Yan Weisi, Quan Chen, Mourad Waleed F, Yuan Jianda, Shi Zheng, Yang Jun, Lu Qiuxia, Zhang Jie
Baptist Health System Lexington Kentucky USA.
City of Hope Comprehensive Cancer Center Duarte California USA.
Precis Radiat Oncol. 2023 Apr 4;7(2):128-136. doi: 10.1002/pro6.1191. eCollection 2023 Jun.
Radiomics is a rapidly evolving field of research that extracts and analyzes quantitative features within medical images. Those features are termed as radiomic features that can characterize a tumor in a comprehensive and quantitative manner with regard to its internal structure and heterogeneity. Radiomic features can be used, alone or in combination with demographic, histological, genomic, or proteomic data, for predicting prognosis or treatment response. Immunotherapy, or immune-oncology, is the study of cancer treatment by taking advantage of the body's immune system to prevent, control, and eliminate cancer. In this review, we first provide a brief introduction to both radiomics and immune-oncology in lung cancer. Then, we discuss the need for developing immune-oncology biomarkers, and the advantages of radiomics in identifying biomarkers related to immunotherapy. We also discuss potential areas in and out of tumors, such as the intra-tumoral hypoxic region and tumor microenvironment, where radiomic markers might be extracted, as well as a potential application of radiomic biomarkers in clinical lung cancer management. Finally, we present radiation and immune modulation in non-small cell lung cancer, clinical trials and their design to incorporate radiomic biomarkers, and radiomics-guided precision radiation therapy.
放射组学是一个快速发展的研究领域,它从医学图像中提取并分析定量特征。这些特征被称为放射组学特征,能够从肿瘤的内部结构和异质性方面,以全面且定量的方式对肿瘤进行表征。放射组学特征可单独使用,或与人口统计学、组织学、基因组学或蛋白质组学数据结合使用,用于预测预后或治疗反应。免疫疗法,即免疫肿瘤学,是利用人体免疫系统预防、控制和消除癌症的癌症治疗研究。在本综述中,我们首先简要介绍肺癌中的放射组学和免疫肿瘤学。然后,我们讨论开发免疫肿瘤学生物标志物的必要性,以及放射组学在识别与免疫疗法相关的生物标志物方面的优势。我们还讨论了肿瘤内外的潜在区域,如肿瘤内缺氧区域和肿瘤微环境,在这些区域可能提取放射组学标志物,以及放射组学生物标志物在临床肺癌管理中的潜在应用。最后,我们介绍非小细胞肺癌中的放射和免疫调节、纳入放射组学生物标志物的临床试验及其设计,以及放射组学引导的精确放射治疗。