Application and progress of X-ray, computed tomography, and magnetic resonance imaging radiomics in osteosarcoma

iRadiology Pub Date : 2023-09-13 DOI:10.1002/ird3.34
Teng Peihong, Ren Lingling, Hao Haifeng, Liu Chang, Liu Guifeng
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Abstract

Looking back on the development of radiomics in osteosarcoma over recent years, in addition to distinguishing osteosarcoma from other malignant bone tumors (mainly Ewing's sarcoma), more research directions are using radiomics to evaluate and predict the efficacy and survival of patients undergoing neoadjuvant chemotherapy. Among the three commonly used examination methods of X-ray, CT, and magnetic resonance imaging (MRI), more and more studies have been conducted on MRI-based radiomics, which fully reflects the advantages of MRI's high soft tissue contrast, multi-sequence imaging, and most of the studies used a combination of imaging features and clinical features to make predictions. Some articles also considered relevant laboratory examination results and more and more studies are performing external verification. The field is now gradually developing toward multidimensional data and multicenter cooperation and data sharing.

Abstract Image

X射线、计算机断层扫描和磁共振成像放射组学在骨肉瘤中的应用及进展
回顾近年来放射组学在骨肉瘤中的发展,除了将骨肉瘤与其他恶性骨肿瘤(主要是尤因肉瘤)区分开来外,更多的研究方向是使用放射组学来评估和预测接受新辅助化疗的患者的疗效和生存率。在X射线、CT和磁共振成像(MRI)这三种常用的检查方法中,越来越多的研究基于MRI的放射组学,这充分体现了MRI高软组织对比度、多序列成像的优势,并且大多数研究都使用了成像特征和临床特征相结合的方法来进行预测。一些文章还考虑了相关的实验室检查结果,越来越多的研究正在进行外部验证。该领域目前正逐步向多维数据、多中心合作和数据共享发展。
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