Development and Validation of an Individualized Nomogram for Predicting Overall Survival in Patients With Typical Lung Carcinoid Tumors

被引:13
作者
Dong, Shenghua [1 ]
Liang, Jun [2 ]
Zhai, Wenxin [1 ]
Yu, Zhuang [1 ]
机构
[1] Qingdao Univ, Dept Oncol, Affiliated Hosp, 16 Jiangsu Rd, Qingdao 266003, Shandong, Peoples R China
[2] Peking Univ Int Hosp, Dept Oncol, Beijing, Peoples R China
来源
AMERICAN JOURNAL OF CLINICAL ONCOLOGY-CANCER CLINICAL TRIALS | 2020年 / 43卷 / 09期
关键词
bronchial carcinoid tumor; SEER; outcomes; nomogram; NEUROENDOCRINE TUMORS; CANCER; MANAGEMENT; IMPACT;
D O I
10.1097/COC.0000000000000715
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Objective: We aim to develop and validate an effective nomogram prognostic model for patients with typical lung carcinoid tumors using a large patient cohort from the Surveillance, Epidemiology, and End Results (SEER) database. Materials and Methods: Data from patients with typical lung carcinoid tumors between 2010 and 2015 were selected from the SEER database for retrospective analysis. Univariate and multivariate Cox analysis was performed to clarify independent prognostic factors. Next, a nomogram was formulated to predict the probability of 3- and 5-year overall survival (OS). Concordance indexes (c-index), receiver operating characteristic analysis and calibration curves were used to evaluate the model. Results: The selected patients were randomly divided into a training and a validation cohort. A nomogram was established based on the training cohort. Cox analysis results indicated that age, sex, T stage, N stage, surgery, and bone metastasis were independent variables for OS. All these factors, except surgery, were included in the nomogram model for predicting 3- and 5-year OS. The internally and externally validatedc-indexes were 0.787 and 0.817, respectively. For the 3-year survival prediction, receiver operating characteristic analysis showed that the areas under the curve in the training and validation cohorts were 0.824 and 0.795, respectively. For the 5-year survival prediction, the area under the curve in the training and validation cohorts were 0.812 and 0.787, respectively. The calibration plots for probability of survival were in good agreement. Conclusion: The nomogram brings us closer to personalized medicine and the maximization of predictive accuracy in the prediction of OS in patients with typical lung carcinoid tumors.
引用
收藏
页码:607 / 614
页数:8
相关论文
共 36 条
[1]  
[Anonymous], 2020, LANCET, V395, P90, DOI 10.1016/S0140-6736(20)30004-0
[2]   Nomograms in oncology: more than meets the eye [J].
Balachandran, Vinod P. ;
Gonen, Mithat ;
Smith, J. Joshua ;
DeMatteo, Ronald P. .
LANCET ONCOLOGY, 2015, 16 (04) :E173-E180
[3]   A nomogram to predict survival in non-small cell lung cancer patients treated with nivolumab [J].
Botticelli, Andrea ;
Salati, Massimiliano ;
Di Pietro, Francesca Romana ;
Strigari, Lidia ;
Cerbelli, Bruna ;
Zizzari, Ilaria Grazia ;
Giusti, Raffaele ;
Mazzotta, Marco ;
Mazzuca, Federica ;
Roberto, Michela ;
Vici, Patrizia ;
Pizzuti, Laura ;
Nuti, Marianna ;
Marchetti, Paolo .
JOURNAL OF TRANSLATIONAL MEDICINE, 2019, 17 (1)
[4]   X-tile: A new bio-informatics tool for biomarker assessment and outcome-based cut-point optimization [J].
Camp, RL ;
Dolled-Filhart, M ;
Rimm, DL .
CLINICAL CANCER RESEARCH, 2004, 10 (21) :7252-7259
[5]   Association of the Collagen Signature in the Tumor Microenvironment With Lymph Node Metastasis in Early Gastric Cancer [J].
Chen, Dexin ;
Chen, Gang ;
Jiang, Wei ;
Fu, Meiting ;
Liu, Wenju ;
Sui, Jian ;
Xu, Shuoyu ;
Liu, Zhangyuanzhu ;
Zheng, Xiaoling ;
Chi, Liangjie ;
Lin, Dajia ;
Li, Kai ;
Chen, Weisheng ;
Zuo, Ning ;
Lu, Jianping ;
Chen, Jianxin ;
Li, Guoxin ;
Zhuo, Shuangmu ;
Yan, Jun .
JAMA SURGERY, 2019, 154 (03)
[6]   Prognostic nomograms to predict overall survival and cancer-specific survival in patients with pelvic chondrosarcoma [J].
Chen, Li ;
Long, Cheng ;
Liu, Jiaxin ;
Duan, Xin ;
Xiang, Zhou .
CANCER MEDICINE, 2019, 8 (12) :5438-5449
[7]   Nomogram for Predicting Survival in Patients Treated with Liposomal Irinotecan Plus Fluorouracil and Leucovorin in Metastatic Pancreatic Cancer [J].
Chen, Li-Tzong ;
Macarulla, Teresa ;
Blanc, Jean-Frederic ;
Mirakhur, Beloo ;
de Jong, Floris A. ;
Belanger, Bruce ;
Bekaii-Saab, Tanios ;
Siveke, Jens T. .
CANCERS, 2019, 11 (08)
[8]   Known and novel roles of the MET oncogene in cancer: a coherent approach to targeted therapy [J].
Comoglio, Paolo M. ;
Trusolino, Livio ;
Boccaccio, Carla .
NATURE REVIEWS CANCER, 2018, 18 (06) :341-358
[9]   Lung Carcinoids: Long-Term Surgical Results and the Lack of Prognostic Value of Somatostatin Receptors and Other Novel Immunohistochemical Markers [J].
Daskalakis, Kosmas ;
Kaltsas, Gregory ;
Oberg, Kjell ;
Tsolakis, Apostolos V. .
NEUROENDOCRINOLOGY, 2018, 107 (04) :355-365
[10]   The Prognostic Significance of the 8th Edition TNM Staging of Pulmonary Carcinoid Tumors A Single Institution Study With Long-term Follow-up [J].
Dermawan, Josephine K. ;
Farver, Carol F. .
AMERICAN JOURNAL OF SURGICAL PATHOLOGY, 2019, 43 (09) :1291-1296