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New liver window width in detecting hepatocellular carcinoma on dynamic contrast-enhanced computed tomography with deep learning reconstruction. 利用深度学习重建技术在动态对比增强计算机断层扫描中检测肝细胞癌的新肝窗宽度
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-06-05 DOI: 10.1007/s12194-024-00817-7
Naomasa Okimoto, Koichiro Yasaka, Shinichi Cho, Saori Koshino, Jun Kanzawa, Yusuke Asari, Nana Fujita, Takatoshi Kubo, Yuichi Suzuki, Osamu Abe

Changing a window width (WW) alters appearance of noise and contrast of CT images. The aim of this study was to investigate the impact of adjusted WW for deep learning reconstruction (DLR) in detecting hepatocellular carcinomas (HCCs) on CT with DLR. This retrospective study included thirty-five patients who underwent abdominal dynamic contrast-enhanced CT. DLR was used to reconstruct arterial, portal, and delayed phase images. The investigation of the optimal WW involved two blinded readers. Then, five other blinded readers independently read the image sets for detection of HCCs and evaluation of image quality with optimal or conventional liver WW. The optimal WW for detection of HCC was 119 (rounded to 120 in the subsequent analyses) Hounsfield unit (HU), which was the average of adjusted WW in the arterial, portal, and delayed phases. The average figures of merit for the readers for the jackknife alternative free-response receiver operating characteristic analysis to detect HCC were 0.809 (reader 1/2/3/4/5, 0.765/0.798/0.892/0.764/0.827) in the optimal WW (120 HU) and 0.765 (reader 1/2/3/4/5, 0.707/0.769/0.838/0.720/0.791) in the conventional WW (150 HU), and statistically significant difference was observed between them (p < 0.001). Image quality in the optimal WW was superior to those in the conventional WW, and significant difference was seen for some readers (p < 0.041). The optimal WW for detection of HCC was narrower than conventional WW on dynamic contrast-enhanced CT with DLR. Compared with the conventional liver WW, optimal liver WW significantly improved detection performance of HCC.

改变窗口宽度(WW)会改变 CT 图像的噪声和对比度。本研究旨在探讨调整深度学习重建(DLR)的窗宽对通过 DLR CT 检测肝细胞癌(HCC)的影响。这项回顾性研究纳入了 35 名接受腹部动态对比增强 CT 的患者。DLR 用于重建动脉、肝门和延迟相图像。对最佳 WW 的研究涉及两名盲人读者。然后,由另外五名盲读者独立阅读图像集,以检测 HCC 并评估最佳或传统肝脏 WW 的图像质量。检测 HCC 的最佳 WW 值为 119(在随后的分析中四舍五入为 120)Hounsfield 单位(HU),这是动脉期、门脉期和延迟期调整后 WW 值的平均值。在检测 HCC 的杰克刀替代自由响应接收器操作特征分析中,最佳 WW(120 HU)和常规 WW(150 HU)的读者平均值分别为 0.809(读者 1/2/3/4/5,0.765/0.798/0.892/0.764/0.827)和 0.765(读者 1/2/3/4/5,0.707/0.769/0.838/0.720/0.791)。
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引用次数: 0
Modulation transfer function of digital breast tomosynthesis: a comparison of various edge devices. 数字乳腺断层摄影的调制传递函数:各种边缘设备的比较。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-05-23 DOI: 10.1007/s12194-024-00815-9
Takashi Shirato, Kazuhiko Doryo, Shiori Yamada, Yutaka Ozaki

The modulation transfer function (MTF) is a fundamental tool for assessing the sharpness of digital breast tomosynthesis (DBT) systems and is primarily measured using edge devices. We compared the MTF of a Senographe Pristina DBT system using four-edge devices. These devices were composed of stainless steel with a thickness of 0.6, 0.8, and 1.0 mm, and 1.0 mm tungsten, based on different international guidelines. We evaluated spatial frequencies at MTFs of 0.5 (MTF50%) and 0.1 (MTF10%). The collimator-equipped and non-collimator configurations of the DBT were compared. We found no appreciable differences between scan and chest wall-nipple directions. Both MTF50% (2.90-2.99 cycles/mm) and MTF10% (6.69-6.94 cycles/mm) demonstrated minimal variation across the different edge devices. The collimator-equipped system exhibited an MTF50% that was approximately 5% higher than that of the non-collimator configuration. The choice of the edge device did not appreciably impact the MTF.

