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预测有淋巴结转移的宫颈癌患者总生存期和癌症特异性生存期的新型列线图的开发与验证

Development and Validation of Novel Nomograms to Predict the Overall Survival and Cancer-Specific Survival of Cervical Cancer Patients With Lymph Node Metastasis.

作者信息

Yi Jianying, Liu Zhili, Wang Lu, Zhang Xingxin, Pi Lili, Zhou Chunlei, Mu Hong

机构信息

Department of Clinical Laboratory, Tianjin First Central Hospital, School of Medicine, Nankai University, Tianjin, China.

Department of Clinical Laboratory, The Third Central Hospital, Tianjin, China.

出版信息

Front Oncol. 2022 Mar 17;12:857375. doi: 10.3389/fonc.2022.857375. eCollection 2022.

Abstract

OBJECTIVE

The objective of this study was to establish and validate novel individualized nomograms for predicting the overall survival (OS) and cancer-specific survival (CSS) in cervical cancer patients with lymph node metastasis.

METHODS

A total of 2,956 cervical cancer patients diagnosed with lymph node metastasis (American Joint Committee on Cancer, AJCC N stage=N1) between 2000 and 2018 were included in this study. Univariate and multivariate Cox regression models were applied to identify independent prognostic predictors, and the nomograms were established to predict the OS and CSS. The concordance index (C-index), calibration curves, and receiver operating characteristic (ROC) curves were applied to estimate the precision and discriminability of the nomograms. Decision-curve analysis (DCA) was used to assess the clinical utility of the nomograms.

RESULTS

Tumor size, log odds of positive lymph nodes (LODDS), radiotherapy, surgery, T stage, histology, and grade resulted as significant independent predictors both for OS and CSS. The C-index value of the prognostic nomogram for predicting OS was 0.788 (95% CI, 0.762-0.814) and 0.777 (95% CI, 0.758-0.796) in the training and validation cohorts, respectively. Meanwhile, the C-index value of the prognostic nomogram for predicting CSS was 0.792 (95% CI, 0.767-0.817) and 0.781 (95% CI, 0.764-0.798) in the training and validation cohorts, respectively. The calibration curves for the nomograms revealed gratifying consistency between predictions and actual observations for both 3- and 5-year OS and CSS. The 3- and 5-year area under the curves (AUCs) for the nomogram of OS and CSS ranged from 0.781 to 0.828. Finally, the DCA curves emerged as robust positive net benefits across a wide scale of threshold probabilities.

CONCLUSION

We have successfully constructed nomograms that could predict 3- and 5-year OS and CSS of cervical cancer patients with lymph node metastasis and may assist clinicians in decision-making and personalized treatment planning.

摘要

目的

本研究的目的是建立并验证用于预测有淋巴结转移的宫颈癌患者总生存期(OS)和癌症特异性生存期(CSS)的新型个体化列线图。

方法

本研究纳入了2000年至2018年间诊断为有淋巴结转移(美国癌症联合委员会,AJCC N分期=N1)的2956例宫颈癌患者。应用单因素和多因素Cox回归模型来识别独立的预后预测因素,并建立列线图以预测OS和CSS。应用一致性指数(C指数)、校准曲线和受试者工作特征(ROC)曲线来评估列线图的准确性和辨别力。采用决策曲线分析(DCA)来评估列线图的临床实用性。

结果

肿瘤大小、阳性淋巴结对数优势比(LODDS)、放疗、手术、T分期、组织学类型和分级是OS和CSS的显著独立预测因素。预测OS的预后列线图在训练队列和验证队列中的C指数值分别为0.788(95%CI,0.762-0.814)和0.777(95%CI,0.758-0.796)。同时,预测CSS的预后列线图在训练队列和验证队列中的C指数值分别为0.792(95%CI,0.767-0.817)和0.781(95%CI,0.764-0.798)。列线图的校准曲线显示,3年和5年OS及CSS的预测值与实际观察值之间具有良好的一致性。OS和CSS列线图的3年和5年曲线下面积(AUC)范围为0.781至0.828。最后, DCA曲线在广泛的阈值概率范围内显示出稳健的正净效益。

结论

我们成功构建了可预测有淋巴结转移的宫颈癌患者3年和5年OS及CSS的列线图,可能有助于临床医生进行决策和制定个性化治疗方案。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5ab2/8968041/022a37a0f185/fonc-12-857375-g001.jpg

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