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未接受预防性颅脑照射的局限期小细胞肺癌患者脑转移预测模型的构建

Construction of brain metastasis prediction model in limited stage small cell lung cancer patients without prophylactic cranial irradiation.

作者信息

Guo Jiayi, Liu Jianjiang, Ye Wanli, Xu Jun, Zhong Wangyan, Zhang Xiaoyu, Yuan Hang, Shi Hao, Li Ting, Xu Yibing, Mao Jiwei, Shen Bin, Wu Dongping

机构信息

School of Medicine, Shaoxing University, Shaoxing, Zhejiang, China.

Department of Radiation Oncology, First Affiliated Hospital of Shaoxing University, Shaoxing, Zhejiang, China.

出版信息

Clin Respir J. 2024 Jan;18(1):e13730. doi: 10.1111/crj.13730.

Abstract

INTRODUCTION

Small cell lung cancer (SCLC) is a highly aggressive lung cancer variant known for its elevated risk of brain metastases (BM). While earlier meta-analyses supported the use of prophylactic cranial irradiation (PCI) to reduce BM incidence and enhance overall survival, modern MRI capabilities raise questions about PCI's universal benefit for limited-stage SCLC (LS-SCLC) patients. As a response, we have created a predictive model for BM, aiming to identify low-risk individuals who may not require PCI.

METHODS

A total of 194 LS-SCLC patients without PCI treated between 2009 and 2021 were included. We conducted both univariate and multivariate analyses to pinpoint the factors associated with the development of BM. A nomogram for predicting the 2- and 3-year probabilities of BM was then constructed.

RESULTS

Univariate and multivariate analyses revealed several significant independent risk factors for the development of BM. These factors include TNM stage, the number of chemotherapy (ChT) cycles, Ki-67 expression level, pretreatment serum lactate dehydrogenase (LDH) levels, and haemoglobin (HGB) levels. These findings underscore their respective roles as independent predictors of BM. Based on the results of the final multivariable analysis, a nomogram model was created. In the training cohort, the nomogram yielded an area under the receiver operating characteristic curve (AUC) of 0.870 at 2 years and 0.828 at 3 years. In the validation cohort, the AUC values were 0.897 at 2 years and 0.789 at 3 years. The calibration curve demonstrated good agreement between the predicted and observed probabilities of BM.

CONCLUSIONS

A novel nomogram has been developed to forecast the likelihood of BM in patients diagnosed with LS-SCLC. This tool holds the potential to assist healthcare professionals in formulating more informed and tailored treatment plans.

摘要

引言

小细胞肺癌(SCLC)是一种侵袭性很强的肺癌变体,以发生脑转移(BM)的风险较高而闻名。虽然早期的荟萃分析支持使用预防性颅脑照射(PCI)来降低BM发生率并提高总生存率,但现代MRI技术引发了关于PCI对局限期小细胞肺癌(LS-SCLC)患者是否具有普遍益处的疑问。作为回应,我们创建了一个BM预测模型,旨在识别可能不需要PCI的低风险个体。

方法

纳入了2009年至2021年间共194例未接受PCI治疗的LS-SCLC患者。我们进行了单因素和多因素分析,以确定与BM发生相关的因素。然后构建了一个预测BM 2年和3年概率的列线图。

结果

单因素和多因素分析揭示了几个与BM发生相关的显著独立危险因素。这些因素包括TNM分期、化疗(ChT)周期数、Ki-67表达水平、治疗前血清乳酸脱氢酶(LDH)水平和血红蛋白(HGB)水平。这些发现强调了它们各自作为BM独立预测因素的作用。基于最终多变量分析的结果,创建了一个列线图模型。在训练队列中,该列线图在2年时的受试者操作特征曲线(AUC)下面积为0.870,3年时为0.828。在验证队列中,2年时的AUC值为0.897,3年时为0.789。校准曲线显示预测的和观察到的BM概率之间具有良好的一致性。

结论

已开发出一种新型列线图,用于预测诊断为LS-SCLC患者发生BM的可能性。该工具有可能帮助医疗保健专业人员制定更明智和个性化的治疗方案。

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本文引用的文献

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Development and validation of a nomogram for the prediction of brain metastases in small cell lung cancer.
Clin Respir J. 2023 May;17(5):456-467. doi: 10.1111/crj.13615. Epub 2023 Apr 18.
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Factors Affecting the Risk of Brain Metastasis in Limited-Stage Small Cell Lung Cancer After Prophylactic Cranial Irradiation.
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