调制传递函数(MTF)是评估数字乳腺断层合成(DBT)系统清晰度的基本工具,主要使用边缘设备进行测量。我们使用四边装置比较了 Senographe Pristina DBT 系统的 MTF。根据不同的国际指南,这些装置分别由厚度为 0.6、0.8 和 1.0 毫米的不锈钢以及 1.0 毫米的钨组成。我们评估了 MTF 为 0.5(MTF50%)和 0.1(MTF10%)的空间频率。我们对 DBT 的准直器配置和非准直器配置进行了比较。我们发现扫描方向和胸壁-乳头方向之间没有明显差异。MTF50%(2.90-2.99 次/毫米)和 MTF10%(6.69-6.94 次/毫米)在不同边缘装置之间的差异极小。配备准直器的系统的 MTF50% 比非准直器配置的系统高出约 5%。边缘装置的选择对 MTF 没有明显影响。
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引用次数: 0
Enhanced radio-photodynamic therapy potential of advanced gold-based nanoclusters for breast cancer treatment. 先进金基纳米团簇在乳腺癌治疗中的放射光动力治疗潜力。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-07-16 DOI: 10.1007/s12194-024-00824-8
Omid Talaee, Reza Faghihi, Banafsheh Rastegari, Sedigheh Sina

The purpose of current study was to assess the impact of ALA-coated gold nanoclusters (Au NPs) on the combined therapeutic effects of radiotherapy (RT) and photodynamic therapy (PDT) on healthy MCF-10A and MCF-7 breast cancer cells. The Au NPs were covered with ALA using PEG polymer, resulting in the synthesis of Au@ALA NPs. The successful synthesis of the final NPs was confirmed through FTIR, XRD, TEM, and UV-Vis tests. MCF-10A and MCF-7 cell lines were treated with different concentrations of Au@ALA NPs and exposed to irradiation of 2 and 4 Gy (using MV X-ray) and 630 nm laser light irradiation. Cytotoxicity was assessed using a multifaceted approach involving the MTT assay, real-time PCR, and colony forming assay. The findings revealed that the damage inflicted by Au@ALA NPs on cancerous tissue was significantly greater than that on normal tissue. The cytotoxic effects of all experimental groups exhibited a direct correlation with increasing concentrations and radiation doses. The combination of Au@ALA NPs with RT doses of 2 and 4 Gy resulted in a reduction in cell viability by a factor of 1.58 (P = 0.001) and 1.73 (P = 0.004), respectively. Furthermore, the simultaneous intervention of NPs with PDT and RT at doses of 2 and 4 Gy led to a decrease in cell viability by a factor of 2.10 (P = 0.001) and 3.08 (P = 0.001) in turn. Furthermore, the real-time PCR and colonogenic assay results demonstrated that the combined treatment significantly increased phosphorylation of ATM and expression of TP53, indicating an adequate synergistic effect on breast cancer cells. The concurrent application of Au@ALA NPs in RT and PDT successfully enhanced the radiosensitization of breast cancer cells to megavoltage RT and PDT.

