通过人工智能进行数字乳腺断片合成和阅读
Stefanie Weigel1, Petra Wunderlich2, Alexander Sommer1
1Clinic for Radiology and Reference Center for Mammography Münster, University of Münster Faculty of Medicine, Münster, Germany.
概括
数字乳腺图莫合成 (DBT) 提高了早期乳腺癌检测超过数字乳腺学 (DM). 人工智能 (AI) 进一步提高了DBT的敏感性,并可以减少放射科医生的工作量,尽管长期有效性需要更多的研究.
科学领域:
- 放射学和医学成像学 医学成像学
- 在瘤学瘤学.
- 医疗保健中的人工智能
背景情况:
- 数字乳腺断层合成 (DBT) 与数字乳腺学 (DM) 相比,为早期乳腺癌检测提供了更好的灵敏度和特异性.
- 人工智能 (AI) 在乳房图解读方面显示出潜力,有望减少放射科医生的工作负载.
研究的目的:
- 审查目前关于DBT与DM在基于人口的乳腺癌查中的有效性的证据.
- 在DBT查计划中评估人工智能在乳房图解读中的支持作用.
主要方法:
- 一个主题主导的文献搜索的叙事审查.
- 包括DBT和DM的比较研究,以及在乳房镜中AI的应用.
- 在PubMed上从2016年1月到2025年9月进行的文献搜索.
主要成果:
- 与DM或合成造乳镜 (SM) 结合的DBT显著增加了乳腺癌检测率,相比单独使用DM.
- 托西马研究证实了DBT + SM与DM相比,侵袭性乳腺癌检测率更高,虚假阳性召回率更低.
- 人工智能在DBT解释方面表现出比人类读者更高的灵敏度,人工智能辅助阅读在前性研究中增加了检测率.
结论:
- 与DM相比,DBT增强了乳腺癌的检测,并提供了有利的过程参数.
- 人工智能辅助的阅读策略可以进一步提高灵敏度,并减少放射科医生在乳房造影中的工作量.
- 关于DBT和AI对降低间隔癌症发病率的长期影响仍有待证明.
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