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基于深度学习的重建和抗蠕动剂对磁共振小肠造影图像质量和诊断性能的影响:比较使用和不使用抗蠕动剂的单次屏气单次激发快速自旋回波序列

Impact of deep learning-based reconstruction and anti-peristaltic agent on the image quality and diagnostic performance of magnetic resonance enterography comparing single breath-hold single-shot fast spin echo with and without anti-peristaltic agent.

作者信息

Park Eun Joo, Lee Yedaun, Lee Ho-Joon, Son Jung Hee, Yi Jisook, Hahn Seok, Lee Joonsung

机构信息

Department of Radiology, Inje University College of Medicine, Haeundae Paik Hospital, Busan, Republic of Korea.

GE HealthCare Korea, Seoul, Republic of Korea.

出版信息

Quant Imaging Med Surg. 2024 Jan 3;14(1):722-735. doi: 10.21037/qims-23-738. Epub 2024 Jan 2.

Abstract

BACKGROUND

While anti-peristaltic agents are beneficial for high quality magnetic resonance enterography (MRE), their use is constrained by potential side effects and increased examination complexity. We explored the potential of deep learning-based reconstruction (DLR) to compensate for the absence of anti-peristaltic agent, improve image quality and reduce artifact. This study aimed to evaluate the need for an anti-peristaltic agent in single breath-hold single-shot fast spin-echo (SSFSE) MRE and compare the image quality and artifacts between conventional reconstruction (CR) and DLR.

METHODS

We included 45 patients who underwent MRE for Crohn's disease between October 2021 and September 2022. Coronal SSFSE images without fat saturation were acquired before and after anti-peristaltic agent administration. Four sets of data were generated: SSFSE CR with and without an anti-peristaltic agent (CR-A and CR-NA, respectively) and SSFSE DLR with and without an anti-peristaltic agent (DLR-A and DLR-NA, respectively). Two radiologists independently reviewed the images for overall quality and artifacts, and compared the three images with DLR-A. The degree of distension and inflammatory parameters were scored on a 5-point scale in the jejunum and ileum, respectively. Signal-to-noise ratio (SNR) levels were calculated in superior mesenteric artery (SMA) and iliac bifurcation level.

RESULTS

In terms of overall quality, DLR-NA demonstrated no significant difference compared to DLR-A, whereas CR-NA and CR-A demonstrated significant differences (P<0.05, both readers). Regarding overall artifacts, reader 1 rated DLR-A slightly better than DLR-NA in four cases and rated them as identical in 41 cases (P=0.046), whereas reader 2 demonstrated no difference. Bowel distension was significantly different in the jejunum (Reader 1: P=0.046; Reader 2: P=0.008) but not in the ileum. Agreements between the images (Reader 1: ĸ=0.73-1.00; Reader 2: ĸ=1.00) and readers (ĸ=0.66 for all comparisons) on inflammation were considered good to excellent. The sensitivity, specificity, and accuracy in diagnosing inflammation in the terminal ileum were the same among DLR-NA, DLR-A, CR-NA and CR-A (94.42%, 81.83%, and 89.69 %; and 83.33%, 90.91%, and 86.21% for Readers 1 and 2, respectively). In both SMA and iliac bifurcation levels, SNR of DLR images exhibited no significant differences. CR images showed significantly lower SNR compared with DLR images (P<0.001).

CONCLUSIONS

SSFSE without anti-peristaltic agents demonstrated nearly equivalent quality to that with anti-peristaltic agents. Omitting anti-peristaltic agents before SSFSE and adding DLR could improve the scanning outcomes and reduce time.

摘要

背景

虽然抗蠕动剂对高质量磁共振小肠造影(MRE)有益,但其使用受到潜在副作用和检查复杂性增加的限制。我们探讨了基于深度学习的重建(DLR)在弥补抗蠕动剂缺失、提高图像质量和减少伪影方面的潜力。本研究旨在评估单次屏气单次激发快速自旋回波(SSFSE)MRE中使用抗蠕动剂的必要性,并比较传统重建(CR)和DLR之间的图像质量和伪影。

方法

我们纳入了2021年10月至2022年9月期间因克罗恩病接受MRE检查的45例患者。在给予抗蠕动剂前后采集无脂肪抑制的冠状位SSFSE图像。生成了四组数据:使用和不使用抗蠕动剂的SSFSE CR(分别为CR-A和CR-NA)以及使用和不使用抗蠕动剂的SSFSE DLR(分别为DLR-A和DLR-NA)。两名放射科医生独立评估图像的整体质量和伪影,并将三张图像与DLR-A进行比较。分别在空肠和回肠以5分制对扩张程度和炎症参数进行评分。计算肠系膜上动脉(SMA)和髂总动脉分叉水平的信噪比(SNR)。

结果

在整体质量方面,DLR-NA与DLR-A相比无显著差异,而CR-NA和CR-A存在显著差异(两位读者的P均<0.05)。关于整体伪影,读者1在4例中将DLR-A评为略优于DLR-NA,在41例中评为相同(P = 0.046),而读者2未发现差异。空肠的肠扩张有显著差异(读者1:P = 0.046;读者2:P = 0.008),但回肠无差异。图像之间(读者1:ĸ = 0.73 - 1.00;读者2:ĸ = 1.00)以及读者之间(所有比较的ĸ = 0.66)在炎症方面的一致性被认为良好至优秀。DLR-NA、DLR-A、CR-NA和CR-A在诊断回肠末端炎症方面的敏感性、特异性和准确性相同(读者1分别为94.42%、81.83%和89.69%;读者2分别为83.33%、90.91%和86.21%)。在SMA和髂总动脉分叉水平,DLR图像的SNR均无显著差异。CR图像的SNR显著低于DLR图像(P<0.001)。

结论

不使用抗蠕动剂的SSFSE显示出与使用抗蠕动剂时几乎相当的质量。在SSFSE前省略抗蠕动剂并添加DLR可改善扫描结果并减少时间。

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