在非小细胞肺癌中下一代放射性测序:一种替代模型来预测来自[18F]FDG PET/CT的突变
Lavinia Monaco1, Cinzia Crivellaro1, Elisabetta De Bernardi2,3
1Nuclear Medicine Unit, Fondazione IRCCS San Gerardo dei Tintori, Monza, Lombardy, Italy.
Therapeutic advances in respiratory disease
|October 9, 2025
概括
[18F]FDG PET/CT放射学显示了在非小细胞肺癌 (NSCLC) 中预测KRAS突变的潜力. 一个纹理复杂性特征 (FBS_glcm_MCC) 与KRAS突变状态有关,提供了一个非侵入性成像生物标志物.
科学领域:
- 在瘤学瘤学.
- 放射学 放射学是一门学科.
- 医疗成像医学成像
- 生物标志物发现发现
背景情况:
- 非小细胞肺癌 (NSCLC) 是全球癌症死亡的主要原因.
- 针对EGFR和KRAS突变的向疗法可以改善NSCLC的结果,但基因分析并不总是可获得的.
- 放射学从医疗图像中提取定量特征,如[18F]FDG PET/CT,提供一种非侵入性的方法来评估瘤异质性并确定预测生物标志物.
研究的目的:
- 评估[18F]FDG PET/CT放射性特征在预测NSCLC突变中的潜力.
- 在NSCLC患者中确定EGFR和KRAS突变状态的非侵入性成像生物标志物.
主要方法:
- 对105名NSCLC患者的回顾性分析证实了组织学,下一代测序 (NGS) 和基线[18F]FDG PET/CT扫描.
- 从PET图像中提取放射性特征 (766个瘤),使用Pyradiomics和符合IBSI的算法.
- 用LASSO逻辑回归来进行突变关联特征选择,并对来自两个不同的PET/CT扫描仪的独立数据集进行验证.
主要成果:
- 在评估的数据集中,没有放射性特征与EGFR突变显著相关.
- 一个特定的放射性特征,FBS_glcm_MCC (测量图像纹理复杂性),与KRAS突变状态显著相关 (AUC=0.68,p=0.04).
- 这种基于纹理的特征在独立验证队列中证明了KRAS突变的预测价值.
结论:
- 初步发现表明[18F]FDG PET放射学可能作为NSCLC基因分析的非侵入性替代品,特别是在KRAS突变中.
- 已识别的放射性特征 (FBS_glcm_MCC) 是一个有前景的预测生物标志物.
- 需要在更大,多样化的患者队伍中进一步验证,以确认这些发现和临床实用性.
关键词:
欧洲农业基金会 (EGFR) 是一个基金.克拉斯 (Kras) 是一个国家.国家储备系统 (NGS)在NSCLCLC中,我们可以看到.[18F]FDG PET/CT PET/CT PET/CT/CT/CT [18F]FDG PET/CT/CT PET/CT/CT [18F]FDG PET/CT/CT肺癌是一种肺癌.无线电学 (radiomics) 是一种无线电学.更多相关视频
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