基于深度学习重建的低剂量、超低剂量腹部CT与基于双分割扫描的标准剂量腹部CT个体内图像质量比较

IF 7 1区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Tae Young Lee, Jeong Hee Yoon, Jin Young Park, So Hyun Park, HeeSoo Kim, Chul-Min Lee, Yunhee Choi, Jeong Min Lee
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引用次数: 0

摘要

目的:本研究的目的是通过非效性设计,比较低剂量和超低剂量计算机断层扫描(CT)深度学习重建(DLR)和标准剂量CT基于模型迭代重建(MBIR)对疑似肝转移患者的局灶性肝脏病变(fll)的显著性。材料和方法:本前瞻性研究于2022年6月至2023年1月在韩国2家三级医院招募符合资格标准的参与者。标准包括(a)年龄在20 - 85岁之间,(b)怀疑或已知有肝转移。双源CT扫描,标准辐射剂量按2:1的比例在a管和B管之间分配(分别为67%和33%)。根据受试者的身体质量指数选择100/120 kVp的电压设置(结果:共纳入133名受试者,男性58人,平均身体质量指数= 23.0±3.4 kg/m2)。低剂量和超低剂量的动脉期辐射剂量低于标准剂量(CT剂量指数中位数分别为3.75、1.87和5.62 mGy;门静脉期为3.89,门静脉期为1.95 vs 5.84, P均< 0.001)。与标准剂量相比,低剂量和超低剂量扫描的中位FLL显著性较低(动脉期3.0[四分位数范围,IQR: 2.0, 4.0], 3.0 [IQR: 1.0, 4.0] vs 3.0 [IQR: 2.0, 4.0];4.0 [IQR: 1.0, 5.0], 3.0 [IQR: 1.0, 4.0] vs 4.0 [IQR: 2.0, 5.0]门静脉期),但在非劣效性范围内(所有P < 0.001)。与标准剂量(0.810 [95% CI: 0.770, 0.844])相比,FLL的检出率(病变检出率分别为0.772[95%可信区间,CI: 0.727, 0.812]、0.754[0.708,0.795])也较低,但仍在范围内。标准剂量(80.6% [95% CI: 76.0, 84.5])、低剂量和超低剂量(75.7% [95% CI: 70.2, 80.5]、73.7 [95% CI: 68.3, 78.5],两者P < 0.001)对肝转移的敏感性不同,而特异性相似(P < 0.05)。结论:低、超低剂量CT合并DLR与标准剂量CT合并MBIR相比,FLL的显著性和检出率均不低。由于对转移的敏感性可能降低,因此需要谨慎(clinicaltrials.gov/ NCT05324046)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Intraindividual Comparison of Image Quality Between Low-Dose and Ultra-Low-Dose Abdominal CT With Deep Learning Reconstruction and Standard-Dose Abdominal CT Using Dual-Split Scan.

Objective: The aim of this study was to intraindividually compare the conspicuity of focal liver lesions (FLLs) between low- and ultra-low-dose computed tomography (CT) with deep learning reconstruction (DLR) and standard-dose CT with model-based iterative reconstruction (MBIR) from a single CT using dual-split scan in patients with suspected liver metastasis via a noninferiority design.

Materials and methods: This prospective study enrolled participants who met the eligibility criteria at 2 tertiary hospitals in South Korea from June 2022 to January 2023. The criteria included (a) being aged between 20 and 85 years and (b) having suspected or known liver metastases. Dual-source CT scans were conducted, with the standard radiation dose divided in a 2:1 ratio between tubes A and B (67% and 33%, respectively). The voltage settings of 100/120 kVp were selected based on the participant's body mass index (<30 vs ≥30 kg/m2). For image reconstruction, MBIR was utilized for standard-dose (100%) images, whereas DLR was employed for both low-dose (67%) and ultra-low-dose (33%) images. Three radiologists independently evaluated FLL conspicuity, the probability of metastasis, and subjective image quality using a 5-point Likert scale, in addition to quantitative signal-to-noise and contrast-to-noise ratios. The noninferiority margins were set at -0.5 for conspicuity and -0.1 for detection.

Results: One hundred thirty-three participants (male = 58, mean body mass index = 23.0 ± 3.4 kg/m2) were included in the analysis. The low- and ultra-low- dose had a lower radiation dose than the standard-dose (median CT dose index volume: 3.75, 1.87 vs 5.62 mGy, respectively, in the arterial phase; 3.89, 1.95 vs 5.84 in the portal venous phase, P < 0.001 for all). Median FLL conspicuity was lower in the low- and ultra-low-dose scans compared with the standard-dose (3.0 [interquartile range, IQR: 2.0, 4.0], 3.0 [IQR: 1.0, 4.0] vs 3.0 [IQR: 2.0, 4.0] in the arterial phase; 4.0 [IQR: 1.0, 5.0], 3.0 [IQR: 1.0, 4.0] vs 4.0 [IQR: 2.0, 5.0] in the portal venous phases), yet within the noninferiority margin (P < 0.001 for all). FLL detection was also lower but remained within the margin (lesion detection rate: 0.772 [95% confidence interval, CI: 0.727, 0.812], 0.754 [0.708, 0.795], respectively) compared with the standard-dose (0.810 [95% CI: 0.770, 0.844]). Sensitivity for liver metastasis differed between the standard- (80.6% [95% CI: 76.0, 84.5]), low-, and ultra-low-doses (75.7% [95% CI: 70.2, 80.5], 73.7 [95% CI: 68.3, 78.5], respectively, P < 0.001 for both), whereas specificity was similar (P > 0.05).

Conclusions: Low- and ultra-low-dose CT with DLR showed noninferior FLL conspicuity and detection compared with standard-dose CT with MBIR. Caution is needed due to a potential decrease in sensitivity for metastasis (clinicaltrials.gov/ NCT05324046).

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来源期刊
Investigative Radiology
Investigative Radiology 医学-核医学
CiteScore
15.10
自引率
16.40%
发文量
188
审稿时长
4-8 weeks
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.
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