本研究旨在评估ALA包覆金纳米团簇(Au NPs)对健康的MCF-10A和MCF-7乳腺癌细胞放疗(RT)和光动力疗法(PDT)联合治疗效果的影响。利用 PEG 聚合物将 Au NPs 包覆在 ALA 上,从而合成了 Au@ALA NPs。通过傅立叶变换红外光谱(FTIR)、X射线衍射(XRD)、电子显微镜(TEM)和紫外可见光(UV-Vis)测试证实了最终 NPs 的成功合成。用不同浓度的 Au@ALA NPs 处理 MCF-10A 和 MCF-7 细胞系,并对其进行 2 Gy 和 4 Gy 的辐照(使用 MV X-射线)以及 630 nm 的激光照射。采用 MTT 试验、实时 PCR 和集落形成试验等多种方法对细胞毒性进行了评估。研究结果表明,Au@ALA NPs 对癌症组织造成的损伤明显大于对正常组织造成的损伤。所有实验组的细胞毒性效应都与浓度和辐射剂量的增加直接相关。将 Au@ALA NPs 与 2 Gy 和 4 Gy 的 RT 剂量结合使用,可使细胞存活率分别降低 1.58 倍(P = 0.001)和 1.73 倍(P = 0.004)。此外,在剂量为 2 Gy 和 4 Gy 时,NPs 与 PDT 和 RT 同时干预会导致细胞活力依次降低 2.10 倍(P = 0.001)和 3.08 倍(P = 0.001)。此外,实时 PCR 和结肠生成试验结果表明,联合治疗显著增加了 ATM 的磷酸化和 TP53 的表达,表明对乳腺癌细胞有充分的协同作用。在RT和PDT中同时应用Au@ALA NPs成功地增强了乳腺癌细胞对巨电压RT和PDT的放射增敏作用。
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引用次数: 0
Verification of image quality improvement by deep learning reconstruction to 1.5 T MRI in T2-weighted images of the prostate gland. 在前列腺 T2 加权图像中,验证通过深度学习重构 1.5 T MRI 提高图像质量的效果。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-06-08 DOI: 10.1007/s12194-024-00819-5
Yoshiomi Sato, Kiyoshi Ohkuma

This study aimed to evaluate whether the image quality of 1.5 T magnetic resonance imaging (MRI) of the prostate is equal to or higher than that of 3 T MRI by applying deep learning reconstruction (DLR). To objectively analyze the images from the 13 healthy volunteers, we measured the signal-to-noise ratio (SNR) and contrast-to-noise ratio (CNR) of the images obtained by the 1.5 T scanner with and without DLR, as well as for images obtained by the 3 T scanner. In the subjective, T2W images of the prostate were visually evaluated by two board-certified radiologists. The SNRs and CNRs in 1.5 T images with DLR were higher than that in 3 T images. Subjective image scores were better for 1.5 T images with DLR than 3 T images. The use of the DLR technique in 1.5 T MRI substantially improved the SNR and image quality of T2W images of the prostate gland, as compared to 3 T MRI.

本研究旨在通过应用深度学习重建(DLR)评估前列腺 1.5 T 磁共振成像(MRI)的图像质量是否等于或高于 3 T MRI。为了客观分析 13 名健康志愿者的图像,我们测量了使用 1.5 T 扫描仪和不使用 DLR 所获得图像的信噪比(SNR)和对比度-噪声比(CNR),以及使用 3 T 扫描仪所获得图像的信噪比(SNR)和对比度-噪声比(CNR)。在主观评估中,前列腺的 T2W 图像由两名经委员会认证的放射科医生进行目测评估。使用 DLR 的 1.5 T 图像的 SNR 和 CNR 均高于 3 T 图像。使用 DLR 的 1.5 T 图像的主观图像评分优于 3 T 图像。与 3 T 磁共振成像相比,在 1.5 T 磁共振成像中使用 DLR 技术大大提高了前列腺 T2W 图像的信噪比和图像质量。
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引用次数: 0
Air inflow into vacuum-type immobilization devices impacts setup errors. 空气流入真空固定装置会影响设置误差。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-06-19 DOI: 10.1007/s12194-024-00822-w
Fumiyasu Matsubayashi, Tatsuya Kamima, Yasushi Ito, Yasuo Yoshioka

