] [Indexed: 02/07/2023] Open
Abstract
INTRODUCTION At least 15 lymph nodes should be retrieved for proper TNM-staging in gastric cancer. We evaluated nodal harvest and examined its relation to stage distribution and survival at a population-based level, including the value of N-ratio (metastatic/evaluated) as a staging modality. METHODS All patients resected for primary M0 gastric cancer diagnosed in 1999-2007 in the Dutch Eindhoven Cancer Registry area were included (N = 880). Determinants of lymph node evaluation and their relationship with stage and survival were assessed in multivariable regression analyses. N-ratio categories were determined (N-ratio 0, 0%; N-ratio 1, 0.1%-19%; N-ratio 2, 20%-29%; N-ratio 3, ≥30%) RESULTS The median number of lymph nodes examined was 7, dependent on N-category (N0: 7; N+: 8). It varied between departments of pathology from 5 to 9. This variation remained after adjustment for relevant patient- and tumour factors. Stage distribution differed between pathology departments (proportion N0 ranging from 14% to 21%, p = 0.003). Among resected patients with N0M0 disease and <7 nodes examined, 5-year survival was 56%, compared to 69% among patients with ≥7 nodes examined (p = 0.012). Five-year survival for N-ratio 0 was 58%, N-ratio 1 50%, N-ratio 2 18% and N-ratio 3 11% (p < 0.0001), while 5-year survival ranged from 58% for N0, 17% for N1, and 11% for N2/3 (p < 0.0001). CONCLUSION In this series of patients with a relatively low number of evaluated lymph nodes, a high prognostic accuracy of N-ratio was found. However, improvement in nodal assessment is mandatory.
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Fukuda N, Sugiyama Y, Midorikawa A, Mushiake H. Prognostic significance of the metastatic lymph node ratio in gastric cancer patients. World J Surg 2010; 33:2378-82. [PMID: 19760318 DOI: 10.1007/s00268-009-0205-1] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
BACKGROUND Lymph node metastasis is considered one of the most important prognostic factors in gastric cancer. However, the optimal system for accurate staging of lymph node metastasis for patients with gastric cancer remains controversial. This study was designed to investigate the prognostic significance of the metastatic lymph node ratio (MLR), which is calculated by dividing the number of metastatic lymph nodes by the total number of nodes harvested from patients with gastric cancer. METHODS We retrospectively analyzed the clinical data of 186 consecutive patients diagnosed with gastric cancer who underwent curative gastrectomy at our hospital. The lymph node status was classified according to three systems:the International Union Against Cancer/American Joint Committee on Cancer (UICC/AJCC) system; the Japanese Gastric Cancer Association (JGCA) system; and an MLR-based system (MLR0: 0, MLR1: 0.01-0.19, MLR2: >or=0.2). The influence of the MLR on patient survival was determined using univariate Kaplan-Meier survival analysis, the generalized Wilcoxon test, and analysis with the multivariate Cox proportional hazards model. RESULTS The 5-year survival rate of the patients with MLR0, MLR1, and MLR2 was 88.6%, 59.4%, and 13.4%, respectively. In addition to the MLR, the UICC/AJCC N category,JGCA n category, tumor stage (pT category), and tumor diameter significantly influenced the 5-year survival rate, as determined by univariate analysis. Multivariate analyses revealed that of the three factors used to stage lymph node involvement, MLR was the most significant prognostic factor. CONCLUSIONS The MLR is an important and easy-to-assess prognostic factor that should be considered for staging lymph node metastasis in patients with gastric cancer.
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Affiliation(s)
- Naoto Fukuda
- Department of Surgery, University Hospital of Mizonokuchi, Teikyo University School of Medicine, Takatsu-ku, Kawasaki, Japan.
