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结直肠癌肝转移患者预测评分系统的开发与验证:一项基于人群的研究

Development and Validation of a Predictive Scoring System for Colorectal Cancer Patients With Liver Metastasis: A Population-Based Study.

作者信息

Cao Yinghao, Ke Songqing, Deng Shenghe, Yan Lizhao, Gu Junnan, Mao Fuwei, Xue Yifan, Zheng Changmin, Cai Wentai, Liu Hongli, Li Han, Shang Fumei, Sun Zhuolun, Wu Ke, Zhao Ning, Cai Kailin

机构信息

Department of Gastrointestinal Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.

Wuhan Blood Center, Wuhan, China.

出版信息

Front Oncol. 2021 Dec 1;11:719638. doi: 10.3389/fonc.2021.719638. eCollection 2021.

DOI:10.3389/fonc.2021.719638
PMID:34926243
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8671306/
Abstract

Liver metastasis in colorectal cancer (CRC) is common and has an unfavorable prognosis. This study aimed to establish a functional nomogram model to predict overall survival (OS) and cancer-specific survival (CSS) in patients with colorectal cancer liver metastasis (CRCLM). A total of 9,736 patients with CRCLM from 2010 to 2016 were randomly assigned to training, internal validation, and external validation cohorts. Univariate and multivariate Cox analyses were performed to identify independent clinicopathologic predictive factors, and a nomogram was constructed to predict CSS and OS. Multivariate analysis demonstrated age, tumor location, differentiation, gender, TNM stage, chemotherapy, number of sampled lymph nodes, number of positive lymph nodes, tumor size, and metastatic surgery as independent predictors for CRCLM. A nomogram incorporating the 10 predictors was constructed. The nomogram showed favorable sensitivity at predicting 1-, 3-, and 5-year OS, with area under the receiver operating characteristic curve (AUROC) values of 0.816, 0.782, and 0.787 in the training cohort; 0.827, 0.769, and 0.774 in the internal validation cohort; and 0.819, 0.745, and 0.767 in the external validation cohort, respectively. For CSS, the values were 0.825, 0.771, and 0.772 in the training cohort; 0.828, 0.753, and 0.758 in the internal validation cohort; and 0.828, 0.737, and 0.772 in the external validation cohort, respectively. Calibration curves and ROC curves revealed that using our models to predict the OS and CSS would add more benefit than other single methods. In summary, the novel nomogram based on significant clinicopathological characteristics can be conveniently used to facilitate the postoperative individualized prediction of OS and CSS in CRCLM patients.

摘要

结直肠癌(CRC)肝转移很常见,且预后不良。本研究旨在建立一个功能列线图模型,以预测结直肠癌肝转移(CRCLM)患者的总生存期(OS)和癌症特异性生存期(CSS)。2010年至2016年间,共有9736例CRCLM患者被随机分配到训练队列、内部验证队列和外部验证队列。进行单因素和多因素Cox分析以确定独立的临床病理预测因素,并构建列线图以预测CSS和OS。多因素分析表明,年龄、肿瘤位置、分化程度、性别、TNM分期、化疗、取样淋巴结数量、阳性淋巴结数量、肿瘤大小和转移手术是CRCLM的独立预测因素。构建了包含这10个预测因素的列线图。该列线图在预测1年、3年和5年OS时显示出良好的敏感性,训练队列中受试者操作特征曲线(AUROC)下面积值分别为0.816、0.782和0.787;内部验证队列中分别为0.827、0.769和0.774;外部验证队列中分别为0.819、0.745和0.767。对于CSS,训练队列中的值分别为0.825、0.771和0.772;内部验证队列中分别为0.828、0.753和0.758;外部验证队列中分别为0.828、0.737和0.772。校准曲线和ROC曲线显示,使用我们的模型预测OS和CSS比其他单一方法更具优势。总之,基于显著临床病理特征的新型列线图可方便地用于促进CRCLM患者术后OS和CSS的个体化预测。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/cc0972c6a391/fonc-11-719638-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/ec3cf9a70f04/fonc-11-719638-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/d13b4413c6af/fonc-11-719638-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/0ebc336733dd/fonc-11-719638-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/27c73519bf5a/fonc-11-719638-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/c6753a276892/fonc-11-719638-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/4805f9ee909f/fonc-11-719638-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/afbc39fe07c9/fonc-11-719638-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/cc0972c6a391/fonc-11-719638-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/ec3cf9a70f04/fonc-11-719638-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/d13b4413c6af/fonc-11-719638-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/0ebc336733dd/fonc-11-719638-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/27c73519bf5a/fonc-11-719638-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/c6753a276892/fonc-11-719638-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/4805f9ee909f/fonc-11-719638-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/afbc39fe07c9/fonc-11-719638-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/de4a/8671306/cc0972c6a391/fonc-11-719638-g008.jpg

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