We aimed to determine the impact of air inflow into vacuum-type immobilization devices (VIDs) on setup errors. We assigned 70 patients undergoing radiotherapy for head and neck cancer to groups V (n = 34) or N (n = 36) according to whether the VIDs were deflated weekly or not deflated during treatment, respectively. We calculated systematic errors (Σ) as the standard deviations (SDs) of mean errors, and random errors (σ) as the root mean square of SDs in each patient. We compared overall means (μ), SDs (SDoverall), random errors and systematic errors. We also measured temporary pressure changes in VIDs to determine the influence of pressure changes in VIDs on setup errors. The μ was within 0.20 mm and 0.2° in both groups, whereas SDoverall significantly differed between them. The SDoverall differed the most in the Roll axes of groups N (0. 87°) and V (0.58°). The Σ and σ values were lower in all axes of group V than in group N. Despite the initial deflation target of - 70 kPa, the pressure in VIDs reached - 5 kPa at the end of treatment. However, weekly deflation apparently maintained pressure at - 20 kPa. Effective pressure control in VIDs can reduce patient-by-patient variation and improve setup reproducibility for individual patients, consequently resulting in small variations among overall setup errors.

我们的目的是确定真空固定装置(VID)中的空气流入量对设置误差的影响。我们将 70 名接受头颈部癌症放疗的患者按照 VID 每周放气或治疗期间不放气的情况分别分为 V 组(34 人)或 N 组(36 人)。我们用平均误差的标准差 (SD) 计算系统误差 (Σ),用 SD 的均方根计算随机误差 (σ)。我们比较了总体平均值 (μ)、标差 (SDoverall)、随机误差和系统误差。我们还测量了 VID 中的临时压力变化,以确定 VID 中的压力变化对设置误差的影响。两组的 μ 和 SDoverall 分别在 0.20 mm 和 0.2° 范围内,而 SDoverall 在两组之间存在显著差异。在 N 组(0.87°)和 V 组(0.58°)的滚轴上,SDoverall 的差异最大。尽管最初的放气目标值为 - 70 kPa,但在治疗结束时,VIDs 的压力达到了 - 5 kPa。然而,每周一次的放气显然能将压力维持在 - 20 kPa。有效控制 VIDs 中的压力可以减少患者之间的差异,提高个别患者设置的可重复性,从而使整体设置误差的差异很小。
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引用次数: 0
The relationship between diffusion tensor imaging and the clinical classification of cubital tunnel syndrome. 弥散张量成像与肘管综合征临床分类之间的关系。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-05-24 DOI: 10.1007/s12194-024-00813-x
Mitsuhiro Kimura, Shuji Nagata, Makoto Suzuki, Kazutaka Nashiki, Hidemichi Kawata, Toshi Abe

The purpose of the study was to investigate the relationship between diffusion tensor imaging (DTI) and the clinical classification of cubital tunnel syndrome (CuTS). Ten patients with CuTS (7 men and 3 women; mean age: 52.7 years) and 5 patients without ulnar neuropathy (2 men and 3 women; mean age: 38.0 years) were enrolled in this retrospective study. Fifteen patients were clinically classified into three groups: "Normal", "1 and 2A", and "2B and 3" by an orthopedic surgeon using the modified McGowan stages. DTI was acquired using a 3.0-T MRI. Fractional anisotropy (FA) of the ulnar nerve was measured in slices covering 20 mm proximal to 20 mm distal to ulnar sulcus. Median FA values in each group were compared by Kruskal-Wallis and Steel-Dwass test (P < 0.05). Five patients with CuTS were classified as "1 and 2A" and five patients as "2B and 3". The FA values, proximal 12 mm to the ulnar sulcus were 0.486 ± 0.117, 0.425 ± 0.166 and 0.298 ± 0.0386 in the "Normal", "1 and 2A" and "2B and 3" groups, respectively. The FA values of patients classified as "Normal" were significantly higher than those classified as "2B and 3" (P = 0.0326 in Steel-Dwass test). FA proximal to the ulnar sulcus might be associated to the modified McGowan stages for the clinical classification of CuTS.

