A tool for predicting overall survival in patients with Ewing sarcoma: a multicenter retrospective study

被引:8
作者
Li, Wenle [1 ,2 ,3 ,4 ]
Dong, Shengtao [5 ]
Lin, Yuewei [6 ]
Wu, Huitao [7 ]
Chen, Mengfei [8 ]
Qin, Chuan [9 ]
Li, Kelin [9 ]
Zhang, JunYan [10 ,11 ]
Tang, Zhi-Ri [12 ]
Wang, Haosheng [13 ]
Huo, Kang [14 ]
Xie, Xiangtao [9 ]
Hu, Zhaohui [9 ]
Kuang, Sirui [15 ]
Yin, Chengliang [15 ]
机构
[1] XianJiao Tong Univ, Affiliated Hosp 2, Dept Orthoped Surg 2, Xian 710004, Peoples R China
[2] Xi An Jiao Tong Univ, Coll Life Sci & Technol, Xian 710049, Peoples R China
[3] Xiamen Univ, Mol Imagingand Translat Med Res Ctr, State Key Lab Mol Vaccinol & Mol Diagnost, Xiamen 361005, Peoples R China
[4] Xianyang Cent Hosp, Clin Med Res Ctr, Xianyang 712099, Peoples R China
[5] Dalian Med Univ, Affiliated Hosp 2, Dept Spine Surg, Dalian 116000, Peoples R China
[6] Guangzhou Univ Chinese Med, Clin Coll 2, Guangzhou 510000, Peoples R China
[7] Baidu Inc, Intelligent Healthcare Team, Beijing 100089, Peoples R China
[8] Peoples Hosp Ningxia Hui Autonomous Reg, Emergency Dept, Yinchuan 750000, Ningxia, Peoples R China
[9] Liuzhou Peoples Hosp, Dept Spine Surg, Liuzhou 545000, Peoples R China
[10] Peoples Liberat Army Gen Hosp, Med Big Data Res Ctr, Beijing 100853, Peoples R China
[11] Chinese Peoples Liberat Army Gen Hosp, Natl Engn Lab Med Big Data Applicat Technol, Beijing 100853, Peoples R China
[12] Wuhan Univ, Sch Phys & Technol, Wuhan 430072, Peoples R China
[13] Jilin Univ, Hosp 2, Orthopaed Med Ctr, Changchun 130000, Peoples R China
[14] Xi An Jiao Tong Univ, Affiliated Hosp 1, Neurol Dept, Xian 71000, Peoples R China
[15] Macau Univ Sci & Technol, Fac Med, Macau 999078, Peoples R China
基金
中国国家自然科学基金;
关键词
Ewing sarcoma; SEER database; Multicenter; Nomogram; Web calculator; PROGNOSTIC-FACTORS; TUMORS; RADIATION; OUTCOMES; FAMILY;
D O I
10.1186/s12885-022-09796-7
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Objective: The aim of this study was to establish and validate a clinical prediction model for assessing the risk of metastasis and patient survival in Ewing's sarcoma (ES). Methods: Patients diagnosed with ES from the Surveillance, Epidemiology and End Results (SEER) database for the period 2010-2016 were extracted, and the data after exclusion of vacant terms was used as the training set (n=767). Prediction models predicting patients' overall survival (OS) at 1 and 3 years were created by cox regression analysis and visualized using Nomogram and web calculator. Multicenter data from four medical institutions were used as the validation set (n=51), and the model consistency was verified using calibration plots, and receiver operating characteristic (ROC) verified the predictive ability of the model. Finally, a clinical decision curve was used to demonstrate the clinical utility of the model. Results: The results of multivariate cox regression showed that age,, bone metastasis, tumor size, and chemotherapy were independent prognostic factors of ES patients. Internal and external validation results: calibration plots showed that the model had a good agreement for patient survival at 1 and 3 years; ROC showed that it possessed a good predictive ability and clinical decision curve proved that it possessed good clinical utility. Conclusions: The tool built in this paper to predict 1- and 3-year survival in ES patients (https://drwenleli0910.shiny apps.io/EwingApp/) has a good identification and predictive power.
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页数:12
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