Development and validation of a prognostic nomogram for the overall survival of patients living with spinal metastases

被引:17
作者
Yang, Xiong-gang [1 ,2 ]
Feng, Jiang-tao [2 ]
Wang, Feng [2 ]
He, Xin [1 ]
Zhang, Hao [2 ]
Yang, Li [2 ]
Zhang, Hao-ran [2 ]
Hu, Yong-cheng [1 ]
机构
[1] Tianjin Hosp, Dept Bone Oncol, 406 Jiefang Southern Rd, Tianjin 300211, Peoples R China
[2] Tianjin Med Univ, Grad Sch, Tianjin 300070, Peoples R China
关键词
Spinal metastasis; Nomogram; Prognostic factor; Overall survival; Prognostic scoring system; CORD COMPRESSION; CANCER; RISK; DECOMPRESSION; RADIOTHERAPY; SURGERY; SCORE; BONE;
D O I
10.1007/s11060-019-03284-y
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Introduction The primary goal of treatment in spinal metastasis is typically to extend patients' lifespan as much as possible, and optimally to relieve the symptoms and so improve quality of life. It is crucial to avoid over- or under-treatment, according to each patient's individual situation. Thus, this study aimed to identify significant prognostic factors for patients living with metastatic spine disease, and create a new nomogram for the prediction of survival rates. Methods Data from patients who had undergone operations for spinal metastasis between 2005 and 2016 were retrieved retrospectively, and randomized into training (70%) and validation groups ( 30%). A selection of pre-operative factors was analyzed using univariable and multivariable COX model for the training group. A nomogram was then developed using significant predictors in multivariable analysis. Accuracy was validated using a concordance index (C-index) and calibration curve for the training and validation groups, respectively. Results A total of 244 participants were enrolled, including 171 in the training group and 73 in the validation group. Primary tumor, Frankel Grade, Karnofsky Performance Score (KPS) and adjuvant therapy were found to be significant for predicting survival rates. A nomogram was developed by utilizing these predictors. The C-indexes for the two groups were 0.711 and 0.703 respectively. Moreover, a favorable consistency between the predicted and actual survival probabilities was demonstrated using calibration curves. Conclusions A user-friendly nomogram model for facilitating medical procedures during clinical encounters was established to aid clinical decision making for individual patients.
引用
收藏
页码:167 / 176
页数:10
相关论文
共 28 条
[1]   The Oswestry Risk Index AN AID IN THE TREATMENT OF METASTATIC DISEASE OF THE SPINE [J].
Balain, B. ;
Jaiswal, A. ;
Trivedi, J. M. ;
Eisenstein, S. M. ;
Kuiper, J. H. ;
Jaffray, D. C. .
BONE & JOINT JOURNAL, 2013, 95B (02) :210-216
[2]   SPINAL METASTASIS - CURRENT STATUS AND RECOMMENDED GUIDELINES FOR MANAGEMENT [J].
BLACK, P .
NEUROSURGERY, 1979, 5 (06) :726-746
[3]   The Impact of Primary Tumor Size, Lymph Node Status, and Other Prognostic Factors on the Risk of Cancer Death [J].
Chen, L. Leon ;
Nolan, Matthew E. ;
Silverstein, Melvin J. ;
Mihm, Martin C., Jr. ;
Sober, Arthur J. ;
Tanabe, Kenneth K. ;
Smith, Barbara L. ;
Younger, Jerry ;
Michaelson, James S. .
CANCER, 2009, 115 (21) :5071-5083
[4]  
Collins GS, 2015, BMJ-BRIT MED J, V350, DOI [10.1136/bmj.g7594, 10.1111/1471-0528.13244]
[5]   SnapShot: Bone Metastasis [J].
Ell, Brian ;
Kang, Yibin .
CELL, 2012, 151 (03)
[6]   Vertebral metastases - A critical appreciation of the preoperative prognostic Tokuhashi score in a series of 71 cases [J].
Enkaoua, EA ;
Doursounian, L ;
Chatellier, G ;
Mabesoone, F ;
Aimard, T ;
Saillant, G .
SPINE, 1997, 22 (19) :2293-2298
[7]   How to build and interpret a nomogram for cancer prognosis [J].
Iasonos, Alexia ;
Schrag, Deborah ;
Raj, Ganesh V. ;
Panageas, Katherine S. .
JOURNAL OF CLINICAL ONCOLOGY, 2008, 26 (08) :1364-1370
[8]   Annual report to the nation on the status of cancer, 1975-2001, with a special feature regarding survival [J].
Jemal, A ;
Clegg, LX ;
Ward, E ;
Ries, LAG ;
Wu, XC ;
Jamison, PM ;
Wingo, PA ;
Howe, HL ;
Anderson, RN ;
Edwards, BK .
CANCER, 2004, 101 (01) :3-27
[9]   Nomograms are superior to staging and risk grouping systems for identifying high-risk patients: preoperative application in prostate cancer [J].
Kattan, MW .
CURRENT OPINION IN UROLOGY, 2003, 13 (02) :111-116
[10]   A meta-analysis of surgery versus conventional radiotherapy for the treatment of metastatic spinal epidural disease [J].
Klimo, P ;
Thompson, CJ ;
Kestle, JRW ;
Schmidt, MH .
NEURO-ONCOLOGY, 2005, 7 (01) :64-76