本研究旨在探讨弥散张量成像(DTI)与肘管综合征(CuTS)临床分类之间的关系。这项回顾性研究共纳入了 10 名 CuTS 患者(7 名男性和 3 名女性;平均年龄:52.7 岁)和 5 名无尺神经病变的患者(2 名男性和 3 名女性;平均年龄:38.0 岁)。15 名患者被临床分为三组:骨科医生采用改良麦高文分期法将 15 名患者临床分为三组:"正常"、"1 和 2A "以及 "2B 和 3"。DTI 采用 3.0-T 磁共振成像采集。尺神经的分数各向异性(FA)是在尺神经沟近端 20 毫米至远端 20 毫米的切片上测量的。通过 Kruskal-Wallis 和 Steel-Dwass 检验比较了各组的中位 FA 值(P<0.05)。
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引用次数: 0
Identification of peroneal artery perforators using non-contrast-enhanced T2prep multi-shot gradient echo planar imaging MRA. 利用非对比度增强 T2prep 多拍梯度回波平面成像 MRA 鉴定腓动脉穿孔器。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-05-28 DOI: 10.1007/s12194-024-00799-6
Yutaka Shigenaga, Takeo Osaki, Nobuyuki Murai, Saki Kamino, Koji Nakao, Ryohei Kawasaki, Daisuke Takenaka, Takayuki Ishida

The purpose of this study was to investigate the spatial resolution of non-contrast-enhanced (CE) T2prep multi-shot gradient echo planar imaging (MSG-EPI) magnetic resonance angiography (MRA) required to identify peroneal artery perforators and demonstrate its effectiveness in preoperative simulation. Twenty-six legs of 13 volunteers were scanned using non-CE T2prep MSG-EPI-MRA at three spatial resolutions: 1.0-, 0.8-, and 0.6-mm isotropic voxels. The location and number of peroneal artery perforators that could be candidates for free fibula flaps were identified by consensus among three plastic surgeons. Surgeons distinguished between septocutaneous and musculocutaneous perforators using MRA, and confirmed the accuracy of their presence and identification using ultrasonography (US). The ability to detect hypoplasia or stenosis of the anterior tibial, posterior tibial, and peroneal arteries was evaluated by confirming the consistency between the MRA and US results. The number of cutaneous perforators identified using MRA and confirmed using US was 39, 51, and 52 at each respective resolution. The discrimination accuracies between septocutaneous and musculocutaneous perforators were 92.3%, 96.1%, and 96.2%. The number of identified septocutaneous perforators was 1.3 ± 0.6, 1.6 ± 0.8, and 1.7 ± 0.8 at 1.0-, 0.8-, and 0.6-mm data, respectively. All the MRA results, including hypoplasia and stenosis, were consistent with the US results. Non-CE T2prep MSG-EPI-MRA with a spatial resolution of 0.8 mm or less shows promise for identifying septocutaneous perforators of the peroneal artery, suggesting its potential as an alternative to conventional imaging methods for the preoperative planning of free fibula osteocutaneous flap transfers.

