Nomogram analysis and external validation to predict the risk of lymph node metastasis in gastric cancer

被引:16
作者
Chen, Shi [1 ]
Nie, Run-Cong [2 ]
OuYang, Li-Ying [3 ]
Li, Yuan-Fang [2 ]
Xiang, Jun [1 ]
Zhou, Zhi-Wei [2 ]
Chen, YingBo [2 ]
Peng, JunSheng [1 ]
机构
[1] Sun Yat Sen Univ, Affiliated Hosp 6, YuanCun ErHeng Rd, Guangzhou 510655, Guangdong, Peoples R China
[2] Sun Yat Sen Univ, Dept Gastropancreat Surg, Ctr Canc, Guangzhou 510060, Guangdong, Peoples R China
[3] Sun Yat Sen Univ, Dept Intens Care Unit, Ctr Canc, Guangzhou 510060, Guangdong, Peoples R China
关键词
gastric cancer; lymph node metastasis; risk; nomogram; ENDOSCOPIC ULTRASONOGRAPHY; BREAST-CANCER; RESECTION;
D O I
10.18632/oncotarget.14535
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Aim: To identify risk factors for lymph node metastasis using a nomogram for gastric cancer patients to predict lymph node metastasis. Results: The Chi-square test and the logistic regression showed that the Boarrmann type, preoperative CA199 level, T stage and N stage by CT scan were independent risk factors. The concordance index (C-index) was 0.786 in the internal validation of the Nomogram model. In the external validation, the C-index was 0.809, and the AUC was 0.894. The total accuracy of the prediction was 82.2%, and the false-negative rate was 5.4% with a cut-off value set at 0.109. Materials and Methods: The study consisted of 451 patients with a histological diagnosis of gastric cancer with 0 or 1 lymph node metastasis from the Sun Yat-sen University Cancer Center as the development set, and the validation set consisted of 186 gastric cancer patients from the Sixth Affiliated Hospital of Sun Yat-Sen University. A Chi-square test and a logistic regression analysis were used to compare the clinicopathological variables and lymph node metastasis. The C-index and ROC curve were computed for comparisons of the nomogram's predictive ability. Conclusions: We developed and validated a nomogram to predict lymph node metastasis in gastric cancer before surgery. This nomogram can be broadly applied, even in general hospitals, and is useful for decisions regarding treatment programs for patients.
引用
收藏
页码:11380 / 11388
页数:9
相关论文
共 24 条
[1]   Predictive factors for lymph node metastasis in early gastric cancer with submucosal invasion - Analysis of a single institutional experience [J].
An, Ji Yeong ;
Baik, Yong Hae ;
Choi, Min Gew ;
Noh, Jae Hyung ;
Sohn, Tae Sung ;
Kim, Sung .
ANNALS OF SURGERY, 2007, 246 (05) :749-753
[2]   Clinical correlation of endoscopic ultrasonography with pathologic stage and outcome in patients undergoing curative resection for gastric cancer [J].
Bentrem, David ;
Gerdes, Hans ;
Tang, Laura ;
Brennan, Murray ;
Coit, Daniel .
ANNALS OF SURGICAL ONCOLOGY, 2007, 14 (06) :1853-1859
[3]   Gastric cancer: Preoperative local staging with 3D multi-detector row CT - Correlation with surgical and histopathologic results [J].
Chen, Chiao-Yun ;
Hsu, Jui-Sheng ;
Wu, Deng-Chyang ;
Kang, Wan-Yi ;
Hsieh, Jan-Sing ;
Jaw, Twei-Shiun ;
Wu, Ming-Tsang ;
Liu, Gin-Chung .
RADIOLOGY, 2007, 242 (02) :472-482
[4]   Emerging molecular classifications and therapeutic implications for gastric cancer [J].
Chen, Tao ;
Xu, Xiao-Yue ;
Zhou, Ping-Hong .
CHINESE JOURNAL OF CANCER, 2016, 35 :49
[5]   The updated incidences and mortalities of major cancers in China, 2011 [J].
Chen, Wanqing ;
Zheng, Rongshou ;
Zeng, Hongmei ;
Zhang, Siwei .
CHINESE JOURNAL OF CANCER, 2015, 34
[6]   Validation of Six Nomograms for Predicting Non-sentinel Lymph Node Metastases in a Dutch Breast Cancer Population [J].
Dingemans, Siem A. ;
de Rooij, Peter D. ;
de Vries, Roos M. van der Vuurst ;
Budel, Leo M. ;
Contant, Caroline M. ;
van der Pool, Anne E. M. .
ANNALS OF SURGICAL ONCOLOGY, 2016, 23 (02) :477-481
[7]   Comparison of Endoscopic Ultrasonography and Multislice Spiral Computed Tomography for the Preoperative Staging of Gastric Cancer - Results of a Single Institution Study of 610 Chinese Patients [J].
Feng, Xing-yu ;
Wang, Wei ;
Luo, Guang-yu ;
Wu, Jing ;
Zhou, Zhi-wei ;
Li, Wei ;
Sun, Xiao-wei ;
Li, Yuan-fang ;
Xu, Da-zhi ;
Guan, Yuan-xiang ;
Chen, Shi ;
Zhan, You-qing ;
Zhang, Xiao-shi ;
Xu, Guo-liang ;
Zhang, Rong ;
Chen, Ying-bo .
PLOS ONE, 2013, 8 (11)
[8]   Assessing the clinical benefit of a nomogram to predict specimen-confined disease at radical prostatectomy in patients with high-risk prostate cancer: An external validation [J].
Hansen, Jens ;
Becker, Andreas ;
Kluth, Luis A. ;
Rink, Michael ;
Steuber, Thomas ;
Zacharias, Mario ;
Briganti, Alberto ;
Fisch, Margit ;
Graefen, Markus ;
Chun, Felix K. -H. .
UROLOGIC ONCOLOGY-SEMINARS AND ORIGINAL INVESTIGATIONS, 2015, 33 (09) :384.e1-384.e8
[9]   Incidence of lymph node metastasis and the feasibility of endoscopic resection for undifferentiated-type early gastric cancer [J].
Hirasawa, Toshiaki ;
Gotoda, Takuji ;
Miyata, Satoshi ;
Kato, You ;
Shimoda, Tadakazu ;
Taniguchi, Hirokazu ;
Fujisaki, Junko ;
Sano, Takeshi ;
Yamaguchi, Toshiharu .
GASTRIC CANCER, 2009, 12 (03) :148-152
[10]   Preoperative staging of gastric cancer by endoscopic ultrasonography and multidetector-row computed tomography [J].
Hwang, Sung Wook ;
Lee, Dong Ho ;
Lee, Sang Hyub ;
Park, Young Soo ;
Hwang, Jin Hyeok ;
Kim, Jin Wook ;
Jung, Sook Hyang ;
Kim, Na Young ;
Kim, Young Hoon ;
Lee, Kyoung Ho ;
Kim, Hyung-Ho ;
Park, Do Joong ;
Lee, Hye Seung ;
Jung, Hyun Chae ;
Song, In Sung .
JOURNAL OF GASTROENTEROLOGY AND HEPATOLOGY, 2010, 25 (03) :512-518