利用超分辨率深度学习重建改进磁共振胰胆管造影胰腺囊性病变的可视化。

Jun Kanzawa, Koichiro Yasaka, Yusuke Asari, Mai Sato, Saori Koshino, Yuki Sonoda, Shigeru Kiryu, Osamu Abe
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引用次数: 0

摘要

目的:探讨超分辨率深度学习重建(SR-DLR)在磁共振胰胆管造影(MRCP)中增强胰腺囊性病变(PCLs)显示的效果。这项回顾性研究纳入了85例接受MRCP的患者,其中52例患有pcl, 33例没有。将SR-DLR重建图像与原始图像进行对比。定量指标包括总胆管(CBD)和主胰管(MPD)的信噪比(SNR)和噪声对比比(CNR),以及总胆管(CBD)和主胰管(MPD)的半最大全宽(FWHM)、边缘上升距离(ERD)和边缘上升斜率(ERS)。三名放射科医生进行了定性评估,评估了pcl和MPD的描述、图像清晰度、噪声、伪影、整体图像质量以及pcl和MPD的连接。定量指标和定性指标采用配对t检验和Wilcoxon符号秩检验进行比较。SR-DLR显著提高了SNR和CNR (p
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improved Visualization of Pancreatic Cystic Lesions on Magnetic Resonance Cholangiopancreatography Using Super-Resolution Deep Learning Reconstruction.

To assess the efficacy of super-resolution deep learning reconstruction (SR-DLR) in enhancing the visualization of pancreatic cystic lesions (PCLs) on magnetic resonance cholangiopancreatography (MRCP). This retrospective study included 85 patients who underwent MRCP, comprising 52 patients with PCLs and 33 without. Images reconstructed using SR-DLR were compared with original images. Quantitative metrics included signal-to-noise ratio (SNR) and contrast-to-noise ratio (CNR) of the common bile duct (CBD) and PCLs, as well as full width at half maximum (FWHM), edge rise distance (ERD), and edge rise slope (ERS) of the CBD and main pancreatic duct (MPD). Qualitative evaluation was conducted by three radiologists, assessing the depiction of PCLs and the MPD, image sharpness, noise, artifacts, overall image quality, and the connection of PCLs and MPD. Quantitative and qualitative metrics were compared using paired t-test and the Wilcoxon signed rank test. SR-DLR significantly enhanced SNR and CNR (p < 0.001). Image sharpness was also enhanced, as shown by lower ERD and higher ERS in both CBD and MPD, together with reduced FWHM of the MPD (p < 0.005). Qualitative assessments indicated improved depiction of PCLs and image sharpness with SR-DLR across all readers (p ≤ 0.017). Most readers also reported improved visualization of the MPD and reduced noise, and overall quality. There was no statistically significant difference in determining the connectivity between PCLs and the MPD. SR-DLR significantly enhances image quality in MRCP, improving visualization of PCLs. These findings suggest that SR-DLR can contribute to appropriate management of PCLs.

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