本研究旨在调查非对比度增强(CE)T2prep 多拍梯度回波平面成像(MSG-EPI)磁共振血管成像(MRA)的空间分辨率,以确定腓动脉穿孔器,并证明其在术前模拟中的有效性。我们使用三种空间分辨率的非 CE T2prep MSG-EPI-MRA 扫描了 13 名志愿者的 26 条腿:1.0、0.8 和 0.6 毫米各向同性体素。通过三位整形外科医生的共识,确定了可用于游离腓骨瓣的腓动脉穿孔的位置和数量。外科医生使用 MRA 对隔皮穿孔器和肌皮穿孔器进行了区分,并使用超声波检查(US)确认了穿孔器的存在和识别的准确性。通过确认 MRA 和 US 结果的一致性,评估了检测胫前动脉、胫后动脉和腓动脉发育不良或狭窄的能力。在每个分辨率下,使用 MRA 发现并使用 US 确认的皮肤穿孔器数量分别为 39、51 和 52。隔肌穿孔器和肌皮穿孔器之间的鉴别准确率分别为 92.3%、96.1% 和 96.2%。在 1.0 毫米、0.8 毫米和 0.6 毫米数据下,识别出的隔皮穿孔器数量分别为 1.3 ± 0.6、1.6 ± 0.8 和 1.7 ± 0.8。所有 MRA 结果,包括低密度和狭窄,均与 US 结果一致。空间分辨率为 0.8 毫米或更低的非 CE T2prep MSG-EPI-MRA 显示出识别腓动脉隔膜穿孔器的前景,表明其有潜力替代传统成像方法,用于游离腓骨骨皮瓣转移的术前规划。
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引用次数: 0
Data analysis of average glandular dose in mammography toward revision of the diagnostic reference level of Japan. 乳腺 X 射线照相术中平均腺体剂量的数据分析,以修订日本的诊断参考水平。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-06-21 DOI: 10.1007/s12194-024-00823-9
Toru Negishi, Yusuke Koba, Kiyomitsu Shinsho, Daisuke Fujise, Masahiro Sai, Hiroko Nishide

Diagnostic reference level (DRL) for mammography for 2015 and 2020 has been published by J-RIME. More new dose studies are needed to revise the next DRL. In preparation for the next revision of the DRL for mammography, this study investigated data from the Japan Central Organization on Quality Assurance of Breast Cancer Screening on the mean average glandular dose (AGD) for institutional image accreditation in 2019-2023 and the relationship between the average at eligible institutions to date and the type of breast X-ray system. The 95th percentile values of the AGD distributions for the Computed Radiography (CR) and Flat Panel Detector (FPD) systems were 2.5 mGy and 2.0 mGy, respectively. Moreover, it is assumed that AGD is decreasing due to the spread of FPD systems, and it is expected that the further spread of FPD systems and systems with W/Rh target/filter will reduce AGD in future.

J-RIME发布了2015年和2020年乳腺X光摄影诊断参考水平(DRL)。修订下一个 DRL 需要更多新的剂量研究。为准备下一次乳腺 X 射线诊断参考水平的修订,本研究调查了日本乳腺癌筛查质量保证中央机构提供的 2019-2023 年机构图像认证平均腺体剂量(AGD)数据,以及迄今为止合格机构的平均值与乳腺 X 射线系统类型之间的关系。计算机放射成像(CR)和平板探测器(FPD)系统的 AGD 分布第 95 百分位值分别为 2.5 mGy 和 2.0 mGy。此外,由于 FPD 系统的普及,AGD 正在下降,预计未来 FPD 系统和 W/Rh 靶件/滤光片系统的进一步普及将降低 AGD。
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引用次数: 0
Adjustment of scan delay for bolus tracking with cardiothoracic ratio of CT scout image for hepatic artery phase of hepatic dynamic CT. 在肝脏动态 CT 的肝动脉阶段,利用 CT 扫描图像的心胸比率调整栓子追踪的扫描延迟。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-05-17 DOI: 10.1007/s12194-024-00814-w
Koji Muroga, Kanta Kitahara

This study aimed to determine the scan delay for bolus tracking in the hepatic artery phase (HAP) of hepatic dynamic computed tomography (CT) using the cardiothoracic ratio (CTR) from CT scout images. We retrospectively studied 188 patients who underwent hepatic dynamic CT, 24 of whom had scan delays adjusted for CTR. The contrast enhancement of the abdominal aorta, portal vein, hepatic vein, and hepatic parenchyma was calculated for HAP. The adequacy of the scan timing for HAP was assessed using three classifications: early, appropriate, or late. The effect of HAP on scan timing adequacy was determined using multivariate logistic regression analysis, and the optimal cutoff value of CTR was evaluated using receiver operating characteristic analysis. The trigger times for bolus tracking (odds ratio: 1.58) and CTR (odds ratio: 1.23) were significantly affected by the appropriate scan timing of the HAP. The optimal cutoff value of CTR was 59.3%. The scan timing of HAP with a scan delay of 15 s was 14% of early and 86% of appropriate, and the proportion of early in CTR ≥ 60% (early, 52%; appropriate, 48%) was higher than that in CTR < 60% (early, 6%; appropriate, 94%). Adjusting the scan delay to 20 s in CTR ≥ 60% increased the proportion of appropriate (early, 4%; appropriate, 96%). The CTR of a CT scout image is an effective index for determining the scan delay for bolus tracking. Adjusting the scan delay by CTR can provide appropriate HAP images in more patients. Trial registration number: R-080; date of registration: 9 March 2023, retrospectively registered.

