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放射组学指导的检查点抑制剂免疫治疗在癌症精准医学中的应用:临床医生的综述。

Radiomics-guided checkpoint inhibitor immunotherapy for precision medicine in cancer: A review for clinicians.

机构信息

Division of Medical Oncology, Cancer Center and State Key Laboratory of Biotherapy, Sichuan University West China Hospital, Chengdu, China.

Department of Hematology, the Second Affiliated Hospital Zhejiang University School of Medicine, Zhejiang, China.

出版信息

Front Immunol. 2023 Mar 1;14:1088874. doi: 10.3389/fimmu.2023.1088874. eCollection 2023.

Abstract

Immunotherapy using immune checkpoint inhibitors (ICIs) is a breakthrough in oncology development and has been applied to multiple solid tumors. However, unlike traditional cancer treatment approaches, immune checkpoint inhibitors (ICIs) initiate indirect cytotoxicity by generating inflammation, which causes enlargement of the lesion in some cases. Therefore, rather than declaring progressive disease (PD) immediately, confirmation upon follow-up radiological evaluation after four-eight weeks is suggested according to immune-related Response Evaluation Criteria in Solid Tumors (ir-RECIST). Given the difficulty for clinicians to immediately distinguish pseudoprogression from true disease progression, we need novel tools to assist in this field. Radiomics, an innovative data analysis technique that quantifies tumor characteristics through high-throughput extraction of quantitative features from images, can enable the detection of additional information from early imaging. This review will summarize the recent advances in radiomics concerning immunotherapy. Notably, we will discuss the potential of applying radiomics to differentiate pseudoprogression from PD to avoid condition exacerbation during confirmatory periods. We also review the applications of radiomics in hyperprogression, immune-related biomarkers, efficacy, and immune-related adverse events (irAEs). We found that radiomics has shown promising results in precision cancer immunotherapy with early detection in noninvasive ways.

摘要

免疫检查点抑制剂(ICIs)的免疫疗法是肿瘤学发展的突破,已应用于多种实体瘤。然而,与传统的癌症治疗方法不同,免疫检查点抑制剂(ICIs)通过引发炎症来产生间接细胞毒性,这在某些情况下会导致病变增大。因此,根据免疫相关实体瘤反应评估标准(ir-RECIST),建议在四周至八周的后续影像学评估后确认,而不是立即宣布疾病进展(PD)。鉴于临床医生难以立即区分假性进展和真正的疾病进展,我们需要新的工具来辅助这一领域。放射组学是一种创新的数据分析技术,通过从图像中高通量提取定量特征来量化肿瘤特征,从而能够从早期成像中检测到更多信息。这篇综述将总结放射组学在免疫治疗方面的最新进展。值得注意的是,我们将讨论应用放射组学来区分假性进展和 PD,以避免在确认期间病情恶化。我们还回顾了放射组学在超进展、免疫相关生物标志物、疗效和免疫相关不良事件(irAEs)中的应用。我们发现,放射组学在通过非侵入性方式进行早期检测的精准癌症免疫治疗中显示出了很有前景的结果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5dd3/10014595/e648a0253da0/fimmu-14-1088874-g001.jpg

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