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深度学习重建的薄层肘部 MRI:对肘部韧带病变具有更高的诊断性能。

Thin-slice elbow MRI with deep learning reconstruction: Superior diagnostic performance of elbow ligament pathologies.

机构信息

Department of Radiology, Inje University College of Medicine, Haeundae Paik Hospital, 875 Haeundae-ro, Haeundae-gu, Busan 48108, Republic of Korea.

Department of Radiology, Inje University College of Medicine, Haeundae Paik Hospital, 875 Haeundae-ro, Haeundae-gu, Busan 48108, Republic of Korea.

出版信息

Eur J Radiol. 2024 Jun;175:111471. doi: 10.1016/j.ejrad.2024.111471. Epub 2024 Apr 16.

Abstract

PURPOSE

With the slice thickness routinely used in elbow MRI, small or subtle lesions may be overlooked or misinterpreted as insignificant. To compare 1 mm slice thickness MRI (1 mm MRI) with deep learning reconstruction (DLR) to 3 mm slice thickness MRI (3 mm MRI) without/with DLR, and 1 mm MRI without DLR regarding image quality and diagnostic performance for elbow tendons and ligaments.

METHODS

This retrospective study included 53 patients between February 2021 and January 2022, who underwent 3 T elbow MRI, including T2-weighted fat-saturated coronal 3 mm and 1 mm MRI without/with DLR. Two radiologists independently assessed four MRI scans for image quality and artefacts, and identified the pathologies of the five elbow tendons and ligaments. In 19 patients underwent elbow surgery after elbow MRI, diagnostic performance was evaluated using surgical records as a reference standard.

RESULTS

For both readers, 3 mm MRI with DLR had significant higher image quality scores than 3 mm MRI without DLR and 1 mm MRI with DLR (all P < 0.01). For common extensor tendon and elbow ligament pathologies, 1 mm MRI with DLR showed the highest number of pathologies for both readers. The 1 mm MRI with DLR had the highest kappa values for all tendons and ligaments. For reader 1, 1 mm MRI with DLR showed superior diagnostic performance than 3 mm MRI without/with DLR. For reader 2, 1 mm MRI with DLR showed the highest diagnostic performance; however, there was no significant difference.

CONCLUSIONS

One mm MRI with DLR showed the highest diagnostic performance for evaluating elbow tendon and ligament pathologies, with similar subjective image qualities and artefacts.

摘要

目的

在肘部 MRI 常规使用的层面厚度下,较小或细微的病变可能会被忽视或误诊为无意义。本研究旨在比较 1mm 层厚 MRI(1mm MRI)与深度学习重建(DLR)、3mm 层厚 MRI(3mm MRI)与/无 DLR、1mm MRI 与无 DLR 对肘部肌腱和韧带的图像质量和诊断性能。

方法

这是一项回顾性研究,纳入了 2021 年 2 月至 2022 年 1 月期间在 3T 磁共振成像(MRI)检查的 53 例患者,包括 T2 加权脂肪饱和冠状位 3mm 和 1mm 层厚 MRI 与/无 DLR。两名放射科医生分别对四种 MRI 扫描的图像质量和伪影进行独立评估,并对 5 个肘部肌腱和韧带的病变进行识别。在 19 例患者中,在肘部 MRI 后进行了肘部手术,使用手术记录作为参考标准评估诊断性能。

结果

对于两位读者,3mm MRI 加 DLR 的图像质量评分均显著高于 3mm MRI 不加 DLR 和 1mm MRI 加 DLR(均 P<0.01)。对于常见伸肌肌腱和肘韧带病变,1mm MRI 加 DLR 两位读者识别出的病变数量最多。1mm MRI 加 DLR 对所有肌腱和韧带的kappa 值最高。对于读者 1,1mm MRI 加 DLR 的诊断性能优于 3mm MRI 不加/加 DLR。对于读者 2,1mm MRI 加 DLR 的诊断性能最高;然而,两者之间没有显著差异。

结论

1mm MRI 加 DLR 对评估肘部肌腱和韧带病变具有最高的诊断性能,且具有相似的主观图像质量和伪影。

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