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Zhao D, Xu H, Li K, Sun Z. Prognostic factors for patients after curative resection for proximal gastric cancer. ACTA ACUST UNITED AC 2010; 30:530-5. [PMID: 20714884 DOI: 10.1007/s11596-010-0463-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2009] [Indexed: 12/14/2022]
Abstract
The factors influencing the long-term survival of patients with proximal gastric cancer (PGC) after curative resection were investigated. Data from 171 patients who underwent curative resection for PGC were retrospectively analyzed. The patients were grouped according to the clinicopathological factors and operative procedures. The tumor depth (T stage) and lymph node metastasis (pN stage) were graded according to the fifth edition of TNM Staging System published by UICC in 1997. The metastatic lymph node ratio (MLR) was divided into four levels: 0%, <10%, 10%-30% and >30%. The data of survival rate were analyzed by Kaplan-Meier method (log-rank test) and Cox regression model. The 5-year overall survival rate of 171 patients was 37.32%. The univariate analysis demonstrated that the survival time of the postoperative patients with PGC was related to tumor size (chi2=4.57, P=0.0325), gross type (chi2=21.38, P<0.001), T stage (chi2=27.91, P<0.001), pN stage (chi2=44.72, P<0.001), MLR (chi2=61.12, P<0.001), TNM stage (chi2=44.91, P<0.001), and range of gastrectomy (chi2=4.36, P=0.0368). Multivariate analysis showed that MLR (chi2=10.972, P=0.001), pN stage (chi2=6.640, P=0.010), TNM stage (chi2=7.081, P=0.007), T stage (chi2=7.687, P=0.006) and gross type (chi2=6.252, P=0.012) were the independent prognostic factors. In addition, the prognosis of patients who underwent total gastrectomy (TG) was superior to that of patients who underwent proximal gastrectomy (PG) for the cases of tumor>or=5 cm (chi2=6.31, P=0.0120), Borrmann III/IV (chi2=7.96, P=0.0050), T4 (chi2=4.57, P=0.0325), pN2 (chi2=5.52, P=0.0188), MLR 10%-30% (chi2=4.46, P=0.0347), MLR>30% (chi2=13.34, P=0.0003), TNM III (chi2=14.05, P=0.0002) or TNM IV stage (chi2=4.37, P=0.0366); and combining splenectomy was beneficial to the cases of T3 (chi2=5.68, P=0.0171) or MLR>30% (chi2=6.11, P=0.0134). It was concluded that MLR, pN stage, TNM stage, T stage, and gross type had advantages in providing a precise prognostic evaluation for patients undergoing curative resection for PGC, in which MLR was the most valuable index. TG and combining splenectomy were useful to improve the prognosis to patients with PGC of TNM III/IV stage, serosa invasion, or extensive regional lymph node metastasis.
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Affiliation(s)
- Donghui Zhao
- Department of Surgical Oncology, Research Unit of General Surgery, First Affiliated Hospital of China Medical University, Shenyang, 110001, China.
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Lee YS, Lim YS, Lee JC, Wang SG, Kim IJ, Lee BJ. Clinical Implication of the Number of Central Lymph Node Metastasis in Papillary Thyroid Carcinoma: Preliminary Report. World J Surg 2010; 34:2558-63. [DOI: 10.1007/s00268-010-0749-0] [Citation(s) in RCA: 53] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Deng J, Liang H, Sun D, Pan Y. The prognostic analysis of lymph node-positive gastric cancer patients following curative resection. J Surg Res 2010; 161:47-53. [PMID: 19783008 DOI: 10.1016/j.jss.2008.12.019] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2008] [Revised: 12/10/2008] [Accepted: 12/12/2008] [Indexed: 12/13/2022]
Abstract
BACKGROUND The purpose of this study was to evaluate the appropriate prognostic indicators of lymph node-positive gastric cancer patients following curative resection. METHODS A retrospective study of 196 lymph node-positive patients who underwent radical gastrectomy (R0) for gastric cancer from January 1997 to December 2000 was analyzed statistically to identify the intensive indictors of prognosis. RESULTS In 196 evaluable patients, 5-year survival rate was 33.2%. A total of 4048 lymph nodes were examined (median, 20.6; range, 15-49), and 1661 lymph nodes were positive (median, 8.5; range, 1-37). The median survival was 29 months. With multivariate analysis, we found number and ratio of metastatic lymph nodes were associated with overall survival (OS) of lymph node-positive patients after curative surgery. However, we ultimately identified that ratio of metastatic lymph nodes was more appropriate to evaluate OS of lymph node-positive patients than number of metastatic lymph nodes by using the case-control matched fashion. One hundred forty-four (73.5%) patients had recurrence after curative surgery. The median disease-free time was 18 month, and the median survival after recurrence was 4 month. With multivariate analysis (logistic regression model), we found number of metastatic lymph nodes was associated with recurrence after curative surgery. CONCLUSION Ratio and number of metastatic lymph nodes were important indicators of OS and recurrence of lymph node-positive gastric cancer patients following curative resection, respectively.
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Affiliation(s)
- Jingyu Deng
- Gastrointestinal Cancer Surgery Division, Tianjin Medical University Cancer Hospital and City Key Laboratory of Tianjin Cancer Center, Tianjin, China
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Fukuda N. Moving from lymph node metastasis in gastric cancer to biological markers: reply to letter. World J Surg 2010; 34:1142-3. [PMID: 20155265 DOI: 10.1007/s00268-010-0461-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Disease-Free Survival and Prognostic Significance of Metastatic Lymph Node Ratio in T1-T2 N Positive Breast Cancer Patients. A Population Registry-Based Study in a European Country. World J Surg 2009; 33:1659-64. [DOI: 10.1007/s00268-009-0078-3] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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