Ultra-High-Resolution T2-Weighted PROPELLER MRI of the Rectum With Deep Learning Reconstruction: Assessment of Image Quality and Diagnostic Performance.
IF 7 1区 医学Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
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引用次数: 0
Abstract
Objective: The aim of this study was to evaluate the impact of ultra-high-resolution acquisition and deep learning reconstruction (DLR) on the image quality and diagnostic performance of T2-weighted periodically rotated overlapping parallel lines with enhanced reconstruction (PROPELLER) imaging of the rectum.
Materials and methods: This prospective study included 34 patients who underwent magnetic resonance imaging (MRI) for initial staging or restaging of rectal tumors. The following 4 types of oblique axial PROPELLER images perpendicular to the tumor were obtained: a standard 3-mm slice thickness with conventional reconstruction (3-CR) and DLR (3-DLR), and 1.2-mm slice thickness with CR (1.2-CR) and DLR (1.2-DLR). Three radiologists independently evaluated the image quality and tumor extent by using a 5-point scoring system. Diagnostic accuracy was evaluated in 22 patients with rectal cancer who underwent surgery after MRI without additional neoadjuvant therapy (median interval between MRI and surgery, 22 days). The signal-to-noise ratio and tissue contrast were measured on the 4 types of PROPELLER imaging.
Results: 1.2-DLR imaging showed the best sharpness, overall image quality, and rectal and lesion conspicuity for all readers ( P < 0.01). Of the assigned scores for tumor extent, extramural venous invasion (EMVI) scores showed moderate agreement across the 4 types of PROPELLER sequences in all readers (intraclass correlation coefficient, 0.60-0.71). Compared with 3-CR imaging, the number of cases with MRI-detected extramural tumor spread was significantly higher with 1.2-DLR imaging (19.0 ± 2.9 vs 23.3 ± 0.9, P = 0.03), and the number of cases with MRI-detected EMVI was significantly increased with 1.2-CR, 3-DLR, and 1.2-DLR imaging (8.0 ± 0.0 vs 9.7 ± 0.5, 11.0 ± 2.2, and 12.3 ± 1.7, respectively; P = 0.02). For the diagnosis of histopathologic extramural tumor spread, 3-CR and 1.2-CR had significantly higher specificity than 3-DLR and 1.2-DLR imaging (0.75 and 0.78 vs 0.64 and 0.58, respectively; P = 0.02), and only 1.2-CR had significantly higher accuracy than 3-CR imaging (0.83 vs 0.79, P = 0.01). The accuracy of MRI-detected EMVI with reference to pathological EMVI was significantly lower for 3-CR and 3-DLR compared with 1.2-CR (0.77 and 0.74 vs 0.85, respectively; P < 0.01), and was not significantly different between 1.2-CR and 1.2-DLR (0.85 vs 0.80). Using any pathological venous invasion as the reference standard, the accuracy of MRI-detected EMVI was significantly the highest with 1.2-DLR, followed by 1.2-CR, 3-CR, and 3-DLR (0.71 vs 0.67 vs 0.59 vs 0.56, respectively; P < 0.01). The signal-to-noise ratio was significantly highest with 3-DLR imaging ( P < 0.05). There were no significant differences in tumor-to-muscle contrast between the 4 types of PROPELLER imaging.
Conclusions: Ultra-high-resolution PROPELLER T2-weighted imaging of the rectum combined with DLR improved image quality, increased the number of cases with MRI-detected extramural tumor spread and EMVI, but did not improve diagnostic accuracy with respect to pathology in rectal cancer, possibly because of false-positive MRI findings or false-negative pathologic findings.
目的:本研究的目的是评估超高分辨率采集和深度学习重建(DLR)对直肠t2加权周期性旋转重叠平行线增强重建(PROPELLER)成像的图像质量和诊断性能的影响。材料和方法:这项前瞻性研究包括34例接受磁共振成像(MRI)检查直肠肿瘤初始分期或再分期的患者。垂直于肿瘤的4种斜轴位PROPELLER图像:常规重建(3-CR)和DLR (3-DLR)的标准切片厚度为3mm, CR (1.2-CR)和DLR (1.2-DLR)的切片厚度为1.2 mm。三位放射科医生使用5分评分系统独立评估图像质量和肿瘤范围。对22例直肠癌患者的诊断准确性进行了评估,这些患者在MRI后接受了手术,没有额外的新辅助治疗(MRI和手术之间的中位间隔为22天)。测量4种螺旋桨成像的信噪比和组织对比度。结果:1.2-DLR成像对所有读取器的清晰度、整体图像质量、直肠和病变的显著性均为最佳(P < 0.01)。在指定的肿瘤范围评分中,所有读取器中4种类型的PROPELLER序列的外静脉侵入(EMVI)评分显示中度一致(类内相关系数为0.60-0.71)。与3-CR影像相比,1.2-DLR影像中mri检测到外膜肿瘤扩散的病例数显著增加(19.0±2.9 vs 23.3±0.9,P = 0.03), 1.2-CR、3-DLR和1.2-DLR影像中mri检测到EMVI的病例数显著增加(分别为8.0±0.0 vs 9.7±0.5、11.0±2.2和12.3±1.7);P = 0.02)。3-CR和1.2-CR对组织病理学外肿瘤扩散的诊断特异性明显高于3-DLR和1.2-DLR成像(分别为0.75和0.78 vs 0.64和0.58);P = 0.02),仅1.2 cr成像的准确率显著高于3-CR成像(0.83 vs 0.79, P = 0.01)。与1.2 cr相比,3-CR和3-DLR的mri检测EMVI与病理EMVI的准确性显著降低(分别为0.77和0.74 vs 0.85);P < 0.01), 1.2-CR与1.2-DLR之间差异无统计学意义(0.85 vs 0.80)。以任一病理性静脉侵犯为参考标准,mri检测EMVI的准确性以1.2 dlr最高,其次为1.2 cr、3-CR和3-DLR(分别为0.71 vs 0.67 vs 0.59 vs 0.56;P < 0.01)。3-DLR成像的信噪比最高(P < 0.05)。4种类型的PROPELLER成像在肿瘤-肌肉对比上无显著差异。结论:超高分辨率螺旋桨t2加权直肠成像联合DLR改善了图像质量,增加了MRI检测到的外膜肿瘤扩散和EMVI的病例数,但没有提高直肠癌病理诊断的准确性,可能是由于MRI假阳性或病理假阴性。
期刊介绍:
Investigative Radiology publishes original, peer-reviewed reports on clinical and laboratory investigations in diagnostic imaging, the diagnostic use of radioactive isotopes, computed tomography, positron emission tomography, magnetic resonance imaging, ultrasound, digital subtraction angiography, and related modalities. Emphasis is on early and timely publication. Primarily research-oriented, the journal also includes a wide variety of features of interest to clinical radiologists.