coPERCIST:人工智能辅助的PET-CT反应评估
Elin Trägårdh1,2, Måns Larsson3, Olof Enqvist3,4
1Department of Clinical Physiology and Nuclear Medicine, Skåne University Hospital, Inga Marie Nilssons G 49, 205 02, Malmö, Sweden. Elin.tragardh@med.lu.se.
European journal of nuclear medicine and molecular imaging
|October 21, 2025
概括
本研究介绍了coPERCIST,这是一种人工智能工具,可以使用PERCIST标准半自动化[18F]FDG PET-CT分析癌症治疗反应. 人工智能系统简化了评估,提供准确和可重复的结果,减少了审查时间.
科学领域:
- 在瘤学瘤学.
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 固体瘤中的PET反应标准 (PERCIST) 1.0标准化了PET-CT对[18F]氧糖 ([18F]FDG) 的反应评估.
- 手动 PERCIST 分析是复杂且耗时的,这限制了其临床应用.
研究的目的:
- 介绍coPERCIST,一个用于RECOMIA平台的AI辅助模块.
- 为 [18F]FDG PET-CT.半自动化和简化PERCIST分析.
主要方法:
- coPERCIST自动化了器官细分,背景量化,病变检测,SULpeak计算和纵向比较.
- 一种具有不确定性估计的新型图像对齐方法可以确保精确的损伤跟踪.
- 该系统在58名癌症患者身上进行了评估,每个患者进行了两次PET-CT扫描.
主要成果:
- 在所有情况下,AI建议的门计算的利息量都是准确的.
- 在所有130个评估的病变中都实现了精确的解剖学对齐.
- 双向SULpeak量化准确率为95%,大多数情况下在不到一分钟的时间内进行了审查.
结论:
- 使用coPERCIST进行人工智能辅助的PERCIST评估是可行的,并且显示出有希望的准确性.
- coPERCIST促进可再生癌症治疗反应评估.
- 该工具在RECOMIA平台上免费提供给研究人员.
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