Translational Radiomics: Defining the Strategy Pipeline and Considerations for Application-Part 1: From Methodology to Clinical Implementation.

Translational Radiomics: Defining the Strategy Pipeline and Considerations for Application-Part 1: From Methodology to Clinical Implementation.
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DOI:
10.1016/j.jacr.2017.12.008
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发表时间:
2018-03
期刊:
Journal of the American College of Radiology : JACR
影响因子:
--
通讯作者:
Shrestha R
Shrestha R
中科院分区:
其他
文献类型:
--
作者:
Shaikh F;Franc B;Allen E;Sala E;Awan O;Hendrata K;Halabi S;Mohiuddin S;Malik S;Hadley D;Shrestha R

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Enterprise Imaging将各种技术创新引入临床放射学领域,从先进的成像设备和采集后迭代重建工具到图像分析和计算机辅助检测工具。最近,定量图像分析领域的进步加上基于机器学习的数据分析,分类和集成将我们带入了放射组学时代,放射组学在临床决策支持和药物发现方面具有巨大潜力。要将放射组学作为临床适用的系统和商业上可行的解决方案,需要考虑一些重要的问题。在这个由两部分组成的系列中,我们提供了从方法到临床实施(第1部分)以及从临床实施到企业发展(第2部分)的放射组学转化管道发展的见解。
Enterprise imaging has channeled various technological innovations to the field of clinical radiology, ranging from advanced imaging equipment and postacquisition iterative reconstruction tools to image analysis and computer-aided detection tools. More recently, the advancements in the field of quantitative image analysis coupled with machine learning-based data analytics, classification, and integration have ushered us into the era of radiomics, which has tremendous potential in clinical decision support as well as drug discovery. There are important issues to consider to incorporate radiomics as a clinically applicable system and a commercially viable solution. In this two-part series, we offer insights into the development of the translational pipeline for radiomics from methodology to clinical implementation (Part 1) and from that to enterprise development (Part 2).
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