A nomogram for individualized estimation of survival among patients with brain metastasis

被引:116
作者
Barnholtz-Sloan, Jill S. [1 ]
Yu, Changhong [2 ]
Sloan, Andrew E. [1 ,3 ]
Vengoechea, Jaime [4 ,5 ]
Wang, Meihua [6 ]
Dignam, James J. [6 ]
Vogelbaum, Michael A. [1 ,7 ,8 ]
Sperduto, Paul W. [9 ,10 ]
Mehta, Minesh P. [11 ]
Machtay, Mitchell [1 ,12 ]
Kattan, Michael W. [2 ]
机构
[1] Case Western Reserve Univ, Sch Med, Case Comprehens Canc Ctr, Cleveland, OH 44106 USA
[2] Cleveland Clin, Dept Quantitat Hlth Sci, Cleveland, OH 44106 USA
[3] Univ Hosp Case Med Ctr, Dept Neurol Surg, Neurol Inst, Brain Tumor & Neurooncol Ctr, Cleveland, OH USA
[4] Univ Hosp Case Med Ctr, Dept Internal Med, Cleveland, OH USA
[5] Univ Hosp Case Med Ctr, Ctr Human Genet, Cleveland, OH USA
[6] Radiat Therapy Oncol Grp RTOG, Philadelphia, PA USA
[7] Cleveland Clin, Neuro Oncol Ctr, Cleveland, OH 44106 USA
[8] Cleveland Clin, Burkhardt Brain Tumor Inst, Cleveland, OH 44106 USA
[9] Univ Minnesota Gamma Knife Ctr, Minneapolis, MN USA
[10] Minneapolis Radiat Oncol, Minneapolis, MN USA
[11] Northwestern Univ, Feinberg Sch Med, Dept Radiat Oncol, Chicago, IL 60611 USA
[12] Univ Hosp Case Med Ctr, Dept Radiat Oncol, Cleveland, OH USA
关键词
brain metastases; nomogram; prediction; prognosis; survival; RECURSIVE PARTITIONING ANALYSIS; ANALYSIS RPA CLASSIFICATION; RANDOMIZED PHASE-III; RADIATION-THERAPY; MULTIPLE IMPUTATION; RADICAL PROSTATECTOMY; STEREOTACTIC RADIOSURGERY; PREOPERATIVE NOMOGRAM; INTERNAL VALIDATION; PROGNOSTIC-FACTORS;
D O I
10.1093/neuonc/nos087
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: An estimated 2445 of patients with cancer develop brain metastases. Individualized estimation of survival for patients with brain metastasis could be useful for counseling patients on clinical outcomes and prognosis. Methods: De-identified data for 2367 patients with brain metastasis from 7 Radiation Therapy Oncology Group randomized trials were used to develop and internally validate a prognostic nomogram for estimation of survival among patients with brain metastasis. The prognostic accuracy for survival from 3 statistical approaches (Cox proportional hazards regression, recursive partitioning analysis [RPA], and random survival forests) was calculated using the concordance index. A nomogram for 12-month, 6-month, and median survival was generated using the most parsimonious model. Results: The majority of patients had lung cancer, controlled primary disease, no surgery, Karnofsky performance score (KPS) epsilon 70, and multiple brain metastases and were in RPA class II or had a Diagnosis-Specific Graded Prognostic Assessment (DS-GPA) score of 1.252.5. The overall median survival was 136 days (95 confidence interval, 126144 days). We built the nomogram using the model that included primary site and histology, status of primary disease, metastatic spread, age, KPS, and number of brain lesions. The potential use of individualized survival estimation is demonstrated by showing the heterogeneous distribution of the individual 12-month survival in each RPA class or DS-GPA score group. Conclusion: Our nomogram provides individualized estimates of survival, compared with current RPA and DS-GPA group estimates. This tool could be useful for counseling patients with respect to clinical outcomes and prognosis.
引用
收藏
页码:910 / 918
页数:9
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