Development and Validation of a Clinical Prediction Model for N2 Lymph Node Metastasis in Non-Small Cell Lung Cancer

被引:51
作者
Chen, Kezhong [1 ]
Yang, Fang [1 ]
Jiang, Guanchao [1 ]
Li, Jianfeng [1 ]
Wang, Jun [1 ]
机构
[1] Peking Univ Peoples Hosp, Dept Thorac Surg, Beijing 100044, Peoples R China
关键词
POSITRON-EMISSION-TOMOGRAPHY; COMPUTED-TOMOGRAPHY; RISK-FACTORS; STAGE; DISEASE; MEDIASTINOSCOPY; PROBABILITY; PATTERN; PET/CT; SIZE;
D O I
10.1016/j.athoracsur.2013.06.038
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background. The true incidence of occult N2 lymph node metastasis in patients with clinical N0 non-small cell lung cancer (NSCLC) remains controversial. Estimation of the probability of N2 lymph node metastasis can assist physicians when making diagnosis and treatment decisions. Methods. We reviewed the medical records of 605 patients (group A) and 211 patients (group B) with computed tomography-defined N0 NSCLC that had an exact tumor-node-metastasis stage after surgery. Logistic regression analysis of group A's clinical characteristics was used to estimate the independent predictors of N2 lymph node metastasis. A prediction model was then built and internally validated by using cross validation and externally validated in group B. The model was also compared with 2 previously described models. Results. We identified 4 independent predictors of N2 disease: a younger age; larger tumor size; central tumor location; and adenocarcinoma or adenosquamous carcinoma pathology. The model showed good calibration (Hosmer-Lemeshow test: p = 0.96) with an area under the receiver operating characteristic curve (AUC) of 0.756 (95% confidence interval, 0.699 to 0.813). The AUC of our model was better than those of the other models when validated with independent data. Conclusions. Our prediction model estimated the pretest probability of N2 disease in computed tomography-defined N0 NSCLC and was more accurate than the existing models. Use of our model can be of assistance when making clinical decisions about invasive or expensive mediastinal staging procedures. (C) 2013 by The Society of Thoracic Surgeons
引用
收藏
页码:1761 / 1768
页数:8
相关论文
共 23 条
[11]   Diagnostic Performance of Integrated Positron Emission Tomography/Computed Tomography for Mediastinal Lymph Node Staging in Non-small Cell Lung Cancer A Bivariate Systematic Review and Meta-Analysis [J].
Lv, Yan-Ling ;
Yuan, Dong-Mei ;
Wang, Ke ;
Miao, Xiao-Hui ;
Qian, Qian ;
Wei, Shu-Zhen ;
Zhu, Xi-Xu ;
Song, Yong .
JOURNAL OF THORACIC ONCOLOGY, 2011, 6 (08) :1350-1358
[12]   Cost-effectiveness of routine mediastinoscopy in computed tomography- and positron emission tomography-screened patients with stage I lung cancer [J].
Meyers, BF ;
Haddad, F ;
Siegel, BA ;
Zoole, JB ;
Battafarano, RJ ;
Veeramachaneni, N ;
Cooper, JD ;
Patterson, GA .
JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY, 2006, 131 (04) :822-U5
[13]   The size of metastatic foci and lymph nodes yielding false-negative and false-positive lymph node staging with positron emission tomography in patients with lung cancer [J].
Nomori, H ;
Watanabe, K ;
Ohtsuka, T ;
Naruke, T ;
Suemasu, K ;
Uno, K .
JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY, 2004, 127 (04) :1087-1092
[14]   Objective Review of Mediastinal Lymph Node Examination in a Lung Cancer Resection Cohort [J].
Osarogiagbon, Raymond U. ;
Allen, Jeffrey W. ;
Farooq, Aamer ;
Wu, James T. .
JOURNAL OF THORACIC ONCOLOGY, 2012, 7 (02) :390-396
[15]   Occult nodal metastasis in patients with non-small cell lung cancer at clinical stage IA by PET/CT [J].
Park, Hye Kyeong ;
Jeon, Kyeongman ;
Koh, Won-Jung ;
Suh, Gee Young ;
Kim, Hojoong ;
Kwon, O. Jung ;
Chung, Man Pyo ;
Lee, Kyung Soo ;
Shim, Young Mog ;
Han, Joungho ;
Um, Sang-Won .
RESPIROLOGY, 2010, 15 (08) :1179-1184
[16]   Lung cancer in young patients: Analysis of a surveillance, epidemiology, and end results database [J].
Ramalingam, S ;
Pawlish, K ;
Gadgeel, S ;
Demers, R ;
Kalemkerian, GP .
JOURNAL OF CLINICAL ONCOLOGY, 1998, 16 (02) :651-657
[17]   A clinical prediction rule to estimate the probability of mediastinal metastasis in patients with non-small cell lung cancer [J].
Shafazand, Shirin ;
Gould, Michael K. .
JOURNAL OF THORACIC ONCOLOGY, 2006, 1 (09) :953-959
[18]   Clinical predictors of N2 disease in the setting of a negative computed tomographic scan in patients with lung cancer [J].
Suzuki, K ;
Nagai, K ;
Yoshida, J ;
Nishimura, M ;
Takahashi, K ;
Nishiwaki, Y .
JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY, 1999, 117 (03) :593-598
[19]   Clinical predictors of N2 disease in non-small cell lung cancer [J].
Takamochi, K ;
Nagai, K ;
Suzuki, K ;
Yoshida, J ;
Ohde, Y ;
Nishiwaki, Y .
CHEST, 2000, 117 (06) :1577-1582
[20]   Recommendations for optimal use of imaging studies to clinically stage mediastinal lymph nodes in non-small-cell lung cancer patients [J].
Whitson, Bryan A. ;
Groth, Shawn S. ;
Maddaus, Michael A. .
LUNG CANCER, 2008, 61 (02) :177-185