Department of Pediatrics and Informatics Institute, University of Alabama at Birmingham, Birmingham, AL.
Department of Oncology, St Jude Children's Research Hospital, Memphis, TN.
JCO Clin Cancer Inform. 2020 Oct;4:895-905. doi: 10.1200/CCI.20.00074.
For children with neuroblastoma, the likelihood of cure varies widely according to age at diagnosis, disease stage, and tumor biology. Treatments are tailored for children with this clinically heterogeneous malignancy on the basis of a combination of markers that are predictive of risk of relapse and death. Sequential risk-based, cooperative-group clinical trials conducted during the past 4 decades have led to improved outcome for children with neuroblastoma. Increasingly accurate risk classification and refinements in treatment stratification strategies have been achieved with the more recent discovery of robust genomic and molecular biomarkers. In this review, we discuss the history of neuroblastoma risk classification in North America and Europe and highlight efforts by the International Neuroblastoma Risk Group (INRG) Task Force to develop a consensus approach for pretreatment stratification using seven risk criteria including an image-based staging system-the INRG Staging System. We also update readers on the current Children's Oncology Group risk classifier and outline plans for the development of a revised 2021 Children's Oncology Group classifier that will incorporate INRG Staging System criteria to facilitate harmonization of risk-based frontline treatment strategies conducted around the globe. In addition, we discuss new approaches to establish increasingly robust, future risk classification algorithms that will further refine treatment stratification using machine learning tools and expanded data from electronic health records and the INRG Data Commons.
对于神经母细胞瘤患儿,其治愈率因诊断时的年龄、疾病分期和肿瘤生物学特性而有很大差异。根据能够预测复发和死亡风险的一系列标志物,为具有这种临床异质性恶性肿瘤的患儿制定了个体化的治疗方案。过去 40 年来,基于风险的序贯、合作组临床试验的开展使神经母细胞瘤患儿的预后得到改善。随着强大的基因组和分子生物标志物的最新发现,风险分层策略的不断完善,风险分类也越来越准确。在这篇综述中,我们讨论了北美和欧洲神经母细胞瘤风险分类的历史,并强调了国际神经母细胞瘤风险组(INRG)工作组为使用包括基于影像的分期系统(INRG 分期系统)在内的 7 项风险标准制定预处理分层共识方法所做的努力。我们还向读者介绍了目前儿童肿瘤学组(COG)的风险分类器,并概述了制定 2021 年儿童肿瘤学组修订版分类器的计划,该分类器将纳入 INRG 分期系统标准,以促进全球范围内基于风险的一线治疗策略的协调。此外,我们还讨论了利用机器学习工具和来自电子健康记录和 INRG 数据共享库的扩展数据来建立更加稳健的未来风险分类算法的新方法,以进一步完善治疗分层。