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基于免疫评分的I、II和III期肺腺癌患者预后列线图的开发

Development of a Prognostic Nomogram for Patients with Lung Adenocarcinoma in the Stages I, II, and III Based on Immune Scores.

作者信息

Xie Hui, Zhang Jian-Fang, Li Qing

机构信息

Department of Radiation Oncology, Affiliated Hospital (Clinical College) of Xiangnan University, Chenzhou, 423000, Hunan Province, People's Republic of China.

Key Laboratory of Medical Imaging and Artificial Intelligence of Hunan Province, Chenzhou, 423000, Hunan Province, People's Republic of China.

出版信息

Int J Gen Med. 2021 Nov 23;14:8677-8688. doi: 10.2147/IJGM.S337934. eCollection 2021.

Abstract

BACKGROUND

Immunotherapy has significantly changed the treatment prospects of non-small cell lung cancer (NSCLC). However, there is no report based on immune score to predict the overall survival (OS) of lung adenocarcinoma (LUAD) in the stages I, II, and III. Therefore, this study aimed to investigate the immune score and the prognosis-related factors of LUAD and construct a nomogram to predict the prognosis.

METHODS

A total of 390 cases with lung adenocarcinoma in the stages I, II, and III were included in the study. The clinicopathological characteristics and immune scores of LUAD patients were downloaded from the TCGA database. Cox proportional hazards regression model was used to estimate hazard ratio (HR) and 95% confidence interval (CI). A Nomogram was composed of the Cox model and internally validated using 1000 bootstrap. The concordance index (c-index) and the calibration curves were used to evaluate the model. The decision curve analysis (DCA) was performed to evaluate the clinical practical value of the model.

RESULTS

According to the immune score, the patients were divided into low-, medium-, and high-score groups. This study showed that compared with patients with low and medium immune scores, only patients with high immune scores had significantly improved OS (HR and 95% confidence interval (CI): 0.489 [0.324-0.737]). The C-index for OS prediction was 0.691 (95% CI, 0.646-0.736). The calibration curves for nomogram-predicted probabilities of 3- and 5-year survival have good ability for the calibration and discrimination.

CONCLUSION

The high immune score was significantly correlated with better OS of patients with LUAD in the stages I, II, and III. Moreover, the nomogram of predicting prognosis may help assess the survival of LUAD patients.

摘要

背景

免疫疗法显著改变了非小细胞肺癌(NSCLC)的治疗前景。然而,尚无基于免疫评分预测Ⅰ、Ⅱ和Ⅲ期肺腺癌(LUAD)总生存期(OS)的报道。因此,本研究旨在探讨LUAD的免疫评分及预后相关因素,并构建列线图以预测预后。

方法

本研究纳入了390例Ⅰ、Ⅱ和Ⅲ期肺腺癌患者。从TCGA数据库下载LUAD患者的临床病理特征和免疫评分。采用Cox比例风险回归模型估计风险比(HR)和95%置信区间(CI)。列线图由Cox模型组成,并使用1000次自抽样进行内部验证。一致性指数(c指数)和校准曲线用于评估模型。进行决策曲线分析(DCA)以评估模型的临床实用价值。

结果

根据免疫评分,将患者分为低、中、高分三组。本研究表明,与免疫评分低和中等的患者相比,只有免疫评分高的患者OS显著改善(HR和95%置信区间(CI):0.489 [0.324 - 0.737])。OS预测的C指数为0.691(95%CI,0.646 - 0.736)。列线图预测的3年和5年生存概率的校准曲线具有良好的校准和区分能力。

结论

高免疫评分与Ⅰ、Ⅱ和Ⅲ期LUAD患者较好的OS显著相关。此外,预测预后的列线图可能有助于评估LUAD患者的生存情况。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5d2e/8627271/3fff993d2efb/IJGM-14-8677-g0001.jpg

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