本研究旨在利用 CT 扫描图像中的心胸比(CTR)确定肝动态计算机断层扫描(CT)肝动脉期(HAP)栓子追踪的扫描延迟。我们回顾性研究了 188 位接受肝动态 CT 检查的患者,其中 24 位患者的扫描延迟根据 CTR 进行了调整。我们计算了腹主动脉、门静脉、肝静脉和肝实质的造影剂增强情况,以得出 HAP。针对 HAP 的扫描时间充分性采用三种分类方法进行评估:早期、适当或晚期。使用多变量逻辑回归分析确定了 HAP 对扫描时机充分性的影响,并使用接收器操作特征分析评估了 CTR 的最佳临界值。栓剂跟踪的触发时间(几率比:1.58)和 CTR 的触发时间(几率比:1.23)受到 HAP 适当扫描时间的显著影响。CTR 的最佳临界值为 59.3%。扫描延迟 15 秒的 HAP 扫描时间,早期占 14%,适当占 86%,CTR ≥ 60% 的早期比例(早期,52%;适当,48%)高于 CTR ≥ 60% 的适当比例。
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引用次数: 0
Investigation of distributed learning for automated lesion detection in head MR images. 研究分布式学习在头部磁共振图像中的自动病灶检测。
IF 1.7 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-09-01 Epub Date: 2024-07-24 DOI: 10.1007/s12194-024-00827-5
Aiki Yamada, Shouhei Hanaoka, Tomomi Takenaga, Soichiro Miki, Takeharu Yoshikawa, Yukihiro Nomura

In this study, we investigated the application of distributed learning, including federated learning and cyclical weight transfer, in the development of computer-aided detection (CADe) software for (1) cerebral aneurysm detection in magnetic resonance (MR) angiography images and (2) brain metastasis detection in brain contrast-enhanced MR images. We used datasets collected from various institutions, scanner vendors, and magnetic field strengths for each target CADe software. We compared the performance of multiple strategies, including a centralized strategy, in which software development is conducted at a development institution after collecting de-identified data from multiple institutions. Our results showed that the performance of CADe software trained through distributed learning was equal to or better than that trained through the centralized strategy. However, the distributed learning strategies that achieved the highest performance depend on the target CADe software. Hence, distributed learning can become one of the strategies for CADe software development using data collected from multiple institutions.

在本研究中,我们研究了分布式学习(包括联合学习和循环权重转移)在计算机辅助检测(CADe)软件开发中的应用,这些软件用于(1)磁共振(MR)血管造影图像中的脑动脉瘤检测和(2)脑对比增强 MR 图像中的脑转移瘤检测。我们使用了从不同机构、扫描仪供应商和磁场强度收集到的数据集,用于每个目标 CADe 软件。我们比较了多种策略的性能,其中包括集中策略,即在从多个机构收集去标识化数据后,在一个开发机构进行软件开发。结果表明,通过分布式学习培训的 CADe 软件的性能等同于或优于通过集中式策略培训的软件。不过,实现最高性能的分布式学习策略取决于目标 CADe 软件。因此,分布式学习可以成为利用从多个机构收集的数据开发 CADe 软件的策略之一。
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引用次数: 0
期刊
Radiological Physics and Technology
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