用放射学为临床影响铺平道路:实现可重现性和覆盖范围
Mohamad El-Jammal1, Caroline Chung1
1Division of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas.
Cancer research
|July 2, 2025
概括
放射学提取定量成像数据来描述瘤. 像LIFEx这样的标准化工具提高了可重现性,但图像采集和细分的上游变化仍然是临床翻译的关键挑战.
科学领域:
- 放射学和计算机瘤学
- 医学成像分析分析 医学成像分析
- 发现生物标志物的发现.
背景情况:
- 放射学提供了非侵入性的瘤表型特征.
- 像LIFEx这样的标准化工具可以提高放射性特征提取的可访问性和可重现性.
- 在成像中的上游异质性会影响放射性可重现性.
研究的目的:
- 突出放射学在特征瘤表型中的承诺.
- 讨论标准化平台在放射学民主化中的作用.
- 确定阻碍放射学临床转化的根本挑战.
主要方法:
- 从医学图像中提取定量数据.
- 使用LIFEx等工具进行放射性特征提取的标准化工作流程.
- 分析影响可重复性的上游因素 (收购,重建,细分).
主要成果:
- 标准化工具提高了放射学的可访问性,透明度和可重复性.
- 上游成像过程中的变性显著改变了放射性特征.
- 解决上游异质性对于可靠的放射性生物标志物至关重要.
结论:
- 标准化的放射能平台有助于勘探,但不能完全解决可重现性问题.
- 解决上游变异性对于放射性特征来说至关重要,以准确地反映瘤生物学.
- 克服这些挑战对于放射学在精密瘤学的临床转化至关重要.
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