动脉斑块中的放射学:系统性审查和放射学质量评分评估
Chao Hou1, Xin-Yao Liu2, Yue Du2
1Department of Ultrasound, Lanzhou University Second Hospital, Lanzhou, Gansu Province, China; Department of Ultrasound, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.
放射学模型在预测状腺斑块不稳定性和心血管结果方面表现有希望,达到0.88.8的高平均AUC. 然而,放射学报告的方法质量需要改善,以提高临床可靠性.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 心血管疾病 心血管疾病
背景情况:
- 目前用于动脉斑块的成像方法提供有限的微观细节,并且取决于操作者.
- 放射学模型正在成为分析斑块形态和预测心血管结果的工具.
- 本系统性审查评估了放射学在临床上用于预测状腺斑块的可靠性和可重复性.
研究的目的:
- 系统地审查和评估放射学用于临床预测喉斑块的可靠性和可重现性.
- 评估放射学模型在状腺斑块分析中的诊断和预测性能.
主要方法:
- 在PubMed和Cochrane图书馆 (2001-2022) 进行了系统的文献搜索.
- 包括回顾性和前性研究,开发/验证机器学习模型,使用放射学数据进行喉斑块分类或预测.
- 使用放射学质量评分 (RQS) 和 QUADAS-2 评估了方法质量和偏差风险.
主要成果:
- 包括16项涉及2429名患者的研究.
- 放射学模型显示,诊断/预测性能的曲线下的平均面积 (AUC) 为0.88±0.02.
- 平均RQS为9.25 (最大的25.7%),表明放射学报告质量的不成熟.
结论:
- 放射学模型可以为患有动脉斑块的患者提供有价值的信息.
- 在放射学报告的方法质量和标准化方面,仍然存在重大挑战.
- 需要进一步发展,以克服当前的障碍,并将放射学作为可靠的临床工具.
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