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中国临床研究英文版:2019,32(3):302-308
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基于竞争风险的食管腺癌与食管鳞癌患者第二原发癌预测模型的建立与评价
(郑州大学附属肿瘤医院胸外科,河南 郑州 450008)
Establishment and evaluation of prediction model for second primary malignancy of esophageal adenocarcinoma and esophageal squamous cell carcinoma based on competitive risk
(Department of Thoracic Surgery, First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, China)
摘要
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Received:October 15, 2018   Published Online:March 20, 2019
中文摘要: 目的 建立食管腺癌与鳞癌患者发生第二原发癌(SPM)的临床预测模型并进行预测效力和临床效用的评价。方法 选取监测、流行病学和最终结果(SEER)数据库中1998年至2014年病理诊断明确的食管腺癌与鳞癌患者资料,采用竞争风险模型评估影响此类患者发生SPM的独立危险因素,在利用竞争风险模型获取影响食管腺癌与鳞癌发生SPM的独立危险因素后,基于获取的独立危险因素分别建立预测腺癌与鳞癌发生SPM模型,并采用c指数、校正曲线、决策曲线分析衡量模型的判别能力、预测效力及临床实用性。结果 本研究共纳入13 526例食管癌患者,其中腺癌8 700例(480例发生SPM),鳞癌4 826例(337例发生SPM)。多因素分析显示年龄、SEER分期、阳性淋巴结数目及远处转移是影响食管腺癌发生SPM的独立因素;年龄、SEER分期、婚姻状况、肿瘤位置及化疗情况是影响食管鳞癌发生SPM的独立因素。食管腺癌与鳞癌患者SPM预测模型的c指数分别为0.691和0.662,显示出较为理想的模型判别能力。校正曲线提示食管腺癌与食管鳞癌预测模型的SPM发生率与实际发生率一致性良好。食管腺癌与鳞癌决策曲线的概率阈值分别为0.020~0.177和0.021~0.133,提示在上述范围内,模型具有理想的临床收益。结论 本研究利用竞争风险的方法建立和评价了食管腺癌与鳞癌患者SPM发病风险的预测模型,模型显示出较好的预测能力及临床实用性,有助于食管腺癌与鳞癌患者SPM高危人群的筛选及临床干预。
Abstract:Objective To evaluate the predictive effectiveness and clinical utility of establishment of prediction model of second primary malignancy (SPM) for esophageal adenocarcinoma (AC)and esophageal squamous cell carcinoma (SCC). Methods The data of the patients with esophageal AC and esophageal SCC diagnosed by pathology (1998-2014) were collected from Surveillance, Epidemiology and End Results(SEER) database. The independent risk factors for SPM in such patients were assessed by competitive risk model. Based on obtained independent risk factors after using the competitive risk model, the SPM models for AC and SCC were respectively established. The judgment capability, predictive effectiveness and clinical: practicability was analyzed and judged by C-index, calibration cure and decision curve. Results A total of 13 526 cases of esophageal cancers including 8 700 cases of AC (480 cases of SPM) and 4 826 cases of SCC (337 cases of SPM) were included in this study. Multivariate analysis showed that age, SEER staging, number of positive lymph nodes and distant metastasis were the independent risk factors influencing the occurrence of the SPM of esophageal AC, and age, SEER staging, marital status, tumor location and chemotherapy situation were the independent risk factors influencing the occurrence of the SPM of esophageal SCC.The C-index of SPM predictive models for esophageal AC and SCC were 0.691 and 0.662,respectively,so it showed an ideal model discrimination ability. Correction curve indicated that SPM incidence was in good agreement with the actual incidence for the prediction model. The probability thresholds of decision curve for esophageal esophageal AC and SCC were 0.020-0.177 and 0.021-0.133, respectively, and this suggested that the model had an ideal clinical benefit in the above range. Conclusion In this study, the prediction models of SPM onset risks for esophageal AC and SCC are established and evaluated by means of competitive risk. The models showed good prediction ability and clinical: practicability, and this will contribute to the screening and the clinical intervention for high risk population of SPM.
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