Utility of Thin-slice Fat-suppressed Single-shot T2-weighted MR Imaging with Deep Learning Image Reconstruction as a Protocol for Evaluating the Pancreas.

Ryuji Shimada, Keitaro Sofue, Yoshiko Ueno, Tetsuya Wakayama, Takeru Yamaguchi, Eisuke Ueshima, Akiko Kusaka, Masatoshi Hori, Takamichi Murakami
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Abstract

Purpose: To compare the utility of thin-slice fat-suppressed single-shot T2-weighted imaging (T2WI) with deep learning image reconstruction (DLIR) and conventional fast spin-echo T2WI with DLIR for evaluating pancreatic protocol.

Methods: This retrospective study included 42 patients (mean age, 70.2 years) with pancreatic cancer who underwent gadoxetic acid-enhanced MRI. Three fat-suppressed T2WI, including conventional fast-spin echo with 6 mm thickness (FSE 6 mm), single-shot fast-spin echo with 6 mm and 3 mm thickness (SSFSE 6 mm and SSFSE 3 mm), were acquired for each patient. For quantitative analysis, the SNRs of the upper abdominal organs were calculated between images with and without DLIR. The pancreas-to-lesion contrast on DLIR images was also calculated. For qualitative analysis, two abdominal radiologists independently scored the image quality on a 5-point scale in the FSE 6 mm, SSFSE 6 mm, and SSFSE 3 mm with DLIR.

Results: The SNRs significantly improved among the three T2-weighted images with DLIR compared to those without DLIR in all patients (P < 0.001). The pancreas-to-lesion contrast of SSFSE 3 mm was higher than those of the FSE 6 mm (P < 0.001) and tended to be higher than SSFSE 6 mm (P = 0.07). SSFSE 3 mm had the highest image qualities regarding pancreas edge sharpness, pancreatic duct clarity, and overall image quality, followed by SSFSE 6 mm and FSE 6 mm (P < 0.0001).

Conclusion: SSFSE 3 mm with DLIR demonstrated significant improvements in SNRs of the pancreas, pancreas-to-lesion contrast, and image quality more efficiently than did SSFSE 6 mm and FSE 6 mm. Thin-slice fat-suppressed single-shot T2WI with DLIR can be easily implemented for pancreatic MR protocol.

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薄层脂肪抑制单次 T2 加权磁共振成像与深度学习图像重建作为胰腺评估方案的实用性。
目的:比较采用深度学习图像重建(DLIR)的薄层脂肪抑制单次 T2 加权成像(T2WI)和采用 DLIR 的传统快速自旋回波 T2WI 在评估胰腺方案中的实用性:这项回顾性研究纳入了42名接受过钆醋酸增强磁共振成像的胰腺癌患者(平均年龄70.2岁)。为每位患者采集了三次脂肪抑制 T2WI,包括厚度为 6 毫米的传统快速旋转回波(FSE 6 毫米)、厚度为 6 毫米和 3 毫米的单次快速旋转回波(SSFSE 6 毫米和 SSFSE 3 毫米)。为了进行定量分析,计算了有 DLIR 和无 DLIR 图像之间上腹部器官的信噪比。还计算了 DLIR 图像上胰腺与膀胱的对比度。在定性分析中,两名腹部放射科医生分别对使用 DLIR 的 FSE 6 毫米、SSFSE 6 毫米和 SSFSE 3 毫米的图像质量进行了 5 分制评分:与未使用 DLIR 的 T2 加权图像相比,所有患者使用 DLIR 的三张 T2 加权图像的信噪比都有明显改善(P < 0.001)。SSFSE 3 mm 的胰腺与胰腺对比度高于 FSE 6 mm(P < 0.001),且往往高于 SSFSE 6 mm(P = 0.07)。在胰腺边缘清晰度、胰管清晰度和整体图像质量方面,SSFSE 3 mm 的图像质量最高,其次是 SSFSE 6 mm 和 FSE 6 mm(P < 0.0001):与 SSFSE 6 毫米和 FSE 6 毫米相比,SSFSE 3 毫米和 DLIR 在胰腺 SNR、胰腺与病灶对比度和图像质量方面都有显著改善。使用 DLIR 的薄片脂肪抑制单次 T2WI 可轻松用于胰腺 MR 方案。
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