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CT Radiomics in Thoracic Oncology: Technique and Clinical Applications

机译:胸部肿瘤中的CT放射学:技术和临床应用

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摘要

Precision medicine offers better treatment options and improved survival for cancer patients based on individual variability. As the success of precision medicine depends on robust biomarkers, the requirement for improved imaging biomarkers that reflect tumor biology has grown exponentially. Radiomics, the field of study in which high-throughput data are generated and large amounts of advanced quantitative features are extracted from medical images, has shown great potential as a source of quantitative biomarkers in the field of oncology. Radiomics provides quantitative information about the morphology, texture, and intratumoral heterogeneity of the tumor itself as well as features related to pulmonary function. Hence, radiomics data can be used to build descriptive and predictive clinical models that relate imaging characteristics to tumor biology phenotypes. In this review, we describe the workflow of CT radiomics, types of CT radiomics, and its clinical application in thoracic oncology.
机译:精密医学根据个体差异为癌症患者提供更好的治疗选择并提高生存率。由于精密医学的成功取决于强大的生物标志物,因此对于反映肿瘤生物学的成像生物标志物的要求已呈指数增长。放射线学是产生高通量数据并从医学图像中提取大量先进的定量特征的研究领域,在肿瘤学领域已显示出作为定量生物标记物来源的巨大潜力。 Radiomics提供有关肿瘤本身的形态,质地和瘤内异质性以及与肺功能有关的特征的定量信息。因此,放射线学数据可用于建立将成像特征与肿瘤生物学表型相关的描述性和预测性临床模型。在这篇综述中,我们描述了CT放射学的工作流程,CT放射学的类型及其在胸肿瘤学中的临床应用。

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