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使用人工智能辅助压缩传感技术在关节的加速MRI:一个可行性研究

Zheng Ye¹, Xinyang Lyu¹, Ruopeng Zhao¹

¹Department of Radiology, West China Hospital, Sichuan University, Chengdu, China.

European radiology

|June 12, 2025

概括

使用人工智能辅助压缩传感 (ACS) 的加速MRI显著减少关节 (TMJ) 扫描时间. 与标准和并行成像协议相比,这种技术提供了优越或同等的图像质量和诊断协议.

科学领域:

放射学放射学是一门学科.
医疗成像医学成像
人工智能在医学中的应用

背景情况:

关节 (TMJ) 疾病很常见,经常导致口腔面部疼痛,这限制了患者对长时间的MRI检查的耐受性.
加速核磁共振技术对于改善患者舒适度和优化TMJ成像临床工作流程至关重要.

研究的目的:

评估人工智能辅助压缩传感 (ACS) 对于加速关节 (TMJ) MRI 的可行性.
在图像质量,定量指标和诊断一致性方面,比较ACSMRI与并行成像 (PI) 和标准 (STD) MRI协议的性能.

主要方法:

预计将招募51名患有TMJ症状的参与者.
使用ACS (6:08分钟),PI (10:57分钟) 和STD (13:28分钟) 协议进行双边TMJ成像.
图像质量和结构可见性的定性评估;SNR和CNR的定量分析;关节溢出和盘位移的诊断协议的评估.

主要成果:

ACS协议显示的整体图像质量和结构可见性明显高于STD协议 (p <0.05),质量与PI协议相比.
定量分析显示,与STD相比,ACS协议的SNR和CNR显著更高 (p <0.05),SNR与PI相比.
在诊断关节异常方面,实现了良好的至优异的协议间和观察者间协议 (κ = 0.6991.000).

结论:

使用ACS技术的加速MRI可用于TMJ成像,显著减少扫描时间.
与PI和STD协议相比,ACS提供了优越或同等的图像质量和诊断性能.
该ACS技术提高了患者的舒适性,并优化了TMJ疾病的临床MRI工作流程.

关键词:

人工智能的人工智能是人工智能.图像增强图像增强图像增强磁共振成像技术磁共振成像技术部关节部关节的关节

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