Nomogram prediction for overall survival of patients diagnosed with cervical cancer

被引:83
作者
Polterauer, S. [1 ]
Grimm, C. [1 ]
Hofstetter, G. [2 ]
Concin, N. [2 ]
Natter, C. [1 ]
Sturdza, A. [3 ]
Poetter, R. [3 ]
Marth, C. [2 ]
Reinthaller, A. [1 ,4 ]
Heinze, G. [5 ]
机构
[1] Med Univ Vienna, Ctr Comprehens Canc, Dept Gen Gynecol & Gynecol Oncol, Vienna, Austria
[2] Med Univ Innsbruck, Dept Obstet & Gynecol, Tyrol, Austria
[3] Med Univ Vienna, Ctr Comprehens Canc, Dept Radiotherapy, Vienna, Austria
[4] Karl Landsteiner Inst Gen Gynecol & Expt Gynecol, Vienna, Austria
[5] Med Univ Vienna, Ctr Med Stat Informat & Intelligent Syst, Vienna, Austria
关键词
cervical cancer; nomogram; prediction model; prognosis; surgery; survival; PROGNOSTIC-SIGNIFICANCE; RADICAL HYSTERECTOMY; STAGE-IB; CARCINOMA; IMPACT; AGE;
D O I
10.1038/bjc.2012.340
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BACKGROUND: Nomograms are predictive tools that are widely used for estimating cancer prognosis. The aim of this study was to develop a nomogram for the prediction of overall survival (OS) in patients diagnosed with cervical cancer. METHODS: Cervical cancer databases of two large institutions were analysed. Overall survival was defined as the clinical endpoint and OS probabilities were estimated using the Kaplan-Meier method. Based on the results of survival analyses and previous studies, relevant covariates were identified, a nomogram was constructed and validated using bootstrap cross-validation. Discrimination of the nomogram was quantified with the concordance probability. RESULTS: In total, 528 consecutive patients with invasive cervical cancer, who had all nomogram variables available, were identified. Mean 5-year OS rates for patients with International Federation of Gynecologists and Obstetricians (FIGO) stage IA, IB, II, III, and IV were 99.0%, 88.6%, 65.8%, 58.7%, and 41.5%, respectively. Seventy-six cancer-related deaths were observed during the follow-up period. FIGO stage, tumour size, age, histologic subtype, lymph node ratio, and parametrial involvement were selected as nomogram covariates. The prognostic performance of the model exceeded that of FIGO stage alone and the model's estimated optimism-corrected concordance probability was 0.723, indicating accurate prediction of OS. We present the prediction model as nomogram and provide a web-based risk calculator (http://www.ccc.ac.at/gcu). CONCLUSION: Based on six easily available parameters, a novel statistical model to predict OS of patients diagnosed with cervical cancer was constructed and validated. The model was implemented in a nomogram and provides accurate prediction of individual patients' prognosis useful for patient counselling and deciding on follow-up strategies. British Journal of Cancer (2012) 107, 918-924. doi:10.1038/bjc.2012.340 www.bjcancer.com Published online 7 August 2012 (c) 2012 Cancer Research UK
引用
收藏
页码:918 / 924
页数:7
相关论文
共 30 条
[1]   A nomogram for predicting overall survival of women with endometrial cancer following primary therapy: Toward improving individualized cancer care [J].
Abu-Rustum, N. R. ;
Zhou, Q. ;
Gomez, J. D. ;
Alektiar, K. M. ;
Hensley, M. L. ;
Soslow, R. A. ;
Levine, D. A. ;
Chi, D. S. ;
Barakat, R. R. ;
Iasonos, A. .
GYNECOLOGIC ONCOLOGY, 2010, 116 (03) :399-403
[2]   An evaluation of penalised survival methods for developing prognostic models with rare events [J].
Ambler, G. ;
Seaman, S. ;
Omar, R. Z. .
STATISTICS IN MEDICINE, 2012, 31 (11-12) :1150-1161
[3]  
[Anonymous], COCHRANE DATABASE SY
[4]  
Benedet JL, 2000, INT J GYNECOL OBSTET, V70, P209
[5]   Influence of histologic type and age on survival rates for invasive cervical carcinoma in Taiwan [J].
Chen, RJ ;
Lin, YH ;
Chen, CA ;
Huang, SC ;
Chow, SN ;
Hsieh, CY .
GYNECOLOGIC ONCOLOGY, 1999, 73 (02) :184-190
[6]   Nomogram for survival after primary surgery for bulky stage IIIC ovarian carcinoma [J].
Chi, Dennis S. ;
Palayekar, Meena J. ;
Sonoda, Yukio ;
Abu-RuStum, Nadeern R. ;
Awtrey, Christopher S. ;
Huh, Jae ;
Eisenhauer, Eric L. ;
Barakat, Richard R. ;
Kattan, Michael W. .
GYNECOLOGIC ONCOLOGY, 2008, 108 (01) :191-194
[7]  
Committee on Practice Bulletins-Gynecology, 2002, Obstet Gynecol, V99, P855
[8]   Is lymph vascular space involvement an independent prognostic factor in early cervical cancer? [J].
Creasman, WT ;
Kohler, MF .
GYNECOLOGIC ONCOLOGY, 2004, 92 (02) :525-529
[9]   PROSPECTIVE SURGICAL PATHOLOGICAL-STUDY OF DISEASE-FREE INTERVAL IN PATIENTS WITH STAGE IB SQUAMOUS-CELL CARCINOMA OF THE CERVIX - A GYNECOLOGIC ONCOLOGY GROUP-STUDY [J].
DELGADO, G ;
BUNDY, B ;
ZAINO, R ;
SEVIN, BU ;
CREASMAN, WT ;
MAJOR, F .
GYNECOLOGIC ONCOLOGY, 1990, 38 (03) :352-357
[10]   Prognostic significance of adenocarcinoma histology in women with cervical cancer [J].
Galic, Vijaya ;
Herzog, Thomas J. ;
Lewin, Sharyn N. ;
Neugut, Alfred I. ;
Burke, William M. ;
Lu, Yu-Shiang ;
Hershman, Dawn L. ;
Wright, Jason D. .
GYNECOLOGIC ONCOLOGY, 2012, 125 (02) :287-291