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基于同质和异质相关因素的列线图预测结直肠癌患者远处转移情况

Nomogram based on homogeneous and heterogeneous associated factors for predicting distant metastases in patients with colorectal cancer.

作者信息

Luo Tianwen, Wang Yutong, Shan Xuefeng, Bai Ye, Huang Chun, Li Guangcan, Wang Hongmei

机构信息

Department of Medical and Education Office, The First Affiliated Hospital of Chongqing Medical University, Chongqing, People's Republic of China.

Department of Epidemiology and Biostatistics, The First Affiliated Hospital, Army Medical University, Chongqing, People's Republic of China.

出版信息

World J Surg Oncol. 2021 Jan 27;19(1):30. doi: 10.1186/s12957-021-02140-6.

Abstract

BACKGROUND

The identification of the homogeneous and heterogeneous risk factors for different types of metastases in colorectal cancer (CRC) may shed light on the aetiology and help individualize prophylactic treatment. The present study characterized the incidence differences and identified the homogeneous and heterogeneous risk factors associated with distant metastases in CRC.

METHODS

CRC patients registered in the SEER database between 2010 and 2016 were included in this study. Logistic regression was used to analyse homogeneous and heterogeneous risk factors for the occurrence of different types of metastases. Nomograms were constructed to predict the risk for developing metastases, and the performance was quantitatively assessed using the receiver operating characteristics (ROC) curve and calibration curve.

RESULTS

A total of 204,595 eligible CRC patients were included in our study, and 17.07% of them had distant metastases. The overall incidences of liver metastases, lung metastases, bone metastases, and brain metastases were 15.34%, 5.22%, 1.26%, and 0.29%, respectively. The incidence of distant metastases differed by age, gender, and the original CRC sites. Poorly differentiated grade, more lymphatic metastasis, higher carcinoembryonic antigen (CEA), and different metastatic organs were all positively associated with four patterns of metastases. In contrast, age, sex, race, insurance status, position, and T stage were heterogeneously associated with metastases. The calibration and ROC curves exhibited good performance for predicting distant metastases.

CONCLUSIONS

The incidence of distant metastases in CRC exhibited distinct differences, and the patients had homogeneous and heterogeneous associated risk factors. Although limited risk factors were included in the present study, the established nomogram showed good prediction performance.

摘要

背景

识别结直肠癌(CRC)不同类型转移的同质和异质风险因素可能有助于揭示病因并实现预防性治疗的个体化。本研究对CRC远处转移的发生率差异进行了特征描述,并识别了与之相关的同质和异质风险因素。

方法

本研究纳入了2010年至2016年在SEER数据库中登记的CRC患者。采用逻辑回归分析不同类型转移发生的同质和异质风险因素。构建列线图以预测发生转移的风险,并使用受试者工作特征(ROC)曲线和校准曲线对其性能进行定量评估。

结果

本研究共纳入204,595例符合条件的CRC患者,其中17.07%发生了远处转移。肝转移、肺转移、骨转移和脑转移的总体发生率分别为15.34%、5.22%、1.26%和0.29%。远处转移的发生率因年龄、性别和原发CRC部位而异。低分化分级、更多的淋巴转移、更高的癌胚抗原(CEA)以及不同的转移器官均与四种转移模式呈正相关。相比之下,年龄、性别、种族、保险状况、位置和T分期与转移呈异质性相关。校准曲线和ROC曲线在预测远处转移方面表现良好。

结论

CRC远处转移的发生率存在明显差异,患者具有同质和异质相关风险因素。尽管本研究纳入的风险因素有限,但所建立的列线图显示出良好的预测性能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/52d0/7842036/5d9f24c56d6a/12957_2021_2140_Fig1_HTML.jpg

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